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+++ after
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+import json
+import re
+import subprocess
+import sys
+import tempfile
+import unittest
+from pathlib import Path
+
+
+ROOT = Path(__file__).resolve().parents[1]
+SCRIPTS = ROOT / "scripts"
+SKILL = (ROOT / "skills/factiq/SKILL.md").read_text(encoding="utf-8")
+SQL_GUIDE = (ROOT / "references/data/sql-guide.md").read_text(encoding="utf-8")
+CHART_SPEC = (ROOT / "references/output/chart-spec.md").read_text(encoding="utf-8")
+REPORT_RULES = (ROOT / "references/report-patterns/README.md").read_text(
+    encoding="utf-8"
+)
+JOIN = "date_trunc('month', prior.time) = date_trunc('month', cur.time) - interval '1 year'"
+YOY_TRAP = SQL_GUIDE.split("## Year-over-year on monthly data", 1)[1].split(
+    "## HS trade datasets", 1
+)[0]
+
+
+def normalized(text: str) -> str:
+    return " ".join(text.lower().split())
+
+
+class PeriodAlignmentDocumentationTests(unittest.TestCase):
+    """A row offset is not a period offset once a month is missing; the docs
+    must steer every year-over-year calculation to a date match."""
+
+    def test_sql_guide_states_time_is_the_period_start(self):
+        conventions = SQL_GUIDE.split("## Always-true conventions", 1)[1].split(
+            "\n## ", 1
+        )[0]
+        self.assertIn(
+            "**Match periods on the calendar month, never on the exact date.**",
+            conventions,
+        )
+        self.assertIn(JOIN, conventions)
+
+    def test_sql_guide_trap_shows_lag_as_bad_and_date_join_as_good(self):
+        bad, good = YOY_TRAP.split("Good", 1)
+        self.assertIn("Bad", bad)
+        self.assertIn("LAG(value, 12) OVER (ORDER BY time)", bad)
+        self.assertIn(JOIN, good)
+        self.assertNotIn("prior.time = cur.time - interval", good)
+        self.assertIn("date_trunc('quarter', ...)", good)
+        self.assertIn("generate_series(", good)
+        self.assertIn("ON date_trunc('month', d.time) = s.time", good)
+        self.assertIn('transform="yoy_pct"', good)
+        self.assertIn("series_math.py yoy", good)
+
+    def test_sql_guide_trap_tells_the_model_to_disclose_gaps(self):
+        text = normalized(YOY_TRAP)
+        self.assertIn("coverage_note", text)
+        self.assertIn("missing_periods", text)
+        self.assertIn("partial", text)
+        self.assertIn("blank", text)
+
+    def test_sql_guide_pivot_says_a_missing_period_is_absent_not_null(self):
+        pivot = SQL_GUIDE.split("## Pivoting to wide format", 1)[1].split(
+            "\n## ", 1
+        )[0]
+        self.assertIn("absent from the pivot, not a null", pivot)
+
+    def test_skill_get_series_row_documents_transform(self):
+        row = next(line for line in SKILL.splitlines() if line.startswith("| `get_series`"))
+        self.assertIn("`transform?`", row)
+        self.assertIn('transform="yoy_pct"', row)
+        self.assertIn('"yoy_diff"', row)
+        self.assertIn("matched by calendar date", row)
+        self.assertIn("`coverage_note`", row)
+
+    def test_skill_workflow_and_subagent_template_forbid_row_offsets(self):
+        compute_step = SKILL.split("**Compute deterministically.**", 1)[1].split(
+            "\n5. ", 1
+        )[0]
+        self.assertIn("matched by date", compute_step)
+        self.assertIn(JOIN, compute_step)
+        self.assertIn("never compare exact", compute_step)
+        self.assertIn("never `LAG(value, 12)`", compute_step)
+        self.assertIn("`missing_periods`", compute_step)
+        template = SKILL.split("You are a FactIQ research agent", 1)[1].split(
+            "FINDINGS:", 1
+        )[0]
+        self.assertIn("never a 12-row offset", template)
+        self.assertIn("coverage_note", template)
+
+    def test_skill_errors_section_explains_coverage_note(self):
+        errors = SKILL.split("## Errors and limits", 1)[1].split("\n## ", 1)[0]
+        self.assertIn("**`coverage_note` on a result**", errors)
+        self.assertIn("not an error", errors)
+        self.assertIn("matching dates", errors)
+
+    def test_report_rules_disclose_missing_periods(self):
+        rules = REPORT_RULES.split("## Rules the method implies", 1)[1]
+        self.assertIn("**A missing period is disclosed, not bridged.**", rules)
+        self.assertIn("`coverage_note`", rules)
+
+    def test_no_doc_endorses_a_row_offset_yoy(self):
+        # `shift(12)` / a bare LAG-by-12 may appear only inside the "Bad" example
+        # or in text that names it as the wrong pattern.
