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README.md

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+---
+license: mit
+pretty_name: "Misata SaaS Finance Evalpack (MRR waterfalls that reconcile)"
+tags:
+  - synthetic
+  - text-to-sql
+  - evaluation
+  - data-agents
+  - tabular
+  - sql
+task_categories:
+  - table-question-answering
+configs:
+  - config_name: mrr_movements
+    data_files: "tables/mrr_movements.csv"
+---
+
+# Misata SaaS Finance Evalpack (MRR waterfalls that reconcile)
+
+An **evalpack**: an evaluation database generated from the answer key, not
+annotated after the fact. A VLDB 2026 audit found 52.8% of BIRD Mini-Dev
+answer keys wrong because benchmarks annotate answers onto existing
+databases; this dataset inverts the order. The declared properties (curves,
+shares, identities) are the specification, the database is generated to
+satisfy them exactly, and every shipped question was re-verified by
+executing its gold SQL against these exact files with DuckDB, an engine
+that shares no code with the generator.
+
+## What is in it
+
+Tables: mrr_movements (6,000 rows).
+
+Three SaaS tenants (acme growing, globex declining, initech steady) share one
+movements table of new / expansion / contraction / churn rows. Every tenant's
+running MRR balance, recomputed from the raw rows, lands on its declared
+ending value for every month, to the cent. 108 questions ship with the pack:
+per-tenant net movements, per-type totals, and running balances.
+
+## Files
+
+- `tables/*.csv`: the database
+- `questions.jsonl`: one verified question per line (natural language,
+  gold SQL, expected answer, tags)
+- `certificate.json`: per-question DuckDB verification plus FK proof
+- `manifest.json`: spec hash, seed, library versions, dropped candidates
+- `verify.py`: standalone re-verification (needs only `pip install duckdb`)
+- `schema.misata.yaml`: the full declaration; regenerate or rotate the pack
+  from it
+
+## Re-verify in thirty seconds
+
+```bash
+pip install duckdb
+python verify.py
+```
+
+## Rotate the environment without touching the answer key
+
+```bash
+pip install misata
+misata evalpack --config schema.misata.yaml -o rotated_pack --seed 7
+```
+
+A new seed replaces the rows; the declared answers stay the answers, so
+agents cannot memorize the environment. Same version + same schema + same
+seed reproduces these bytes exactly.
+
+## Provenance
+
+No real data: fully declaration-generated, offline, deterministic
+([provenance statement](https://github.com/rasinmuhammed/misata/blob/main/DATA-PROVENANCE.md)).
+Generated with [misata](https://github.com/rasinmuhammed/misata) (MIT).
+Where the approach fails is documented in
+[LIMITATIONS.md](https://github.com/rasinmuhammed/misata/blob/main/LIMITATIONS.md).

certificate.json

@@ -0,0 +1,774 @@
+{
+  "pack": "saas-finance-evalpack",
+  "misata_version": "0.8.7.1",
+  "seed": 42,
+  "spec_sha256": "775506c1d65475794a6cc5d454312176afae2d7d3614805494af99e86444df86",
+  "generated_at": "2026-07-16T15:06:00.602888+00:00",
+  "verifier": {
+    "engine": "duckdb",
+    "version": "1.4.2"
+  },
+  "sql_dialect": "duckdb",
+  "answer_comparison": "numeric at round_decimals (never string equality); strings compared exactly",
+  "fk_integrity": [],
+  "conformance_warnings": [],
+  "questions": [
+    {
+      "id": "q001",
+      "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"tenant\" = 'acme'",
+      "expected": 3000.0,
+      "observed": 3000.0,
+      "match": true
+    },
+    {
+      "id": "q002",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"movement_type\" = 'new' AND \"tenant\" = 'acme'",
+      "expected": 2925.0,
+      "observed": 2925.0,
+      "match": true
+    },
+    {
+      "id": "q003",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'acme'",
+      "expected": 1575.0,
+      "observed": 1575.0,
+      "match": true
+    },
+    {
+      "id": "q004",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"movement_type\" = 'churn' AND \"tenant\" = 'acme'",
+      "expected": 1050.0,
+      "observed": 1050.0,
+      "match": true
+    },
+    {
+      "id": "q005",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'acme'",
+      "expected": 450.0,
+      "observed": 450.0,
+      "match": true
+    },
+    {
+      "id": "q006",
+      "gold_sql": "SELECT ROUND(50000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-01' AND \"tenant\" = 'acme'",
+      "expected": 53000.0,
+      "observed": 53000.0,
+      "match": true
+    },
+    {
+      "id": "q007",
+      "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"tenant\" = 'acme'",
+      "expected": 3000.0,
+      "observed": 3000.0,
+      "match": true
+    },
+    {
+      "id": "q008",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"movement_type\" = 'new' AND \"tenant\" = 'acme'",
+      "expected": 2983.5,
+      "observed": 2983.5,
+      "match": true
+    },
+    {
+      "id": "q009",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'acme'",
+      "expected": 1606.5,
+      "observed": 1606.5,
+      "match": true
+    },
+    {
+      "id": "q010",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"movement_type\" = 'churn' AND \"tenant\" = 'acme'",
+      "expected": 1113.0,
+      "observed": 1113.0,
+      "match": true
+    },
+    {
+      "id": "q011",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'acme'",
+      "expected": 477.0,
+      "observed": 477.0,
+      "match": true
+    },
+    {
+      "id": "q012",
+      "gold_sql": "SELECT ROUND(50000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-02' AND \"tenant\" = 'acme'",
+      "expected": 56000.0,
+      "observed": 56000.0,
+      "match": true
+    },
+    {
+      "id": "q013",
+      "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"tenant\" = 'acme'",
+      "expected": 3000.0,
+      "observed": 3000.0,
+      "match": true
+    },
+    {
+      "id": "q014",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"movement_type\" = 'new' AND \"tenant\" = 'acme'",
+      "expected": 3042.0,
+      "observed": 3042.0,
+      "match": true
+    },
+    {
+      "id": "q015",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'acme'",
+      "expected": 1638.0,
+      "observed": 1638.0,
+      "match": true
+    },
+    {
+      "id": "q016",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"movement_type\" = 'churn' AND \"tenant\" = 'acme'",
+      "expected": 1176.0,
+      "observed": 1176.0,
+      "match": true
+    },
+    {
+      "id": "q017",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'acme'",
+      "expected": 504.0,
+      "observed": 504.0,
+      "match": true
+    },
+    {
+      "id": "q018",
+      "gold_sql": "SELECT ROUND(50000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-03' AND \"tenant\" = 'acme'",
+      "expected": 59000.0,
+      "observed": 59000.0,
+      "match": true
+    },
+    {
+      "id": "q019",
+      "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"tenant\" = 'acme'",
+      "expected": 3000.0,
+      "observed": 3000.0,
+      "match": true
+    },
+    {
+      "id": "q020",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"movement_type\" = 'new' AND \"tenant\" = 'acme'",
+      "expected": 3100.5,
+      "observed": 3100.5,
+      "match": true
+    },
+    {
+      "id": "q021",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'acme'",
+      "expected": 1669.5,
+      "observed": 1669.5,
+      "match": true
+    },
+    {
+      "id": "q022",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"movement_type\" = 'churn' AND \"tenant\" = 'acme'",
+      "expected": 1239.0,
+      "observed": 1239.0,
+      "match": true
+    },
+    {
+      "id": "q023",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'acme'",
+      "expected": 531.0,
+      "observed": 531.0,
+      "match": true
+    },
+    {
+      "id": "q024",
+      "gold_sql": "SELECT ROUND(50000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-04' AND \"tenant\" = 'acme'",
+      "expected": 62000.0,
+      "observed": 62000.0,
+      "match": true
+    },
+    {
+      "id": "q025",
+      "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"tenant\" = 'acme'",
+      "expected": 3000.0,
+      "observed": 3000.0,
+      "match": true
+    },
+    {
+      "id": "q026",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"movement_type\" = 'new' AND \"tenant\" = 'acme'",
+      "expected": 3159.0,
+      "observed": 3159.0,
+      "match": true
+    },
+    {
+      "id": "q027",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'acme'",
+      "expected": 1701.0,
+      "observed": 1701.0,
+      "match": true
+    },
+    {
+      "id": "q028",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"movement_type\" = 'churn' AND \"tenant\" = 'acme'",
+      "expected": 1302.0,
+      "observed": 1302.0,
+      "match": true
+    },
+    {
+      "id": "q029",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'acme'",
+      "expected": 558.0,
+      "observed": 558.0,
+      "match": true
+    },
+    {
+      "id": "q030",
+      "gold_sql": "SELECT ROUND(50000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-05' AND \"tenant\" = 'acme'",
+      "expected": 65000.0,
+      "observed": 65000.0,
+      "match": true
+    },
+    {
+      "id": "q031",
+      "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"tenant\" = 'acme'",
+      "expected": 3000.0,
+      "observed": 3000.0,
+      "match": true
+    },
+    {
+      "id": "q032",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"movement_type\" = 'new' AND \"tenant\" = 'acme'",
+      "expected": 3217.5,
+      "observed": 3217.5,
+      "match": true
+    },
+    {
+      "id": "q033",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'acme'",
+      "expected": 1732.5,
+      "observed": 1732.5,
+      "match": true
+    },
+    {
+      "id": "q034",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"movement_type\" = 'churn' AND \"tenant\" = 'acme'",
+      "expected": 1365.0,
+      "observed": 1365.0,
+      "match": true
+    },
+    {
+      "id": "q035",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'acme'",
+      "expected": 585.0,
+      "observed": 585.0,
+      "match": true
+    },
+    {
+      "id": "q036",
+      "gold_sql": "SELECT ROUND(50000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-06' AND \"tenant\" = 'acme'",
+      "expected": 68000.0,
+      "observed": 68000.0,
+      "match": true
+    },
+    {
+      "id": "q037",
