Datasets:
t0 float64 | t1 float64 | t2 float64 | t3 float64 | t4 float64 | t5 float64 | t6 float64 | t7 float64 | t8 float64 | t9 float64 | t10 float64 | t11 float64 | t12 float64 | t13 float64 | t14 float64 | t15 float64 | t16 float64 | t17 float64 | t18 float64 | t19 float64 | t20 float64 | t21 float64 | t22 float64 | t23 float64 | t24 float64 | t25 float64 | t26 float64 | t27 float64 | t28 float64 | t29 float64 | t30 float64 | t31 float64 | label int64 | label_name string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
45.929 | 45.879 | 46.269 | 46.228 | 45.932 | 45.399 | 45.933 | 46.179 | 46.161 | 46.157 | 46.109 | 46.454 | 46.427 | 46.028 | 45.8 | 45.721 | 46.306 | 46.386 | 46.339 | 45.706 | 46.083 | 46.755 | 46.353 | 46.18 | 46.19 | 46.312 | 46.69 | 46.765 | 46.589 | 46.069 | 46.619 | 46.735 | 0 | normal |
48.828 | 48.771 | 48.97 | 48.951 | 48.795 | 48.677 | 49.109 | 49.059 | 49.178 | 49.752 | 48.661 | 48.665 | 49.542 | 49.246 | 48.9 | 49.298 | 49.27 | 49.26 | 49.58 | 49.337 | 49.556 | 49.397 | 49.398 | 49.442 | 49.187 | 49.314 | 50.267 | 29.752 | 49.398 | 49.889 | 49.848 | 49.757 | 1 | anomaly |
51.614 | 50.6 | 50.882 | 50.688 | 51.029 | 51.066 | 51.339 | 50.921 | 51.218 | 51.027 | 51.348 | 51.518 | 51.564 | 51.339 | 52.144 | 50.929 | 51.652 | 52.157 | 51.853 | 51.65 | 51.566 | 52.232 | 51.372 | 51.925 | 52.35 | 51.794 | 51.555 | 52.017 | 52.161 | 52.144 | 52.135 | 52.255 | 0 | normal |
53.173 | 46.741 | 48.522 | 49.47 | 53.611 | 49.665 | 50.152 | 47.315 | 50.754 | 48.902 | 43.53 | 37.725 | 48.425 | 44.702 | 49.328 | 48.616 | 45.838 | 52.941 | 42.187 | 48.906 | 46.85 | 52.515 | 45.001 | 51.606 | 43.311 | 48.759 | 48.486 | 46.593 | 49.14 | 45.333 | 41.071 | 48.319 | 1 | anomaly |
53.129 | 53.484 | 53.907 | 53.614 | 54.038 | 53.791 | 53.844 | 53.091 | 53.969 | 53.599 | 53.706 | 53.196 | 53.125 | 53.111 | 53.851 | 53.381 | 53.552 | 53.535 | 53.453 | 53.65 | 53.286 | 53.663 | 53.187 | 52.809 | 53.424 | 53.468 | 53.47 | 52.892 | 53.417 | 53.052 | 52.867 | 52.961 | 0 | normal |
51.929 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | anomaly |
47.299 | 47.291 | 47.457 | 47.378 | 47.244 | 47.156 | 47.29 | 47.042 | 46.705 | 47.191 | 47.265 | 47.533 | 46.574 | 46.604 | 46.59 | 46.697 | 46.472 | 46.695 | 47.009 | 47.171 | 46.712 | 46.259 | 46.292 | 46.328 | 46.188 | 46.596 | 46.423 | 45.989 | 46.579 | 46.241 | 45.935 | 46.073 | 0 | normal |
55.099 | 52.015 | 44.455 | 49.553 | 50.288 | 52.452 | 55.839 | 59.278 | 48.296 | 43.322 | 48.296 | 45.103 | 56.922 | 51.544 | 53.376 | 50.478 | 46.896 | 52.962 | 51.785 | 53.988 | 68.491 | 50.156 | 52.226 | 52.572 | 58.26 | 49.391 | 44.276 | 60.095 | 45.394 | 40.024 | 41.836 | 54.971 | 1 | anomaly |
46.574 | 46.906 | 46.803 | 46.884 | 46.578 | 47.063 | 46.75 | 47.035 | 46.941 | 46.734 | 46.981 | 46.493 | 46.553 | 46.76 | 46.79 | 47.063 | 47.113 | 47.263 | 47.153 | 47.512 | 47.254 | 46.988 | 47.175 | 47.42 | 47.167 | 47.13 | 47.192 | 46.994 | 47.362 | 47.619 | 47.437 | 47.46 | 0 | normal |
49.695 | 49.653 | 55.72 | 46.8 | 60.091 | 49.681 | 54.404 | 49.724 | 58.79 | 47.363 | 56.973 | 42.582 | 47.314 | 50.976 | 56.716 | 54.399 | 59.798 | 53.626 | 49.081 | 50.514 | 51.152 | 52.518 | 56.92 | 52.885 | 53.586 | 50.859 | 61.311 | 50.622 | 52.637 | 53.028 | 49.338 | 41.255 | 1 | anomaly |
55.543 | 54.843 | 55.117 | 54.955 | 55.241 | 55.147 | 54.99 | 55.074 | 55.588 | 54.877 | 54.716 | 55.161 | 55.477 | 55.276 | 55.476 | 54.876 | 55.237 | 55.625 | 55.315 | 55.715 | 55.348 | 55.246 | 55.734 | 55.456 | 54.444 | 55.821 | 55.735 | 55.656 | 55.387 | 55.473 | 55.122 | 55.257 | 0 | normal |
51.292 | 51.495 | 51.547 | 51.617 | 51.193 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | anomaly |
