def data_S1B():
res_S1B = simulate_size_dataset(num_peps=[1000, 10000, 100000], perc_changed=[0.04, 0.1, 0.25], var_type="gamma")
write_result_dict_to_df(res_S1B, TESTS.keys(), filename="../data_simulated/S1B.csv", ana_type="roc")
print "saved S1B.csv"
def data_5D():
res_5D = simulate_number_channels_imbalanced(trials=[(5,5), (4,6), (3,7), (2,8),(1,9)], var_type="trend")
write_result_dict_to_df(res_5D, TESTS.keys(), filename="../data_simulated/5D.csv", ana_type="roc")
print "saved 5D.csv"
def data_7C():
res_7C = simulate_variance_range(vars=[0.02, 0.06, 0.18], betas=[0.05, 0.1, 0.2])
write_result_dict_to_df(res_7C, TESTS.keys(), filename="../data_simulated/7C.csv", ana_type="roc")
print "saved 7C.csv"
def data_4L():
res_4L = simulate_fdr_fc_range(FOLD_CHANGES, "trend")
write_result_dict_to_df(res_4L, TESTS.keys(), filename="../data_simulated/4L.csv", ana_type="fdr")
print "saved 4L.csv"
def data_5B():
res_5B = simulate_number_experiments(range(2,11), var_type="trend")
write_result_dict_to_df(res_5B, TESTS.keys(), filename="../data_simulated/5B.csv", ana_type="roc")
print "saved 5B.csv"
def data_4H():
res_4H = simulate_fdr_fc_range(FOLD_CHANGES, "gamma")
write_result_dict_to_df(res_4H, TESTS.keys(), filename="../data_simulated/4H.csv", ana_type="fdr")
print "saved 4H.csv"
def data_4D():
res_4D = simulate_fdr_fc_range(FOLD_CHANGES, "uniform")
write_result_dict_to_df(res_4D, TESTS.keys(), filename="../data_simulated/4D.csv", ana_type="fdr")
print "saved 4D.csv"
def data_3F():
res_3F = simulate_fold_change_range(FOLD_CHANGES, "trend")
write_result_dict_to_df(res_3F, TESTS.keys(), filename="../data_simulated/3F.csv", ana_type="roc")
print "saved 3F.csv"
def data_3D():
res_3D = simulate_fold_change_range(FOLD_CHANGES, "gamma")
write_result_dict_to_df(res_3D, TESTS.keys(), filename="../data_simulated/3D.csv", ana_type="roc")
print "saved 3D.csv"
def data_3B():
res_3B = simulate_fold_change_range(FOLD_CHANGES, "uniform")
write_result_dict_to_df(res_3B, TESTS.keys(), filename="../data_simulated/3B.csv", ana_type="roc")
print "saved 3B.csv"