+      "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"tenant\" = 'globex'",
+      "expected": -1500.0,
+      "observed": -1500.0,
+      "match": true
+    },
+    {
+      "id": "q038",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"movement_type\" = 'new' AND \"tenant\" = 'globex'",
+      "expected": 1365.0,
+      "observed": 1365.0,
+      "match": true
+    },
+    {
+      "id": "q039",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'globex'",
+      "expected": 735.0,
+      "observed": 735.0,
+      "match": true
+    },
+    {
+      "id": "q040",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"movement_type\" = 'churn' AND \"tenant\" = 'globex'",
+      "expected": 2520.0,
+      "observed": 2520.0,
+      "match": true
+    },
+    {
+      "id": "q041",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'globex'",
+      "expected": 1080.0,
+      "observed": 1080.0,
+      "match": true
+    },
+    {
+      "id": "q042",
+      "gold_sql": "SELECT ROUND(120000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-01' AND \"tenant\" = 'globex'",
+      "expected": 118500.0,
+      "observed": 118500.0,
+      "match": true
+    },
+    {
+      "id": "q043",
+      "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"tenant\" = 'globex'",
+      "expected": -1500.0,
+      "observed": -1500.0,
+      "match": true
+    },
+    {
+      "id": "q044",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"movement_type\" = 'new' AND \"tenant\" = 'globex'",
+      "expected": 1335.75,
+      "observed": 1335.75,
+      "match": true
+    },
+    {
+      "id": "q045",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'globex'",
+      "expected": 719.25,
+      "observed": 719.25,
+      "match": true
+    },
+    {
+      "id": "q046",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"movement_type\" = 'churn' AND \"tenant\" = 'globex'",
+      "expected": 2488.5,
+      "observed": 2488.5,
+      "match": true
+    },
+    {
+      "id": "q047",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'globex'",
+      "expected": 1066.5,
+      "observed": 1066.5,
+      "match": true
+    },
+    {
+      "id": "q048",
+      "gold_sql": "SELECT ROUND(120000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-02' AND \"tenant\" = 'globex'",
+      "expected": 117000.0,
+      "observed": 117000.0,
+      "match": true
+    },
+    {
+      "id": "q049",
+      "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"tenant\" = 'globex'",
+      "expected": -1500.0,
+      "observed": -1500.0,
+      "match": true
+    },
+    {
+      "id": "q050",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"movement_type\" = 'new' AND \"tenant\" = 'globex'",
+      "expected": 1306.5,
+      "observed": 1306.5,
+      "match": true
+    },
+    {
+      "id": "q051",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'globex'",
+      "expected": 703.5,
+      "observed": 703.5,
+      "match": true
+    },
+    {
+      "id": "q052",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"movement_type\" = 'churn' AND \"tenant\" = 'globex'",
+      "expected": 2457.0,
+      "observed": 2457.0,
+      "match": true
+    },
+    {
+      "id": "q053",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'globex'",
+      "expected": 1053.0,
+      "observed": 1053.0,
+      "match": true
+    },
+    {
+      "id": "q054",
+      "gold_sql": "SELECT ROUND(120000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-03' AND \"tenant\" = 'globex'",
+      "expected": 115500.0,
+      "observed": 115500.0,
+      "match": true
+    },
+    {
+      "id": "q055",
+      "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"tenant\" = 'globex'",
+      "expected": -1500.0,
+      "observed": -1500.0,
+      "match": true
+    },
+    {
+      "id": "q056",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"movement_type\" = 'new' AND \"tenant\" = 'globex'",
+      "expected": 1277.25,
+      "observed": 1277.25,
+      "match": true
+    },
+    {
+      "id": "q057",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'globex'",
+      "expected": 687.75,
+      "observed": 687.75,
+      "match": true
+    },
+    {
+      "id": "q058",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"movement_type\" = 'churn' AND \"tenant\" = 'globex'",
+      "expected": 2425.5,
+      "observed": 2425.5,
+      "match": true
+    },
+    {
+      "id": "q059",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'globex'",
+      "expected": 1039.5,
+      "observed": 1039.5,
+      "match": true
+    },
+    {
+      "id": "q060",
+      "gold_sql": "SELECT ROUND(120000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-04' AND \"tenant\" = 'globex'",
+      "expected": 114000.0,
+      "observed": 114000.0,
+      "match": true
+    },
+    {
+      "id": "q061",
+      "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"tenant\" = 'globex'",
+      "expected": -1500.0,
+      "observed": -1500.0,
+      "match": true
+    },
+    {
+      "id": "q062",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"movement_type\" = 'new' AND \"tenant\" = 'globex'",
+      "expected": 1248.0,
+      "observed": 1248.0,
+      "match": true
+    },
+    {
+      "id": "q063",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'globex'",
+      "expected": 672.0,
+      "observed": 672.0,
+      "match": true
+    },
+    {
+      "id": "q064",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"movement_type\" = 'churn' AND \"tenant\" = 'globex'",
+      "expected": 2394.0,
+      "observed": 2394.0,
+      "match": true
+    },
+    {
+      "id": "q065",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'globex'",
+      "expected": 1026.0,
+      "observed": 1026.0,
+      "match": true
+    },
+    {
+      "id": "q066",
+      "gold_sql": "SELECT ROUND(120000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-05' AND \"tenant\" = 'globex'",
+      "expected": 112500.0,
+      "observed": 112500.0,
+      "match": true
+    },
+    {
+      "id": "q067",
+      "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"tenant\" = 'globex'",
+      "expected": -1500.0,
+      "observed": -1500.0,
+      "match": true
+    },
+    {
+      "id": "q068",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"movement_type\" = 'new' AND \"tenant\" = 'globex'",
+      "expected": 1218.75,
+      "observed": 1218.75,
+      "match": true
+    },
+    {
+      "id": "q069",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'globex'",
+      "expected": 656.25,
+      "observed": 656.25,
+      "match": true
+    },
+    {
+      "id": "q070",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"movement_type\" = 'churn' AND \"tenant\" = 'globex'",
+      "expected": 2362.5,
+      "observed": 2362.5,
+      "match": true
+    },
+    {
+      "id": "q071",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'globex'",
+      "expected": 1012.5,
+      "observed": 1012.5,
+      "match": true
+    },
+    {
+      "id": "q072",
+      "gold_sql": "SELECT ROUND(120000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-06' AND \"tenant\" = 'globex'",
+      "expected": 111000.0,
+      "observed": 111000.0,
+      "match": true
+    },
+    {
+      "id": "q073",
+      "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"tenant\" = 'initech'",
+      "expected": 800.0,
+      "observed": 800.0,
+      "match": true
+    },
+    {
+      "id": "q074",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"movement_type\" = 'new' AND \"tenant\" = 'initech'",
+      "expected": 910.0,
+      "observed": 910.0,
+      "match": true
+    },
+    {
+      "id": "q075",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'initech'",
+      "expected": 490.0,
+      "observed": 490.0,
+      "match": true
+    },
+    {
+      "id": "q076",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"movement_type\" = 'churn' AND \"tenant\" = 'initech'",
+      "expected": 420.0,
+      "observed": 420.0,
+      "match": true
+    },
+    {
+      "id": "q077",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'initech'",
+      "expected": 180.0,
+      "observed": 180.0,
+      "match": true
+    },
+    {
+      "id": "q078",
+      "gold_sql": "SELECT ROUND(20000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-01' AND \"tenant\" = 'initech'",
+      "expected": 20800.0,
+      "observed": 20800.0,
+      "match": true
+    },
+    {
+      "id": "q079",
+      "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"tenant\" = 'initech'",
+      "expected": 800.0,
+      "observed": 800.0,
+      "match": true
+    },
+    {
+      "id": "q080",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"movement_type\" = 'new' AND \"tenant\" = 'initech'",
+      "expected": 925.6,
+      "observed": 925.6,
+      "match": true
+    },
+    {
+      "id": "q081",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'initech'",
+      "expected": 498.4,
+      "observed": 498.4,
+      "match": true
+    },
+    {
+      "id": "q082",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"movement_type\" = 'churn' AND \"tenant\" = 'initech'",
+      "expected": 436.8,
+      "observed": 436.8,
+      "match": true
+    },
+    {
+      "id": "q083",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'initech'",
+      "expected": 187.2,
+      "observed": 187.2,
+      "match": true
+    },
+    {
+      "id": "q084",
+      "gold_sql": "SELECT ROUND(20000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-02' AND \"tenant\" = 'initech'",
+      "expected": 21600.0,
+      "observed": 21600.0,
+      "match": true
+    },
+    {
+      "id": "q085",
+      "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"tenant\" = 'initech'",
+      "expected": 800.0,
+      "observed": 800.0,
+      "match": true
+    },
+    {
+      "id": "q086",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"movement_type\" = 'new' AND \"tenant\" = 'initech'",
+      "expected": 941.2,
+      "observed": 941.2,
+      "match": true
+    },
+    {
+      "id": "q087",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'initech'",
+      "expected": 506.8,
+      "observed": 506.8,
+      "match": true
+    },
+    {
+      "id": "q088",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"movement_type\" = 'churn' AND \"tenant\" = 'initech'",
+      "expected": 453.6,
+      "observed": 453.6,
+      "match": true
+    },
+    {
+      "id": "q089",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'initech'",
