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Problem statement: In this case study, we are giving a real world example of how to use HIVE on top of the HADOOP for different

Problem statement:

In this case study, we are giving a real world example of how to use HIVE on top of the HADOOP for different exploratory data analysis. In here, we have a predefined dataset (2018_Yellow_Taxi_Trip_Data.csv) having more than 15 columns and more than 100000 records in it. The dataset has different attributes like

  1. vendor_id string,
  2. pickup_datetime string,
  3. dropoff_datetime string,
  4. passenger_count int,
  5. trip_distance DECIMAL(9,6),
  6. pickup_longitude DECIMAL(9,6),
  7. pickup_latitude DECIMAL(9,6),
  8. rate_code int,
  9. store_and_fwd_flag string,
  10. dropoff_longitude DECIMAL(9,6),
  11. dropoff_latitude DECIMAL(9,6),
  12. payment_type string,
  13. fare_amount DECIMAL(9,6),
  14. extra DECIMAL(9,6),
  15. mta_tax DECIMAL(9,6),
  16. tip_amount DECIMAL(9,6),
  17. tolls_amount DECIMAL(9,6),
  18. total_amount DECIMAL(9,6),
  19. trip_time_in_secs int

Perform taxi trip analysis by solving the questions below:

  1. What is the total Number of trips ( equal to the number of rows)?
  2. What is the total revenue generated by all the trips? The fare is stored in the columntotal_amount.
  3. What fraction of the total is paid for tolls? The toll is stored in tolls_amount.
  4. What fraction of it is driver tips? The tip is stored in tip_amount.
  5. What is the average trip amount?
  6. What is the average distance of the trips? Distance is stored in the column trip_distance.
  7. How many different payment types are used?
  8. For each payment type, display the following details:
  • Average fare generated
  • Average tip
  • Average tax - tax is stored in column mta_tax
  1. On average which hour of the day generates the highest revenue?

Note:The information about the dataset is given to you in the data information file. Get the Cloud lab access from Cloudxlab before starting this project.

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