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Engine rpm int64 | Lub oil pressure float64 | Fuel pressure float64 | Coolant pressure float64 | Coolant temp float64 | Engine Condition int64 |
|---|---|---|---|---|---|
774 | 2.431403 | 4.415033 | 2.772102 | 85.327622 | 0 |
437 | 4.105411 | 7.999949 | 1.191933 | 75.700696 | 1 |
574 | 1.850124 | 5.981534 | 2.866207 | 83.211338 | 1 |
594 | 3.84421 | 5.017002 | 1.519279 | 87.805541 | 1 |
843 | 4.215024 | 7.051008 | 1.551039 | 79.495152 | 1 |
696 | 2.129059 | 4.909903 | 1.540422 | 84.964857 | 1 |
517 | 4.528669 | 5.230017 | 1.499712 | 68.518499 | 1 |
457 | 4.1633 | 5.228002 | 1.935741 | 71.254602 | 0 |
425 | 5.518577 | 7.410779 | 2.74806 | 67.547163 | 1 |
617 | 2.260673 | 7.883905 | 1.668754 | 73.496336 | 1 |
1,062 | 3.773597 | 5.449411 | 2.931592 | 78.085262 | 0 |
957 | 4.6476 | 5.786338 | 1.381004 | 69.737397 | 0 |
547 | 2.57031 | 5.008349 | 2.177492 | 73.895349 | 1 |
1,121 | 3.823508 | 6.003388 | 3.12043 | 73.477714 | 1 |
575 | 3.553624 | 6.714695 | 3.410633 | 81.75444 | 1 |
945 | 3.359872 | 6.136984 | 1.930852 | 75.229285 | 1 |
958 | 4.983135 | 7.697941 | 3.819935 | 82.411176 | 0 |
515 | 2.217124 | 3.937785 | 2.662859 | 81.159139 | 0 |
521 | 3.298007 | 6.014803 | 1.865336 | 76.560665 | 1 |
970 | 4.603667 | 6.255057 | 2.459944 | 79.329053 | 0 |
781 | 5.232078 | 7.463928 | 1.565229 | 85.573794 | 1 |
936 | 3.364814 | 6.182248 | 4.417288 | 82.580053 | 0 |
525 | 2.172241 | 7.166855 | 2.731882 | 90.870701 | 0 |
879 | 4.530388 | 4.717392 | 0.763296 | 81.19781 | 1 |
1,138 | 2.88886 | 12.926534 | 1.904225 | 79.41898 | 0 |
728 | 2.085242 | 7.460108 | 3.621526 | 67.664799 | 1 |
1,305 | 2.821387 | 6.790782 | 1.085222 | 78.852945 | 1 |
525 | 4.571709 | 8.3924 | 1.507326 | 78.712955 | 1 |
1,127 | 5.072683 | 6.813174 | 0.934779 | 72.130182 | 0 |
534 | 4.85061 | 8.052546 | 1.601042 | 77.470291 | 0 |
622 | 2.473583 | 5.511924 | 1.689233 | 69.270361 | 1 |
537 | 3.836001 | 5.423528 | 2.135997 | 72.609158 | 1 |
590 | 2.938977 | 4.903834 | 1.382703 | 87.968572 | 1 |
603 | 4.103445 | 4.816153 | 2.675636 | 88.370231 | 1 |
432 | 2.343959 | 10.064375 | 2.122863 | 79.570907 | 1 |
453 | 2.587314 | 10.342068 | 3.146921 | 85.148984 | 1 |
930 | 3.178996 | 3.897455 | 2.411755 | 80.956342 | 1 |
538 | 2.394591 | 7.695385 | 2.038831 | 76.594262 | 1 |
424 | 2.612656 | 6.025298 | 2.575465 | 70.605976 | 1 |
1,245 | 4.016101 | 9.099826 | 1.929348 | 75.541486 | 1 |
457 | 3.560819 | 6.459347 | 2.291434 | 88.888186 | 1 |
649 | 4.440848 | 14.881286 | 1.553337 | 70.07719 | 1 |
823 | 2.861595 | 10.338044 | 2.326564 | 78.382811 | 1 |
750 | 2.495852 | 2.854472 | 1.294612 | 78.268798 | 1 |
552 | 3.642421 | 7.614003 | 1.62583 | 80.387335 | 1 |
1,094 | 0.55523 | 6.286631 | 5.838286 | 75.732364 | 0 |
498 | 1.889265 | 12.086345 | 3.245452 | 91.180562 | 1 |
838 | 4.443468 | 6.18931 | 1.730793 | 86.314343 | 1 |
1,266 | 4.013943 | 11.87845 | 1.610832 | 76.866004 | 1 |
815 | 3.422209 | 7.176713 | 2.43191 | 75.123418 | 1 |
878 | 4.016754 | 6.357183 | 5.665076 | 72.980594 | 0 |
671 | 2.218751 | 4.208758 | 4.461875 | 80.513548 | 0 |
