-
Notifications
You must be signed in to change notification settings - Fork 0
/
sql_queries.py
214 lines (184 loc) · 5.19 KB
/
sql_queries.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
import os
import sys
import configparser
# Set path to current directory
os.chdir(os.path.dirname(sys.argv[0]))
# CONFIG
config = configparser.ConfigParser()
config.read('./dwh.cfg')
print("Config sections loaded:", config.sections())
# 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
staging_events_table_create= ("""
CREATE TABLE IF NOT EXISTS staging_events (
artist VARCHAR,
auth VARCHAR,
firstName VARCHAR,
gender CHAR,
itemInSession INT,
lastName VARCHAR,
length FLOAT,
level VARCHAR,
location VARCHAR,
method VARCHAR,
page VARCHAR,
registration FLOAT,
sessionId INT,
song VARCHAR,
status INT,
ts BIGINT,
userAgent VARCHAR,
userId INT
);
""")
staging_songs_table_create = ("""
CREATE TABLE IF NOT EXISTS staging_songs (
num_songs INT,
artist_id VARCHAR,
artist_latitude FLOAT,
artist_longitude FLOAT,
artist_location VARCHAR,
artist_name VARCHAR,
song_id VARCHAR,
title VARCHAR,
duration FLOAT,
year FLOAT
);
""")
songplay_table_create = ("""
CREATE TABLE IF NOT EXISTS songplays (
songplay_id INT IDENTITY (1, 1) PRIMARY KEY,
start_time TIMESTAMP,
user_id INT,
level VARCHAR,
song_id VARCHAR,
artist_id VARCHAR,
session_id INT,
location VARCHAR,
user_agent VARCHAR
)
DISTSTYLE KEY
DISTKEY (start_time)
SORTKEY (start_time);
""")
user_table_create = ("""
CREATE TABLE IF NOT EXISTS users (
user_id INT PRIMARY KEY,
first_name VARCHAR,
last_name VARCHAR,
gender VARCHAR,
level VARCHAR
)
SORTKEY (user_id);
""")
song_table_create = ("""
CREATE TABLE IF NOT EXISTS songs (
song_id VARCHAR PRIMARY KEY,
title VARCHAR,
artist_id VARCHAR,
year INT,
duration FLOAT
)
SORTKEY (song_id);
""")
artist_table_create = ("""
CREATE TABLE IF NOT EXISTS artists (
artist_id VARCHAR PRIMARY KEY,
name VARCHAR,
location VARCHAR,
latitude FLOAT,
longitude FLOAT
)
SORTKEY (artist_id);
""")
time_table_create = ("""
CREATE TABLE IF NOT EXISTS time (
start_time TIMESTAMP PRIMARY KEY,
hour INT,
day INT,
week INT,
month INT,
year INT,
weekday INT
)
DISTSTYLE KEY
DISTKEY (start_time)
SORTKEY (start_time);
""")
# STAGING TABLES
staging_events_copy = ("""
COPY staging_events
FROM {data}
IAM_ROLE {role_arn}
REGION 'us-west-2'
FORMAT AS json {json};
""").format(data=config['S3']['LOG_DATA'], role_arn=config['IAM_ROLE']['ARN'], json=config['S3']['LOG_JSONPATH'])
staging_songs_copy = ("""
COPY staging_songs
FROM {data}
IAM_ROLE {role_arn}
REGION 'us-west-2'
FORMAT AS json 'auto';
""").format(data=config['S3']['SONG_DATA'], role_arn=config['IAM_ROLE']['ARN'])
# FINAL TABLES
songplay_table_insert = ("""
INSERT INTO songplays (start_time, user_id, level, song_id, artist_id, session_id, location, user_agent)
SELECT DISTINCT
-- FROM: https://stackoverflow.com/questions/39815425/how-to-convert-epoch-to-datetime-redshift
TIMESTAMP 'epoch' + (e.ts / 1000) * INTERVAL '1 second',
e.userId,
e.level,
s.song_id,
s.artist_id,
e.sessionId,
e.location,
e.userAgent
FROM staging_events e
INNER JOIN staging_songs s
ON e.song = s.title
AND e.artist = s.artist_name
AND e.page = 'NextSong'
""")
user_table_insert = ("""
INSERT INTO users (user_id, first_name, last_name, gender, level)
SELECT DISTINCT userId, firstName, lastName, gender, level
FROM staging_events
WHERE userId IS NOT NULL
AND page = 'NextSong';
""")
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
TIMESTAMP 'epoch' + (ts/1000) * INTERVAL '1 second' as start_time,
EXTRACT(hour FROM start_time),
EXTRACT(day FROM start_time),
EXTRACT(week FROM start_time),
EXTRACT(month FROM start_time),
EXTRACT(year FROM start_time),
EXTRACT(dayofweek FROM start_time)
FROM staging_events;
""")
# 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]