Files
beanflows/transform/sqlmesh_materia/models/foundation/fct_cot_positioning.sql
Deeman 2962bf5e3b Fix COT pipeline: TRY_CAST nulls, dim_commodity leading zeros, correct CFTC codes
- config.yaml: remove ambiguousorinvalidcolumn linter rule (false positives on read_csv TVFs)
- fct_cot_positioning: use TRY_CAST throughout — CFTC uses '.' as null in many columns
- raw/cot_disaggregated: add columns() declaration for 33 varchar cols
- dim_commodity: switch from SEED to FULL model with SQL VALUES to preserve leading zeros
  Pandas auto-converts '083' → 83 even with varchar column declarations in SEED models
- seeds/dim_commodity.csv: correct cftc_commodity_code from '083731' (contract market code)
  to '083' (3-digit CFTC commodity code); add CSV quoting
- test_cot_foundation.yaml: fix output key name, vars for time range, partial: true,
  and correct cftc_commodity_code to '083'
- analytics.py: COFFEE_CFTC_CODE '083731' → '083' to match actual data

Result: serving.cot_positioning has 685 rows (2013-01-08 to 2026-02-17), 23/23 tests pass.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-02-20 23:28:10 +01:00

162 lines
8.2 KiB
SQL

-- Foundation fact: CFTC COT positioning, weekly grain, all commodities.
--
-- Casts raw varchar columns to proper types, cleans column names,
-- computes net positions (long - short) per trader category, and
-- deduplicates via hash key. Covers all commodities — filtering to
-- a specific commodity happens in the serving layer.
--
-- Grain: one row per (cftc_commodity_code, report_date, cftc_contract_market_code)
-- History: revisions appear as new rows with a later ingest_date.
-- Serving layer picks max(ingest_date) per grain for latest view.
MODEL (
name foundation.fct_cot_positioning,
kind INCREMENTAL_BY_TIME_RANGE (
time_column report_date
),
grain (cftc_commodity_code, report_date, cftc_contract_market_code, ingest_date),
start '2006-06-13',
cron '@daily'
);
WITH cast_and_clean AS (
SELECT
-- Identifiers
trim(market_and_exchange_names) AS market_and_exchange_name,
report_date_as_yyyy_mm_dd::date AS report_date,
trim(cftc_commodity_code) AS cftc_commodity_code,
trim(cftc_contract_market_code) AS cftc_contract_market_code,
trim(contract_units) AS contract_units,
-- Open interest
-- CFTC uses '.' as null for any field — use TRY_CAST throughout
TRY_CAST(open_interest_all AS int) AS open_interest,
-- Producer / Merchant (commercial hedgers: exporters, processors)
TRY_CAST(prod_merc_positions_long_all AS int) AS prod_merc_long,
TRY_CAST(prod_merc_positions_short_all AS int) AS prod_merc_short,
-- Swap dealers
TRY_CAST(swap_positions_long_all AS int) AS swap_long,
TRY_CAST(swap_positions_short_all AS int) AS swap_short,
TRY_CAST(swap_positions_spread_all AS int) AS swap_spread,
-- Managed money (hedge funds, CTAs — the primary speculative signal)
TRY_CAST(m_money_positions_long_all AS int) AS managed_money_long,
TRY_CAST(m_money_positions_short_all AS int) AS managed_money_short,
TRY_CAST(m_money_positions_spread_all AS int) AS managed_money_spread,
-- Other reportables
TRY_CAST(other_rept_positions_long_all AS int) AS other_reportable_long,
TRY_CAST(other_rept_positions_short_all AS int) AS other_reportable_short,
TRY_CAST(other_rept_positions_spread_all AS int) AS other_reportable_spread,
-- Non-reportable (small speculators, below reporting threshold)
TRY_CAST(nonrept_positions_long_all AS int) AS nonreportable_long,
TRY_CAST(nonrept_positions_short_all AS int) AS nonreportable_short,
-- Net positions (long minus short per category)
TRY_CAST(prod_merc_positions_long_all AS int)
- TRY_CAST(prod_merc_positions_short_all AS int) AS prod_merc_net,
TRY_CAST(m_money_positions_long_all AS int)
- TRY_CAST(m_money_positions_short_all AS int) AS managed_money_net,
TRY_CAST(swap_positions_long_all AS int)
- TRY_CAST(swap_positions_short_all AS int) AS swap_net,
TRY_CAST(other_rept_positions_long_all AS int)
- TRY_CAST(other_rept_positions_short_all AS int) AS other_reportable_net,
TRY_CAST(nonrept_positions_long_all AS int)
- TRY_CAST(nonrept_positions_short_all AS int) AS nonreportable_net,
-- Week-over-week changes
