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sql_queries.py
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sql_queries.py
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from typing import List
from common import EtlConfig
# CONFIG - moved to `common.py`
# DROP TABLES
staging_events_table_drop = '''
DROP TABLE IF EXISTS staging_events
'''
staging_songs_table_drop = '''
DROP TABLE IF EXISTS staging_songs
'''
songplay_table_drop = '''
DROP TABLE IF EXISTS songplays
'''
user_table_drop = '''
DROP TABLE IF EXISTS users
'''
song_table_drop = '''
DROP TABLE IF EXISTS songs
'''
artist_table_drop = '''
DROP TABLE IF EXISTS artists
'''
time_table_drop = '''
DROP TABLE IF EXISTS times
'''
# CREATE TABLES
staging_events_table_create = ('''
CREATE TABLE staging_events (
artist TEXT NULL,
auth TEXT NULL,
firstName TEXT NULL,
gender TEXT NULL,
itemInSession INT NULL,
lastName TEXT NULL,
length NUMERIC NULL,
level TEXT NULL,
location TEXT NULL,
method TEXT NULL,
page TEXT NULL,
registration NUMERIC NULL,
sessionId TEXT NULL DISTKEY,
song TEXT NULL,
status INT NULL,
ts TIMESTAMP NULL, -- from epochmillisecs
userAgent TEXT NULL,
userId TEXT NULL
)
''')
staging_songs_table_create = ('''
CREATE TABLE staging_songs (
num_songs INT NULL,
artist_id TEXT NULL DISTKEY,
artist_latitude TEXT NULL,
artist_longitude TEXT NULL,
artist_location TEXT NULL,
artist_name TEXT NULL,
song_id TEXT NULL,
title TEXT NULL,
duration NUMERIC NULL,
year INT NULL
)
''')
songplay_table_create = ('''
CREATE TABLE songplays (
songplay_id BIGINT NOT NULL IDENTITY(1, 1),
start_time TIMESTAMP NOT NULL,
user_id TEXT NULL,
level TEXT NULL,
song_id TEXT NULL,
artist_id TEXT NULL,
session_id TEXT NULL,
location TEXT NULL,
user_agent TEXT NULL,
PRIMARY KEY (songplay_id),
FOREIGN KEY (user_id) REFERENCES users (user_id),
FOREIGN KEY (song_id) REFERENCES songs (song_id),
FOREIGN KEY (artist_id) REFERENCES artists (artist_id)
)
''')
user_table_create = ('''
CREATE TABLE IF NOT EXISTS users (
user_id TEXT NOT NULL,
first_name TEXT NULL,
last_name TEXT NULL,
gender TEXT NULL,
level TEXT NULL,
PRIMARY KEY (user_id)
)
''')
song_table_create = ('''
CREATE TABLE IF NOT EXISTS songs (
song_id TEXT NOT NULL,
title TEXT NULL,
artist_id TEXT NOT NULL,
year INT NULL,
duration NUMERIC NULL,
PRIMARY KEY (song_id),
FOREIGN KEY (artist_id) REFERENCES artists (artist_id)
)
''')
artist_table_create = ('''
CREATE TABLE IF NOT EXISTS artists (
artist_id TEXT NOT NULL,
name TEXT,
location TEXT,
latitude TEXT,
longitude TEXT,
PRIMARY KEY (artist_id)
)
''')
time_table_create = ('''
CREATE TABLE IF NOT EXISTS times (
start_time TIMESTAMP NOT NULL,
hour INT,
day INT,
week INT,
month INT,
year INT,
weekday INT,
PRIMARY KEY (start_time)
)
''')
# STAGING TABLES
def build_copy_table_queries(etl_config: EtlConfig, dwh_iam_role_arn: str) -> List[str]:
# Since we deal timestamp in `epochmillisecs` unit, we can apply that data conversion during COPY operation.
# Ref: https://docs.aws.amazon.com/redshift/latest/dg/copy-parameters-data-conversion.html#copy-timeformat
staging_events_copy = ('''
copy staging_events
from 's3://{manifest_bucket_name}/{event_data_manifest_key}'
credentials 'aws_iam_role={iam_role_arn}'
format as json 's3://{data_set_bucket_name}/{data_set_event_data_json_path_key}'
timeformat as 'epochmillisecs'
region '{region}'
manifest;
''').format(
manifest_bucket_name=etl_config.manifest.bucket_name,
event_data_manifest_key=etl_config.manifest.event_data_key,
iam_role_arn=dwh_iam_role_arn,
region=etl_config.region_name,
data_set_bucket_name=etl_config.data_set.bucket_name,
data_set_event_data_json_path_key=etl_config.data_set.log_data_json_path_key
)
staging_songs_copy = ('''
copy staging_songs
from 's3://{manifest_bucket_name}/{song_data_manifest_key}'
credentials 'aws_iam_role={iam_role_arn}'
format as json 'auto'
region '{region}'
manifest;
''').format(
manifest_bucket_name=etl_config.manifest.bucket_name,
song_data_manifest_key=etl_config.manifest.song_data_key,
iam_role_arn=dwh_iam_role_arn,
region=etl_config.region_name
)
copy_table_queries = [
staging_events_copy,
staging_songs_copy
]
return copy_table_queries
# FINAL TABLES
songplay_table_insert = ('''
INSERT INTO songplays (
start_time,
user_id,
level,
song_id,
artist_id,
session_id,
location,
user_agent
)
SELECT
se.ts AS start_time,
se.userId AS user_id,
se.level,
s.song_id,
a.artist_id,
se.sessionId AS session_id,
se.location,
se.userAgent as user_agent
FROM staging_events se
JOIN songs s
ON (s.title = se.song AND s.duration = se.length)
JOIN artists a
ON a.name = se.artist
''')
user_table_insert = ('''
INSERT INTO users (
user_id,
first_name,
last_name,
gender,
level
)
SELECT
DISTINCT userId AS user_id,
firstName AS first_name,
lastName AS last_name,
gender,
level
FROM staging_events
WHERE COALESCE(userId, '') <> ''
''')
song_table_insert = ('''
INSERT INTO songs (
song_id,
title,
artist_id,
year,
duration
)
SELECT
DISTINCT song_id AS song_id,
title,
artist_id,
year,
duration
FROM staging_songs
WHERE COALESCE(song_id, '') <> ''
''')
artist_table_insert = ('''
INSERT INTO artists (
artist_id,
name,
location,
latitude,
longitude
)
SELECT
DISTINCT artist_id AS artist_id,
artist_name AS name,
artist_location AS location,
artist_latitude AS latitude,
artist_longitude AS longitude
FROM staging_songs
WHERE COALESCE(artist_id, '') <> ''
''')
time_table_insert = ('''
INSERT INTO times (
start_time,
hour,
day,
week,
month,
year,
weekday
)
SELECT
DISTINCT ts AS start_time,
extract(hour from ts) AS hour,
extract(day from ts) AS day,
extract(week from ts) AS week,
extract(month from ts) AS month,
extract(year from ts) AS year,
extract(weekday from ts) AS weekday
FROM staging_events
WHERE ts IS NOT NULL
''')
# QUERY LISTS
create_table_queries = [
staging_events_table_create,
staging_songs_table_create,
user_table_create,
artist_table_create,
time_table_create,
song_table_create,
songplay_table_create
]
drop_table_queries = [
songplay_table_drop,
song_table_drop,
time_table_drop,
artist_table_drop,
user_table_drop,
staging_songs_table_drop,
staging_events_table_drop
]
insert_table_queries = [
user_table_insert,
artist_table_insert,
time_table_insert,
song_table_insert,
songplay_table_insert
]