unit_id,optimization_score,anomaly_flag,shutdown_risk REF_0000_UNIT_000,0.9509,0,0.1252 REF_0000_UNIT_001,0.9738,0,0.1741 REF_0000_UNIT_002,0.9229,0,0.0676 REF_0000_UNIT_003,0.8557,0,0.2171 REF_0000_UNIT_004,0.7049,0,0.3108 REF_0000_UNIT_005,0.8316,0,0.2252 REF_0000_UNIT_006,0.7269,0,0.1482 REF_0000_UNIT_007,0.9471,0,0.2203 REF_0000_UNIT_008,0.7028,0,0.1998 REF_0000_UNIT_009,0.779,1,0.2061 REF_0000_UNIT_010,0.8425,0,0.2756 REF_0000_UNIT_011,0.9612,0,0.3491 REF_0001_UNIT_000,0.8671,0,0.2019 REF_0001_UNIT_001,0.9081,0,0.3382 REF_0001_UNIT_002,0.9204,0,0.2396 REF_0001_UNIT_003,0.9385,0,0.3492 REF_0001_UNIT_004,0.7697,0,0.1979 REF_0001_UNIT_005,0.9818,0,0.2654 REF_0001_UNIT_006,0.8699,0,0.1382 REF_0001_UNIT_007,0.9894,0,0.0914 REF_0001_UNIT_008,0.9806,0,0.1059 REF_0001_UNIT_009,0.9512,0,0.315 REF_0001_UNIT_010,0.6644,0,0.0999 REF_0001_UNIT_011,0.9022,0,0.2872 REF_0002_UNIT_000,0.7634,0,0.1326 REF_0002_UNIT_001,0.7599,0,0.1474 REF_0002_UNIT_002,0.7678,0,0.1221 REF_0002_UNIT_003,0.7654,0,0.0223 REF_0002_UNIT_004,0.7953,0,0.084 REF_0002_UNIT_005,0.7894,0,0.3172 REF_0002_UNIT_006,0.6866,0,0.0153 REF_0002_UNIT_007,0.8646,1,0.2692 REF_0002_UNIT_008,0.9378,0,0.2875 REF_0002_UNIT_009,0.9848,0,0.2961 REF_0002_UNIT_010,0.8581,0,0.3033 REF_0002_UNIT_011,0.785,0,0.2426 REF_0003_UNIT_000,0.7102,1,0.1552 REF_0003_UNIT_001,0.7837,0,0.0898 REF_0003_UNIT_002,0.7594,0,0.1082 REF_0003_UNIT_003,0.9535,0,0.1155 REF_0003_UNIT_004,0.6754,0,0.2404 REF_0003_UNIT_005,0.7519,0,0.1678 REF_0003_UNIT_006,0.8543,0,0.2678 REF_0003_UNIT_007,0.7778,0,0.3057 REF_0003_UNIT_008,0.9061,0,0.3134 REF_0003_UNIT_009,0.9749,0,0.1836 REF_0003_UNIT_010,0.9461,0,0.3114 REF_0003_UNIT_011,0.7111,0,0.0263 REF_0004_UNIT_000,0.977,0,0.0159 REF_0004_UNIT_001,0.8137,0,0.1776 REF_0004_UNIT_002,0.8197,0,0.0397 REF_0004_UNIT_003,0.6632,0,0.0534 REF_0004_UNIT_004,0.9404,0,0.2767 REF_0004_UNIT_005,0.7226,0,0.0604 REF_0004_UNIT_006,0.8871,0,0.2227 REF_0004_UNIT_007,0.8586,0,0.3454 REF_0004_UNIT_008,0.8239,1,0.1262 REF_0004_UNIT_009,0.9032,0,0.327 REF_0004_UNIT_010,0.9069,0,0.186 REF_0004_UNIT_011,0.752,0,0.2128 REF_0005_UNIT_000,0.8976,0,0.3082 REF_0005_UNIT_001,0.8328,0,0.0857 REF_0005_UNIT_002,0.751,0,0.2976 REF_0005_UNIT_003,0.7311,0,0.1717 REF_0005_UNIT_004,0.8663,0,0.3337 REF_0005_UNIT_005,0.9407,0,0.3056 REF_0005_UNIT_006,0.8644,0,0.1741 REF_0005_UNIT_007,0.7015,0,0.2086 REF_0005_UNIT_008,0.7481,0,0.0578 REF_0005_UNIT_009,0.7884,0,0.2274 REF_0005_UNIT_010,0.9112,0,0.2846 