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Extreme value analysis of a time series wind data using python code.

I am working on statistical analysis of my time series wind data. My data consists of two columns, first column is ‘wind speed’ in meters/sec and second column is ‘wind direction’ (0 -360 degrees). The length of the data is nearly 30 years with 1 hour frequency. Which means number of samples/rows in my data are 30years*365days*24hours=262,800 samples. This sample number may change due to leap years.

The aim of this project is to calculate the extreme values for various return period intervals, example; 1, 10, 50 and 100 year periods. This program should preferably use Numpy and/or Scipy which are commonly used libraries.

The detailed explained along with sample figures of expected outcome is provided in the attached document.

I can provide with the sample data set to work with the code and few reference documents. Please message me for any further clarifications.

Important Note: The explanation given for methodology is only a broad understanding, it is the bidders responsibility to follow/choose correct methods and techniques.

Additionally we need future assistance with any identified bugs or errors in the code.

Skills required for this project: Python (Numpy and Scipy) and Statistics (probability density functions, probability of exceedance, probability of joint occurrence)

Skills: Python, Statistics, Statistical Analysis, Software Architecture, Machine Learning (ML)

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About the Employer:
( 0 reviews ) Abu Dhabi, United Arab Emirates

Project ID: #26857053

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HarshAggarwal04

I am currently working as a data analyst cum software engineer and have a enough experience to get insights of data and analyse data using ML techniques and LSTM for time series analysis. Currently being at home I'll d More

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16 freelancers are bidding on average ₹10448 for this job

suyashdhoot

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schoudhary1553

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anchalsingh0005

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jawherkoussani

Greetings. I would like to help you in your statistical analysis project. I have a bachelor degree in business which qualifies me for this position. I have done a similar work of finding the extreme valus and I can s More

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amitdivekar30

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expertswriting45

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lala1706

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chiranjibstat

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QinLIU

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CelisTimen

Hi, I recently completed my MsC thesis on time series analysis of multi-dimensional data. Your project seems to allign well with my expertise. Additionally, we could predict these extreme values.

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sushmamdeshpande

I am working on statistical analysis of my time series wind data. My data consists of two columns, first column is ‘wind speed’ in meters/sec and second column is ‘wind direction’ (0 -360 degrees). The length of the da More

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