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265 lines (239 loc) · 5.47 KB
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import configparser
# CONFIG
config = configparser.ConfigParser()
config.read("dwh.cfg")
AWS_REGION = config.get("AWS", "AWS_REGION")
IAM_ROLE_ARN = config.get("IAM_ROLE", "ARN")
LOG_DATA = config.get("S3", "LOG_DATA")
LOG_JSONPATH = config.get("S3", "LOG_JSONPATH")
SONG_DATA = config.get("S3", "SONG_DATA")
# DROP TABLES
staging_events_table_drop = "DROP TABLE IF EXISTS stagingEvents"
staging_songs_table_drop = "DROP TABLE IF EXISTS stagingSongs"
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
staging_events_table_create = """
CREATE TABLE stagingEvents (
artist VARCHAR(200),
auth VARCHAR(20) NOT NULL,
first_name VARCHAR(30),
gender VARCHAR(1),
item_in_session SMALLINT NOT NULL,
last_name VARCHAR(30),
length NUMERIC,
level VARCHAR(10),
location VARCHAR(50),
method VARCHAR(10) NOT NULL,
page VARCHAR(20) NOT NULL,
registration NUMERIC,
session_id INTEGER NOT NULL,
song TEXT,
status SMALLINT NOT NULL,
ts BIGINT NOT NULL,
user_agent TEXT,
user_id INTEGER
);
"""
staging_songs_table_create = """
CREATE TABLE stagingSongs (
song_id VARCHAR(20) NOT NULL,
num_songs SMALLINT NOT NULL,
title VARCHAR(300) NOT NULL,
artist_name VARCHAR(400) NOT NULL,
artist_latitude NUMERIC,
year SMALLINT NOT NULL,
duration NUMERIC NOT NULL,
artist_id VARCHAR(20) NOT NULL,
artist_longitude NUMERIC,
artist_location VARCHAR(300) NOT NULL
);
"""
songplay_table_create = """
CREATE TABLE songplays (
songplay_id INTEGER NOT NULL identity(0, 1),
start_time TIMESTAMP NOT NULL SORTKEY,
user_id INTEGER,
level VARCHAR(10),
song_id VARCHAR(20) DISTKEY,
artist_id VARCHAR(20),
session_id INTEGER,
location VARCHAR(300),
user_agent TEXT
);
"""
user_table_create = """
CREATE TABLE users (
user_id INTEGER NOT NULL SORTKEY,
first_name VARCHAR(30),
last_name VARCHAR(30),
gender VARCHAR(1),
level VARCHAR(10)
)
DISTSTYLE ALL;
"""
song_table_create = """
CREATE TABLE songs (
song_id VARCHAR(20) NOT NULL SORTKEY DISTKEY,
title VARCHAR(300) NOT NULL,
artist_id VARCHAR(20) NOT NULL,
year SMALLINT,
duration NUMERIC
);
"""
artist_table_create = """
CREATE TABLE artists (
artist_id VARCHAR(20) NOT NULL SORTKEY,
name VARCHAR(400) NOT NULL,
location VARCHAR(300),
latitude NUMERIC,
longitude NUMERIC
);
"""
time_table_create = """
CREATE TABLE time (
start_time TIMESTAMP NOT NULL SORTKEY,
hour INTEGER NOT NULL,
day INTEGER NOT NULL,
week INTEGER NOT NULL,
month INTEGER NOT NULL,
year INTEGER NOT NULL,
weekday INTEGER NOT NULL
)
DISTSTYLE ALL;
"""
# STAGING TABLES
staging_events_copy = (
"""copy stagingEvents from {}
iam_role {}
region '{}'
json {};
"""
).format(LOG_DATA, IAM_ROLE_ARN, AWS_REGION, LOG_JSONPATH)
staging_songs_copy = (
"""copy stagingSongs from {}
iam_role {}
region '{}'
json 'auto';
"""
).format(SONG_DATA, IAM_ROLE_ARN, AWS_REGION)
# FINAL TABLES
songplay_table_insert = """
INSERT INTO songplays (
start_time,
user_id,
level,
song_id,
artist_id,
session_id,
location,
user_agent
)
SELECT date_add('ms',se.ts,'1970-01-01') as start_time,
se.user_id,
se.level,
ss.song_id,
ss.artist_id,
se.session_id,
se.location,
se.user_agent
FROM stagingEvents se
JOIN stagingSongs ss
ON se.artist = ss.artist_name AND se.song = ss.title;
"""
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 stagingEvents
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 stagingSongs
WHERE song_id IS NOT NULL;
"""
artist_table_insert = """
INSERT INTO artists (
artist_id,
name,
location,
latitude,
longitude
)
SELECT DISTINCT(artist_id),
artist_name AS name,
artist_location AS location,
artist_latitude AS latitude,
artist_longitude AS longitude
FROM stagingSongs
WHERE artist_id IS NOT NULL;
"""
time_table_insert = """
INSERT INTO time (
start_time,
hour,
day,
week,
month,
year,
weekday
)
SELECT DISTINCT(date_add('ms',ts,'1970-01-01')) as start_time,
EXTRACT(hour FROM start_time) AS hour,
EXTRACT(day FROM start_time) AS day,
EXTRACT(week FROM start_time) AS week,
EXTRACT(month FROM start_time) AS month,
EXTRACT(year FROM start_time) AS year,
EXTRACT(weekday FROM start_time) AS weekday
FROM stagingEvents;
"""
# QUERY LISTS
create_table_queries = [
staging_events_table_create,
staging_songs_table_create,
songplay_table_create,
user_table_create,
song_table_create,
artist_table_create,
time_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 = [
songplay_table_insert,
user_table_insert,
song_table_insert,
artist_table_insert,
time_table_insert,
]