REF_0005_UNIT_011,0.9596,0,0.2894 REF_0006_UNIT_000,0.7294,0,0.0869 REF_0006_UNIT_001,0.7141,0,0.0465 REF_0006_UNIT_002,0.7126,0,0.298 REF_0006_UNIT_003,0.8286,0,0.109 REF_0006_UNIT_004,0.8464,0,0.3368 REF_0006_UNIT_005,0.8489,0,0.1154 REF_0006_UNIT_006,0.8017,0,0.2045 REF_0006_UNIT_007,0.9115,0,0.046 REF_0006_UNIT_008,0.7004,1,0.3418 REF_0006_UNIT_009,0.8182,0,0.2133 REF_0006_UNIT_010,0.6882,0,0.3253 REF_0006_UNIT_011,0.9312,0,0.1521 REF_0007_UNIT_000,0.7273,0,0.0758 REF_0007_UNIT_001,0.9212,0,0.2065 REF_0007_UNIT_002,0.8506,0,0.1523 REF_0007_UNIT_003,0.8545,0,0.3252 REF_0007_UNIT_004,0.6636,0,0.2968 REF_0007_UNIT_005,0.8606,0,0.3144 REF_0007_UNIT_006,0.7389,0,0.1219 REF_0007_UNIT_007,0.658,0,0.2935 REF_0007_UNIT_008,0.6532,0,0.3055 REF_0007_UNIT_009,0.9671,0,0.3363 REF_0007_UNIT_010,0.876,0,0.2083 REF_0007_UNIT_011,0.8426,0,0.1482 REF_0008_UNIT_000,0.6671,0,0.1674 REF_0008_UNIT_001,0.6882,0,0.1212 REF_0008_UNIT_002,0.8132,1,0.0257 REF_0008_UNIT_003,0.7671,0,0.1605 REF_0008_UNIT_004,0.9436,0,0.2541 REF_0008_UNIT_005,0.8945,0,0.2201 REF_0008_UNIT_006,0.9066,0,0.3191 REF_0008_UNIT_007,0.7566,0,0.1778 REF_0008_UNIT_008,0.9338,0,0.0848 REF_0008_UNIT_009,0.6941,0,0.078 REF_0008_UNIT_010,0.9046,0,0.3018 REF_0008_UNIT_011,0.9048,0,0.2551 REF_0009_UNIT_000,0.8895,0,0.1845 REF_0009_UNIT_001,0.7775,0,0.1823 REF_0009_UNIT_002,0.7541,0,0.1098 REF_0009_UNIT_003,0.8636,0,0.1104 REF_0009_UNIT_004,0.7801,0,0.1882 REF_0009_UNIT_005,0.9163,0,0.3275 REF_0009_UNIT_006,0.8708,0,0.1944 REF_0009_UNIT_007,0.9647,0,0.1117 REF_0009_UNIT_008,0.7524,0,0.3316 REF_0009_UNIT_009,0.8348,0,0.2495 REF_0009_UNIT_010,0.9622,0,0.1854 REF_0009_UNIT_011,0.7896,0,0.0579 REF_0010_UNIT_000,0.7076,0,0.0663 REF_0010_UNIT_001,0.925,1,0.344 REF_0010_UNIT_002,0.6864,0,0.0236 REF_0010_UNIT_003,0.8365,0,0.1712 REF_0010_UNIT_004,0.9383,0,0.2916 REF_0010_UNIT_005,0.9303,0,0.0871 REF_0010_UNIT_006,0.6848,0,0.1629 REF_0010_UNIT_007,0.8966,0,0.3478 REF_0010_UNIT_008,0.699,0,0.0892 REF_0010_UNIT_009,0.9255,0,0.201 REF_0010_UNIT_010,0.864,0,0.3089 REF_0010_UNIT_011,0.8286,0,0.2361 REF_0011_UNIT_000,0.6544,0,0.1374 REF_0011_UNIT_001,0.8792,0,0.2984 REF_0011_UNIT_002,0.8421,0,0.2062 REF_0011_UNIT_003,0.7528,0,0.2864 REF_0011_UNIT_004,0.7347,0,0.0246 REF_0011_UNIT_005,0.6592,0,0.0489 REF_0011_UNIT_006,0.6689,0,0.2775 REF_0011_UNIT_007,0.7453,0,0.0979 REF_0011_UNIT_008,0.9055,0,0.3036 REF_0011_UNIT_009,0.7576,0,0.1897 REF_0011_UNIT_010,0.7206,0,0.3455 