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executable file
·277 lines (244 loc) · 8.94 KB
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import configparser
# CONFIG
config = configparser.ConfigParser()
config.read('dwh.cfg')
# GLOBAL VARIABLES
LOG_DATA = config.get("S3", "LOG_DATA")
LOG_JSONPATH = config.get("S3", "LOG_JSONPATH")
SONG_DATA = config.get("S3", "SONG_DATA")
IAM_ROLE = config.get("IAM_ROLE", "ARN")
# DROP TABLES
staging_events_table_drop = {
"query": "DROP TABLE IF EXISTS staging_events;",
"message": "DROPPING staging_events table"
}
staging_songs_table_drop = {
"query": "DROP TABLE IF EXISTS staging_songs;",
"message": "DROPPING staging_songs table"
}
songplay_table_drop = {
"query": "DROP TABLE IF EXISTS fact_songplay;",
"message": "DROPPING fact_songplay table"
}
user_table_drop = {
"query": "DROP TABLE IF EXISTS dim_users;",
"message": "DROPPING dim_users table"
}
song_table_drop = {
"query": "DROP TABLE IF EXISTS dim_songs;",
"message": "DROPPING dim_songs table"
}
artist_table_drop = {
"query": "DROP TABLE IF EXISTS dim_artists;",
"message": "DROPPING dim_artists table"
}
time_table_drop = {
"query": "DROP TABLE IF EXISTS dim_time;",
"message": "DROPPING time table"
}
# CREATE TABLES
staging_events_table_create = {
"query": """
CREATE TABLE IF NOT EXISTS staging_events (
event_id INT IDENTITY(0, 1) NOT NULL SORTKEY DISTKEY,
artist VARCHAR,
auth VARCHAR,
firstname VARCHAR,
gender VARCHAR,
itemInSession INTEGER,
lastname VARCHAR,
length FLOAT,
level VARCHAR,
location VARCHAR,
method VARCHAR(4),
page VARCHAR,
registrtion BIGINT,
sessionId INTEGER,
song VARCHAR,
status INTEGER,
ts TIMESTAMP NOT NULL,
userAgent VARCHAR,
userId INTEGER
);""",
"message": "CREATING staging_events"
}
staging_songs_table_create = {
"query": """
CREATE TABLE IF NOT EXISTS staging_songs (
num_songs INTEGER NOT NULL SORTKEY DISTKEY,
artist_id VARCHAR NOT NULL,
latitude DECIMAL,
longitude DECIMAL,
location VARCHAR,
artist_name VARCHAR NOT NULL,
song_id VARCHAR NOT NULL,
title VARCHAR NOT NULL,
duration DECIMAL NOT NULL,
year INTEGER NOT NULL
);""",
"message": "CREATING staging_songs"
}
songplay_table_create = {
"query": """
CREATE TABLE IF NOT EXISTS fact_songplay (
songplay_id INTEGER IDENTITY(0,1) PRIMARY KEY SORTKEY,
start_time TIMESTAMP NOT NULL,
user_id INTEGER NOT NULL,
level VARCHAR NOT NULL,
song_id VARCHAR NOT NULL,
artist_id VARCHAR NOT NULL,
session_id INTEGER NOT NULL,
location VARCHAR NOT NULL,
user_agent VARCHAR NOT NULL
);""",
"message": "CREATING fact_songplay"
}
user_table_create = {
"query": """
CREATE TABLE IF NOT EXISTS dim_users (
user_id INTEGER NOT NULL PRIMARY KEY DISTKEY,
first_name VARCHAR NOT NULL,
last_name VARCHAR NOT NULL,
gender CHAR(1) NOT NULL,
level VARCHAR NOT NULL
);""",
"message": "CREATING dim_users"
}
song_table_create = {
"query": """
CREATE TABLE IF NOT EXISTS dim_songs (
song_id VARCHAR NOT NULL PRIMARY KEY,
title VARCHAR NOT NULL,
artist_id VARCHAR NOT NULL DISTKEY,
year INTEGER NOT NULL,
duration DECIMAL NOT NULL