+      "expected": 194.4,
+      "observed": 194.4,
+      "match": true
+    },
+    {
+      "id": "q090",
+      "gold_sql": "SELECT ROUND(20000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-03' AND \"tenant\" = 'initech'",
+      "expected": 22400.0,
+      "observed": 22400.0,
+      "match": true
+    },
+    {
+      "id": "q091",
+      "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"tenant\" = 'initech'",
+      "expected": 800.0,
+      "observed": 800.0,
+      "match": true
+    },
+    {
+      "id": "q092",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"movement_type\" = 'new' AND \"tenant\" = 'initech'",
+      "expected": 956.8,
+      "observed": 956.8,
+      "match": true
+    },
+    {
+      "id": "q093",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'initech'",
+      "expected": 515.2,
+      "observed": 515.2,
+      "match": true
+    },
+    {
+      "id": "q094",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"movement_type\" = 'churn' AND \"tenant\" = 'initech'",
+      "expected": 470.4,
+      "observed": 470.4,
+      "match": true
+    },
+    {
+      "id": "q095",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'initech'",
+      "expected": 201.6,
+      "observed": 201.6,
+      "match": true
+    },
+    {
+      "id": "q096",
+      "gold_sql": "SELECT ROUND(20000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-04' AND \"tenant\" = 'initech'",
+      "expected": 23200.0,
+      "observed": 23200.0,
+      "match": true
+    },
+    {
+      "id": "q097",
+      "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"tenant\" = 'initech'",
+      "expected": 800.0,
+      "observed": 800.0,
+      "match": true
+    },
+    {
+      "id": "q098",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"movement_type\" = 'new' AND \"tenant\" = 'initech'",
+      "expected": 972.4,
+      "observed": 972.4,
+      "match": true
+    },
+    {
+      "id": "q099",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'initech'",
+      "expected": 523.6,
+      "observed": 523.6,
+      "match": true
+    },
+    {
+      "id": "q100",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"movement_type\" = 'churn' AND \"tenant\" = 'initech'",
+      "expected": 487.2,
+      "observed": 487.2,
+      "match": true
+    },
+    {
+      "id": "q101",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'initech'",
+      "expected": 208.8,
+      "observed": 208.8,
+      "match": true
+    },
+    {
+      "id": "q102",
+      "gold_sql": "SELECT ROUND(20000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-05' AND \"tenant\" = 'initech'",
+      "expected": 24000.0,
+      "observed": 24000.0,
+      "match": true
+    },
+    {
+      "id": "q103",
+      "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"tenant\" = 'initech'",
+      "expected": 800.0,
+      "observed": 800.0,
+      "match": true
+    },
+    {
+      "id": "q104",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"movement_type\" = 'new' AND \"tenant\" = 'initech'",
+      "expected": 988.0,
+      "observed": 988.0,
+      "match": true
+    },
+    {
+      "id": "q105",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'initech'",
+      "expected": 532.0,
+      "observed": 532.0,
+      "match": true
+    },
+    {
+      "id": "q106",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"movement_type\" = 'churn' AND \"tenant\" = 'initech'",
+      "expected": 504.0,
+      "observed": 504.0,
+      "match": true
+    },
+    {
+      "id": "q107",
+      "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'initech'",
+      "expected": 216.0,
+      "observed": 216.0,
+      "match": true
+    },
+    {
+      "id": "q108",
+      "gold_sql": "SELECT ROUND(20000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-06' AND \"tenant\" = 'initech'",
+      "expected": 24800.0,
+      "observed": 24800.0,
+      "match": true
+    }
+  ],
+  "all_match": true
+}

manifest.json

@@ -0,0 +1,240 @@
+{
+  "pack": "saas-finance-evalpack",
+  "misata_version": "0.8.7.1",
+  "seed": 42,
+  "spec_sha256": "775506c1d65475794a6cc5d454312176afae2d7d3614805494af99e86444df86",
+  "tables": {
+    "mrr_movements": 6000
+  },
+  "questions_shipped": 108,
+  "questions_dropped": 0,
+  "dropped_questions": [],
+  "conformance_warnings": [],
+  "story_audit": {
+    "clean": true,
+    "score": 100.0,
+    "findings": []
+  },
+  "schema": {
+    "name": "saas-finance-evalpack",
+    "description": null,
+    "domain": null,
+    "tables": [
+      {
+        "name": "mrr_movements",
+        "row_count": 6000,
+        "description": null,
+        "is_reference": false,
+        "inline_data": null,
+        "columns": [],
+        "constraints": [],
+        "workflow_preset": null,
+        "workflow_config": null,
+        "correlations": [],
+        "state_machine": null,
+        "scd2": null,
+        "cluster_effect": null
+      }
+    ],
+    "columns": {
+      "mrr_movements": [
+        {
+          "name": "movement_id",
+          "type": "int",
+          "distribution_params": {
+            "min": 1,
+            "max": 9999999,
+            "distribution": "normal",
+            "_distribution_is_default": true
+          },
+          "nullable": false,
+          "unique": true,
+          "description": null
+        },
+        {
+          "name": "tenant",
+          "type": "text",
+          "distribution_params": {},
+          "nullable": false,
+          "unique": false,
+          "description": null
+        },
+        {
+          "name": "period",
+          "type": "text",
+          "distribution_params": {},
+          "nullable": false,
+          "unique": false,
+          "description": null
+        },
+        {
+          "name": "movement_type",
+          "type": "text",
+          "distribution_params": {},
+          "nullable": false,
+          "unique": false,
+          "description": null
+        },
+        {
+          "name": "amount",
+          "type": "float",
+          "distribution_params": {
+            "distribution": "normal",
+            "_distribution_is_default": true
+          },
+          "nullable": false,
+          "unique": false,
+          "description": null
+        }
+      ]
+    },
+    "relationships": [],
+    "events": [],
+    "outcome_curves": [],
+    "rate_curves": [],
+    "group_shares": [],
+    "waterfalls": [
+      {
+        "table": "mrr_movements",
+        "period_column": "period",
+        "type_column": "movement_type",
+        "amount_column": "amount",
+        "starting_value": 50000.0,
+        "points": [
+          {
+            "period": "2025-01",
+            "ending_value": 53000.0
+          },
+          {
+            "period": "2025-02",
+            "ending_value": 56000.0
+          },
+          {
+            "period": "2025-03",
+            "ending_value": 59000.0
+          },
+          {
+            "period": "2025-04",
+            "ending_value": 62000.0
+          },
+          {
+            "period": "2025-05",
+            "ending_value": 65000.0
+          },
+          {
+            "period": "2025-06",
+            "ending_value": 68000.0
+          }
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+        "inflow_shares": {
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+          "expansion": 0.35
+        },
+        "outflow_shares": {
+          "churn": 0.7,
+          "contraction": 0.3
+        },
+        "outflow_rate": 0.03,
+        "segment_column": "tenant",
+        "segment_value": "acme",
+        "description": null
+      },
+      {
+        "table": "mrr_movements",
+        "period_column": "period",
+        "type_column": "movement_type",
+        "amount_column": "amount",
+        "starting_value": 120000.0,
+        "points": [
+          {
+            "period": "2025-01",
+            "ending_value": 118500.0
+          },
+          {
+            "period": "2025-02",
+            "ending_value": 117000.0
+          },
+          {
+            "period": "2025-03",
+            "ending_value": 115500.0
+          },
+          {
+            "period": "2025-04",
+            "ending_value": 114000.0
+          },
+          {
+            "period": "2025-05",
+            "ending_value": 112500.0
+          },
+          {
+            "period": "2025-06",
+            "ending_value": 111000.0
+          }
+        ],
+        "inflow_shares": {
+          "new": 0.65,
+          "expansion": 0.35
+        },
+        "outflow_shares": {
+          "churn": 0.7,
+          "contraction": 0.3
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+        "outflow_rate": 0.03,
+        "segment_column": "tenant",
+        "segment_value": "globex",
+        "description": null
+      },
+      {
+        "table": "mrr_movements",
+        "period_column": "period",
+        "type_column": "movement_type",
+        "amount_column": "amount",
+        "starting_value": 20000.0,
+        "points": [
+          {
+            "period": "2025-01",
+            "ending_value": 20800.0
+          },
+          {
+            "period": "2025-02",
+            "ending_value": 21600.0
+          },
+          {
+            "period": "2025-03",
+            "ending_value": 22400.0
+          },
+          {
+            "period": "2025-04",
+            "ending_value": 23200.0
+          },
+          {
+            "period": "2025-05",
+            "ending_value": 24000.0
+          },
+          {
+            "period": "2025-06",
+            "ending_value": 24800.0
+          }
+        ],
+        "inflow_shares": {
+          "new": 0.65,
+          "expansion": 0.35
+        },
+        "outflow_shares": {
+          "churn": 0.7,
+          "contraction": 0.3
+        },
+        "outflow_rate": 0.03,
+        "segment_column": "tenant",
+        "segment_value": "initech",
+        "description": null
+      }
+    ],
+    "stock_flows": [],
+    "generation_mode": "anchored",
+    "noise_config": null,
+    "realism": null,
+    "seed": 42,
+    "vocabularies": null
+  }
+}

questions.jsonl

@@ -0,0 +1,108 @@
+{"id": "q001", "question": "In the mrr_movements table, treating expansion, new as inflows and every other movement_type as an outflow, what is the net movement of amount for rows where tenant is 'acme' in period '2025-01'? Give a number rounded to 2 decimal places (negative for a net decline).", "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"tenant\" = 'acme'", "expected_answer": 3000.0, "answer_type": "number", "tags": ["identity", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_net", "table": "mrr_movements", "period": "2025-01"}, "round_decimals": 2}