850 | 3.74195 | 5.130775 | 1.079256 | 73.897838 | 1 |
435 | 2.771795 | 8.088242 | 2.872364 | 85.616714 | 1 |
842 | 2.933118 | 6.837385 | 1.331724 | 67.831675 | 0 |
554 | 4.275606 | 5.459291 | 1.319508 | 81.227324 | 1 |
921 | 3.135051 | 5.230342 | 2.900423 | 86.698774 | 1 |
543 | 4.490403 | 6.134859 | 2.767621 | 85.596001 | 1 |
825 | 3.945245 | 7.74952 | 2.483063 | 74.030968 | 1 |
748 | 5.835675 | 2.185116 | 2.481492 | 82.567707 | 0 |
455 | 5.236366 | 8.199034 | 3.289016 | 92.484712 | 1 |
1,028 | 4.294797 | 8.984204 | 2.429853 | 78.53467 | 1 |
672 | 3.910786 | 3.36531 | 2.734905 | 82.050374 | 0 |
831 | 3.996668 | 6.209742 | 2.331628 | 68.886919 | 0 |
719 | 3.294853 | 8.236059 | 1.477249 | 71.674826 | 1 |
1,251 | 2.648395 | 6.680012 | 1.322661 | 70.097824 | 0 |
642 | 3.069803 | 5.318273 | 1.944214 | 83.138754 | 0 |
630 | 2.646407 | 9.484594 | 0.994632 | 84.068084 | 1 |
712 | 3.56042 | 6.046207 | 2.531478 | 73.511301 | 1 |
930 | 2.877134 | 8.359251 | 4.442517 | 71.76105 | 0 |
780 | 2.684926 | 1.896518 | 2.679223 | 78.604925 | 1 |
1,017 | 2.806894 | 4.171261 | 2.413649 | 87.424757 | 0 |
1,280 | 3.08263 | 8.02881 | 1.352983 | 81.888246 | 0 |
894 | 5.039303 | 4.381845 | 2.742446 | 76.81841 | 1 |
940 | 3.052892 | 4.581922 | 2.428639 | 79.156676 | 0 |
918 | 2.981941 | 11.245539 | 2.724376 | 92.014862 | 1 |
700 | 2.691592 | 13.97572 | 2.441019 | 79.613134 | 1 |
398 | 4.027409 | 10.782834 | 3.452318 | 76.585463 | 1 |
532 | 4.799351 | 8.365104 | 2.447521 | 69.575538 | 1 |
433 | 2.93944 | 9.806853 | 2.211752 | 71.19539 | 1 |
1,204 | 3.401066 | 6.446009 | 2.684397 | 74.840314 | 1 |
1,036 | 5.575966 | 4.540205 | 0.433955 | 82.055699 | 0 |
1,314 | 2.821013 | 4.854731 | 1.61106 | 78.573389 | 0 |
553 | 2.971412 | 2.595394 | 1.719789 | 78.369835 | 1 |
1,046 | 2.299535 | 5.860466 | 2.041204 | 76.233353 | 1 |
633 | 3.270641 | 5.198359 | 1.570229 | 88.19792 | 1 |
887 | 0.522123 | 7.794847 | 3.457653 | 83.344287 | 0 |
1,221 | 3.358881 | 7.386152 | 1.733297 | 68.157528 | 0 |
739 | 4.531784 | 6.711863 | 1.153552 | 65.551755 | 1 |
685 | 2.135644 | 6.553195 | 2.871375 | 77.517881 | 1 |
681 | 3.563244 | 3.082272 | 1.643047 | 82.618019 | 1 |
489 | 2.391037 | 8.914555 | 2.039664 | 75.790341 | 1 |
701 | 2.894352 | 5.755448 | 0.751676 | 82.131702 | 0 |
1,019 | 3.990966 | 2.288702 | 2.610204 | 85.330727 | 0 |
1,384 | 2.181792 | 3.698334 | 2.207523 | 89.072566 | 1 |
663 | 3.759915 | 3.330879 | 1.026883 | 86.668142 | 0 |
975 | 3.151469 | 12.127887 | 1.241194 | 84.147246 | 0 |
584 | 2.733812 | 18.168402 | 2.968318 | 76.383151 | 1 |
529 | 3.697769 | 6.329355 | 3.52642 | 74.772981 | 1 |
606 | 2.127442 | 7.11174 | 1.915011 | 90.892712 | 0 |
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Predictive Maintenance Final Dataset
This dataset contains engine sensor readings used to predict maintenance requirements.
Dataset Structure
The repository includes:
engine_data.csv: The raw sensor data.split_data/: Preprocessed training and testing sets.models/: The trained Random Forest model.deployment/: Configuration files for Flask and Docker deployment.
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