);""",
"message": "CREATING dim_songs"
}
artist_table_create = {
"query": """
CREATE TABLE IF NOT EXISTS dim_artists (
artist_id VARCHAR NOT NULL PRIMARY KEY DISTKEY,
name VARCHAR NOT NULL,
location VARCHAR NOT NULL,
latitude DECIMAL NOT NULL,
longitude DECIMAL NOT NULL
);""",
"message": "CREATING dim_artists"
}
time_table_create = {
"query": """
CREATE TABLE IF NOT EXISTS dim_time (
start_time TIMESTAMP NOT NULL PRIMARY KEY SORTKEY DISTKEY,
hour INTEGER NOT NULL,
day INTEGER NOT NULL,
week INTEGER NOT NULL,
month INTEGER NOT NULL,
year INTEGER NOT NULL,
weekday INTEGER NOT NULL
);""",
"message": "CREATING dim_time"
}
# STAGING TABLES
staging_events_copy_query = ("""
COPY staging_events FROM {}
CREDENTIALS 'aws_iam_role={}'
TIMEFORMAT as 'epochmillisecs'
TRUNCATECOLUMNS BLANKSASNULL EMPTYASNULL
JSON {}
COMPUPDATE OFF REGION 'us-west-2';
""").format(LOG_DATA, IAM_ROLE, LOG_JSONPATH)
staging_events_copy = {
"query": staging_events_copy_query,
"message": "COPY staging_events"
}
staging_songs_copy_query = ("""
COPY staging_songs FROM {}
CREDENTIALS 'aws_iam_role={}'
TRUNCATECOLUMNS BLANKSASNULL EMPTYASNULL
JSON 'auto'
COMPUPDATE OFF REGION 'us-west-2';
""").format(SONG_DATA, IAM_ROLE)
staging_songs_copy = {
"query": staging_events_copy_query,
"message": "COPY staging_songs"
}
# FINAL TABLES
songplay_table_insert = {
"query": ("""
INSERT INTO fact_songplay(start_time, user_id, level, song_id, artist_id, session_id, location, user_agent)
SELECT DISTINCT to_timestamp(to_char(se.ts, '9999-99-99 99:99:99'),'YYYY-MM-DD HH24:MI:SS'),
se.userId AS user_id,
se.level AS level,
ss.song_id AS song_id,
ss.artist_id AS artist_id,
se.sessionId AS session_id,
se.location AS location,
se.userAgent AS user_agent
FROM staging_events se
JOIN staging_songs ss ON se.song = ss.title AND se.artist = ss.artist_name;
"""),
"message": "INSERT fact_songplay"
}
user_table_insert = {
"query": ("""
INSERT INTO dim_users(user_id, first_name, last_name, gender, level)
SELECT DISTINCT userId AS user_id,
firstName AS first_name,
lastName AS last_name,
gender AS gender,
level AS level
FROM staging_events
WHERE userId IS NOT NULL;
"""),
"message": "INSERT dim_users"
}
song_table_insert = {
"query": ("""
INSERT INTO dim_songs(song_id, title, artist_id, year, duration)
SELECT DISTINCT song_id AS song_id,
title AS title,
artist_id AS artist_id,
year AS year,
duration AS duration
FROM staging_songs
WHERE song_id IS NOT NULL;
"""),
"message": "INSERT dim_songs"
}
artist_table_insert = {
"query": ("""
INSERT INTO dim_artists(artist_id, name, location, latitude, longitude)
SELECT DISTINCT artist_id AS artist_id,
artist_name AS name,
location AS location,
latitude AS latitude,
longitude AS longitude
FROM staging_songs
WHERE artist_id IS NOT NULL;
"""),
"message": "INSERT dim_artists"
}
time_table_insert = {
"query": ("""
INSERT INTO dim_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
WHERE ts IS NOT NULL;
"""),
"message": "INSERT dim_time"
}
# 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]