52.785 | 51.949 | 51.99 | 52.344 | 51.751 | 51.492 | 52.244 | 52.128 | 52.752 | 52.23 | 52.476 | 52.424 | 53.234 | 51.71 | 52.359 | 52.115 | 52.487 | 52.418 | 52.57 | 52.442 | 52.02 | 51.807 | 51.945 | 51.442 | 52.18 | 52.153 | 52.095 | 52.706 | 51.991 | 52.178 | 52.229 | 52.648 | 0 | normal |
51.346 | 51.268 | 42.318 | 42.161 | 41.889 | 42.349 | 41.626 | 51.284 | 50.948 | 50.735 | 50.775 | 50.372 | 50.969 | 51.474 | 50.806 | 50.538 | 50.395 | 50.618 | 50.2 | 50.213 | 50.725 | 50.557 | 50.338 | 50.773 | 50.407 | 50.386 | 49.988 | 49.408 | 50.021 | 50.07 | 50.157 | 50.23 | 1 | anomaly |
52.033 | 52.158 | 51.953 | 52.077 | 52.906 | 52.54 | 52.324 | 52.186 | 53.185 | 52.615 | 52.606 | 52.629 | 53.136 | 52.538 | 52.938 | 52.288 | 53.486 | 52.515 | 53.081 | 53.545 | 52.617 | 53.224 | 52.247 | 53.242 | 53.175 | 53.554 | 53.533 | 52.988 | 53.48 | 53.394 | 53.529 | 53.029 | 0 | normal |
47.088 | 47.159 | 47.098 | 47.475 | 47.416 | 47.357 | 47.702 | 47.439 | 47.093 | 46.852 | 47.153 | 47.426 | 47.17 | 47.311 | 70.235 | 70.591 | 70.737 | 70.4 | 46.969 | 46.587 | 46.911 | 47.115 | 47.201 | 46.63 | 46.918 | 47.492 | 46.738 | 47.43 | 47.05 | 46.838 | 47.073 | 46.777 | 1 | anomaly |
49.134 | 49.03 | 48.336 | 48.12 | 48.643 | 48.844 | 48.112 | 48.825 | 48.424 | 48.885 | 48.617 | 48.527 | 48.072 | 48.056 | 48.579 | 48.41 | 48.519 | 48.482 | 47.793 | 47.927 | 48.006 | 47.65 | 48.335 | 47.881 | 47.497 | 48.173 | 47.508 | 47.689 | 48.288 | 46.974 | 47.773 | 47.558 | 0 | normal |
47.577 | 45.461 | 57.983 | 44.143 | 55.365 | 59.776 | 40.073 | 46.372 | 49.886 | 54.788 | 55.258 | 48.564 | 42.846 | 43.227 | 46.025 | 46.43 | 46.752 | 55.058 | 45.241 | 50.943 | 54.057 | 43.149 | 47.205 | 60.26 | 44.867 | 56.723 | 51.156 | 47.023 | 53.391 | 55.442 | 47.026 | 53.091 | 1 | anomaly |
47.657 | 48.037 | 47.825 | 47.206 | 47.969 | 47.827 | 47.481 | 47.581 | 47.946 | 49.041 | 48.214 | 48.936 | 48.063 | 48.062 | 47.812 | 48.121 | 47.766 | 48.023 | 48.09 | 48.419 | 48.38 | 48.066 | 48.443 | 48.615 | 48.56 | 47.552 | 48.791 | 48.247 | 48.63 | 48.453 | 48.427 | 48.503 | 0 | normal |
46.47 | 45.873 | 46.03 | 46.459 | 45.9 | 46.018 | 45.634 | 45.668 | 45.668 | 45.878 | 45.532 | 45.75 | 45.872 | 45.306 | 46.039 | 45.748 | 45.482 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | anomaly |
53.999 | 54.619 | 53.669 | 53.952 | 54.146 | 54.507 | 53.99 | 54.095 | 53.378 | 54.051 | 53.76 | 54.148 | 53.395 | 53.804 | 53.411 | 53.604 | 53.205 | 53.263 | 54.441 | 53.229 | 53.105 | 53.184 | 53.602 | 53.739 | 53.127 | 53.445 | 53.22 | 53.143 | 53.177 | 52.998 | 52.857 | 52.997 | 0 | normal |
48.759 | 47.89 | 46.645 | 46.169 | 43.872 | 43.347 | 41.733 | 40.64 | 39.383 | 38.255 | 37.241 | 35.62 | 34.306 | 33.093 | 32.82 | 30.982 | 29.989 | 28.426 | 27.883 | 26.181 | 24.529 | 24.084 | 22.801 | 21.326 | 20.308 | 19.331 | 18.294 | 17.214 | 15.854 | 15.347 | 12.492 | 11.538 | 1 | anomaly |
50.227 | 50.731 | 50.816 | 50.478 | 50.594 | 51.079 | 51.113 | 50.636 | 50.166 | 50.882 | 50.317 | 50.674 | 50.703 | 50.753 | 50.817 | 50.694 | 50.567 | 50.356 | 50.651 | 50.752 | 51.468 | 50.969 | 50.776 | 50.894 | 51.639 | 50.688 | 51.528 | 51.068 | 51.125 | 51.057 | 50.673 | 51.256 | 0 | normal |
52.039 | 51.836 | 52.446 | 52.417 | 52.288 | 51.686 | 52.186 | 51.974 | 51.938 | 51.732 | 51.652 | 51.809 | 65.416 | 65.306 | 65.06 | 65.696 | 65.346 | 52.213 | 52.084 | 51.679 | 50.928 | 52.142 | 51.399 | 51.59 | 51.104 | 51.28 | 51.475 | 51.037 | 52.294 | 51.432 | 51.235 | 51.717 | 1 | anomaly |
50.165 | 50.256 | 50.814 | 49.991 | 50.84 | 50.17 | 50.512 | 50.609 | 50.724 | 50.433 | 50.461 | 50.26 | 50.397 | 50.423 | 49.868 | 50.384 | 50.09 | 50.285 | 49.704 | 50.041 | 49.661 | 49.978 | 49.899 | 49.88 | 49.584 | 49.603 | 49.752 | 50.037 | 49.304 | 49.091 | 49.707 | 49.836 | 0 | normal |
