-
Notifications
You must be signed in to change notification settings - Fork 1
/
sql_queries.py
254 lines (247 loc) · 7.97 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
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
import configparser
# CONFIG
config = configparser.ConfigParser()
config.read('dwh.cfg')
# 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 staging_events(
artist text distkey,
auth text,
firstName text,
gender text,
itemInSession int,
lastName text,
length numeric,
level text,
location text,
method text,
page text,
registration numeric,
sessionId int,
song text,
status int,
ts timestamp,
userAgent text,
userId int
)
"""
staging_songs_table_create = \
"""
CREATE TABLE staging_songs(
artist_id text,
artist_latitude float,
artist_location varchar(max),
artist_longitude float,
artist_name varchar(max) distkey,
duration numeric,
num_songs int,
song_id text,
title varchar(max),
year int
)
"""
songplay_table_create = \
"""
CREATE TABLE songplays(
songplay_id int IDENTITY (0,1) PRIMARY KEY,
start_time timestamp NOT NULL sortkey,
user_id varchar NOT NULL,
level varchar,
song_id varchar NOT NULL,
artist_id varchar NOT NULL distkey,
session_id int,
location varchar,
user_agent varchar
)
"""
user_table_create = \
"""
CREATE TABLE users(
user_id int PRIMARY KEY,
first_name varchar,
last_name varchar,
gender varchar,
level varchar sortkey
)
"""
song_table_create = \
"""
CREATE TABLE songs(
song_id varchar PRIMARY KEY,
title varchar,
artist_id varchar,
year int sortkey,
duration numeric
)
"""
artist_table_create = \
"""
CREATE TABLE artists (
artist_id varchar PRIMARY KEY,
name varchar,
location varchar,
latitude numeric,
longitude numeric
)
"""
time_table_create = \
"""
CREATE TABLE time(
start_time timestamp PRIMARY KEY sortkey,
hour int,
day int,
week int,
month int,
year int,
weekday int
)
"""
# STAGING TABLES
# Load from JSON Arrays Using a JSONPaths file (LOG_JSONPATH),
staging_events_copy = \
"""
COPY staging_events
FROM '{}'
credentials 'aws_iam_role={}'
region 'us-west-2'
JSON '{}'
timeformat as 'epochmillisecs'
"""
staging_songs_copy = \
"""
COPY staging_songs
FROM '{}'
credentials 'aws_iam_role={}'
region 'us-west-2'
JSON 'auto'
"""
staging_events_copy = \
staging_events_copy.format(
config.get('S3', 'LOG_DATA'),
config.get('IAM_ROLE', 'ARN'),
config.get('S3', 'LOG_JSONPATH'))
staging_songs_copy = \
staging_songs_copy.format(
config.get('S3', 'SONG_DATA'),
config.get('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(e.ts) AS start_time,
e.userId AS user_id,
e.level AS level,
s.song_id AS song_id,
s.artist_id AS artist_id,
e.sessionId AS session_id,
e.location AS location,
e.userAgent AS user_agent
FROM staging_events e JOIN staging_songs s ON (e.song = s.title AND e.artist = s.artist_name AND e.length = s.duration)
WHERE e.page = 'NextSong'
"""
user_table_insert = \
"""
INSERT INTO users (user_id, first_name, last_name, gender, level)
SELECT
DISTINCT(userId) AS user_id,
firstName AS first_name,
lastName AS last_name,
gender,
level
FROM staging_events
WHERE user_id IS NOT NULL AND page = 'NextSong'
"""
song_table_insert = \
"""
INSERT INTO songs (song_id, title, artist_id, year, duration)
SELECT
DISTINCT(song_id) AS 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) 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 time (start_time, hour, day, week, month, year, weekday)
SELECT
DISTINCT(start_time) 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(dayofweek FROM start_time) AS weekday
FROM songplays
"""
# ANALYTICAL QUERIES
get_number_staging_events = "SELECT COUNT(*) FROM staging_events"
get_number_staging_songs = "SELECT COUNT(*) FROM staging_songs"
get_number_songplays = "SELECT COUNT(*) FROM songplays"
get_number_users = "SELECT COUNT(*) FROM users"
get_number_songs = "SELECT COUNT(*) FROM songs"
get_number_artists = "SELECT COUNT(*) FROM artists"
get_number_time = "SELECT COUNT(*) FROM time"
# QUERY LISTS
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,
]
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,
]
select_number_rows_queries = [
get_number_staging_events,
get_number_staging_songs,
get_number_songplays,
get_number_users,
get_number_songs,
get_number_artists,
get_number_time,
]