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206 lines (177 loc) · 5.58 KB
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DECLARE @StorageAccountKey varchar(255)
SET @StorageAccountKey = 'x'
DECLARE @StorageAccountName varchar(255)
SET @StorageAccountName = 'x'
DECLARE @ContainerName varchar(255)
SET @ContainerName = 'x'
DECLARE @KeyAlias varchar(255)
SET @KeyAlias = 'x'
DECLARE @nyctaxi_trip_storage varchar(255)
SET @nyctaxi_trip_storage = 'x'
DECLARE @nyctaxi_fare_storage varchar(255)
SET @nyctaxi_fare_storage = 'x'
DECLARE @csv_file_format varchar(255)
SET @csv_file_format = 'x'
DECLARE @external_nyctaxi_trip varchar(255)
SET @external_nyctaxi_trip = 'x'
DECLARE @external_nyctaxi_fare varchar(255)
SET @external_nyctaxi_fare = 'x'
DECLARE @schemaname varchar(255)
SET @schemaname = 'x'
DECLARE @nyctaxi_trip varchar(255)
SET @nyctaxi_trip = 'x'
DECLARE @nyctaxi_fare varchar(255)
SET @nyctaxi_fare = 'x'
DECLARE @nyctaxi_sample varchar(255)
SET @nyctaxi_sample = 'x'
DECLARE @load_data_template varchar(8000)
SET @load_data_template = '
--Create a schema
--CREATE SCHEMA {schemaname};
EXEC (''CREATE SCHEMA {schemaname};'');
-- Create a database scoped credential
CREATE DATABASE SCOPED CREDENTIAL {KeyAlias}
WITH IDENTITY = ''asbkey'' ,
Secret = ''{StorageAccountKey}''
-- Create an external data source for an Azure storage blob
CREATE EXTERNAL DATA SOURCE {nyctaxi_trip_storage}
WITH
(
TYPE = HADOOP,
LOCATION =''wasbs://{ContainerName}@{StorageAccountName}.blob.core.windows.net'',
CREDENTIAL = {KeyAlias}
)
;
CREATE EXTERNAL DATA SOURCE {nyctaxi_fare_storage}
WITH
(
TYPE = HADOOP,
LOCATION =''wasbs://{ContainerName}@{StorageAccountName}.blob.core.windows.net'',
CREDENTIAL = {KeyAlias}
)
;
-- Create an external file format for a csv file.
-- Data is uncompressed and fields are separated with the
-- pipe character.
CREATE EXTERNAL FILE FORMAT {csv_file_format}
WITH
(
FORMAT_TYPE = DELIMITEDTEXT,
FORMAT_OPTIONS
(
FIELD_TERMINATOR ='','',
USE_TYPE_DEFAULT = TRUE
)
)
;
-- Creating an external table for data in Azure blob storage.
CREATE EXTERNAL TABLE {external_nyctaxi_fare}
(
medallion varchar(50) not null,
hack_license varchar(50) not null,
vendor_id char(3),
pickup_datetime datetime not null,
payment_type char(3),
fare_amount float,
surcharge float,
mta_tax float,
tip_amount float,
tolls_amount float,
total_amount float
)
with (
LOCATION = ''/nyctaxifare/'',
DATA_SOURCE = {nyctaxi_fare_storage},
FILE_FORMAT = {csv_file_format},
REJECT_TYPE = VALUE,
REJECT_VALUE = 12
)
CREATE EXTERNAL TABLE {external_nyctaxi_trip}
(
medallion varchar(50) not null,
hack_license varchar(50) not null,
vendor_id char(3),
rate_code char(3),
store_and_fwd_flag char(3),
pickup_datetime datetime not null,
dropoff_datetime datetime,
passenger_count int,
trip_time_in_secs bigint,
trip_distance float,
pickup_longitude varchar(30),
pickup_latitude varchar(30),
dropoff_longitude varchar(30),
dropoff_latitude varchar(30)
)
with (
LOCATION = ''/nyctaxitrip/'',
DATA_SOURCE = {nyctaxi_trip_storage},
FILE_FORMAT = {csv_file_format},
REJECT_TYPE = VALUE,
REJECT_VALUE = 12
)
-- Load data from Azure blob storage to SQL Data Warehouse
CREATE TABLE {schemaname}.{nyctaxi_fare}
WITH
(
CLUSTERED COLUMNSTORE INDEX,
DISTRIBUTION = HASH(medallion)
)
AS
SELECT *
FROM {external_nyctaxi_fare}
;
CREATE TABLE {schemaname}.{nyctaxi_trip}
WITH
(
CLUSTERED COLUMNSTORE INDEX,
DISTRIBUTION = HASH(medallion)
)
AS
SELECT *
FROM {external_nyctaxi_trip}
;
--- Create sample table using Trip and Fare table
CREATE TABLE {schemaname}.{nyctaxi_sample}
WITH
(
CLUSTERED COLUMNSTORE INDEX,
DISTRIBUTION = HASH(medallion)
)
AS
(
SELECT t.*, f.payment_type, f.fare_amount, f.surcharge, f.mta_tax, f.tolls_amount, f.total_amount, f.tip_amount,
tipped = CASE WHEN (tip_amount > 0) THEN 1 ELSE 0 END,
tip_class = CASE
WHEN (tip_amount = 0) THEN 0
WHEN (tip_amount > 0 AND tip_amount <= 5) THEN 1
WHEN (tip_amount > 5 AND tip_amount <= 10) THEN 2
WHEN (tip_amount > 10 AND tip_amount <= 20) THEN 3
ELSE 4
END
FROM {schemaname}.{nyctaxi_trip} t, {schemaname}.{nyctaxi_fare} f
WHERE datepart("mi",t.pickup_datetime) = 1
AND t.medallion = f.medallion
AND t.hack_license = f.hack_license
AND t.pickup_datetime = f.pickup_datetime
AND pickup_longitude <> ''0''
AND dropoff_longitude <> ''0''
)
;
'
DECLARE @sql_script varchar(8000)
SET @sql_script = REPLACE(@load_data_template, '{StorageAccountName}', @StorageAccountName)
SET @sql_script = REPLACE(@sql_script, '{StorageAccountKey}', @StorageAccountKey)
SET @sql_script = REPLACE(@sql_script, '{ContainerName}', @ContainerName)
SET @sql_script = REPLACE(@sql_script, '{KeyAlias}', @KeyAlias)
SET @sql_script = REPLACE(@sql_script, '{nyctaxi_trip_storage}', @nyctaxi_trip_storage)
SET @sql_script = REPLACE(@sql_script, '{nyctaxi_fare_storage}', @nyctaxi_fare_storage)
SET @sql_script = REPLACE(@sql_script, '{csv_file_format}', @csv_file_format)
SET @sql_script = REPLACE(@sql_script, '{external_nyctaxi_trip}', @external_nyctaxi_trip)
SET @sql_script = REPLACE(@sql_script, '{external_nyctaxi_fare}', @external_nyctaxi_fare)
SET @sql_script = REPLACE(@sql_script, '{schemaname}', @schemaname)
SET @sql_script = REPLACE(@sql_script, '{nyctaxi_trip}', @nyctaxi_trip)
SET @sql_script = REPLACE(@sql_script, '{nyctaxi_fare}', @nyctaxi_fare)
SET @sql_script = REPLACE(@sql_script, '{nyctaxi_sample}', @nyctaxi_sample)
EXECUTE(@sql_script)
GO