52.161 | 51.954 | 51.724 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | anomaly |
46.298 | 45.88 | 46.714 | 46.833 | 47.117 | 46.906 | 47.33 | 46.465 | 46.627 | 47.245 | 46.78 | 47.24 | 47.086 | 47.149 | 47.249 | 47.637 | 47.135 | 46.943 | 46.897 | 47.452 | 47.239 | 47.619 | 47.37 | 47.771 | 46.952 | 47.736 | 47.765 | 47.866 | 48.172 | 47.511 | 48.286 | 47.339 | 0 | normal |
52.787 | 56.675 | 47.789 | 50.34 | 51.618 | 51.08 | 51.052 | 55.355 | 50.5 | 51.169 | 52.265 | 43.951 | 53.633 | 53.348 | 48.375 | 51.514 | 53.982 | 52.655 | 50.083 | 51.866 | 46.504 | 50.436 | 51.988 | 48.888 | 48.223 | 51.384 | 55.543 | 50.104 | 53.301 | 49.872 | 50.673 | 53.57 | 1 | anomaly |
48.771 | 48.436 | 48.3 | 48.475 | 48.423 | 48.424 | 48.821 | 48.464 | 48.723 | 48.915 | 48.563 | 48.386 | 48.549 | 48.749 | 49.159 | 48.642 | 48.781 | 47.902 | 48.555 | 48.503 | 48.648 | 48.227 | 48.856 | 48.875 | 48.63 | 48.617 | 48.482 | 48.343 | 48.459 | 48.559 | 49.074 | 47.917 | 0 | normal |
44.533 | 41.071 | 47.626 | 46.214 | 51.528 | 50.585 | 44.955 | 46.949 | 40.418 | 37.794 | 46.166 | 53.226 | 46.912 | 51.848 | 46.93 | 44.043 | 49.971 | 47.669 | 56.253 | 52.896 | 43.604 | 52.547 | 50.162 | 40.149 | 45.361 | 37.292 | 37.534 | 47.073 | 44.276 | 41.018 | 51.266 | 36.337 | 1 | anomaly |
51.353 | 50.695 | 50.939 | 51.201 | 50.937 | 50.721 | 50.697 | 50.816 | 50.893 | 50.404 | 50.843 | 50.606 | 51.273 | 51.335 | 51.167 | 51.137 | 51.103 | 51.218 | 51.654 | 52.09 | 51.439 | 51.549 | 52.089 | 52.135 | 52.132 | 51.901 | 51.996 | 52.166 | 51.608 | 52.082 | 51.611 | 52.329 | 0 | normal |
49.817 | 48.734 | 48.663 | 49.502 | 49.012 | 49.174 | 49.163 | 49.242 | 48.934 | 49.305 | 48.974 | 49.22 | 48.62 | 48.623 | 48.738 | 48.986 | 48.088 | 48.448 | 48.339 | 48.588 | 48.302 | 48.605 | 48.465 | 48.21 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | anomaly |
46.3 | 45.726 | 46.303 | 45.799 | 46.53 | 46.051 | 46.06 | 45.089 | 45.959 | 45.657 | 45.627 | 46.014 | 45.535 | 45.511 | 45.515 | 45.76 | 45.603 | 45.388 | 45.51 | 45.428 | 45.286 | 45.833 | 46.062 | 45.424 | 44.625 | 45.13 | 45.056 | 44.847 | 45.663 | 45.585 | 44.772 | 45.421 | 0 | normal |
52.649 | 52.202 | 52.449 | 52.982 | 53.071 | 52.393 | 52.564 | 53.151 | 53.117 | 52.941 | 53.293 | 52.821 | 52.81 | 51.925 | 51.163 | 50.594 | 48.424 | 47.478 | 45.604 | 44.758 | 44.559 | 43.655 | 41.876 | 40.517 | 40.304 | 38.291 | 37.742 | 36.271 | 35.888 | 34.407 | 32.918 | 31.694 | 1 | anomaly |
45.673 | 45.306 | 46.409 | 45.7 | 45.755 | 46.295 | 45.721 | 45.808 | 45.508 | 45.625 | 46.046 | 46.263 | 45.907 | 45.53 | 45.483 | 45.284 | 45.476 | 45.173 | 45.456 | 45.469 | 45.673 | 45.246 | 45.049 | 45.091 | 45.674 | 45.246 | 45.171 | 45.181 | 45.09 | 45.66 | 45.195 | 45.196 | 0 | normal |
49.244 | 49.45 | 49.732 | 49.109 | 49.308 | 49.021 | 49.089 | 49.134 | 49.551 | 48.888 | 49.169 | 49.31 | 49.037 | 49.523 | 48.32 | 49.48 | 48.712 | 48.555 | 48.733 | 49.066 | 48.83 | 48.705 | 26.293 | 26.547 | 26.038 | 25.671 | 25.632 | 48.434 | 48.364 | 48.885 | 48.545 | 48.514 | 1 | anomaly |
53.851 | 54.377 | 53.875 | 53.874 | 53.318 | 54.181 | 54.391 | 53.391 | 52.983 | 54.128 | 54.366 | 53.703 | 54.305 | 54.078 | 53.78 | 53.98 | 53.42 | 54.07 | 53.635 | 53.751 | 54.048 | 54.285 | 53.842 | 54.51 | 54.377 | 53.918 | 53.728 | 54.147 | 54.27 | 54.112 | 54.243 | 54.157 | 0 | normal |
37.753 | 43.233 | 47.38 | 55.527 | 49.761 | 49.21 | 47.361 | 49.945 | 40.113 | 44.948 | 54.062 | 49.712 | 45.362 | 50.706 | 49.628 | 49.55 | 47.707 | 52.238 | 47.073 | 47.868 | 38.505 | 45.625 | 51.357 | 47.552 | 44.705 | 54.727 | 47.925 | 44.7 | 50.257 | 46.39 | 51.501 | 43.384 | 1 | anomaly |
