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321 lines (279 loc) · 7.6 KB
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from run_on_aws import get_iam_role_arns, s3_config
iam_role_arn = get_iam_role_arns()[0]
# 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 time"
# CREATE TABLES
# The default length of varchar is 256.
staging_events_table_create = ("""
CREATE TABLE IF NOT EXISTS staging_events (
artist varchar,
auth varchar,
first_name varchar,
gender char(1),
item_in_session integer,
last_name varchar,
length decimal,
level varchar,
location varchar,
method varchar,
page varchar,
registration decimal,
session_id integer,
song varchar,
status integer,
ts timestamp,
user_agent varchar,
user_id integer
)
""")
staging_songs_table_create = ("""
CREATE TABLE IF NOT EXISTS staging_songs (
num_song integer,
artist_id varchar,
artist_latitude decimal,
artist_longitude decimal,
artist_location varchar(500),
artist_name varchar(500),
song_id varchar,
title varchar(500),
duration decimal,
year integer
)
""")
# Redshift does not support 'SERIAL' type
songplay_table_create = ("""
CREATE TABLE IF NOT EXISTS songplays (
songplay_id integer IDENTITY(0,1) PRIMARY KEY,
start_time timestamp NOT NULL REFERENCES time(start_time),
user_id integer NOT NULL REFERENCES users(user_id) ,
level varchar,
song_id varchar NOT NULL REFERENCES songs(song_id),
artist_id varchar NOT NULL REFERENCES artists(artist_id),
session_id integer,
location varchar(500),
user_agent varchar
)
""")
user_table_create = ("""
CREATE TABLE IF NOT EXISTS users (
user_id integer PRIMARY KEY,
first_name varchar,
last_name varchar,
gender char (1),
level varchar NOT NULL
)
""")
song_table_create = ("""
CREATE TABLE IF NOT EXISTS songs (
song_id varchar PRIMARY KEY,
title varchar(500) NOT NULL,
artist_id varchar,
year smallint,
duration decimal
)
""")
artist_table_create = ("""
CREATE TABLE IF NOT EXISTS artists (
artist_id varchar PRIMARY KEY,
name varchar(500) NOT NULL,
location varchar(500),
latitude decimal,
longitude decimal
)
""")
time_table_create = ("""
CREATE TABLE IF NOT EXISTS time (
start_time timestamp NOT NULL PRIMARY KEY,
hour smallint,
day smallint,
week smallint,
month smallint,
year smallint,
weekday smallint
)
""")
# STAGING TABLES
# Caveat: the timestamp is in millisecond
staging_events_copy = (f"""
COPY staging_events
FROM '{s3_config['LOG_DATA']}'
IAM_ROLE '{iam_role_arn}'
REGION '{s3_config['REGION']}'
FORMAT AS JSON '{s3_config['LOG_JSONPATH']}'
TIMEFORMAT AS 'epochmillisecs'
""")
# Use a fraction of the songs data like '{s3_config['SONG_DATA']}/A/A'
# for test purpose.
staging_songs_copy = (f"""
COPY staging_songs
FROM '{s3_config['SONG_DATA']}'
IAM_ROLE '{iam_role_arn}'
REGION '{s3_config['REGION']}'
FORMAT AS JSON 'auto'
""")
debug_stl_loaderror = """
SELECT
d.query, d.line_number, d.value,
le.raw_line, le.err_reason
FROM
stl_loaderror_detail d, stl_load_errors le
WHERE
d.query = le.query;
"""
# FINAL TABLES
# songplay_id is assigned automatically
songplay_table_insert = ("""
INSERT INTO
songplays (start_time, user_id, level, song_id, artist_id, session_id, location, user_agent)
SELECT
e.ts,
e.user_id,
e.level,
s.song_id,
s.artist_id,
e.session_id,
e.location,
e.user_agent
FROM
staging_events e
JOIN
staging_songs s ON (e.song = s.title AND e.artist = s.artist_name)
WHERE
e.page = 'NextSong'
""")
user_table_insert = ("""
INSERT INTO
users (user_id, first_name, last_name, gender, level)
SELECT DISTINCT
user_id,
first_name,
last_name,
gender,
level
FROM
staging_events
WHERE
user_id IS NOT NULL
""")
song_table_insert = ("""
INSERT INTO
songs (song_id, title, artist_id, year, duration)
SELECT DISTINCT
song_id,
title,
artist_id,
year,
duration
FROM
staging_songs
WHERE
song_id IS NOT NULL
""")
artist_table_insert = ("""
INSERT INTO
artists (artist_id, name, location, latitude, longitude)
SELECT DISTINCT
artist_id,
artist_name,
artist_location,
artist_latitude,
artist_longitude
FROM
staging_songs
WHERE
artist_id IS NOT NULL
""")
time_table_insert = ("""
INSERT INTO
time (start_time, hour, day, week, month, year, weekday)
SELECT DISTINCT
ts,
EXTRACT(HOUR from ts),
EXTRACT(DAY from ts),
EXTRACT(WEEK from ts),
EXTRACT(MONTH from ts),
EXTRACT(YEAR from ts),
EXTRACT(WEEKDAY from ts)
FROM
staging_events e
WHERE
e.page = 'NextSong'
""")
# CHECK RECORDS
tables_check = ("""
SELECT table_name
FROM information_schema.tables
WHERE table_schema = 'public'
""")
staging_events_table_count = ("""
SELECT COUNT(*) FROM staging_events
""")
staging_songs_table_count = ("""
SELECT COUNT(*) FROM staging_songs
""")
song_table_count = ("""
SELECT COUNT(*) FROM songs
""")
song_table_check = ("""
SELECT * FROM songs LIMIT 5
""")
artist_table_count = ("""
SELECT COUNT(*) FROM artists
""")
artist_table_check = ("""
SELECT * FROM artists LIMIT 5
""")
time_table_count = ("""
SELECT COUNT(*) FROM time
""")
time_table_check = ("""
SELECT * FROM time LIMIT 5
""")
user_table_count = ("""
SELECT COUNT(*) FROM users
""")
user_table_check = ("""
SELECT * FROM users LIMIT 5
""")
songplay_table_count = ("""
SELECT COUNT(*) FROM songplays
""")
songplay_table_check = ("""
SELECT * FROM songplays LIMIT 5
""")
# QUERY LISTS
create_table_queries = [
staging_events_table_create,
staging_songs_table_create,
user_table_create,
song_table_create,
artist_table_create,
time_table_create,
songplay_table_create
]
drop_table_queries = [
staging_events_table_drop,
staging_songs_table_drop,
songplay_table_drop,
user_table_drop,
song_table_drop,
artist_table_drop,
time_table_drop
]
copy_table_queries = [
staging_events_copy,
staging_songs_copy
]
insert_table_queries = [
user_table_insert,
song_table_insert,
artist_table_insert,
time_table_insert,
songplay_table_insert
]