+{"id": "q002", "question": "In the mrr_movements table, what is the total amount of movement_type 'new' for rows where tenant is 'acme' in period '2025-01'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"movement_type\" = 'new' AND \"tenant\" = 'acme'", "expected_answer": 2925.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-01", "type": "new"}, "round_decimals": 2}
+{"id": "q003", "question": "In the mrr_movements table, what is the total amount of movement_type 'expansion' for rows where tenant is 'acme' in period '2025-01'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'acme'", "expected_answer": 1575.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-01", "type": "expansion"}, "round_decimals": 2}
+{"id": "q004", "question": "In the mrr_movements table, what is the total amount of movement_type 'churn' for rows where tenant is 'acme' in period '2025-01'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"movement_type\" = 'churn' AND \"tenant\" = 'acme'", "expected_answer": 1050.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-01", "type": "churn"}, "round_decimals": 2}
+{"id": "q005", "question": "In the mrr_movements table, what is the total amount of movement_type 'contraction' for rows where tenant is 'acme' in period '2025-01'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'acme'", "expected_answer": 450.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-01", "type": "contraction"}, "round_decimals": 2}
+{"id": "q006", "question": "The balance before the first period in the mrr_movements table was 50000.0. Treating expansion, new as inflows and every other movement_type as an outflow, what is the balance for rows where tenant is 'acme' at the end of period '2025-01'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(50000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-01' AND \"tenant\" = 'acme'", "expected_answer": 53000.0, "answer_type": "number", "tags": ["identity", "running_total", "single_table"], "source": {"kind": "waterfall_balance", "table": "mrr_movements", "period": "2025-01"}, "round_decimals": 2}
+{"id": "q007", "question": "In the mrr_movements table, treating expansion, new as inflows and every other movement_type as an outflow, what is the net movement of amount for rows where tenant is 'acme' in period '2025-02'? Give a number rounded to 2 decimal places (negative for a net decline).", "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"tenant\" = 'acme'", "expected_answer": 3000.0, "answer_type": "number", "tags": ["identity", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_net", "table": "mrr_movements", "period": "2025-02"}, "round_decimals": 2}
+{"id": "q008", "question": "In the mrr_movements table, what is the total amount of movement_type 'new' for rows where tenant is 'acme' in period '2025-02'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"movement_type\" = 'new' AND \"tenant\" = 'acme'", "expected_answer": 2983.5, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-02", "type": "new"}, "round_decimals": 2}
+{"id": "q009", "question": "In the mrr_movements table, what is the total amount of movement_type 'expansion' for rows where tenant is 'acme' in period '2025-02'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'acme'", "expected_answer": 1606.5, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-02", "type": "expansion"}, "round_decimals": 2}
+{"id": "q010", "question": "In the mrr_movements table, what is the total amount of movement_type 'churn' for rows where tenant is 'acme' in period '2025-02'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"movement_type\" = 'churn' AND \"tenant\" = 'acme'", "expected_answer": 1113.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-02", "type": "churn"}, "round_decimals": 2}
+{"id": "q011", "question": "In the mrr_movements table, what is the total amount of movement_type 'contraction' for rows where tenant is 'acme' in period '2025-02'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'acme'", "expected_answer": 477.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-02", "type": "contraction"}, "round_decimals": 2}
+{"id": "q012", "question": "The balance before the first period in the mrr_movements table was 50000.0. Treating expansion, new as inflows and every other movement_type as an outflow, what is the balance for rows where tenant is 'acme' at the end of period '2025-02'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(50000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-02' AND \"tenant\" = 'acme'", "expected_answer": 56000.0, "answer_type": "number", "tags": ["identity", "running_total", "single_table"], "source": {"kind": "waterfall_balance", "table": "mrr_movements", "period": "2025-02"}, "round_decimals": 2}
+{"id": "q013", "question": "In the mrr_movements table, treating expansion, new as inflows and every other movement_type as an outflow, what is the net movement of amount for rows where tenant is 'acme' in period '2025-03'? Give a number rounded to 2 decimal places (negative for a net decline).", "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"tenant\" = 'acme'", "expected_answer": 3000.0, "answer_type": "number", "tags": ["identity", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_net", "table": "mrr_movements", "period": "2025-03"}, "round_decimals": 2}
+{"id": "q014", "question": "In the mrr_movements table, what is the total amount of movement_type 'new' for rows where tenant is 'acme' in period '2025-03'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"movement_type\" = 'new' AND \"tenant\" = 'acme'", "expected_answer": 3042.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-03", "type": "new"}, "round_decimals": 2}
+{"id": "q015", "question": "In the mrr_movements table, what is the total amount of movement_type 'expansion' for rows where tenant is 'acme' in period '2025-03'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'acme'", "expected_answer": 1638.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-03", "type": "expansion"}, "round_decimals": 2}
+{"id": "q016", "question": "In the mrr_movements table, what is the total amount of movement_type 'churn' for rows where tenant is 'acme' in period '2025-03'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"movement_type\" = 'churn' AND \"tenant\" = 'acme'", "expected_answer": 1176.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-03", "type": "churn"}, "round_decimals": 2}
+{"id": "q017", "question": "In the mrr_movements table, what is the total amount of movement_type 'contraction' for rows where tenant is 'acme' in period '2025-03'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'acme'", "expected_answer": 504.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-03", "type": "contraction"}, "round_decimals": 2}
+{"id": "q018", "question": "The balance before the first period in the mrr_movements table was 50000.0. Treating expansion, new as inflows and every other movement_type as an outflow, what is the balance for rows where tenant is 'acme' at the end of period '2025-03'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(50000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-03' AND \"tenant\" = 'acme'", "expected_answer": 59000.0, "answer_type": "number", "tags": ["identity", "running_total", "single_table"], "source": {"kind": "waterfall_balance", "table": "mrr_movements", "period": "2025-03"}, "round_decimals": 2}
+{"id": "q019", "question": "In the mrr_movements table, treating expansion, new as inflows and every other movement_type as an outflow, what is the net movement of amount for rows where tenant is 'acme' in period '2025-04'? Give a number rounded to 2 decimal places (negative for a net decline).", "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"tenant\" = 'acme'", "expected_answer": 3000.0, "answer_type": "number", "tags": ["identity", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_net", "table": "mrr_movements", "period": "2025-04"}, "round_decimals": 2}
+{"id": "q020", "question": "In the mrr_movements table, what is the total amount of movement_type 'new' for rows where tenant is 'acme' in period '2025-04'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"movement_type\" = 'new' AND \"tenant\" = 'acme'", "expected_answer": 3100.5, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-04", "type": "new"}, "round_decimals": 2}
+{"id": "q021", "question": "In the mrr_movements table, what is the total amount of movement_type 'expansion' for rows where tenant is 'acme' in period '2025-04'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'acme'", "expected_answer": 1669.5, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-04", "type": "expansion"}, "round_decimals": 2}
+{"id": "q022", "question": "In the mrr_movements table, what is the total amount of movement_type 'churn' for rows where tenant is 'acme' in period '2025-04'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"movement_type\" = 'churn' AND \"tenant\" = 'acme'", "expected_answer": 1239.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-04", "type": "churn"}, "round_decimals": 2}
+{"id": "q023", "question": "In the mrr_movements table, what is the total amount of movement_type 'contraction' for rows where tenant is 'acme' in period '2025-04'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'acme'", "expected_answer": 531.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-04", "type": "contraction"}, "round_decimals": 2}
+{"id": "q024", "question": "The balance before the first period in the mrr_movements table was 50000.0. Treating expansion, new as inflows and every other movement_type as an outflow, what is the balance for rows where tenant is 'acme' at the end of period '2025-04'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(50000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-04' AND \"tenant\" = 'acme'", "expected_answer": 62000.0, "answer_type": "number", "tags": ["identity", "running_total", "single_table"], "source": {"kind": "waterfall_balance", "table": "mrr_movements", "period": "2025-04"}, "round_decimals": 2}
