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Analyzing OnTime With Databend on Object Storage

Analyzing OnTime datasets on S3 with Databend step by step.

Step 1. Deploy Databend​

Make sure you have installed Databend, if not please see:

Step 2. Load OnTime Datasets​

2.1 Create a Databend User​

Connect to Databend server with MySQL client:

mysql -h127.0.0.1 -uroot -P3307

Create a user:

CREATE USER user1 IDENTIFIED BY 'abc123';

Grant privileges for the user:

GRANT ALL ON *.* TO user1;

See also How To Create User.

2.2 Create OnTime Table​

Create SQL

2.3 Load Data Into OnTime Table​

t_ontime.csv.zip
wget --no-check-certificate https://repo.databend.rs/t_ontime/t_ontime.csv.zip
Unzip
unzip t_ontime.csv.zip
Load CSV files into Databend
ls *.csv|xargs -I{} echo  curl -H \"insert_sql:insert into ontime format CSV\" -H \"skip_header:0\" -H \"field_delimiter:\t\"  -F  \"upload=@{}\"  -XPUT http://user1:abc123@127.0.0.1:8081/v1/streaming_load |bash
tip
  • http://user1:abc123@127.0.0.1:8081/v1/streaming_load
    • user1 is the user.
    • abc123 is the user password.
    • 127.0.0.1 is http_handler_host value in your databend-query.toml
    • 8081 is http_handler_port value in your databend-query.toml

Step 3. Queries​

Execute Queries:

mysql -h127.0.0.1 -P3307 -uroot
SELECT Year, count(*) FROM ontime GROUP BY Year;

All Queries:

NumberQuery
Q1SELECT DayOfWeek, count(*) AS c FROM ontime WHERE Year >= 2000 AND Year <= 2008 GROUP BY DayOfWeek ORDER BY c DESC;
Q2SELECT DayOfWeek, count(*) AS c FROM ontime WHERE DepDelay>10 AND Year >= 2000 AND Year <= 2008 GROUP BY DayOfWeek ORDER BY c DESC;
Q3SELECT Origin, count(*) AS c FROM ontime WHERE DepDelay>10 AND Year >= 2000 AND Year <= 2008 GROUP BY Origin ORDER BY c DESC LIMIT 10;
Q4SELECT IATA_CODE_Reporting_Airline AS Carrier, count() FROM ontime WHERE DepDelay>10 AND Year = 2007 GROUP BY Carrier ORDER BY count() DESC;
Q5SELECT IATA_CODE_Reporting_Airline AS Carrier, avg(cast(DepDelay>10 as Int8))*1000 AS c3 FROM ontime WHERE Year=2007 GROUP BY Carrier ORDER BY c3 DESC;
Q6SELECT IATA_CODE_Reporting_Airline AS Carrier, avg(cast(DepDelay>10 as Int8))*1000 AS c3 FROM ontime WHERE Year>=2000 AND Year <=2008 GROUP BY Carrier ORDER BY c3 DESC;
Q7SELECT IATA_CODE_Reporting_Airline AS Carrier, avg(DepDelay) * 1000 AS c3 FROM ontime WHERE Year >= 2000 AND Year <= 2008 GROUP BY Carrier;
Q8SELECT Year, avg(DepDelay) FROM ontime GROUP BY Year;
Q9SELECT Year, count(*) as c1 FROM ontime GROUP BY Year;
Q10SELECT avg(cnt) FROM (SELECT Year,Month,count(*) AS cnt FROM ontime WHERE DepDel15=1 GROUP BY Year,Month) a;
Q11SELECT avg(c1) FROM (SELECT Year,Month,count(*) AS c1 FROM ontime GROUP BY Year,Month) a;
Q12SELECT OriginCityName, DestCityName, count(*) AS c FROM ontime GROUP BY OriginCityName, DestCityName ORDER BY c DESC LIMIT 10;
Q13SELECT OriginCityName, count(*) AS c FROM ontime GROUP BY OriginCityName ORDER BY c DESC LIMIT 10;
Q14SELECT count(*) FROM ontime;

Benchmark Report​