Created
August 8, 2021 08:39
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Recursive CTE
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import sqlite3 | |
import pandas as pd | |
conn = sqlite3.connect(':memory:') | |
c = conn.cursor() | |
c.execute(""" | |
CREATE TABLE food_labour ( | |
name TEXT, | |
price FLOAT | |
) | |
""") | |
c.execute(""" | |
CREATE TABLE recipe ( | |
food TEXT, | |
ingredient TEXT, | |
quantity FLOAT | |
) | |
""") | |
conn.commit() | |
c.executemany(""" | |
INSERT INTO food_labour VALUES (?, ?) | |
""", [['cake', 4], | |
['egg', 8], | |
['frosting', 15], | |
['milk', 13], | |
['sugar', 23]] | |
) | |
c.executemany(""" | |
INSERT INTO recipe VALUES (?, ?, ?) | |
""", [['cake', 'egg', 7], | |
['cake', 'frosting', 9], | |
['cake', 'milk', 1], | |
['frosting', 'egg', 2], | |
['frosting', 'milk', 0.5], | |
['frosting', 'sugar', 3], | |
['something', 'something_else', 5]] | |
) | |
conn.commit() | |
c.execute(""" | |
WITH RECURSIVE ingredients (food, ingredient, quantity) AS ( | |
SELECT food, ingredient, quantity | |
FROM recipe | |
WHERE food = ? | |
UNION ALL | |
SELECT recipe.food, | |
recipe.ingredient, | |
ingredients.quantity * recipe.quantity AS quantity | |
FROM recipe, ingredients | |
WHERE recipe.food = ingredients.ingredient | |
) | |
SELECT MIN(ingredients.ingredient) AS ingredient, | |
SUM(ingredients.quantity) AS quantity, | |
MIN(food_labour.price * ingredients.quantity) AS labour_cost | |
FROM ingredients | |
JOIN food_labour ON food_labour.name = ingredients.ingredient | |
GROUP BY ingredient | |
""", ('cake',)) | |
cols = [item[0] for item in c.description] | |
df = pd.DataFrame(c.fetchall(), columns=cols) | |
print(df.head(20)) | |
c.close() | |
conn.close() |
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