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queries.py
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222 lines (195 loc) · 6.35 KB
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import configparser
############ CONFIGURAÇÃO ############
config = configparser.ConfigParser()
config.read('dwh.cfg')
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 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"
############ CRIAÇÃO DAS STAGING TABLES ############
'''
Stating Tables tem por objetivo agilizar o processo
por meio de um ambiente intermediário de armazenamento e processamento,
limpando e padronizando dados que entram no processo de extração e transformação,
proporcionando um melhor desempenho.
'''
staging_events_table_create= ("""
CREATE TABLE IF NOT EXISTS staging_events
(
artist VARCHAR,
auth VARCHAR,
firstName VARCHAR,
gender VARCHAR,
itemInSession INTEGER,
lastName VARCHAR,
length FLOAT,
level VARCHAR,
location VARCHAR,
method VARCHAR,
page VARCHAR,
registration BIGINT,
sessionId INTEGER,
song VARCHAR,
status INTEGER,
ts TIMESTAMP,
userAgent VARCHAR,
userId INTEGER
);
""")
staging_songs_table_create = ("""
CREATE TABLE IF NOT EXISTS staging_songs
(
song_id VARCHAR,
num_songs INTEGER,
title VARCHAR,
artist_name VARCHAR,
artist_latitude FLOAT,
year INTEGER,
duration FLOAT,
artist_id VARCHAR,
artist_longitude FLOAT,
artist_location VARCHAR
);
""")
############ CRIAÇÃO DE TABELAS ############
songplay_table_create = ("""
CREATE TABLE IF NOT EXISTS fact_songplay
(
songplay_id INTEGER IDENTITY(0,1) PRIMARY KEY sortkey,
start_time TIMESTAMP,
user_id INTEGER,
level VARCHAR,
song_id VARCHAR,
artist_id VARCHAR,
session_id INTEGER,
location VARCHAR,
user_agent VARCHAR
);
""")
user_table_create = ("""
CREATE TABLE IF NOT EXISTS dim_user
(
user_id INTEGER PRIMARY KEY distkey,
first_name VARCHAR,
last_name VARCHAR,
gender VARCHAR,
level VARCHAR
);
""")
song_table_create = ("""
CREATE TABLE IF NOT EXISTS dim_song
(
song_id VARCHAR PRIMARY KEY,
title VARCHAR,
artist_id VARCHAR distkey,
year INTEGER,
duration FLOAT
);
""")
artist_table_create = ("""
CREATE TABLE IF NOT EXISTS dim_artist
(
artist_id VARCHAR PRIMARY KEY distkey,
name VARCHAR,
location VARCHAR,
latitude FLOAT,
longitude FLOAT
);
""")
time_table_create = ("""
CREATE TABLE IF NOT EXISTS dim_time
(
start_time TIMESTAMP PRIMARY KEY sortkey distkey,
hour INTEGER,
day INTEGER,
week INTEGER,
month INTEGER,
year INTEGER,
weekday INTEGER
);
""")
############ COPIA DOS DADOS DA S3 ############
staging_events_copy = ("""
COPY staging_events FROM {}
CREDENTIALS 'aws_iam_role={}'
COMPUPDATE OFF region 'us-west-2'
TIMEFORMAT as 'epochmillisecs'
TRUNCATECOLUMNS BLANKSASNULL EMPTYASNULL
FORMAT AS JSON {};
""").format(LOG_DATA, IAM_ROLE, LOG_PATH)
staging_songs_copy = ("""
COPY staging_songs FROM {}
CREDENTIALS 'aws_iam_role={}'
COMPUPDATE OFF region 'us-west-2'
FORMAT AS JSON 'auto'
TRUNCATECOLUMNS BLANKSASNULL EMPTYASNULL;
""").format(SONG_DATA, IAM_ROLE)
############ TABELAS FINAIS ############
songplay_table_insert = ("""
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;
""")
user_table_insert = ("""
INSERT INTO dim_user(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;
""")
song_table_insert = ("""
INSERT INTO dim_song(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;
""")
artist_table_insert = ("""
INSERT INTO dim_artist(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 artist_id IS NOT NULL;
""")
time_table_insert = ("""
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;
""")
############ LISTAS DE REQUISIÇÕES ############
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]