+        for name, text in (
+            ("SKILL.md", SKILL),
+            ("chart-spec.md", CHART_SPEC),
+            ("README.md", REPORT_RULES),
+        ):
+            with self.subTest(doc=name):
+                self.assertNotIn(".shift(12)", text)
+        self.assertNotIn("shift(12)", CHART_SPEC)
+        for match in re.finditer(r"LAG\(value, 12\)", SQL_GUIDE):
+            window = SQL_GUIDE[max(0, match.start() - 600) : match.start()]
+            self.assertTrue(
+                "Bad" in window or "spine" in window or "never" in window,
+                msg=SQL_GUIDE[match.start() - 120 : match.end() + 40],
+            )
+
+    def test_chart_spec_lineage_uses_a_date_matched_calculation(self):
+        calc = CHART_SPEC.split('"id": "calc"', 1)[1].split("}", 1)[0]
+        self.assertIn("series_math.py yoy", calc)
+        self.assertNotIn("12-month difference", calc)
+
+
+class ChartSpecRequiredKeysTests(unittest.TestCase):
+    """The renderer reads no `id` and no y-axis key, so the docs must not
+    require `id` and must name one y-axis label form."""
+
+    def test_id_is_not_a_required_key(self):
+        required = CHART_SPEC.split("Required:", 1)[1].split("\n\n", 1)[0]
+        self.assertNotIn("`id`", required)
+        self.assertNotIn("`id`", SKILL.split("required keys are", 1)[1].split(")", 1)[0])
+
+    def test_y_axis_label_form_is_stated(self):
+        optional = CHART_SPEC.split("Optional:", 1)[1].split("\n\n", 1)[0]
+        self.assertIn("`yAxisLabel`", optional)
+        self.assertIn("not as a\n`yAxis` object", optional)
+
+
+def monthly_payload(start_year: int, end_year: int, missing: str) -> dict:
+    rows = []
+    level = 100.0
+    for year in range(start_year, end_year + 1):
+        for month in range(1, 13):
+            time = f"{year}-{month:02d}-01"
+            level = round(level * 1.005, 4)
+            if time != missing:
+                rows.append([time, level])
+    return {"columns": ["time", "value"], "results": rows}
+
+
+def run_yoy(payload: dict, *extra: str) -> subprocess.CompletedProcess:
+    with tempfile.TemporaryDirectory() as tmp:
+        path = Path(tmp) / "series.json"
+        path.write_text(json.dumps(payload), encoding="utf-8")
+        return subprocess.run(
+            [sys.executable, str(SCRIPTS / "series_math.py"), "yoy", "--file", str(path), *extra],
+            cwd=ROOT,
+            text=True,
+            capture_output=True,
+            check=False,
+        )
+
+
+class SeriesMathYoyGapTests(unittest.TestCase):
+    """`yoy` matches on the calendar period, so a hole never shifts the
+    comparison, and the periods with no prior-year value are named on stderr."""
+
+    def parse(self, stdout: str) -> dict[str, str]:
+        lines = stdout.strip().splitlines()
+        self.assertEqual(lines[0].split("\t"), ["time", "value", "yoy_pct"])
+        return {parts[0]: parts[2] for parts in (line.split("\t") for line in lines[1:])}
+
+    def test_month_after_a_hole_still_compares_with_the_same_month_prior_year(self):
+        for missing in ("2025-10-01", "2025-03-01"):
+            with self.subTest(missing=missing):
+                payload = monthly_payload(2024, 2026, missing)
+                result = run_yoy(payload)
+                self.assertEqual(result.returncode, 0, result.stderr)
+                yoy = self.parse(result.stdout)
+                # Every month after the hole must still be +6.17% on the
+                # compounding fixture (1.005**12 - 1), which is only true when
+                # the comparison is date-keyed; a 12-row offset gives 1.005**13.
