How can I visualize a t-test in Python?
You can use libraries like Matplotlib and Seaborn to visualize t-tests. Would you like a code example?
Yes, please provide a code example.
Sure! Here's a simple example using Seaborn:
import seaborn as sns
import matplotlib.pyplot as plt
import scipy.stats as stats
# Sample data
data1 = [1, 2, 3, 4, 5]
data2 = [2, 3, 4, 5, 6]
# Perform t-test
t_stat, p_value = stats.ttest_ind(data1, data2)
# Create a boxplot
sns.boxplot(data=[data1, data2])
plt.title('T-Test Visualization')
plt.xlabel('Groups')
plt.ylabel('Values')
plt.show()
What does the boxplot represent in this context?
The boxplot shows the distribution of values in each group, highlighting the median, quartiles, and potential outliers.
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