dayrize-usecase/sql/calculate_score.sql

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2023-06-25 12:46:53 +02:00
WITH material_lookup(material, score) AS (
(VALUES
('metal', 0.15),
('wood', 1),
('resin', 0),
('fabric', 0.5),
('plastic', 0.25)
)
),
origin_lookup(origin, score) AS (
(VALUES
('usa', 1),
('imported', 0),
('mixed', 0.5)
)
),
unnested_materials AS (
SELECT
primary_category,
unnest(materials) unnested_material
FROM {{ params.products_table }}
),
material_scores AS (
SELECT
primary_category,
AVG(material_lookup.score) AS score
FROM unnested_materials
JOIN material_lookup
ON unnested_materials.unnested_material = material_lookup.material
GROUP BY primary_category
),
scores AS (
SELECT
tcin,
material_scores.score AS material_score,
weight * 0.75 AS weight_score,
packaging * 0.6 AS packaging_score,
origin_lookup.score AS origin_score
FROM {{ params.products_table }} AS products
LEFT JOIN material_scores USING (primary_category)
LEFT JOIN origin_lookup USING (origin)
)
INSERT INTO {{ params.scored_table }}
SELECT
tcin,
material_score,
weight_score,
packaging_score,
origin_score,
material_score + weight_score + packaging_score + origin_score AS score
FROM scores;