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Module 2 Homework

ATTENTION: At the end of the submission form, you will be required to include a link to your GitHub repository or other public code-hosting site. This repository should contain your code for solving the homework. If your solution includes code that is not in file format, please include these directly in the README file of your repository.

In case you don't get one option exactly, select the closest one

For the homework, we'll be working with the green taxi dataset located here:

https://github.com/DataTalksClub/nyc-tlc-data/releases/tag/green/download

To get a wget-able link, use this prefix (note that the link itself gives 404):

https://github.com/DataTalksClub/nyc-tlc-data/releases/download/green/

Assignment

So far in the course, we processed data for the year 2019 and 2020. Your task is to extend the existing flows to include data for the year 2021.

homework datasets

As a hint, Kestra makes that process really easy:

  1. You can leverage the backfill functionality in the scheduled flow to backfill the data for the year 2021. Just make sure to select the time period for which data exists i.e. from 2021-01-01 to 2021-07-31. Also, make sure to do the same for both yellow and green taxi data (select the right service in the taxi input).
  2. Alternatively, run the flow manually for each of the seven months of 2021 for both yellow and green taxi data. Challenge for you: find out how to loop over the combination of Year-Month and taxi-type using ForEach task which triggers the flow for each combination using a Subflow task.

Quiz Questions

Complete the quiz shown below. It's a set of 6 multiple-choice questions to test your understanding of workflow orchestration, Kestra, and ETL pipelines.

  1. Within the execution for Yellow Taxi data for the year 2020 and month 12: what is the uncompressed file size (i.e. the output file yellow_tripdata_2020-12.csv of the extract task)?
  • 128.3 MiB
  • 134.5 MiB
  • 364.7 MiB
  • 692.6 MiB
  1. What is the rendered value of the variable file when the inputs taxi is set to green, year is set to 2020, and month is set to 04 during execution?
  • {{inputs.taxi}}_tripdata_{{inputs.year}}-{{inputs.month}}.csv
  • green_tripdata_2020-04.csv
  • green_tripdata_04_2020.csv
  • green_tripdata_2020.csv
  1. How many rows are there for the Yellow Taxi data for all CSV files in the year 2020?
  • 13,537.299
  • 24,648,499
  • 18,324,219
  • 29,430,127
  1. How many rows are there for the Green Taxi data for all CSV files in the year 2020?
  • 5,327,301
  • 936,199
  • 1,734,051
  • 1,342,034
  1. How many rows are there for the Yellow Taxi data for the March 2021 CSV file?
  • 1,428,092
  • 706,911
  • 1,925,152
  • 2,561,031
  1. How would you configure the timezone to New York in a Schedule trigger?
  • Add a timezone property set to EST in the Schedule trigger configuration
  • Add a timezone property set to America/New_York in the Schedule trigger configuration
  • Add a timezone property set to UTC-5 in the Schedule trigger configuration
  • Add a location property set to New_York in the Schedule trigger configuration

Submitting the solutions

Solution

Will be added after the due date