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| # 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 | |