+{"id": "q025", "question": "In the mrr_movements table, treating expansion, new as inflows and every other movement_type as an outflow, what is the net movement of amount for rows where tenant is 'acme' in period '2025-05'? Give a number rounded to 2 decimal places (negative for a net decline).", "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"tenant\" = 'acme'", "expected_answer": 3000.0, "answer_type": "number", "tags": ["identity", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_net", "table": "mrr_movements", "period": "2025-05"}, "round_decimals": 2}
+{"id": "q026", "question": "In the mrr_movements table, what is the total amount of movement_type 'new' for rows where tenant is 'acme' in period '2025-05'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"movement_type\" = 'new' AND \"tenant\" = 'acme'", "expected_answer": 3159.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-05", "type": "new"}, "round_decimals": 2}
+{"id": "q027", "question": "In the mrr_movements table, what is the total amount of movement_type 'expansion' for rows where tenant is 'acme' in period '2025-05'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'acme'", "expected_answer": 1701.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-05", "type": "expansion"}, "round_decimals": 2}
+{"id": "q028", "question": "In the mrr_movements table, what is the total amount of movement_type 'churn' for rows where tenant is 'acme' in period '2025-05'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"movement_type\" = 'churn' AND \"tenant\" = 'acme'", "expected_answer": 1302.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-05", "type": "churn"}, "round_decimals": 2}
+{"id": "q029", "question": "In the mrr_movements table, what is the total amount of movement_type 'contraction' for rows where tenant is 'acme' in period '2025-05'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'acme'", "expected_answer": 558.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-05", "type": "contraction"}, "round_decimals": 2}
+{"id": "q030", "question": "The balance before the first period in the mrr_movements table was 50000.0. Treating expansion, new as inflows and every other movement_type as an outflow, what is the balance for rows where tenant is 'acme' at the end of period '2025-05'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(50000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-05' AND \"tenant\" = 'acme'", "expected_answer": 65000.0, "answer_type": "number", "tags": ["identity", "running_total", "single_table"], "source": {"kind": "waterfall_balance", "table": "mrr_movements", "period": "2025-05"}, "round_decimals": 2}
+{"id": "q031", "question": "In the mrr_movements table, treating expansion, new as inflows and every other movement_type as an outflow, what is the net movement of amount for rows where tenant is 'acme' in period '2025-06'? Give a number rounded to 2 decimal places (negative for a net decline).", "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"tenant\" = 'acme'", "expected_answer": 3000.0, "answer_type": "number", "tags": ["identity", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_net", "table": "mrr_movements", "period": "2025-06"}, "round_decimals": 2}
+{"id": "q032", "question": "In the mrr_movements table, what is the total amount of movement_type 'new' for rows where tenant is 'acme' in period '2025-06'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"movement_type\" = 'new' AND \"tenant\" = 'acme'", "expected_answer": 3217.5, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-06", "type": "new"}, "round_decimals": 2}
+{"id": "q033", "question": "In the mrr_movements table, what is the total amount of movement_type 'expansion' for rows where tenant is 'acme' in period '2025-06'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'acme'", "expected_answer": 1732.5, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-06", "type": "expansion"}, "round_decimals": 2}
+{"id": "q034", "question": "In the mrr_movements table, what is the total amount of movement_type 'churn' for rows where tenant is 'acme' in period '2025-06'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"movement_type\" = 'churn' AND \"tenant\" = 'acme'", "expected_answer": 1365.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-06", "type": "churn"}, "round_decimals": 2}
+{"id": "q035", "question": "In the mrr_movements table, what is the total amount of movement_type 'contraction' for rows where tenant is 'acme' in period '2025-06'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'acme'", "expected_answer": 585.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-06", "type": "contraction"}, "round_decimals": 2}
+{"id": "q036", "question": "The balance before the first period in the mrr_movements table was 50000.0. Treating expansion, new as inflows and every other movement_type as an outflow, what is the balance for rows where tenant is 'acme' at the end of period '2025-06'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(50000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-06' AND \"tenant\" = 'acme'", "expected_answer": 68000.0, "answer_type": "number", "tags": ["identity", "running_total", "single_table"], "source": {"kind": "waterfall_balance", "table": "mrr_movements", "period": "2025-06"}, "round_decimals": 2}
+{"id": "q037", "question": "In the mrr_movements table, treating expansion, new as inflows and every other movement_type as an outflow, what is the net movement of amount for rows where tenant is 'globex' in period '2025-01'? Give a number rounded to 2 decimal places (negative for a net decline).", "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"tenant\" = 'globex'", "expected_answer": -1500.0, "answer_type": "number", "tags": ["identity", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_net", "table": "mrr_movements", "period": "2025-01"}, "round_decimals": 2}
+{"id": "q038", "question": "In the mrr_movements table, what is the total amount of movement_type 'new' for rows where tenant is 'globex' in period '2025-01'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"movement_type\" = 'new' AND \"tenant\" = 'globex'", "expected_answer": 1365.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-01", "type": "new"}, "round_decimals": 2}
+{"id": "q039", "question": "In the mrr_movements table, what is the total amount of movement_type 'expansion' for rows where tenant is 'globex' in period '2025-01'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'globex'", "expected_answer": 735.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-01", "type": "expansion"}, "round_decimals": 2}
+{"id": "q040", "question": "In the mrr_movements table, what is the total amount of movement_type 'churn' for rows where tenant is 'globex' in period '2025-01'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"movement_type\" = 'churn' AND \"tenant\" = 'globex'", "expected_answer": 2520.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-01", "type": "churn"}, "round_decimals": 2}
+{"id": "q041", "question": "In the mrr_movements table, what is the total amount of movement_type 'contraction' for rows where tenant is 'globex' in period '2025-01'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'globex'", "expected_answer": 1080.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-01", "type": "contraction"}, "round_decimals": 2}
+{"id": "q042", "question": "The balance before the first period in the mrr_movements table was 120000.0. Treating expansion, new as inflows and every other movement_type as an outflow, what is the balance for rows where tenant is 'globex' at the end of period '2025-01'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(120000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-01' AND \"tenant\" = 'globex'", "expected_answer": 118500.0, "answer_type": "number", "tags": ["identity", "running_total", "single_table"], "source": {"kind": "waterfall_balance", "table": "mrr_movements", "period": "2025-01"}, "round_decimals": 2}
+{"id": "q043", "question": "In the mrr_movements table, treating expansion, new as inflows and every other movement_type as an outflow, what is the net movement of amount for rows where tenant is 'globex' in period '2025-02'? Give a number rounded to 2 decimal places (negative for a net decline).", "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"tenant\" = 'globex'", "expected_answer": -1500.0, "answer_type": "number", "tags": ["identity", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_net", "table": "mrr_movements", "period": "2025-02"}, "round_decimals": 2}
+{"id": "q044", "question": "In the mrr_movements table, what is the total amount of movement_type 'new' for rows where tenant is 'globex' in period '2025-02'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"movement_type\" = 'new' AND \"tenant\" = 'globex'", "expected_answer": 1335.75, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-02", "type": "new"}, "round_decimals": 2}
+{"id": "q045", "question": "In the mrr_movements table, what is the total amount of movement_type 'expansion' for rows where tenant is 'globex' in period '2025-02'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'globex'", "expected_answer": 719.25, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-02", "type": "expansion"}, "round_decimals": 2}
+{"id": "q046", "question": "In the mrr_movements table, what is the total amount of movement_type 'churn' for rows where tenant is 'globex' in period '2025-02'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"movement_type\" = 'churn' AND \"tenant\" = 'globex'", "expected_answer": 2488.5, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-02", "type": "churn"}, "round_decimals": 2}
+{"id": "q047", "question": "In the mrr_movements table, what is the total amount of movement_type 'contraction' for rows where tenant is 'globex' in period '2025-02'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'globex'", "expected_answer": 1066.5, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-02", "type": "contraction"}, "round_decimals": 2}
+{"id": "q048", "question": "The balance before the first period in the mrr_movements table was 120000.0. Treating expansion, new as inflows and every other movement_type as an outflow, what is the balance for rows where tenant is 'globex' at the end of period '2025-02'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(120000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-02' AND \"tenant\" = 'globex'", "expected_answer": 117000.0, "answer_type": "number", "tags": ["identity", "running_total", "single_table"], "source": {"kind": "waterfall_balance", "table": "mrr_movements", "period": "2025-02"}, "round_decimals": 2}
