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sql_queries.py
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246 lines (215 loc) · 7.47 KB
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import configparser
# CONFIG
config = configparser.ConfigParser()
config.read('dwh.cfg')
# TABLE NAMES
# you can define names here and reuse later on
# for readability reasons, however, left 'as is' for now
staging_events_table = "staging_events"
staging_songs_table = "staging_songs"
songplay_table = "songplay"
user_table = "user"
song_table = "song"
artist_table = "artists"
time_table = "time"
# DROP TABLES
staging_events_table_drop = "DROP TABLE IF EXISTS %s" % staging_events_table
staging_songs_table_drop = "DROP TABLE IF EXISTS %s" % staging_songs_table
songplay_table_drop = "DROP TABLE IF EXISTS %s" % songplay_table
user_table_drop = "DROP TABLE IF EXISTS %s" % songplay_table
song_table_drop = "DROP TABLE IF EXISTS %s" % song_table
artist_table_drop = "DROP TABLE IF EXISTS %s" % artist_table
time_table_drop = "DROP TABLE IF EXISTS %s" % time_table
# CREATE TABLES
staging_events_table_create= ("""
CREATE TABLE 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 FLOAT,
sessionId INTEGER,
song VARCHAR,
status INTEGER,
ts TIMESTAMP,
userAgent VARCHAR,
userId INTEGER
)
""")
staging_songs_table_create = ("""
CREATE TABLE staging_songs(
num_songs INTEGER,
artist_id VARCHAR,
artist_latitude FLOAT,
artist_longitude FLOAT,
artist_location VARCHAR,
artist_name VARCHAR,
song_id VARCHAR,
title VARCHAR,
duration FLOAT,
year INTEGER
)
""")
songplay_table_create = ("""
CREATE TABLE IF NOT EXISTS songplays (
songplay_id INTEGER IDENTITY(0,1) PRIMARY KEY,
start_time TIMESTAMP distkey sortkey,
user_id VARCHAR,
level VARCHAR,
song_id VARCHAR,
artist_id VARCHAR,
session_id VARCHAR,
location VARCHAR,
user_agent VARCHAR
);
""")
user_table_create = ("""
CREATE TABLE IF NOT EXISTS users (
user_id VARCHAR PRIMARY KEY sortkey,
first_name VARCHAR,
last_name VARCHAR,
gender VARCHAR,
level VARCHAR
);
""")
song_table_create = ("""
CREATE TABLE IF NOT EXISTS songs (
song_id VARCHAR PRIMARY KEY distkey sortkey,
title VARCHAR,
artist_id VARCHAR,
artist_name VARCHAR,
year INT,
duration FLOAT
);
""")
artist_table_create = ("""
CREATE TABLE IF NOT EXISTS artists (
artist_id VARCHAR PRIMARY KEY sortkey,
artist_name VARCHAR,
location VARCHAR,
latitude FLOAT,
longitude FLOAT);
""")
time_table_create = ("""
CREATE TABLE IF NOT EXISTS time (
start_time TIMESTAMP PRIMARY KEY distkey sortkey,
hour INT,
day INT,
week INT,
month INT,
year INT,
weekday VARCHAR(10)
);
""")
# STAGING TABLES
staging_events_copy = ("""
COPY {table} from 's3://udacity-dend/log_data'
CREDENTIALS 'aws_iam_role={role_arn}'
COMPUPDATE OFF region '{region}' FORMAT AS JSON 's3://udacity-dend/log_json_path.json'
TRUNCATECOLUMNS BLANKSASNULL EMPTYASNULL
TIMEFORMAT as 'epochmillisecs';
""").format(table=staging_events_table,role_arn=config.get("IAM_ROLE", "arn"), region="us-west-2")
staging_songs_copy = ("""
COPY {table} from 's3://udacity-dend/song_data'
CREDENTIALS 'aws_iam_role={role_arn}'
REGION '{region}' FORMAT AS JSON 'auto';
""").format(table=staging_songs_table,role_arn=config.get("IAM_ROLE", "arn"), region="us-west-2")
print(staging_events_copy)
print(staging_songs_copy)
# FINAL TABLES
songplay_table_insert = ("""
INSERT INTO songplays
(start_time, user_id, level, song_id, artist_id, session_id, location, user_agent)
SELECT staging_events.ts,
staging_events.userid,
staging_events.level,
staging_events.song,
staging_events.artist,
staging_events.sessionid,
staging_events.location,
staging_events.useragent
FROM staging_events
JOIN staging_songs
ON (staging_songs.title = staging_events.song
AND staging_songs.artist_name = staging_events.artist)
AND staging_events.page = 'NextSong'
""")
user_table_insert = ("""
INSERT INTO users
(user_id, first_name, last_name, gender, level)
SELECT DISTINCT staging_events.userid,
staging_events.firstname,
staging_events.lastname,
staging_events.gender,
staging_events.level
FROM staging_events
WHERE staging_events.userid IS NOT NULL
""")
song_table_insert = ("""
INSERT INTO songs
(song_id, title, artist_id, artist_name, year, duration)
SELECT DISTINCT staging_songs.song_id,
staging_songs.title,
staging_songs.artist_id,
staging_songs.artist_name,
staging_songs.year,
staging_songs.duration
FROM staging_songs
WHERE staging_songs.song_id IS NOT NULL
""")
artist_table_insert = ("""
INSERT INTO artists
(artist_id, artist_name, location, latitude, longitude)
SELECT DISTINCT
staging_songs.artist_id,
staging_songs.artist_name,
staging_songs.artist_location,
staging_songs.artist_latitude,
staging_songs.artist_longitude
FROM staging_songs
WHERE staging_songs.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
WHERE ts IS NOT NULL
""")
# CHECK
songplay_table_count = ("""
SELECT count(*) FROM songplays
""")
user_table_count = ("""
SELECT count(*) FROM users
""")
song_table_count = ("""
SELECT count(*) FROM songs
""")
artist_table_count = ("""
SELECT count(*) FROM artists
""")
time_table_count = ("""
SELECT count(*) FROM time
""")
# QUERY LISTS
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]
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]
# ETL
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]
# CHECK
all_tables_count_rows = [user_table_count, song_table_count, artist_table_count, time_table_count, songplay_table_count]