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import pandas as pd | ||
import scipy.stats as stats | ||
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def analyze_data(data): | ||
# Analyze data using Pandas or SciPy | ||
# For example, calculate summary statistics, perform statistical tests, or fit distributions | ||
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# Calculate summary statistics | ||
summary_stats = data.describe() | ||
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# Perform statistical tests | ||
t_stat, p_val = stats.ttest_1samp(data['feature'], 0) | ||
print(f'T-statistic: {t_stat:.3f}, p-value: {p_val:.3f}') | ||
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# Fit distributions | ||
param_estimates = stats.norm.fit(data['feature']) | ||
print(f'Estimated parameters: {param_estimates}') |