+{"id": "q049", "question": "In the mrr_movements table, treating expansion, new as inflows and every other movement_type as an outflow, what is the net movement of amount for rows where tenant is 'globex' in period '2025-03'? Give a number rounded to 2 decimal places (negative for a net decline).", "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"tenant\" = 'globex'", "expected_answer": -1500.0, "answer_type": "number", "tags": ["identity", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_net", "table": "mrr_movements", "period": "2025-03"}, "round_decimals": 2}
+{"id": "q050", "question": "In the mrr_movements table, what is the total amount of movement_type 'new' for rows where tenant is 'globex' in period '2025-03'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"movement_type\" = 'new' AND \"tenant\" = 'globex'", "expected_answer": 1306.5, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-03", "type": "new"}, "round_decimals": 2}
+{"id": "q051", "question": "In the mrr_movements table, what is the total amount of movement_type 'expansion' for rows where tenant is 'globex' in period '2025-03'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'globex'", "expected_answer": 703.5, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-03", "type": "expansion"}, "round_decimals": 2}
+{"id": "q052", "question": "In the mrr_movements table, what is the total amount of movement_type 'churn' for rows where tenant is 'globex' in period '2025-03'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"movement_type\" = 'churn' AND \"tenant\" = 'globex'", "expected_answer": 2457.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-03", "type": "churn"}, "round_decimals": 2}
+{"id": "q053", "question": "In the mrr_movements table, what is the total amount of movement_type 'contraction' for rows where tenant is 'globex' in period '2025-03'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'globex'", "expected_answer": 1053.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-03", "type": "contraction"}, "round_decimals": 2}
+{"id": "q054", "question": "The balance before the first period in the mrr_movements table was 120000.0. Treating expansion, new as inflows and every other movement_type as an outflow, what is the balance for rows where tenant is 'globex' at the end of period '2025-03'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(120000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-03' AND \"tenant\" = 'globex'", "expected_answer": 115500.0, "answer_type": "number", "tags": ["identity", "running_total", "single_table"], "source": {"kind": "waterfall_balance", "table": "mrr_movements", "period": "2025-03"}, "round_decimals": 2}
+{"id": "q055", "question": "In the mrr_movements table, treating expansion, new as inflows and every other movement_type as an outflow, what is the net movement of amount for rows where tenant is 'globex' in period '2025-04'? Give a number rounded to 2 decimal places (negative for a net decline).", "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"tenant\" = 'globex'", "expected_answer": -1500.0, "answer_type": "number", "tags": ["identity", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_net", "table": "mrr_movements", "period": "2025-04"}, "round_decimals": 2}
+{"id": "q056", "question": "In the mrr_movements table, what is the total amount of movement_type 'new' for rows where tenant is 'globex' in period '2025-04'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"movement_type\" = 'new' AND \"tenant\" = 'globex'", "expected_answer": 1277.25, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-04", "type": "new"}, "round_decimals": 2}
+{"id": "q057", "question": "In the mrr_movements table, what is the total amount of movement_type 'expansion' for rows where tenant is 'globex' in period '2025-04'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'globex'", "expected_answer": 687.75, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-04", "type": "expansion"}, "round_decimals": 2}
+{"id": "q058", "question": "In the mrr_movements table, what is the total amount of movement_type 'churn' for rows where tenant is 'globex' in period '2025-04'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"movement_type\" = 'churn' AND \"tenant\" = 'globex'", "expected_answer": 2425.5, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-04", "type": "churn"}, "round_decimals": 2}
+{"id": "q059", "question": "In the mrr_movements table, what is the total amount of movement_type 'contraction' for rows where tenant is 'globex' in period '2025-04'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'globex'", "expected_answer": 1039.5, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-04", "type": "contraction"}, "round_decimals": 2}
+{"id": "q060", "question": "The balance before the first period in the mrr_movements table was 120000.0. Treating expansion, new as inflows and every other movement_type as an outflow, what is the balance for rows where tenant is 'globex' at the end of period '2025-04'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(120000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-04' AND \"tenant\" = 'globex'", "expected_answer": 114000.0, "answer_type": "number", "tags": ["identity", "running_total", "single_table"], "source": {"kind": "waterfall_balance", "table": "mrr_movements", "period": "2025-04"}, "round_decimals": 2}
+{"id": "q061", "question": "In the mrr_movements table, treating expansion, new as inflows and every other movement_type as an outflow, what is the net movement of amount for rows where tenant is 'globex' in period '2025-05'? Give a number rounded to 2 decimal places (negative for a net decline).", "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"tenant\" = 'globex'", "expected_answer": -1500.0, "answer_type": "number", "tags": ["identity", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_net", "table": "mrr_movements", "period": "2025-05"}, "round_decimals": 2}
+{"id": "q062", "question": "In the mrr_movements table, what is the total amount of movement_type 'new' for rows where tenant is 'globex' in period '2025-05'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"movement_type\" = 'new' AND \"tenant\" = 'globex'", "expected_answer": 1248.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-05", "type": "new"}, "round_decimals": 2}
+{"id": "q063", "question": "In the mrr_movements table, what is the total amount of movement_type 'expansion' for rows where tenant is 'globex' in period '2025-05'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'globex'", "expected_answer": 672.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-05", "type": "expansion"}, "round_decimals": 2}
+{"id": "q064", "question": "In the mrr_movements table, what is the total amount of movement_type 'churn' for rows where tenant is 'globex' in period '2025-05'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"movement_type\" = 'churn' AND \"tenant\" = 'globex'", "expected_answer": 2394.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-05", "type": "churn"}, "round_decimals": 2}
+{"id": "q065", "question": "In the mrr_movements table, what is the total amount of movement_type 'contraction' for rows where tenant is 'globex' in period '2025-05'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'globex'", "expected_answer": 1026.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-05", "type": "contraction"}, "round_decimals": 2}
+{"id": "q066", "question": "The balance before the first period in the mrr_movements table was 120000.0. Treating expansion, new as inflows and every other movement_type as an outflow, what is the balance for rows where tenant is 'globex' at the end of period '2025-05'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(120000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-05' AND \"tenant\" = 'globex'", "expected_answer": 112500.0, "answer_type": "number", "tags": ["identity", "running_total", "single_table"], "source": {"kind": "waterfall_balance", "table": "mrr_movements", "period": "2025-05"}, "round_decimals": 2}
+{"id": "q067", "question": "In the mrr_movements table, treating expansion, new as inflows and every other movement_type as an outflow, what is the net movement of amount for rows where tenant is 'globex' in period '2025-06'? Give a number rounded to 2 decimal places (negative for a net decline).", "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"tenant\" = 'globex'", "expected_answer": -1500.0, "answer_type": "number", "tags": ["identity", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_net", "table": "mrr_movements", "period": "2025-06"}, "round_decimals": 2}
+{"id": "q068", "question": "In the mrr_movements table, what is the total amount of movement_type 'new' for rows where tenant is 'globex' in period '2025-06'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"movement_type\" = 'new' AND \"tenant\" = 'globex'", "expected_answer": 1218.75, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-06", "type": "new"}, "round_decimals": 2}
+{"id": "q069", "question": "In the mrr_movements table, what is the total amount of movement_type 'expansion' for rows where tenant is 'globex' in period '2025-06'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'globex'", "expected_answer": 656.25, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-06", "type": "expansion"}, "round_decimals": 2}
+{"id": "q070", "question": "In the mrr_movements table, what is the total amount of movement_type 'churn' for rows where tenant is 'globex' in period '2025-06'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"movement_type\" = 'churn' AND \"tenant\" = 'globex'", "expected_answer": 2362.5, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-06", "type": "churn"}, "round_decimals": 2}
+{"id": "q071", "question": "In the mrr_movements table, what is the total amount of movement_type 'contraction' for rows where tenant is 'globex' in period '2025-06'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'globex'", "expected_answer": 1012.5, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-06", "type": "contraction"}, "round_decimals": 2}
+{"id": "q072", "question": "The balance before the first period in the mrr_movements table was 120000.0. Treating expansion, new as inflows and every other movement_type as an outflow, what is the balance for rows where tenant is 'globex' at the end of period '2025-06'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(120000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-06' AND \"tenant\" = 'globex'", "expected_answer": 111000.0, "answer_type": "number", "tags": ["identity", "running_total", "single_table"], "source": {"kind": "waterfall_balance", "table": "mrr_movements", "period": "2025-06"}, "round_decimals": 2}