51.228 | 52.179 | 51.463 | 51.796 | 51.599 | 51.889 | 52.19 | 52.034 | 51.966 | 52.342 | 52.11 | 51.584 | 52.496 | 52.392 | 51.995 | 51.162 | 51.931 | 52.133 | 52.072 | 52.672 | 52.146 | 52.417 | 52.042 | 52.725 | 52.417 | 52.85 | 52.302 | 52.801 | 52.302 | 52.425 | 52.786 | 52.909 | 0 | normal |
53.796 | 46.47 | 48.983 | 53.247 | 55.9 | 51.141 | 47.473 | 48.59 | 39.909 | 55.008 | 46.06 | 56.716 | 48.57 | 48.532 | 47.952 | 42.051 | 48.076 | 52.499 | 54.027 | 47.822 | 52.142 | 35.847 | 51.242 | 49.541 | 56.491 | 50.321 | 45.466 | 56.41 | 52.88 | 53.283 | 52.379 | 50.86 | 1 | anomaly |
44.363 | 43.428 | 43.367 | 43.948 | 43.726 | 43.431 | 43.574 | 44.345 | 43.761 | 43.867 | 43.468 | 43.833 | 43.121 | 44.566 | 44.132 | 44.209 | 43.849 | 43.628 | 44.031 | 43.59 | 44.279 | 44.121 | 44 | 43.762 | 43.34 | 43.718 | 43.671 | 43.378 | 43.479 | 44.076 | 43.698 | 44.1 | 0 | normal |
45.669 | 56.565 | 47.633 | 48.955 | 49.555 | 47.161 | 44.372 | 48.191 | 49.216 | 47.557 | 45.214 | 54.137 | 51.057 | 52.099 | 55.648 | 44.731 | 44.545 | 46.931 | 48.69 | 49.518 | 44.239 | 56.048 | 59.21 | 49.031 | 47.623 | 57.995 | 45.357 | 51.448 | 52.361 | 52.575 | 49.32 | 42.677 | 1 | anomaly |
49.489 | 50.334 | 49.85 | 50.443 | 50.111 | 50.301 | 50.024 | 50.207 | 50.267 | 50.663 | 50.153 | 50.759 | 49.925 | 50.883 | 50.787 | 50.919 | 50.047 | 50.521 | 51.03 | 50.345 | 50.151 | 50.364 | 50.563 | 51.468 | 50.5 | 50.759 | 51.266 | 51.359 | 50.86 | 50.909 | 51.567 | 51.162 | 0 | normal |
43.026 | 55.826 | 38.438 | 43.819 | 44.089 | 42.352 | 46.756 | 38.876 | 36.02 | 40.128 | 52.728 | 47.932 | 42.854 | 41.878 | 51.05 | 43.558 | 46.647 | 43.397 | 47.029 | 49.479 | 45.387 | 43.722 | 45.815 | 50.097 | 46.902 | 42.015 | 47.944 | 53.11 | 46.037 | 43.591 | 44.832 | 44.104 | 1 | anomaly |
50.269 | 50.496 | 50.022 | 49.979 | 50.891 | 50.624 | 50.133 | 50.668 | 50.224 | 50.6 | 50.403 | 50.442 | 50.308 | 49.834 | 50.252 | 50.291 | 49.756 | 50.135 | 49.628 | 50.807 | 49.657 | 50.228 | 49.487 | 49.572 | 50.417 | 50.077 | 49.943 | 49.175 | 49.675 | 49.389 | 49.721 | 49.173 | 0 | normal |
48.706 | 52.205 | 47.621 | 47.857 | 49.726 | 51.961 | 47.952 | 49.356 | 45.939 | 51.68 | 49.602 | 52.217 | 47.811 | 48.37 | 49.904 | 52.874 | 47.605 | 52.176 | 55.463 | 49.206 | 51.825 | 45.272 | 50.265 | 49.018 | 47.641 | 49.192 | 48.355 | 54.512 | 42.547 | 50.304 | 55.289 | 47.244 | 1 | anomaly |
53.264 | 53.331 | 53.724 | 53.523 | 53.22 | 53.603 | 53.096 | 53.393 | 52.573 | 53.668 | 53.04 | 53.422 | 52.563 | 53.461 | 52.796 | 52.715 | 52.893 | 52.669 | 52.339 | 53.002 | 52.792 | 52.721 | 52.862 | 52.483 | 53.084 | 52.46 | 52.58 | 52.523 | 52.748 | 52.629 | 52.335 | 52.729 | 0 | normal |
56.316 | 56.822 | 57.125 | 56.604 | 56.422 | 56.854 | 56.492 | 56.583 | 57.148 | 57.449 | 58.222 | 58.354 | 59.262 | 59.437 | 60.825 | 61.349 | 61.885 | 62.32 | 62.546 | 63.167 | 63.761 | 64.118 | 64.728 | 65.047 | 65.997 | 66.77 | 66.769 | 67.406 | 68.066 | 69.007 | 69.18 | 69.491 | 1 | anomaly |
46.169 | 46.145 | 46.448 | 46.711 | 46.281 | 45.695 | 45.808 | 45.995 | 46.505 | 46.078 | 46.385 | 46.205 | 45.704 | 45.964 | 45.799 | 46.159 | 45.361 | 45.605 | 45.492 | 45.739 | 45.719 | 46.295 | 45.407 | 45.212 | 45.952 | 45.275 | 45.251 | 45.509 | 45.348 | 45.37 | 45.291 | 45.394 | 0 | normal |
46.576 | 45.595 | 45.767 | 46.546 | 46.093 | 46.312 | 45.796 | 45.748 | 45.903 | 46.026 | 46.335 | 46.49 | 46.781 | 45.955 | 46.32 | 46.392 | 46.781 | 46.292 | 46.088 | 46.683 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | anomaly |
47.565 | 47.66 | 47.567 | 47.303 | 47.366 | 47.903 | 47.713 | 48.1 | 47.741 | 47.741 | 47.673 | 47.793 | 47.703 | 48.211 | 48.003 | 48.115 | 47.991 | 47.913 | 47.666 | 48.396 | 48.494 | 48.368 | 48.529 | 48.212 | 48.295 | 48.587 | 48.765 | 48.286 | 48.816 | 49.093 | 48.722 | 48.608 | 0 | normal |
