This code performs both SQL operations and Python operations. Here's...
June 29, 2025 at 10:48 PM
This code performs both SQL operations and Python operations. Here's a breakdown of what it does:
Python Code:
a = [1, 2, 3]
b = [2, 3, 4]
c = set(a) & set(b)
a
andb
are two Python lists containing integers.set(a)
transforms the lista
into a set ({1, 2, 3}
), andset(b)
transforms the listb
into another set ({2, 3, 4}
).- The
&
operator calculates the intersection of the two sets, which results in a new set containing elements that are common in botha
andb
({2, 3}
). - The intersection result is stored in the variable
c
.
Final result of the Python part:
c = {2, 3}
SQL Code:
The SQL code deletes and updates vulnerability asset scores for specific conditions. Here are the steps:
-
DELETE Statement:
DELETE FROM haz_model_concept.vuln_asset_scores WHERE vuln_param_name = 'wind_mph_100_yr_its';
- This removes existing rows in the
vuln_asset_scores
table where thevuln_param_name
matches'wind_mph_100_yr_its'
.
- This removes existing rows in the
-
INSERT INTO Statement:
INSERT INTO haz_model_concept.vuln_asset_scores (asset_id, vuln_param_name, vuln_param_score) SELECT ...
- This inserts new rows into the
vuln_asset_scores
table. Let's break down theSELECT
part.
- This inserts new rows into the
-
SELECT
Clause:SELECT DISTINCT ON (fa.asset_id) fa.asset_id, vap.vuln_param_name, vat.threshold_score
- Retrieves distinct rows for each
asset_id
fromfa.asset_id
, along with correspondingvuln_param_name
andthreshold_score
.
- Retrieves distinct rows for each
-
JOIN Operations:
- A series of
INNER JOIN
statements combine multiple related tables based on specific criteria:- Links
feats_asset
(assets data) tosample_points
. - Matches
sample_haz_vals
(hazard values) withsample_points
. - Links hazard values to
sources_haz
. - Maps hazard thresholds (
vuln_asset_thresholds
) to hazard values based on their range (min_val
andmax_val
). - Joins thresholds to vulnerability asset parameters (
vuln_asset_params
) usingvuln_param_name
.
- Links
- A series of
-
WHERE Clause:
- Filters data based on:
- Only includes rows where
vap.inverse
isFALSE
. - Looks specifically for the
vuln_param_name
'wind_mph_100_yr_its'
. - Source hazard label must be
'Wind Contour_100 yr'
. - Filters assets of type
'its'
.
- Only includes rows where
- Filters data based on:
-
ORDER BY Clause:
ORDER BY fa.asset_id, vat.threshold_score DESC
- Ensures that for each
asset_id
, the highestthreshold_score
is selected due to theDESC
ordering.
- Ensures that for each
Summary of the SQL:
- Deletes existing scores for
'wind_mph_100_yr_its'
. - Inserts updated scores into the
vuln_asset_scores
table by calculating hazard values, thresholds, and matching them to specific assets and vulnerability parameters.
Final Summary: The code:
- Deletes and updates rows in a database for specific vulnerability asset scores using hazard thresholds and parameters.
- In Python, computes the intersection of two lists and stores the result in a set
c
.
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