ezoic

Tuesday, July 13, 2021

statistics knowledge websites

 


https://stattrek.com/


https://www.khanacademy.org/math/statistics-probability


https://brilliant.org/


https://www.datacamp.com/community/tutorials

statistical knowledge

 1. how to normalize data

2. how to detect outlier, what is IQR?

3. how to reverse a list in python

4. how to insert a number in a list in python

5. how does spark's rdd work? how is it diffrent from pyspark's dataframe?

6. how to calculate cumulative sums in a table in sql

7. what is the difference between mapreduce and in-memory?

8. what is mapreduce?

9. what is lag?

10. proceeding and in sql?

11. how to count number of data points in a numpy array?

12. how to do hyperthesis test?

13. what is false positive rate? what is false negative rate? 

14. how to delete duplicates in a dataframe in python?

15. what is false discovery rate? and  bonferroni correction?


Monday, July 12, 2021

what is false discovery rate

 what is false discovery rate?


https://www.youtube.com/watch?v=3PVkfQRUGI4


an interesting video talking about it. 

it is something we predefined in a hyperthesis testing.  a type one erro for the multiple testing we tried to control. 



a concise video about bonferroni correction

 https://www.youtube.com/watch?v=HLzS5wPqWR0


to understand bonferroni correction, first , we need to understand family-wise error rate, 

a1=type one error


FWER=1-(1-a1)^m


m is the number of tests


bonferroni correction 

corrected a1

=a1/k


k is the number of tests performed. 


FWER=1-(1-a1/k)^k








R is not a simple programming language, and it does better on reading excel files than python

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