-
Notifications
You must be signed in to change notification settings - Fork 0
/
sql_queries.py
209 lines (185 loc) · 6.06 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
import configparser
# READ CONFIG FILE, SET ROLE ARN
config = configparser.ConfigParser()
config.read('dwh.cfg')
ARN = config.get("IAM_ROLE", "ARN")
# 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 STAGING TABLES
staging_events_table_create= ("""
CREATE TABLE IF NOT EXISTS staging_events (
artist VARCHAR(255),
auth VARCHAR(255),
firstName VARCHAR(255),
gender VARCHAR(2),
itemInSession INTEGER,
lastName VARCHAR(255),
length DOUBLE PRECISION,
level VARCHAR(255),
location VARCHAR(255),
method VARCHAR(255),
page VARCHAR(255),
registration TIMESTAMP,
sessionId INTEGER,
song VARCHAR(255),
status INTEGER,
ts TIMESTAMP,
userAgent VARCHAR(255),
userId INTEGER
);
""")
staging_songs_table_create = ("""
CREATE TABLE IF NOT EXISTS staging_songs (
num_songs INTEGER,
artist_id VARCHAR(255),
artist_latitude DOUBLE PRECISION,
artist_longitude DOUBLE PRECISION,
artist_location VARCHAR(255),
artist_name VARCHAR(255),
song_id VARCHAR(255),
title VARCHAR(255),
duration DOUBLE PRECISION,
year INTEGER
);
""")
# CREATE FACT TABLE
songplay_table_create = ("""
CREATE TABLE IF NOT EXISTS songplays (
songplay_id INTEGER IDENTITY(0,1),
start_time TIMESTAMP NOT NULL,
user_id INTEGER NOT NULL,
level VARCHAR,
song_id VARCHAR,
artist_id VARCHAR,
session_id VARCHAR NOT NULL,
location VARCHAR,
user_agent VARCHAR
)
diststyle even;
""")
# CREATE DIMENSION TABLES
user_table_create = ("""
CREATE TABLE IF NOT EXISTS users (
user_id INTEGER,
first_name VARCHAR(255) NOT NULL,
last_name VARCHAR(255) NOT NULL,
gender VARCHAR(255),
level VARCHAR(255)
)
diststyle all;
""")
song_table_create = ("""
CREATE TABLE IF NOT EXISTS songs (
song_id VARCHAR(255) NOT NULL,
title VARCHAR(255) NOT NULL,
artist_id VARCHAR(255),
year INTEGER,
duration DOUBLE PRECISION
)
diststyle all;
""")
artist_table_create = ("""
CREATE TABLE IF NOT EXISTS artists (
artist_id VARCHAR(255) NOT NULL,
name VARCHAR(255) NOT NULL,
location VARCHAR(255),
latitude DOUBLE PRECISION,
longitude DOUBLE PRECISION
)
diststyle all;
""")
time_table_create = ("""
CREATE TABLE IF NOT EXISTS time (
start_time TIMESTAMP NOT NULL,
hour INTEGER NOT NULL,
day INTEGER NOT NULL,
week INTEGER NOT NULL,
month INTEGER NOT NULL,
year INTEGER NOT NULL,
weekday INTEGER NOT NULL
)
diststyle all;
""")
# LOAD DATA TO STAGING TABLES FROM S3 BUCKET
staging_events_copy = ("""
COPY staging_events
FROM 's3://udacity-dend/log_data/'
iam_role {}
json 'auto ignorecase'
blanksasnull
emptyasnull
timeformat 'epochmillisecs';
""").format(ARN)
staging_songs_copy = ("""
COPY staging_songs
FROM 's3://udacity-dend/song_data/'
iam_role {}
json 'auto ignorecase'
blanksasnull
emptyasnull;
""").format(ARN)
# LOAD DATA FROM STAGING TABLES TO FINAL FACT & DIMENSION TABLES
songplay_table_insert = ("""
INSERT INTO songplays (start_time, user_id, level, song_id, artist_id, session_id, location, user_agent)
SELECT se.ts AS start_time,
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
LEFT OUTER JOIN staging_songs ss ON (se.song = ss.title)
WHERE se.page = 'NextSong';
""")
user_table_insert = ("""
INSERT INTO users (user_id, first_name, last_name, gender, level)
SELECT DISTINCT se.userid AS user_id,
se.firstname AS first_name,
se.lastname AS last_name,
se.gender AS gender,
se.level AS level
FROM staging_events se
WHERE se.userid IS NOT NULL;
""")
song_table_insert = ("""
INSERT INTO songs (song_id, title, artist_id, year, duration)
SELECT DISTINCT ss.song_id AS song_id,
ss.title AS title,
ss.artist_id AS artist_id,
ss.year AS year,
ss.duration AS duration
FROM staging_songs ss;
""")
artist_table_insert = ("""
INSERT INTO artists (artist_id, name, location, latitude, longitude)
SELECT DISTINCT ss.artist_id AS artist_id,
ss.artist_name AS name,
ss.artist_location AS location,
ss.artist_latitude AS latitude,
ss.artist_longitude AS longitude
FROM staging_songs ss;
""")
time_table_insert = ("""
INSERT INTO time (start_time, hour, day, week, month, year, weekday)
SELECT 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;
""")
# QUERY LISTS CALLED BY CREATE_TABLES & ETL PYTHON SCRIPTS
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]