45.505 | 45.752 | 45.298 | 45.278 | 45.301 | 45.301 | 45.379 | 45.466 | 46.092 | 45.348 | 45.466 | 45.388 | 45.191 | 45.805 | 46.101 | 45.502 | 45.638 | 45.746 | 45.945 | 45.513 | 45.952 | 45.789 | 45.993 | 45.484 | 45.416 | 45.933 | 45.498 | 0 | 0 | 0 | 0 | 0 | 1 | anomaly |
45.485 | 44.896 | 45.063 | 44.962 | 45.834 | 45.787 | 45.779 | 46.35 | 45.855 | 45.994 | 46.024 | 45.439 | 45.983 | 45.752 | 46.028 | 45.893 | 45.962 | 46.232 | 45.814 | 45.635 | 46.335 | 46.134 | 46.483 | 45.504 | 45.968 | 46.241 | 46.051 | 46.432 | 46.545 | 46.402 | 46.919 | 47.17 | 0 | normal |
55.254 | 55.637 | 55.481 | 55.459 | 56.317 | 54.902 | 55.845 | 55.796 | 55.474 | 55.132 | 55.623 | 55.778 | 55.056 | 55.299 | 55.925 | 55.224 | 55.319 | 55.023 | 55.244 | 54.905 | 55.412 | 55.023 | 55.305 | 54.994 | 38.987 | 38.961 | 39.264 | 39.289 | 54.59 | 55.297 | 55.275 | 54.45 | 1 | anomaly |
53.405 | 53.053 | 53.331 | 53.418 | 53.815 | 53.998 | 53.498 | 54.039 | 53.646 | 53.856 | 53.662 | 53.482 | 53.454 | 53.905 | 54.406 | 54.017 | 53.742 | 54.379 | 54.039 | 54.062 | 53.744 | 54.15 | 53.637 | 53.814 | 53.938 | 53.815 | 54.18 | 54.113 | 53.757 | 54.404 | 53.835 | 54.608 | 0 | normal |
49.897 | 49.66 | 49.586 | 50.08 | 50.009 | 50.251 | 50.329 | 51.146 | 52.21 | 52.441 | 53.255 | 54.853 | 55.396 | 56.178 | 56.843 | 57.13 | 58.033 | 59.937 | 59.62 | 60.593 | 61.697 | 62.259 | 62.646 | 63.071 | 64.525 | 64.924 | 65.903 | 66.963 | 67.263 | 68.601 | 69.057 | 69.294 | 1 | anomaly |
48.312 | 47.911 | 48.699 | 48.087 | 48.96 | 48.344 | 48.513 | 48.04 | 48.751 | 48.196 | 48.169 | 48.379 | 48.531 | 48.361 | 48.168 | 48.434 | 48.063 | 47.918 | 48.136 | 48.056 | 47.583 | 48.637 | 48.092 | 47.905 | 48.294 | 48.484 | 47.676 | 48.111 | 47.656 | 48.084 | 48.725 | 47.577 | 0 | normal |
0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | anomaly |
46.783 | 46.719 | 46.505 | 46.638 | 46.653 | 45.928 | 47.021 | 47.221 | 46.965 | 46.981 | 46.708 | 46.262 | 46.01 | 46.7 | 47.021 | 46.905 | 46.007 | 46.539 | 46.29 | 46.376 | 46.001 | 46.574 | 45.765 | 45.865 | 46.836 | 45.853 | 46.311 | 46.099 | 46.031 | 45.828 | 45.558 | 45.716 | 0 | normal |
46.108 | 46.507 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | anomaly |
44.205 | 44.024 | 43.794 | 43.631 | 44.129 | 43.804 | 44.275 | 43.52 | 44.322 | 43.369 | 43.961 | 43.396 | 43.734 | 43.738 | 44.088 | 44.43 | 43.819 | 43.993 | 44.091 | 44.032 | 43.564 | 43.505 | 43.821 | 43.935 | 43.464 | 43.871 | 43.539 | 44.013 | 43.888 | 43.603 | 43.749 | 44.056 | 0 | normal |
56.496 | 45.182 | 49.494 | 44.039 | 56.361 | 55.774 | 40.234 | 40.582 | 51.481 | 42.747 | 38.585 | 52.774 | 46.564 | 39.962 | 52.174 | 42.188 | 50.639 | 43.749 | 64.041 | 52.108 | 52.197 | 49.053 | 41.123 | 40.706 | 49.605 | 57.512 | 47.148 | 37.345 | 45.539 | 35.758 | 38.177 | 41.121 | 1 | anomaly |
51.869 | 52.265 | 51.667 | 52.308 | 51.972 | 51.592 | 51.955 | 51.913 | 51.742 | 51.781 | 51.457 | 51.813 | 51.824 | 51.855 | 51.651 | 51.531 | 52.19 | 51.368 | 51.126 | 51.242 | 51.292 | 51.735 | 51.345 | 50.826 | 51.606 | 51.45 | 51.22 | 51.702 | 51.641 | 51.341 | 51.165 | 51.356 | 0 | normal |
58.627 | 58.994 | 55.438 | 55.93 | 58.809 | 60.277 | 52.988 | 58.982 | 53.696 | 57.049 | 59.02 | 56.595 | 54.157 | 55.843 | 54.455 | 55.867 | 52.881 | 59.215 | 56.287 | 53.66 | 56.352 | 54.969 | 51.539 | 52.775 | 55.365 | 53.413 | 57.383 | 48.456 | 52.341 | 53.412 | 55.789 | 52.043 | 1 | anomaly |
48.728 | 48.988 | 48.35 | 48.804 | 48.179 | 48.272 | 48.177 | 48.58 | 48.189 | 48.052 | 48.606 | 48.235 | 48.149 | 48.014 | 47.916 | 47.729 | 47.583 | 48.378 | 48.02 | 47.311 | 47.731 | 47.677 | 47.625 | 48.001 | 47.674 | 47.432 | 47.246 | 47.278 | 47.496 | 47.317 | 47.237 | 47.349 | 0 | normal |