REF_0011_UNIT_011,0.686,0,0.1544 REF_0012_UNIT_000,0.9716,0,0.1772 REF_0012_UNIT_001,0.8469,0,0.1682 REF_0012_UNIT_002,0.8305,0,0.2777 REF_0012_UNIT_003,0.8736,0,0.0445 REF_0012_UNIT_004,0.7047,0,0.2886 REF_0012_UNIT_005,0.8047,0,0.166 REF_0012_UNIT_006,0.799,1,0.1519 REF_0012_UNIT_007,0.7859,0,0.1787 REF_0012_UNIT_008,0.9846,1,0.34 REF_0012_UNIT_009,0.9675,0,0.0253 REF_0012_UNIT_010,0.7046,0,0.1156 REF_0012_UNIT_011,0.841,0,0.2554 REF_0013_UNIT_000,0.8319,0,0.2622 REF_0013_UNIT_001,0.7756,0,0.1096 REF_0013_UNIT_002,0.7994,0,0.2689 REF_0013_UNIT_003,0.8696,0,0.0171 REF_0013_UNIT_004,0.8507,0,0.3192 REF_0013_UNIT_005,0.6508,0,0.1305 REF_0013_UNIT_006,0.884,0,0.17 REF_0013_UNIT_007,0.8406,0,0.0171 REF_0013_UNIT_008,0.8304,0,0.3016 REF_0013_UNIT_009,0.6621,0,0.1922 REF_0013_UNIT_010,0.9668,0,0.345 REF_0013_UNIT_011,0.8728,0,0.2974 REF_0014_UNIT_000,0.7305,0,0.1769 REF_0014_UNIT_001,0.8859,0,0.1715 REF_0014_UNIT_002,0.9099,0,0.3305 REF_0014_UNIT_003,0.8431,0,0.3423 REF_0014_UNIT_004,0.7348,0,0.0788 REF_0014_UNIT_005,0.9469,0,0.2916 REF_0014_UNIT_006,0.861,0,0.1537 REF_0014_UNIT_007,0.6821,0,0.0448 REF_0014_UNIT_008,0.8126,0,0.3076 REF_0014_UNIT_009,0.8852,0,0.2174 REF_0014_UNIT_010,0.7438,1,0.3081 REF_0014_UNIT_011,0.9379,0,0.1038 REF_0015_UNIT_000,0.8291,0,0.2464 REF_0015_UNIT_001,0.9433,0,0.2037 REF_0015_UNIT_002,0.8138,0,0.1656 REF_0015_UNIT_003,0.7605,0,0.3213 REF_0015_UNIT_004,0.9625,0,0.0222 REF_0015_UNIT_005,0.8523,0,0.0831 REF_0015_UNIT_006,0.8833,0,0.3184 REF_0015_UNIT_007,0.7487,0,0.0917 REF_0015_UNIT_008,0.7484,0,0.0909 REF_0015_UNIT_009,0.9036,0,0.2516 REF_0015_UNIT_010,0.6817,1,0.2061 REF_0015_UNIT_011,0.8364,0,0.0529 REF_0016_UNIT_000,0.9459,0,0.3243 REF_0016_UNIT_001,0.9448,0,0.1949 REF_0016_UNIT_002,0.7273,0,0.2251 REF_0016_UNIT_003,0.8527,0,0.3272 REF_0016_UNIT_004,0.9667,0,0.181 REF_0016_UNIT_005,0.7885,0,0.1892 REF_0016_UNIT_006,0.7153,0,0.1414 REF_0016_UNIT_007,0.6532,0,0.0401 REF_0016_UNIT_008,0.8398,0,0.1205 REF_0016_UNIT_009,0.8644,0,0.1469 REF_0016_UNIT_010,0.8978,0,0.2492 REF_0016_UNIT_011,0.7756,0,0.2755 REF_0017_UNIT_000,0.6631,0,0.3181 REF_0017_UNIT_001,0.909,0,0.0342 REF_0017_UNIT_002,0.9233,0,0.2613 REF_0017_UNIT_003,0.9344,0,0.1004 REF_0017_UNIT_004,0.8235,0,0.1502 REF_0017_UNIT_005,0.9014,0,0.2518 REF_0017_UNIT_006,0.8401,0,0.2848 REF_0017_UNIT_007,0.7543,0,0.0531 REF_0017_UNIT_008,0.9746,0,0.1973 REF_0017_UNIT_009,0.7593,0,0.2457 REF_0017_UNIT_010,0.6908,0,0.2419 