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How To Do A T-test In Python? - Programming - Nairaland

Nairaland Forum › Science/Technology › Programming › How To Do A T-test In Python? (521 Views)

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How To Do A T-test In Python? by ballaerika(op): 11:37am On Jan 18, 2023
A t-test is a statistical test used to determine whether there is a significant difference between the means of two samples. In Python, you can use the scipy library to perform a t-test. Here's an example of how to do a t-test for two independent samples:


from scipy import stats
​
# Sample data
sample1 = [1, 2, 3, 4, 5]
sample2 = [2, 3, 4, 5, 6]
​
# Perform t-test
t, p = stats.ttest_ind(sample1, sample2)
​
# Print the results
print("t = ", t)
print("p = ", p)
​
The t-test returns the t-value and the p-value. The t-value measures the difference between the means of the two samples, while the p-value is used to determine the significance of the t-value. If the p-value is less than a certain threshold (usually 0.05), then we can conclude that there is a significant difference between the means of the two samples.

This article is an in-depth guide on how to do a t-test in python, it explains the different types of t-test and how to use the ttest_ind() function from the scipy library to perform t-test. It also shows how to interpret the results of the t-test and how to use the t-test to make inferences about the population means.

Re: How To Do A T-test In Python? by NOGRUDGES(m): 11:41am On Jan 18, 2023
Keep.them coming
Re: How To Do A T-test In Python? by DataMiner(f): 12:34pm On Jan 19, 2023
Nice article but why didn't you go with R because the language has rich libraries for statistical analysis
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