49.366 | 49.442 | 49.228 | 48.083 | 46.427 | 45.269 | 44.466 | 43.235 | 41.291 | 40.251 | 38.888 | 37.804 | 36.616 | 35.2 | 34.105 | 32.574 | 31.078 | 29.575 | 28.761 | 27.773 | 25.786 | 24.747 | 23.534 | 22.191 | 20.853 | 19.975 | 18.169 | 17.052 | 15.502 | 14.51 | 13.697 | 11.784 | 1 | anomaly |
48.517 | 48.78 | 48.594 | 48.043 | 48.617 | 48.198 | 48.919 | 48.933 | 49.035 | 48.262 | 48.807 | 49.079 | 48.467 | 48.634 | 48.944 | 48.82 | 48.632 | 48.165 | 48.713 | 48.793 | 48.775 | 48.809 | 48.731 | 48.871 | 48.907 | 49.365 | 49.038 | 48.581 | 48.54 | 49.348 | 49.113 | 49.079 | 0 | normal |
47.714 | 47.726 | 47.33 | 47.467 | 47.664 | 47.525 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | anomaly |
52.61 | 52.414 | 52.73 | 52.224 | 52.353 | 52.17 | 51.896 | 51.935 | 52.368 | 51.887 | 51.797 | 52.017 | 51.638 | 52.291 | 51.663 | 51.513 | 51.636 | 51.355 | 51.818 | 51.455 | 51.497 | 51.576 | 51.744 | 51.502 | 51.384 | 51.782 | 51.457 | 51.382 | 51.442 | 51.105 | 51.383 | 51.273 | 0 | normal |
46.809 | 46.346 | 46.914 | 46.438 | 47.116 | 45.995 | 46.724 | 46.976 | 46.301 | 46.86 | 45.425 | 46.62 | 46.251 | 46.592 | 46.728 | 46.344 | 46.88 | 45.945 | 46.399 | 46.12 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | anomaly |
50.444 | 49.783 | 49.315 | 50.196 | 50.175 | 49.745 | 49.813 | 50.553 | 49.447 | 49.704 | 49.545 | 49.805 | 49.434 | 49.704 | 49.811 | 50.078 | 49.039 | 49.426 | 49.888 | 49.205 | 49.303 | 48.866 | 48.98 | 48.809 | 49.665 | 49.649 | 48.834 | 48.751 | 49.212 | 48.873 | 49.204 | 49.041 | 0 | normal |
57.59 | 53.132 | 51.526 | 58.562 | 50.174 | 51.287 | 53.508 | 55.587 | 47.861 | 65.706 | 61.741 | 56.595 | 58.275 | 55.312 | 61.436 | 52.585 | 51.177 | 55.364 | 59.43 | 60.669 | 67.544 | 51.99 | 52.62 | 59.797 | 62.088 | 52.839 | 56.445 | 51.161 | 54.991 | 58.409 | 47.123 | 54.662 | 1 | anomaly |
47.266 | 47.565 | 47.339 | 47.652 | 47.364 | 47.518 | 47.66 | 47.233 | 47.381 | 46.967 | 47.531 | 48.015 | 47.112 | 47.736 | 47.469 | 46.84 | 47.179 | 47.272 | 47.442 | 46.898 | 47.116 | 46.988 | 47.32 | 47.749 | 47.067 | 47.48 | 47.455 | 47.182 | 46.978 | 47.216 | 46.914 | 46.91 | 0 | normal |
47.487 | 47.633 | 47.446 | 47.126 | 47.222 | 47.21 | 63.514 | 63.601 | 62.909 | 63.261 | 63.798 | 46.626 | 47.018 | 46.841 | 46.924 | 47.13 | 47.122 | 47.072 | 47.283 | 46.628 | 47.117 | 46.862 | 46.928 | 47.296 | 46.422 | 46.937 | 46.823 | 47.194 | 46.789 | 46.641 | 47.182 | 47.291 | 1 | anomaly |
46.717 | 46.249 | 46.645 | 46.704 | 46.299 | 46.457 | 46.392 | 46.343 | 46.077 | 46.515 | 46.272 | 45.537 | 45.971 | 45.753 | 46.344 | 46.291 | 46.14 | 45.981 | 45.691 | 45.923 | 45.961 | 45.873 | 45.463 | 45.52 | 45.565 | 45.901 | 45.946 | 45.626 | 45.202 | 45.666 | 44.65 | 45.579 | 0 | normal |
48.074 | 52.379 | 51.798 | 52.861 | 50.388 | 45.531 | 49.968 | 55.017 | 49.619 | 56.001 | 46.59 | 53.082 | 49.59 | 48.069 | 49.102 | 51.011 | 49.648 | 46.243 | 49.355 | 55.247 | 53.762 | 55.82 | 49.701 | 53.206 | 54.484 | 55.057 | 48.63 | 50.81 | 47.696 | 44.482 | 46.941 | 47.416 | 1 | anomaly |
50.213 | 49.804 | 50.001 | 50.175 | 49.971 | 49.94 | 49.624 | 49.734 | 49.768 | 49.518 | 49.375 | 49.451 | 49.508 | 49.655 | 49.755 | 49.751 | 49.03 | 49.748 | 49.462 | 48.938 | 49.002 | 49.414 | 49.178 | 48.884 | 48.922 | 49.215 | 49.395 | 48.562 | 48.482 | 48.849 | 48.28 | 48.301 | 0 | normal |
46.578 | 46.502 | 47.183 | 47.404 | 48.608 | 48.888 | 49.242 | 49.284 | 50.366 | 50.152 | 50.925 | 51.325 | 52.199 | 53.033 | 52.909 | 53.829 | 54.729 | 54.963 | 54.935 | 55.695 | 56.199 | 56.951 | 57.553 | 58.068 | 58.338 | 59.346 | 59.364 | 59.629 | 60.41 | 61.274 | 61.788 | 61.791 | 1 | anomaly |
53.911 | 53.957 | 54.34 | 54.209 | 54.353 | 54.38 | 54.522 | 54.043 | 54.19 | 54.25 | 54.09 | 54.2 | 54.058 | 54.234 | 54.246 | 53.831 | 54.073 | 54.459 | 53.763 | 54.561 | 54.572 | 53.605 | 53.485 | 54.148 | 53.655 | 54.026 | 53.829 | 53.976 | 53.178 | 53.939 | 53.723 | 54.421 | 0 | normal |
