# Features params FEATURE_PARAMS = 'feature_params' FEATURE_SET = 'feature_set' def bpic_feature_values(): data_dict = { "n_traces": [226.0, 251734.0], "n_variants": [6.0, 28457.0], "ratio_variants_per_number_of_traces": [0.0, 1.0], "trace_len_min": [1.0, 24.0], "trace_len_max": [1.0, 2973.0], "trace_len_mean": [1.0, 131.49], "trace_len_median": [1.0, 55.0], "trace_len_mode": [1.0, 61.0], "trace_len_std": [0.0, 202.53], "trace_len_variance": [0.0, 41017.89], "trace_len_q1": [1.0, 44.0], "trace_len_q3": [1.0, 169.0], "trace_len_iqr": [0.0, 161.0], "trace_len_geometric_mean": [1.0, 53.78], "trace_len_geometric_std": [1.0, 5.65], "trace_len_harmonic_mean": [1.0, 51.65], "trace_len_skewness": [-0.58, 111.97], "trace_len_kurtosis": [-0.97, 14006.75], "trace_len_coefficient_variation": [0.0, 4.74], "trace_len_entropy": [5.33, 12.04], "trace_len_hist1": [0.0, 1.99], "trace_len_hist2": [0.0, 0.42], "trace_len_hist3": [0.0, 0.4], "trace_len_hist4": [0.0, 0.19], "trace_len_hist5": [0.0, 0.14], "trace_len_hist6": [0.0, 10.0], "trace_len_hist7": [0.0, 0.02], "trace_len_hist8": [0.0, 0.04], "trace_len_hist9": [0.0, 0.0], "trace_len_hist10": [0.0, 2.7], "trace_len_skewness_hist": [-0.58, 111.97], "trace_len_kurtosis_hist": [-0.97, 14006.75], "ratio_most_common_variant": [0.0, 0.79], "ratio_top_1_variants": [0.0, 0.87], "ratio_top_5_variants": [0.0, 0.98], "ratio_top_10_variants": [0.0, 0.99], "ratio_top_20_variants": [0.2, 1.0], "ratio_top_50_variants": [0.5, 1.0], "ratio_top_75_variants": [0.75, 1.0], "mean_variant_occurrence": [1.0, 24500.67], "std_variant_occurrence": [0.04, 42344.04], "skewness_variant_occurrence": [1.54, 64.77], "kurtosis_variant_occurrence": [0.66, 5083.46], "n_unique_activities": [1.0, 1152.0], "activities_min": [1.0, 66058.0], "activities_max": [34.0, 466141.0], "activities_mean": [4.13, 66058.0], "activities_median": [2.0, 66058.0], "activities_std": [0.0, 120522.25], "activities_variance": [0.0, 14525612122.34], "activities_q1": [1.0, 66058.0], "activities_q3": [4.0, 79860.0], "activities_iqr": [0.0, 77290.0], "activities_skewness": [-0.06, 15.21], "activities_kurtosis": [-1.5, 315.84], "n_unique_start_activities": [1.0, 809.0], "start_activities_min": [1.0, 150370.0], "start_activities_max": [27.0, 199867.0], "start_activities_mean": [3.7, 150370.0], "start_activities_median": [1.0, 150370.0], "start_activities_std": [0.0, 65387.49], "start_activities_variance": [0.0, 4275524278.19], "start_activities_q1": [1.0, 150370.0], "start_activities_q3": [4.0, 150370.0], "start_activities_iqr": [0.0, 23387.25], "start_activities_skewness": [0.0, 9.3], "start_activities_kurtosis": [-2.0, 101.82], "n_unique_end_activities": [1.0, 757.0], "end_activities_min": [1.0, 16653.0], "end_activities_max": [28.0, 181328.0], "end_activities_mean": [3.53, 24500.67], "end_activities_median": [1.0, 16653.0], "end_activities_std": [0.0, 42344.04], "end_activities_variance": [0.0, 1793017566.89], "end_activities_q1": [1.0, 16653.0], "end_activities_q3": [3.0, 39876.0], "end_activities_iqr": [0.0, 39766.0], "end_activities_skewness": [-0.7, 13.82], "end_activities_kurtosis": [-2.0, 255.39], "eventropy_trace": [0.0, 13.36], "eventropy_prefix": [0.0, 16.77], "eventropy_global_block": [0.0, 24.71], "eventropy_lempel_ziv": [0.0, 685.0], "eventropy_k_block_diff_1": [-328.0, 962.0], "eventropy_k_block_diff_3": [0.0, 871.0], "eventropy_k_block_diff_5": [0.0, 881.0], "eventropy_k_block_ratio_1": [0.0, 935.0], "eventropy_k_block_ratio_3": [0.0, 7.11], "eventropy_k_block_ratio_5": [0.0, 7.11], "eventropy_knn_3": [0.0, 8.93], "eventropy_knn_5": [0.0, 648.0], "eventropy_knn_7": [0.0, 618.0], "epa_variant_entropy": [0.0, 11563842.15], "epa_normalized_variant_entropy": [0.0, 0.9], "epa_sequence_entropy": [0.0, 21146257.12], "epa_normalized_sequence_entropy": [0.0, 0.76], "epa_sequence_entropy_linear_forgetting": [0.0, 14140225.9], "epa_normalized_sequence_entropy_linear_forgetting": [0.0, 0.42], "epa_sequence_entropy_exponential_forgetting": [0.0, 15576076.83], "epa_normalized_sequence_entropy_exponential_forgetting": [0.0, 0.51] } return data_dict