+{"id": "q073", "question": "In the mrr_movements table, treating expansion, new as inflows and every other movement_type as an outflow, what is the net movement of amount for rows where tenant is 'initech' in period '2025-01'? Give a number rounded to 2 decimal places (negative for a net decline).", "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"tenant\" = 'initech'", "expected_answer": 800.0, "answer_type": "number", "tags": ["identity", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_net", "table": "mrr_movements", "period": "2025-01"}, "round_decimals": 2}
+{"id": "q074", "question": "In the mrr_movements table, what is the total amount of movement_type 'new' for rows where tenant is 'initech' in period '2025-01'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"movement_type\" = 'new' AND \"tenant\" = 'initech'", "expected_answer": 910.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-01", "type": "new"}, "round_decimals": 2}
+{"id": "q075", "question": "In the mrr_movements table, what is the total amount of movement_type 'expansion' for rows where tenant is 'initech' in period '2025-01'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'initech'", "expected_answer": 490.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-01", "type": "expansion"}, "round_decimals": 2}
+{"id": "q076", "question": "In the mrr_movements table, what is the total amount of movement_type 'churn' for rows where tenant is 'initech' in period '2025-01'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"movement_type\" = 'churn' AND \"tenant\" = 'initech'", "expected_answer": 420.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-01", "type": "churn"}, "round_decimals": 2}
+{"id": "q077", "question": "In the mrr_movements table, what is the total amount of movement_type 'contraction' for rows where tenant is 'initech' in period '2025-01'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-01' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'initech'", "expected_answer": 180.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-01", "type": "contraction"}, "round_decimals": 2}
+{"id": "q078", "question": "The balance before the first period in the mrr_movements table was 20000.0. Treating expansion, new as inflows and every other movement_type as an outflow, what is the balance for rows where tenant is 'initech' at the end of period '2025-01'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(20000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-01' AND \"tenant\" = 'initech'", "expected_answer": 20800.0, "answer_type": "number", "tags": ["identity", "running_total", "single_table"], "source": {"kind": "waterfall_balance", "table": "mrr_movements", "period": "2025-01"}, "round_decimals": 2}
+{"id": "q079", "question": "In the mrr_movements table, treating expansion, new as inflows and every other movement_type as an outflow, what is the net movement of amount for rows where tenant is 'initech' in period '2025-02'? Give a number rounded to 2 decimal places (negative for a net decline).", "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"tenant\" = 'initech'", "expected_answer": 800.0, "answer_type": "number", "tags": ["identity", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_net", "table": "mrr_movements", "period": "2025-02"}, "round_decimals": 2}
+{"id": "q080", "question": "In the mrr_movements table, what is the total amount of movement_type 'new' for rows where tenant is 'initech' in period '2025-02'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"movement_type\" = 'new' AND \"tenant\" = 'initech'", "expected_answer": 925.6, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-02", "type": "new"}, "round_decimals": 2}
+{"id": "q081", "question": "In the mrr_movements table, what is the total amount of movement_type 'expansion' for rows where tenant is 'initech' in period '2025-02'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'initech'", "expected_answer": 498.4, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-02", "type": "expansion"}, "round_decimals": 2}
+{"id": "q082", "question": "In the mrr_movements table, what is the total amount of movement_type 'churn' for rows where tenant is 'initech' in period '2025-02'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"movement_type\" = 'churn' AND \"tenant\" = 'initech'", "expected_answer": 436.8, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-02", "type": "churn"}, "round_decimals": 2}
+{"id": "q083", "question": "In the mrr_movements table, what is the total amount of movement_type 'contraction' for rows where tenant is 'initech' in period '2025-02'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-02' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'initech'", "expected_answer": 187.2, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-02", "type": "contraction"}, "round_decimals": 2}
+{"id": "q084", "question": "The balance before the first period in the mrr_movements table was 20000.0. Treating expansion, new as inflows and every other movement_type as an outflow, what is the balance for rows where tenant is 'initech' at the end of period '2025-02'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(20000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-02' AND \"tenant\" = 'initech'", "expected_answer": 21600.0, "answer_type": "number", "tags": ["identity", "running_total", "single_table"], "source": {"kind": "waterfall_balance", "table": "mrr_movements", "period": "2025-02"}, "round_decimals": 2}
+{"id": "q085", "question": "In the mrr_movements table, treating expansion, new as inflows and every other movement_type as an outflow, what is the net movement of amount for rows where tenant is 'initech' in period '2025-03'? Give a number rounded to 2 decimal places (negative for a net decline).", "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"tenant\" = 'initech'", "expected_answer": 800.0, "answer_type": "number", "tags": ["identity", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_net", "table": "mrr_movements", "period": "2025-03"}, "round_decimals": 2}
+{"id": "q086", "question": "In the mrr_movements table, what is the total amount of movement_type 'new' for rows where tenant is 'initech' in period '2025-03'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"movement_type\" = 'new' AND \"tenant\" = 'initech'", "expected_answer": 941.2, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-03", "type": "new"}, "round_decimals": 2}
+{"id": "q087", "question": "In the mrr_movements table, what is the total amount of movement_type 'expansion' for rows where tenant is 'initech' in period '2025-03'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'initech'", "expected_answer": 506.8, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-03", "type": "expansion"}, "round_decimals": 2}
+{"id": "q088", "question": "In the mrr_movements table, what is the total amount of movement_type 'churn' for rows where tenant is 'initech' in period '2025-03'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"movement_type\" = 'churn' AND \"tenant\" = 'initech'", "expected_answer": 453.6, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-03", "type": "churn"}, "round_decimals": 2}
+{"id": "q089", "question": "In the mrr_movements table, what is the total amount of movement_type 'contraction' for rows where tenant is 'initech' in period '2025-03'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-03' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'initech'", "expected_answer": 194.4, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-03", "type": "contraction"}, "round_decimals": 2}
+{"id": "q090", "question": "The balance before the first period in the mrr_movements table was 20000.0. Treating expansion, new as inflows and every other movement_type as an outflow, what is the balance for rows where tenant is 'initech' at the end of period '2025-03'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(20000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-03' AND \"tenant\" = 'initech'", "expected_answer": 22400.0, "answer_type": "number", "tags": ["identity", "running_total", "single_table"], "source": {"kind": "waterfall_balance", "table": "mrr_movements", "period": "2025-03"}, "round_decimals": 2}
+{"id": "q091", "question": "In the mrr_movements table, treating expansion, new as inflows and every other movement_type as an outflow, what is the net movement of amount for rows where tenant is 'initech' in period '2025-04'? Give a number rounded to 2 decimal places (negative for a net decline).", "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"tenant\" = 'initech'", "expected_answer": 800.0, "answer_type": "number", "tags": ["identity", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_net", "table": "mrr_movements", "period": "2025-04"}, "round_decimals": 2}
+{"id": "q092", "question": "In the mrr_movements table, what is the total amount of movement_type 'new' for rows where tenant is 'initech' in period '2025-04'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"movement_type\" = 'new' AND \"tenant\" = 'initech'", "expected_answer": 956.8, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-04", "type": "new"}, "round_decimals": 2}
+{"id": "q093", "question": "In the mrr_movements table, what is the total amount of movement_type 'expansion' for rows where tenant is 'initech' in period '2025-04'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'initech'", "expected_answer": 515.2, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-04", "type": "expansion"}, "round_decimals": 2}
+{"id": "q094", "question": "In the mrr_movements table, what is the total amount of movement_type 'churn' for rows where tenant is 'initech' in period '2025-04'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"movement_type\" = 'churn' AND \"tenant\" = 'initech'", "expected_answer": 470.4, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-04", "type": "churn"}, "round_decimals": 2}
+{"id": "q095", "question": "In the mrr_movements table, what is the total amount of movement_type 'contraction' for rows where tenant is 'initech' in period '2025-04'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-04' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'initech'", "expected_answer": 201.6, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-04", "type": "contraction"}, "round_decimals": 2}