47.419 | 46.518 | 47.041 | 46.182 | 46.201 | 46.624 | 47.345 | 46.866 | 46.298 | 46.423 | 46.582 | 46.93 | 45.745 | 45.996 | 46.273 | 45.936 | 46.252 | 46.108 | 46.823 | 45.672 | 46.358 | 46.537 | 45.774 | 45.972 | 45.996 | 31.083 | 30.939 | 31.495 | 31.545 | 31.513 | 45.907 | 45.537 | 1 | anomaly |
50.867 | 50.7 | 50.84 | 51.001 | 50.984 | 50.861 | 50.852 | 50.795 | 51.283 | 50.925 | 50.883 | 50.783 | 51.429 | 51.032 | 51.59 | 51.044 | 51.282 | 51.437 | 51.596 | 51.748 | 51.52 | 51.823 | 51.411 | 51.516 | 51.75 | 51.906 | 51.7 | 51.957 | 52.115 | 52.274 | 51.84 | 51.949 | 0 | normal |
49.831 | 49.455 | 49.878 | 50.419 | 49.966 | 49.645 | 50.227 | 49.69 | 49.827 | 50.127 | 49.73 | 49.828 | 50.844 | 50.518 | 50.394 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | anomaly |
57.001 | 57.241 | 56.541 | 56.7 | 57.134 | 56.596 | 56.585 | 56.754 | 57.138 | 56.629 | 56.863 | 56.88 | 56.608 | 56.634 | 56.711 | 57.25 | 57.673 | 57.034 | 57.466 | 56.729 | 56.855 | 56.368 | 56.897 | 56.752 | 56.912 | 56.673 | 56.603 | 57.194 | 57.389 | 56.596 | 56.734 | 56.762 | 0 | normal |
52.063 | 43.926 | 52.806 | 52.715 | 53.141 | 53.783 | 53.646 | 53.373 | 53.122 | 55.125 | 53.24 | 54.532 | 54.224 | 54.109 | 47.957 | 57.354 | 54.876 | 46.442 | 49.227 | 56.751 | 51.098 | 51.973 | 55.101 | 50.512 | 49.71 | 52.089 | 53.532 | 54.496 | 53.514 | 54.305 | 59.837 | 55.909 | 1 | anomaly |
45.164 | 46.039 | 44.901 | 45.834 | 45.543 | 45.785 | 45.34 | 45.484 | 45.513 | 45.193 | 45.098 | 45.804 | 45.455 | 45.42 | 45.482 | 44.792 | 44.971 | 45.144 | 45.188 | 45.291 | 44.973 | 44.922 | 44.858 | 44.455 | 45.221 | 44.977 | 44.981 | 44.445 | 44.879 | 44.72 | 44.633 | 44.106 | 0 | normal |
50.898 | 51.56 | 51.194 | 51.435 | 50.888 | 51.083 | 50.86 | 51.007 | 50.871 | 50.97 | 51.008 | 51.159 | 50.812 | 51.803 | 52.242 | 52.722 | 53.317 | 53.573 | 53.995 | 53.895 | 54.835 | 55.758 | 55.198 | 55.643 | 56.037 | 56.474 | 56.702 | 56.827 | 57.612 | 57.552 | 58.4 | 58.764 | 1 | anomaly |
54.225 | 54.113 | 54.42 | 53.758 | 54.132 | 54.075 | 53.962 | 53.535 | 54.195 | 54.026 | 53.776 | 53.98 | 54.029 | 53.461 | 53.454 | 53.292 | 53.475 | 52.993 | 53.487 | 53.697 | 53.507 | 53.541 | 52.944 | 53.131 | 53.889 | 53.219 | 53.228 | 52.959 | 52.805 | 53.021 | 53.244 | 52.743 | 0 | normal |
47.604 | 54.407 | 53.767 | 47.288 | 52.235 | 43.251 | 49.439 | 52.059 | 47.101 | 45.475 | 55.068 | 53.032 | 50.003 | 53.622 | 52.93 | 45.472 | 50.452 | 52.844 | 56.637 | 46.734 | 50.397 | 53.076 | 48.213 | 49.935 | 53.84 | 56.589 | 48.194 | 52.772 | 43.145 | 49.042 | 50.423 | 52.196 | 1 | anomaly |
45.479 | 45.457 | 45.637 | 45.679 | 45.209 | 45.361 | 45.372 | 45.618 | 45.529 | 45.318 | 45.92 | 44.944 | 45.252 | 45.019 | 44.978 | 45.294 | 45.405 | 45.193 | 44.446 | 45.364 | 44.888 | 44.802 | 44.907 | 44.979 | 44.291 | 44.837 | 45.35 | 44.546 | 44.587 | 44.16 | 44.963 | 44.616 | 0 | normal |
49.972 | 49.92 | 50.216 | 50.711 | 49.733 | 50.231 | 49.983 | 50.049 | 49.824 | 50.12 | 49.776 | 49.439 | 50.352 | 49.743 | 49.844 | 49.585 | 49.735 | 49.638 | 49.863 | 49.532 | 49.591 | 49.398 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | anomaly |
48.01 | 47.656 | 47.628 | 47.108 | 47.966 | 47.3 | 47.201 | 47.265 | 47.633 | 47.503 | 47.108 | 47.293 | 47.706 | 47.39 | 47.331 | 47.564 | 47.372 | 47.671 | 47.58 | 47.621 | 47.347 | 47.37 | 47.133 | 47.071 | 47.134 | 46.884 | 47.122 | 48.029 | 47.088 | 47.026 | 47.52 | 47.136 | 0 | normal |
50.643 | 59.003 | 47.96 | 50.038 | 43.167 | 43.549 | 46.179 | 53.238 | 49.451 | 52.035 | 48.545 | 46.524 | 41.813 | 45.563 | 51.394 | 47.924 | 47.188 | 44.665 | 51.83 | 44.91 | 54.385 | 40.127 | 56.332 | 43.935 | 44.35 | 54.531 | 44.503 | 44.307 | 44.21 | 53.883 | 54.096 | 45.117 | 1 | anomaly |