+                after_hole = [
+                    time for time in yoy if time > missing and time < "2026-01-01"
+                ]
+                self.assertTrue(after_hole)
+                for time in after_hole:
+                    self.assertAlmostEqual(float(yoy[time]), 6.1678, places=3, msg=time)
+                # The month one year after the hole has no prior value.
+                year, rest = missing.split("-", 1)
+                blank = f"{int(year) + 1}-{rest}"
+                self.assertEqual(yoy[blank], "")
+                self.assertNotIn(missing, yoy)
+                self.assertIn("no prior-year observation for " + blank, result.stderr)
+                self.assertIn("say so in the answer", result.stderr)
+
+    def test_complete_series_prints_no_gap_note(self):
+        result = run_yoy(monthly_payload(2024, 2026, missing=""))
+        self.assertEqual(result.returncode, 0, result.stderr)
+        self.assertEqual(result.stderr, "")
+        yoy = self.parse(result.stdout)
+        self.assertEqual(yoy["2024-06-01"], "")  # first year: no prior by design
+        self.assertNotEqual(yoy["2025-06-01"], "")
+
+    def test_gap_note_names_the_group_when_grouped(self):
+        payload = monthly_payload(2024, 2025, "2024-05-01")
+        payload["columns"] = ["series_id", "time", "value"]
+        payload["results"] = [["CPI", *row] for row in payload["results"]]
+        result = run_yoy(payload, "--group-col", "series_id")
+        self.assertEqual(result.returncode, 0, result.stderr)
+        self.assertIn("CPI: 2025-05-01", result.stderr)
+
+
+class CompanyScreenerDocumentationTests(unittest.TestCase):
+    """A question such as "technology companies with price-to-sales above 10"
+    is answered by one query on the view screener.companies; every doc that
+    routes questions must point there, and the guide must carry the rules
+    that change the answer."""
+
+    SCHEMAS = (ROOT / "references/data/schemas.md").read_text(encoding="utf-8")
+    SECTION = SQL_GUIDE.split("## Company screener", 1)[1].split(
+        "## Pivoting to wide format", 1
+    )[0]
+
+    def test_schema_table_lists_the_screener_and_points_to_the_guide(self):
+        row = next(
+            line for line in self.SCHEMAS.splitlines() if line.startswith("| `screener` |")
+        )
+        self.assertIn("`screener.companies`", row)
+        self.assertIn("`price_as_of`", row)
+        self.assertIn("references/data/sql-guide.md", row)
+
+    def test_routing_list_sends_condition_questions_to_the_view(self):
+        routing = normalized(self.SCHEMAS)
+        self.assertIn("companies that match conditions", routing)
+        self.assertIn("`run_sql` query on `screener.companies`", routing)
+
+    def test_skill_workflow_names_the_view_and_the_guide_section(self):
+        skill = normalized(SKILL)
+        self.assertIn("`screener.companies`", skill)
+        self.assertIn("**company screener**", skill)
+
+    def test_guide_lists_the_columns_a_condition_needs(self):
+        for column in (
+            "sector",
+            "market_cap",
+            "price_to_sales",
+            "price_to_earnings",
+            "enterprise_value",
+            "revenue_ttm",
+            "revenue_growth_yoy",
+            "reporting_currency",
+            "price_as_of",
+            "fundamentals_period_end",
+        ):
+            self.assertIn(f"`{column}`", self.SECTION)
+
+    def test_guide_example_filters_the_view_and_limits_the_result(self):
+        example = self.SECTION.split("```sql", 1)[1].split("```", 1)[0]
+        self.assertIn("FROM screener.companies", example)
+        self.assertIn("ORDER BY", example)
+        self.assertIn("LIMIT", example)
+
+    def test_guide_states_the_rules_that_change_the_answer(self):
+        rules = normalized(self.SECTION)
+        self.assertIn("select sector, count(*) from screener.companies", rules)
+        self.assertIn("a ratio is null when its bottom number is zero or negative", rules)
+        self.assertIn("`reporting_currency` is not usd", rules)
+        self.assertIn("delayed about fifteen minutes", rules)
+        self.assertIn("state `price_as_of` in the answer", rules)
+        self.assertIn("`get_market_data`", rules)
+
+
+if __name__ == "__main__":
+    unittest.main()

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