+{"id": "q096", "question": "The balance before the first period in the mrr_movements table was 20000.0. Treating expansion, new as inflows and every other movement_type as an outflow, what is the balance for rows where tenant is 'initech' at the end of period '2025-04'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(20000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-04' AND \"tenant\" = 'initech'", "expected_answer": 23200.0, "answer_type": "number", "tags": ["identity", "running_total", "single_table"], "source": {"kind": "waterfall_balance", "table": "mrr_movements", "period": "2025-04"}, "round_decimals": 2}
+{"id": "q097", "question": "In the mrr_movements table, treating expansion, new as inflows and every other movement_type as an outflow, what is the net movement of amount for rows where tenant is 'initech' in period '2025-05'? Give a number rounded to 2 decimal places (negative for a net decline).", "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"tenant\" = 'initech'", "expected_answer": 800.0, "answer_type": "number", "tags": ["identity", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_net", "table": "mrr_movements", "period": "2025-05"}, "round_decimals": 2}
+{"id": "q098", "question": "In the mrr_movements table, what is the total amount of movement_type 'new' for rows where tenant is 'initech' in period '2025-05'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"movement_type\" = 'new' AND \"tenant\" = 'initech'", "expected_answer": 972.4, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-05", "type": "new"}, "round_decimals": 2}
+{"id": "q099", "question": "In the mrr_movements table, what is the total amount of movement_type 'expansion' for rows where tenant is 'initech' in period '2025-05'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'initech'", "expected_answer": 523.6, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-05", "type": "expansion"}, "round_decimals": 2}
+{"id": "q100", "question": "In the mrr_movements table, what is the total amount of movement_type 'churn' for rows where tenant is 'initech' in period '2025-05'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"movement_type\" = 'churn' AND \"tenant\" = 'initech'", "expected_answer": 487.2, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-05", "type": "churn"}, "round_decimals": 2}
+{"id": "q101", "question": "In the mrr_movements table, what is the total amount of movement_type 'contraction' for rows where tenant is 'initech' in period '2025-05'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-05' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'initech'", "expected_answer": 208.8, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-05", "type": "contraction"}, "round_decimals": 2}
+{"id": "q102", "question": "The balance before the first period in the mrr_movements table was 20000.0. Treating expansion, new as inflows and every other movement_type as an outflow, what is the balance for rows where tenant is 'initech' at the end of period '2025-05'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(20000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-05' AND \"tenant\" = 'initech'", "expected_answer": 24000.0, "answer_type": "number", "tags": ["identity", "running_total", "single_table"], "source": {"kind": "waterfall_balance", "table": "mrr_movements", "period": "2025-05"}, "round_decimals": 2}
+{"id": "q103", "question": "In the mrr_movements table, treating expansion, new as inflows and every other movement_type as an outflow, what is the net movement of amount for rows where tenant is 'initech' in period '2025-06'? Give a number rounded to 2 decimal places (negative for a net decline).", "gold_sql": "SELECT ROUND(SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"tenant\" = 'initech'", "expected_answer": 800.0, "answer_type": "number", "tags": ["identity", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_net", "table": "mrr_movements", "period": "2025-06"}, "round_decimals": 2}
+{"id": "q104", "question": "In the mrr_movements table, what is the total amount of movement_type 'new' for rows where tenant is 'initech' in period '2025-06'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"movement_type\" = 'new' AND \"tenant\" = 'initech'", "expected_answer": 988.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-06", "type": "new"}, "round_decimals": 2}
+{"id": "q105", "question": "In the mrr_movements table, what is the total amount of movement_type 'expansion' for rows where tenant is 'initech' in period '2025-06'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"movement_type\" = 'expansion' AND \"tenant\" = 'initech'", "expected_answer": 532.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-06", "type": "expansion"}, "round_decimals": 2}
+{"id": "q106", "question": "In the mrr_movements table, what is the total amount of movement_type 'churn' for rows where tenant is 'initech' in period '2025-06'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"movement_type\" = 'churn' AND \"tenant\" = 'initech'", "expected_answer": 504.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-06", "type": "churn"}, "round_decimals": 2}
+{"id": "q107", "question": "In the mrr_movements table, what is the total amount of movement_type 'contraction' for rows where tenant is 'initech' in period '2025-06'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(SUM(\"amount\"), 2) FROM \"mrr_movements\" WHERE \"period\" = '2025-06' AND \"movement_type\" = 'contraction' AND \"tenant\" = 'initech'", "expected_answer": 216.0, "answer_type": "number", "tags": ["group_by", "filtered_aggregation", "single_table"], "source": {"kind": "waterfall_component", "table": "mrr_movements", "period": "2025-06", "type": "contraction"}, "round_decimals": 2}
+{"id": "q108", "question": "The balance before the first period in the mrr_movements table was 20000.0. Treating expansion, new as inflows and every other movement_type as an outflow, what is the balance for rows where tenant is 'initech' at the end of period '2025-06'? Give a number rounded to 2 decimal places.", "gold_sql": "SELECT ROUND(20000.0 + SUM(CASE WHEN \"movement_type\" IN ('expansion', 'new') THEN \"amount\" ELSE -\"amount\" END), 2) FROM \"mrr_movements\" WHERE \"period\" <= '2025-06' AND \"tenant\" = 'initech'", "expected_answer": 24800.0, "answer_type": "number", "tags": ["identity", "running_total", "single_table"], "source": {"kind": "waterfall_balance", "table": "mrr_movements", "period": "2025-06"}, "round_decimals": 2}

schema.misata.yaml

@@ -0,0 +1,98 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/rasinmuhammed/misata/main/schema/misata.schema.json
+name: saas-finance-evalpack
+seed: 42
+generation_mode: anchored
+tables:
+  mrr_movements:
+    rows: 6000
+    columns:
+      movement_id:
+        type: int
+        unique: true
+        nullable: false
+        min: 1
+        max: 9999999
+        distribution: normal
+      tenant:
+        type: text
+        nullable: false
+      period:
+        type: text
+        nullable: false
+      movement_type:
+        type: text
+        nullable: false
+      amount:
+        type: float
+        nullable: false
+        distribution: normal
+waterfalls:
+- table: mrr_movements
+  segment_column: tenant
+  segment_value: acme
+  starting_value: 50000.0
+  points:
+  - period: 2025-01
+    ending_value: 53000.0
+  - period: 2025-02
+    ending_value: 56000.0
+  - period: 2025-03
+    ending_value: 59000.0
+  - period: 2025-04
+    ending_value: 62000.0
+  - period: 2025-05
+    ending_value: 65000.0
+  - period: 2025-06
+    ending_value: 68000.0
+  inflow_shares:
+    new: 0.65
+    expansion: 0.35
+  outflow_shares:
+    churn: 0.7
+    contraction: 0.3
+- table: mrr_movements
+  segment_column: tenant
+  segment_value: globex
+  starting_value: 120000.0
+  points:
+  - period: 2025-01
+    ending_value: 118500.0
+  - period: 2025-02
+    ending_value: 117000.0
+  - period: 2025-03
+    ending_value: 115500.0
+  - period: 2025-04
+    ending_value: 114000.0
+  - period: 2025-05
+    ending_value: 112500.0
+  - period: 2025-06
+    ending_value: 111000.0
+  inflow_shares:
+    new: 0.65
+    expansion: 0.35
+  outflow_shares:
+    churn: 0.7
+    contraction: 0.3
+- table: mrr_movements
+  segment_column: tenant
+  segment_value: initech
+  starting_value: 20000.0
+  points:
+  - period: 2025-01
+    ending_value: 20800.0
+  - period: 2025-02
+    ending_value: 21600.0
+  - period: 2025-03
+    ending_value: 22400.0
+  - period: 2025-04
+    ending_value: 23200.0
+  - period: 2025-05
+    ending_value: 24000.0
+  - period: 2025-06
+    ending_value: 24800.0
+  inflow_shares:
+    new: 0.65
+    expansion: 0.35
+  outflow_shares:
+    churn: 0.7
+    contraction: 0.3

verify.py

@@ -0,0 +1,53 @@
+#!/usr/bin/env python3
+"""Independently re-verify this evalpack: run every gold SQL with DuckDB
+against the CSVs in tables/ and compare to the expected answers.
+
+Usage: python verify.py     (exits 1 on any mismatch)
+"""
+import json
+import sys
+from pathlib import Path
+
+import duckdb
+
+HERE = Path(__file__).parent
+con = duckdb.connect()
+for csv in sorted((HERE / "tables").glob("*.csv")):
+    path = str(csv.resolve()).replace("'", "''")
+    con.execute(
+        'CREATE VIEW "%s" AS SELECT * FROM read_csv_auto(\'%s\')'
+        % (csv.stem, path)
+    )
+
+failures = 0
+total = 0
+for line in (HERE / "questions.jsonl").read_text().splitlines():
+    if not line.strip():
+        continue
+    q = json.loads(line)
+    total += 1
+    row = con.execute(q["gold_sql"]).fetchone()
+    observed = row[0] if row else None
+    expected = q["expected_answer"]
+    if q["answer_type"] == "string":
+        ok = str(observed) == str(expected)
+    else:
+        nd = q.get("round_decimals", 0)
+        try:
+            ok = (
+                observed is not None
+                and abs(round(float(observed), nd) - round(float(expected), nd))
+                < 1e-9
+            )
+        except (TypeError, ValueError):
+            ok = False
+    status = "OK  " if ok else "FAIL"
+    if not ok:
+        failures += 1
+        print(f"{status} {q['id']}: expected={expected} observed={observed}")
+        print(f"     {q['gold_sql']}")
+    else:
+        print(f"{status} {q['id']}: {expected}")
+
+print(f"\n{total - failures}/{total} verified exactly")
+sys.exit(1 if failures else 0)