REF_0017_UNIT_011,0.6966,0,0.164 REF_0018_UNIT_000,0.6669,0,0.1021 REF_0018_UNIT_001,0.856,0,0.2715 REF_0018_UNIT_002,0.8602,0,0.3268 REF_0018_UNIT_003,0.8375,0,0.124 REF_0018_UNIT_004,0.7558,0,0.0441 REF_0018_UNIT_005,0.8862,0,0.2748 REF_0018_UNIT_006,0.6976,0,0.2928 REF_0018_UNIT_007,0.7492,0,0.0509 REF_0018_UNIT_008,0.6542,0,0.2456 REF_0018_UNIT_009,0.9493,0,0.1797 REF_0018_UNIT_010,0.948,0,0.2859 REF_0018_UNIT_011,0.6782,0,0.0882 REF_0019_UNIT_000,0.9263,0,0.247 REF_0019_UNIT_001,0.8604,0,0.271 REF_0019_UNIT_002,0.9554,0,0.3267 REF_0019_UNIT_003,0.7749,0,0.23 REF_0019_UNIT_004,0.769,0,0.3053 REF_0019_UNIT_005,0.6564,0,0.2518 REF_0019_UNIT_006,0.8245,0,0.116 REF_0019_UNIT_007,0.8399,0,0.1812 REF_0019_UNIT_008,0.9555,1,0.2411 REF_0019_UNIT_009,0.7638,0,0.0353 REF_0019_UNIT_010,0.7295,0,0.2521 REF_0019_UNIT_011,0.8545,0,0.1585 REF_0020_UNIT_000,0.8832,0,0.2246 REF_0020_UNIT_001,0.7393,0,0.1054 REF_0020_UNIT_002,0.9525,0,0.2973 REF_0020_UNIT_003,0.7347,0,0.1866 REF_0020_UNIT_004,0.9729,0,0.2007 REF_0020_UNIT_005,0.9573,0,0.1492 REF_0020_UNIT_006,0.6933,0,0.2602 REF_0020_UNIT_007,0.8727,0,0.27 REF_0020_UNIT_008,0.9587,0,0.0296 REF_0020_UNIT_009,0.6872,1,0.0746 REF_0020_UNIT_010,0.9287,0,0.1025 REF_0020_UNIT_011,0.9579,0,0.1499 REF_0021_UNIT_000,0.8445,0,0.3465 REF_0021_UNIT_001,0.7885,0,0.3234 REF_0021_UNIT_002,0.8601,0,0.0211 REF_0021_UNIT_003,0.7374,0,0.3043 REF_0021_UNIT_004,0.7486,0,0.0879 REF_0021_UNIT_005,0.972,0,0.2327 REF_0021_UNIT_006,0.945,0,0.1631 REF_0021_UNIT_007,0.7622,0,0.0505 REF_0021_UNIT_008,0.9411,0,0.0291 REF_0021_UNIT_009,0.7978,0,0.057 REF_0021_UNIT_010,0.7453,0,0.2646 REF_0021_UNIT_011,0.7514,0,0.0932 REF_0022_UNIT_000,0.8452,1,0.2538 REF_0022_UNIT_001,0.9528,0,0.2767 REF_0022_UNIT_002,0.7989,0,0.1274 REF_0022_UNIT_003,0.756,0,0.0821 REF_0022_UNIT_004,0.9523,0,0.0845 REF_0022_UNIT_005,0.8226,0,0.1388 REF_0022_UNIT_006,0.775,0,0.0834 REF_0022_UNIT_007,0.9213,0,0.1161 REF_0022_UNIT_008,0.7702,0,0.0899 REF_0022_UNIT_009,0.7657,0,0.1464 REF_0022_UNIT_010,0.6739,0,0.1317 REF_0022_UNIT_011,0.9633,0,0.1472 REF_0023_UNIT_000,0.6737,0,0.1566 REF_0023_UNIT_001,0.8265,1,0.1632 REF_0023_UNIT_002,0.8524,0,0.2179 REF_0023_UNIT_003,0.7837,0,0.1892 REF_0023_UNIT_004,0.7978,0,0.2834 REF_0023_UNIT_005,0.8033,0,0.3063 REF_0023_UNIT_006,0.8359,0,0.258 REF_0023_UNIT_007,0.9455,0,0.138 REF_0023_UNIT_008,0.867,0,0.2063 REF_0023_UNIT_009,0.7604,0,0.0116 REF_0023_UNIT_010,0.9815,0,0.0176 