48.701 | 49.283 | 48.802 | 47.94 | 48.787 | 48.191 | 48.064 | 48.594 | 48.113 | 48.42 | 48.762 | 48.727 | 49.001 | 48.909 | 48.242 | 48.37 | 48.214 | 48.426 | 48.058 | 48.098 | 48.418 | 48.607 | 48.453 | 48.272 | 48.411 | 48.404 | 48.734 | 48.799 | 48.736 | 49.101 | 47.803 | 48.665 | 0 | normal |
46.742 | 46.556 | 46.675 | 47.242 | 47.148 | 46.546 | 47.502 | 47.433 | 47.245 | 47.582 | 46.94 | 47.22 | 49.067 | 49.657 | 50.946 | 52.424 | 53.288 | 54.329 | 55.122 | 56.682 | 58.01 | 59.587 | 60.309 | 61.511 | 62.718 | 63.625 | 64.636 | 66.013 | 66.947 | 68.055 | 69.656 | 69.984 | 1 | anomaly |
53.819 | 53.943 | 53.724 | 54.037 | 53.843 | 54.516 | 54.409 | 54.26 | 54.172 | 54.27 | 54.598 | 54.023 | 54.155 | 55.023 | 54.365 | 54.281 | 54.435 | 54.421 | 54.879 | 54.427 | 54.75 | 54.556 | 54.694 | 54.403 | 54.572 | 55.244 | 54.477 | 54.774 | 54.97 | 54.991 | 54.451 | 54.707 | 0 | normal |
52.958 | 53.47 | 52.837 | 53.376 | 52.64 | 53.245 | 52.966 | 53.173 | 52.879 | 53.212 | 52.806 | 53.315 | 52.935 | 53.177 | 53.123 | 78.153 | 52.971 | 52.777 | 53.318 | 53.182 | 52.839 | 53.689 | 53.897 | 53.758 | 53.479 | 53.392 | 53.239 | 52.889 | 53.723 | 52.882 | 53.627 | 53.116 | 1 | anomaly |
53.976 | 53.56 | 53.788 | 53.399 | 53.759 | 53.711 | 54.429 | 53.878 | 54.426 | 53.722 | 53.624 | 54.117 | 53.312 | 53.468 | 53.911 | 53.708 | 53.448 | 53.872 | 53.376 | 53.825 | 53.884 | 53.566 | 53.625 | 53.405 | 53.439 | 53.449 | 53.667 | 53.761 | 53.501 | 53.408 | 54.099 | 53.357 | 0 | normal |
54.385 | 54.031 | 54.008 | 53.818 | 54.107 | 53.86 | 53.736 | 53.785 | 53.368 | 54.137 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | anomaly |
54.208 | 53.821 | 53.362 | 53 | 53.991 | 53.667 | 53.405 | 53.473 | 53.816 | 52.963 | 52.677 | 53.072 | 53.774 | 53.482 | 53.654 | 54.001 | 53.644 | 53.972 | 53.639 | 54.009 | 53.607 | 54.26 | 54.069 | 53.648 | 53.08 | 53.589 | 53.816 | 53.623 | 53.749 | 53.96 | 53.036 | 53.069 | 0 | normal |
45.074 | 61.056 | 52.501 | 51.483 | 50.178 | 55.882 | 49.742 | 58.311 | 57.946 | 56.963 | 49.975 | 60.443 | 60.567 | 51.878 | 52.447 | 64.199 | 52.572 | 50.864 | 58.923 | 51.957 | 53.349 | 57.045 | 51.528 | 61.96 | 53.061 | 53.059 | 52.514 | 52.406 | 53.793 | 64.812 | 48.161 | 56.437 | 1 | anomaly |
Heater anomaly windows
Synthetic temperature windows for training tiny anomaly detectors that run on microcontrollers. Each row is 32 consecutive readings (3.2 s at 10 Hz, degrees C) from a simulated heater loop, labelled normal (0) or anomaly (1). This is the data behind eoinedge/AnomalyNet.
| Split | Rows | Anomalies | Seed |
|---|---|---|---|
| train | 20,000 | 50 % | 0 |
| validation | 4,000 | 50 % | 1 |
| test | 4,000 | 50 % | 12345 |
Columns: t0 ... t31 (Celsius, 3 decimals), label (0/1), label_name.
How it is generated
generate.py (in this repo) is the generator from the training script:
- normal: a setpoint near 50 C with a slow sinusoidal drift and Gaussian sensor noise (sigma 0.3 C)
- anomaly, one of four, chosen at random: spike (one or two samples jump 8 to 20 C), dropout (a few samples read 0 or a rail value), ramp (the second half runs away by several degrees), noise burst (sigma 2 to 6 C)
Rows alternate normal/anomaly, so every split is balanced. The windows are not normalised;
AnomalyNet normalises as (t - 50) / 20 on the device.
Intended use
A controlled, reproducible stand-in for a real process variable when you want to try an on-device anomaly detector end to end (train, export, embed, self-test) before wiring up a real sensor. It is not a substitute for data from your own plant.
License
Apache-2.0.
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