github.com/vlifesystems/rulehunter@v0.0.0-20180501090014-673078aa4a83/examples/experiments/steel_plate_faults_k_scratch.yaml (about)

     1  title: "What indicates a steel plate k scratch fault?"
     2  category: "engineering"
     3  tags:
     4    - steel
     5  train:
     6    dataset:
     7      csv:
     8        filename: "csv/steel_plate_faults.tsv"
     9        hasHeader: false
    10        separator: "\t"
    11      fields:
    12        - X_Minimum
    13        - X_Maximum
    14        - Y_Minimum
    15        - Y_Maximum
    16        - Pixels_Areas
    17        - X_Perimeter
    18        - Y_Perimeter
    19        - Sum_of_Luminosity
    20        - Minimum_of_Luminosity
    21        - Maximum_of_Luminosity
    22        - Length_of_Conveyer
    23        - TypeOfSteel_A300
    24        - TypeOfSteel_A400
    25        - Steel_Plate_Thickness
    26        - Edges_Index
    27        - Empty_Index
    28        - Square_Index
    29        - Outside_X_Index
    30        - Edges_X_Index
    31        - Edges_Y_Index
    32        - Outside_Global_Index
    33        - LogOfAreas
    34        - Log_X_Index
    35        - Log_Y_Index
    36        - Orientation_Index
    37        - Luminosity_Index
    38        - SigmoidOfAreas
    39        - Pastry
    40        - Z_Scratch
    41        - K_Scratch
    42        - Stains
    43        - Dirtiness
    44        - Bumps
    45        - Other_Faults
    46    when: "!hasRun"
    47    ruleGeneration:
    48      fields:
    49      - X_Minimum
    50      - X_Maximum
    51      - Y_Minimum
    52      - Y_Maximum
    53      - Pixels_Areas
    54      - X_Perimeter
    55      - Y_Perimeter
    56      - Sum_of_Luminosity
    57      - Minimum_of_Luminosity
    58      - Maximum_of_Luminosity
    59      - Length_of_Conveyer
    60      - TypeOfSteel_A300
    61      - TypeOfSteel_A400
    62      - Steel_Plate_Thickness
    63      - Edges_Index
    64      - Empty_Index
    65      - Square_Index
    66      - Outside_X_Index
    67      - Edges_X_Index
    68      - Edges_Y_Index
    69      - Outside_Global_Index
    70      - LogOfAreas
    71      - Log_X_Index
    72      - Log_Y_Index
    73      - Orientation_Index
    74      - Luminosity_Index
    75      - SigmoidOfAreas
    76      arithmetic: true
    77      combinationLength: 2
    78  aggregators:
    79    - name: "mccHasKScratch"
    80      kind: "mcc"
    81      arg: "K_Scratch == 1"
    82    - name: "recallHasKScratch"
    83      kind: "recall"
    84      arg: "K_Scratch == 1"
    85    - name: "precisionHasKScratch"
    86      kind: "precision"
    87      arg: "K_Scratch == 1"
    88  sortOrder:
    89    - aggregator: "mccHasKScratch"
    90      direction: "descending"