REF_0023_UNIT_011,0.8856,0,0.0359 REF_0024_UNIT_000,0.8024,0,0.0683 REF_0024_UNIT_001,0.8902,0,0.3168 REF_0024_UNIT_002,0.9703,0,0.0207 REF_0024_UNIT_003,0.9525,0,0.1712 REF_0024_UNIT_004,0.9295,0,0.1144 REF_0024_UNIT_005,0.8626,0,0.241 REF_0024_UNIT_006,0.8299,0,0.3469 REF_0024_UNIT_007,0.9107,0,0.0282 REF_0024_UNIT_008,0.72,0,0.3452 REF_0024_UNIT_009,0.792,0,0.1205 REF_0024_UNIT_010,0.863,0,0.2773 REF_0024_UNIT_011,0.6562,0,0.0842 REF_0025_UNIT_000,0.7457,0,0.2814 REF_0025_UNIT_001,0.9459,0,0.3133 REF_0025_UNIT_002,0.8698,0,0.1345 REF_0025_UNIT_003,0.8166,0,0.0269 REF_0025_UNIT_004,0.771,0,0.1224 REF_0025_UNIT_005,0.7353,0,0.1238 REF_0025_UNIT_006,0.7017,0,0.1988 REF_0025_UNIT_007,0.8679,0,0.0914 REF_0025_UNIT_008,0.8251,0,0.1793 REF_0025_UNIT_009,0.7783,0,0.2864 REF_0025_UNIT_010,0.7305,0,0.1767 REF_0025_UNIT_011,0.9198,0,0.0157 REF_0026_UNIT_000,0.8793,0,0.3469 REF_0026_UNIT_001,0.7395,0,0.165 REF_0026_UNIT_002,0.7918,0,0.2556 REF_0026_UNIT_003,0.9549,0,0.1014 REF_0026_UNIT_004,0.8166,0,0.3053 REF_0026_UNIT_005,0.8257,0,0.1877 REF_0026_UNIT_006,0.9002,0,0.1348 REF_0026_UNIT_007,0.9475,0,0.3006 REF_0026_UNIT_008,0.7055,0,0.1478 REF_0026_UNIT_009,0.9751,0,0.2916 REF_0026_UNIT_010,0.955,0,0.0314 REF_0026_UNIT_011,0.7518,0,0.1932 REF_0027_UNIT_000,0.9468,0,0.292 REF_0027_UNIT_001,0.9365,0,0.3263 REF_0027_UNIT_002,0.7959,0,0.3271 REF_0027_UNIT_003,0.8792,0,0.0776 REF_0027_UNIT_004,0.8066,0,0.0631 REF_0027_UNIT_005,0.7628,0,0.0658 REF_0027_UNIT_006,0.6779,0,0.339 REF_0027_UNIT_007,0.9532,0,0.2858 REF_0027_UNIT_008,0.6532,0,0.1503 REF_0027_UNIT_009,0.6735,0,0.1562 REF_0027_UNIT_010,0.696,0,0.1726 REF_0027_UNIT_011,0.979,0,0.1477 REF_0028_UNIT_000,0.9231,0,0.1727 REF_0028_UNIT_001,0.9176,0,0.1207 REF_0028_UNIT_002,0.8179,0,0.3175 REF_0028_UNIT_003,0.6759,0,0.2303 REF_0028_UNIT_004,0.8256,0,0.3021 REF_0028_UNIT_005,0.798,0,0.1312 REF_0028_UNIT_006,0.9372,0,0.1208 REF_0028_UNIT_007,0.8424,0,0.105 REF_0028_UNIT_008,0.9621,0,0.1975 REF_0028_UNIT_009,0.9085,0,0.086 REF_0028_UNIT_010,0.7908,0,0.3473 REF_0028_UNIT_011,0.899,0,0.1377 REF_0029_UNIT_000,0.7096,0,0.1914 REF_0029_UNIT_001,0.6549,0,0.3421 REF_0029_UNIT_002,0.7541,0,0.3263 REF_0029_UNIT_003,0.8414,0,0.1795 REF_0029_UNIT_004,0.8958,0,0.26 REF_0029_UNIT_005,0.9458,0,0.2416 REF_0029_UNIT_006,0.7313,0,0.0812 REF_0029_UNIT_007,0.7,0,0.0416 REF_0029_UNIT_008,0.6918,0,0.2764 REF_0029_UNIT_009,0.7458,0,0.2298 REF_0029_UNIT_010,0.7168,0,0.3429 REF_0029_UNIT_011,0.7112,0,0.1049