Hadoop Spark/Scala Project
Bütçe $30-250 USD
Homework
A) Using Hadoop hdfs & Spark-scala programming
Source dataset: [url removed, login to view]
download data for 1999,2000, 2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008
1) Download and combine all data for the years specified about
2) Data Cleanup: Find and remove /filter out outliers & bad data
3) Perform statistics analyis on the data: counts /averages /sums / min /max
3) Using spark/scala programming on the entire dataset, what percent (%) is
a) on-time flight
b) cancelled flight
c) Delays flights
d)TOP 5 Causes of delays
e) Most causes of flight delays
f) Airlines with the most delays to a destination
g) Airline with the most cancellations
h) Airline with the most on-time
i) Flight on-time / delays and cancellation national averages
J) Perform some visualization in Tableau (Send me output data file,I will do visualisation myself)
K) All of the above Code in a separate PDF file
B) Create 10-15 pages (in word) to include the following topics:
1) Data source
2) Description the data and its schema
3) Data pre-processing required (parsing, filtering, etc.)
4) Any bad data issues encountered
5) Describe Your Spark algorithm
6) Describe any other ecosystem or additional tools used
7) Describe the output
8) How did you verify that your output is correct?
9) discuss the Performance/scale characteristics
10) what would you have done differently if you did this again?
11) Draw a conclusions from this excercise
Please NOTE: This must be your original work. Someone else code cannot be copied from online and used in this project. Doing so will cause you an F grade in this course
Deliverable Timeline:
1) Code in separate document -- Deliver by NOV 25
2) Documentation (10-15 pages in word) -- Deliver by NOV 27
3) Output dataset file --- Deliver by NOV 30
Deadline: NOV 30 for all of the above
NB: Your personal hadoop cluster or I can provide access to cloud based hadoop cluster with data files already download onto HDFS folder
Seçilen:
I am a data scientist and have experience with Big data Technologies like Spark and Hadoop. I have previously worked with this dataset and can complete all your given task before date specified. Relevant Skills and Daha Fazla
Bu iş için 6 freelancer ortalamada $168 teklif veriyor
Hi, I work in Bigdata technologies using Java, Scala and python for implementation. Can we further talk? Here is my Guru profile: [url removed, login to view] Thanks
Hi, I am java expert and have experience on Big data, so this kind of data processing will be done perfectly. Hope to discuss with you. regards, Relevant Skills and Experience Java Proposed Milestones $133 USD - Init
Have 10 years of IT experience with more than 3.5 years of experience in hadoop technologies like hive,pig,spark,sqoop,map reduce and [url removed, login to view] have very good experience in Java,scala,Python and shell scripting. Work Daha Fazla
I have worked with spark and made recommendation system earlier so I will be able to fulfill your task
