print medians of percent errors
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parent
2f76cefd3c
commit
d100524e84
29
analysis.py
29
analysis.py
@ -42,6 +42,19 @@ def main():
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pass
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def get_fit_info(folder):
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fits_info = {}
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for item in os.listdir(folder):
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cell_folder = os.path.join(folder, item)
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results = get_best_fit(cell_folder, use_comparable_error=True)
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cell_behaviour, model_behaviour = results.get_behaviour_values()
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fits_info[item] = [results.get_final_parameters(), model_behaviour, cell_behaviour]
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return fits_info
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def calculate_percent_errors(fits_info):
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errors = {}
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@ -129,19 +142,6 @@ def parameter_correlations(fits_info):
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return labels, corr_values, corrected_p_values
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def get_fit_info(folder):
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fits_info = {}
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for item in os.listdir(folder):
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cell_folder = os.path.join(folder, item)
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results = get_best_fit(cell_folder)
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cell_behaviour, model_behaviour = results.get_behaviour_values()
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fits_info[item] = [results.get_final_parameters(), model_behaviour, cell_behaviour]
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return fits_info
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def create_correlation_plot(labels, correlations, p_values):
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cleaned_cors = np.zeros(correlations.shape)
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@ -181,7 +181,8 @@ def create_correlation_plot(labels, correlations, p_values):
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def create_boxplots(errors):
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labels = ["{}_n:{}".format(k, len(errors[k])) for k in sorted(errors.keys())]
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for k in sorted(errors.keys()):
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print("{}: median %-error: {:.2f}".format(k, np.median(errors[k])))
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y_values = [errors[k] for k in sorted(errors.keys())]
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plt.boxplot(y_values)
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