TRY_CAST(change_in_open_interest_all AS int) AS change_open_interest,
TRY_CAST(change_in_m_money_long_all AS int) AS change_managed_money_long,
TRY_CAST(change_in_m_money_short_all AS int) AS change_managed_money_short,
TRY_CAST(change_in_m_money_long_all AS int)
- TRY_CAST(change_in_m_money_short_all AS int) AS change_managed_money_net,
TRY_CAST(change_in_prod_merc_long_all AS int) AS change_prod_merc_long,
TRY_CAST(change_in_prod_merc_short_all AS int) AS change_prod_merc_short,
-- Concentration ratios (% of OI held by top 4 / top 8 traders)
TRY_CAST(conc_gross_le_4_tdr_long_all AS float) AS concentration_top4_long_pct,
TRY_CAST(conc_gross_le_4_tdr_short_all AS float) AS concentration_top4_short_pct,
TRY_CAST(conc_gross_le_8_tdr_long_all AS float) AS concentration_top8_long_pct,
TRY_CAST(conc_gross_le_8_tdr_short_all AS float) AS concentration_top8_short_pct,
-- Trader counts
TRY_CAST(traders_tot_all AS int) AS traders_total,
TRY_CAST(traders_m_money_long_all AS int) AS traders_managed_money_long,
TRY_CAST(traders_m_money_short_all AS int) AS traders_managed_money_short,
TRY_CAST(traders_m_money_spread_all AS int) AS traders_managed_money_spread,
-- Ingest date: derived from landing path year directory
-- Path: .../cot/{year}/{etag}.csv.gzip → extract year from [-2]
make_date(split(filename, '/')[-2]::int, 1, 1) AS ingest_date,
-- Dedup key: hash of business grain + key metrics
hash(
cftc_commodity_code,
report_date_as_yyyy_mm_dd,
cftc_contract_market_code,
open_interest_all,
m_money_positions_long_all,
m_money_positions_short_all,
prod_merc_positions_long_all,
prod_merc_positions_short_all
) AS hkey
FROM raw.cot_disaggregated
-- Reject rows with null commodity code or malformed date
WHERE trim(cftc_commodity_code) IS NOT NULL
AND len(trim(cftc_commodity_code)) > 0
AND report_date_as_yyyy_mm_dd::date IS NOT NULL
),
deduplicated AS (
SELECT
any_value(market_and_exchange_name) AS market_and_exchange_name,
any_value(report_date) AS report_date,
any_value(cftc_commodity_code) AS cftc_commodity_code,
any_value(cftc_contract_market_code) AS cftc_contract_market_code,
any_value(contract_units) AS contract_units,
any_value(open_interest) AS open_interest,
any_value(prod_merc_long) AS prod_merc_long,
any_value(prod_merc_short) AS prod_merc_short,
any_value(prod_merc_net) AS prod_merc_net,
any_value(swap_long) AS swap_long,
any_value(swap_short) AS swap_short,
any_value(swap_spread) AS swap_spread,
any_value(swap_net) AS swap_net,
any_value(managed_money_long) AS managed_money_long,
any_value(managed_money_short) AS managed_money_short,
any_value(managed_money_spread) AS managed_money_spread,
any_value(managed_money_net) AS managed_money_net,
any_value(other_reportable_long) AS other_reportable_long,
any_value(other_reportable_short) AS other_reportable_short,
any_value(other_reportable_spread) AS other_reportable_spread,
any_value(other_reportable_net) AS other_reportable_net,
any_value(nonreportable_long) AS nonreportable_long,
any_value(nonreportable_short) AS nonreportable_short,
any_value(nonreportable_net) AS nonreportable_net,
any_value(change_open_interest) AS change_open_interest,
any_value(change_managed_money_long) AS change_managed_money_long,
any_value(change_managed_money_short) AS change_managed_money_short,
any_value(change_managed_money_net) AS change_managed_money_net,
any_value(change_prod_merc_long) AS change_prod_merc_long,
any_value(change_prod_merc_short) AS change_prod_merc_short,
any_value(concentration_top4_long_pct) AS concentration_top4_long_pct,
any_value(concentration_top4_short_pct) AS concentration_top4_short_pct,
any_value(concentration_top8_long_pct) AS concentration_top8_long_pct,
any_value(concentration_top8_short_pct) AS concentration_top8_short_pct,
any_value(traders_total) AS traders_total,
any_value(traders_managed_money_long) AS traders_managed_money_long,
any_value(traders_managed_money_short) AS traders_managed_money_short,
any_value(traders_managed_money_spread) AS traders_managed_money_spread,
any_value(ingest_date) AS ingest_date,
hkey
FROM cast_and_clean
GROUP BY hkey
)
SELECT *
FROM deduplicated
WHERE report_date BETWEEN @start_ds AND @end_ds