test_btw_month.py

from scipy import stats

display(summer_df_yabitu.describe())
display(winter_df_yabitu.describe())
yabith_elapsed_time_summer = summer_df_yabitu['elapsed_time'].values
yabith_elapsed_time_winter = winter_df_yabitu['elapsed_time'].values
display(stats.mannwhitneyu(yabith_elapsed_time_summer, yabith_elapsed_time_winter, alternative='two-sided'))
print("Time delta: %fs"%(np.mean(yabith_elapsed_time_winter) - np.mean(yabith_elapsed_time_summer)))
print('~~~~~~~~~~~~~~~~~~~~~~~~~~^')

display(summer_df_jusan.describe())
display(winter_df_jusan.describe())
jusan_elapsed_time_summer = summer_df_jusan['elapsed_time'].values
jusan_elapsed_time_winter = winter_df_jusan['elapsed_time'].values
display(stats.mannwhitneyu(jusan_elapsed_time_summer, jusan_elapsed_time_winter, alternative='two-sided'))
print("Time delta: %fs"%(np.mean(jusan_elapsed_time_winter) - np.mean(jusan_elapsed_time_summer)))