diff options
Diffstat (limited to 'analysis/output/tables')
| -rw-r--r-- | analysis/output/tables/aggregate_table_wide.tex | 28 | ||||
| -rw-r--r-- | analysis/output/tables/best_f1_combined_full.tex | 62 | ||||
| -rw-r--r-- | analysis/output/tables/best_f1_multi_avg.json | 8 | ||||
| -rw-r--r-- | analysis/output/tables/best_f1_uni_avg.json | 24 | ||||
| -rw-r--r-- | analysis/output/tables/best_f1_uni_full.json | 398 | ||||
| -rw-r--r-- | analysis/output/tables/default_f1_combined_full.tex | 68 | ||||
| -rw-r--r-- | analysis/output/tables/default_f1_multi_avg.json | 10 | ||||
| -rw-r--r-- | analysis/output/tables/default_f1_uni_avg.json | 26 | ||||
| -rw-r--r-- | analysis/output/tables/default_f1_uni_full.json | 366 |
9 files changed, 495 insertions, 495 deletions
diff --git a/analysis/output/tables/aggregate_table_wide.tex b/analysis/output/tables/aggregate_table_wide.tex index 43aff1de..1da11a9f 100644 --- a/analysis/output/tables/aggregate_table_wide.tex +++ b/analysis/output/tables/aggregate_table_wide.tex @@ -3,19 +3,19 @@ & \multicolumn{4}{c}{Univariate} & \multicolumn{4}{c}{Multivariate} \\\cmidrule(lr){2-5}\cmidrule(lr){6-9} & \multicolumn{2}{c}{Default} & \multicolumn{2}{c}{Best} & \multicolumn{2}{c}{Default} & \multicolumn{2}{c}{Best} \\\cmidrule(lr){2-3}\cmidrule(lr){4-5}\cmidrule(lr){6-7}\cmidrule(lr){8-9} & Cover & F1 & Cover & F1 & Cover & F1 & Cover & F1\\\cmidrule(r){1-1}\cmidrule(lr){2-5}\cmidrule(l){6-9} -\textsc{amoc} & 0.702 & 0.664 & 0.746 & 0.783 & & & & \\ -\textsc{binseg} & \textbf{0.706} & \textbf{0.680} & 0.780 & 0.803 & & & & \\ -\textsc{bocpd} & 0.636 & 0.611 & \textbf{0.789} & \textbf{0.831} & 0.455 & 0.188 & \textbf{0.801} & \textbf{0.718} \\ -\textsc{bocpdms} & 0.633 & 0.476 & 0.744 & 0.569 & \textbf{0.486} & 0.286 & 0.623 & 0.386 \\ -\textsc{cpnp} & 0.535 & 0.534 & 0.552 & 0.567 & & & & \\ -\textsc{ecp} & 0.523 & 0.551 & 0.720 & 0.706 & 0.402 & 0.238 & 0.590 & 0.388 \\ -\textsc{kcpa} & 0.062 & 0.057 & 0.626 & 0.589 & 0.047 & 0.009 & 0.626 & 0.456 \\ -\textsc{pelt} & 0.689 & 0.653 & 0.725 & 0.703 & & & & \\ -\textsc{prophet} & 0.540 & 0.456 & 0.576 & 0.506 & & & & \\ -\textsc{rbocpdms} & 0.629 & 0.418 & & & 0.402 & 0.250 & & \\ -\textsc{rfpop} & 0.392 & 0.372 & 0.414 & 0.392 & & & & \\ -\textsc{segneigh} & 0.676 & 0.626 & 0.784 & 0.806 & & & & \\ -\textsc{wbs} & 0.330 & 0.300 & 0.428 & 0.390 & & & & \\ -\textsc{zero} & 0.583 & 0.669 & 0.579 & 0.662 & 0.464 & \textbf{0.577} & 0.464 & 0.577 \\ +\textsc{amoc} & 0.702 & 0.704 & 0.746 & 0.799 & & & & \\ +\textsc{binseg} & \textbf{0.706} & \textbf{0.744} & 0.780 & 0.856 & & & & \\ +\textsc{bocpd} & 0.636 & 0.690 & \textbf{0.789} & \textbf{0.880} & 0.455 & \textbf{0.610} & \textbf{0.801} & \textbf{0.941} \\ +\textsc{bocpdms} & 0.633 & 0.507 & 0.744 & 0.620 & \textbf{0.486} & 0.429 & 0.623 & 0.533 \\ +\textsc{cpnp} & 0.535 & 0.607 & 0.552 & 0.666 & & & & \\ +\textsc{ecp} & 0.523 & 0.598 & 0.720 & 0.797 & 0.402 & 0.545 & 0.590 & 0.725 \\ +\textsc{kcpa} & 0.062 & 0.111 & 0.626 & 0.683 & 0.047 & 0.071 & 0.626 & 0.747 \\ +\textsc{pelt} & 0.689 & 0.710 & 0.725 & 0.787 & & & & \\ +\textsc{prophet} & 0.540 & 0.488 & 0.576 & 0.534 & & & & \\ +\textsc{rbocpdms} & 0.629 & 0.447 & & & 0.402 & 0.356 & & \\ +\textsc{rfpop} & 0.392 & 0.499 & 0.414 & 0.531 & & & & \\ +\textsc{segneigh} & 0.676 & 0.676 & 0.784 & 0.855 & & & & \\ +\textsc{wbs} & 0.330 & 0.412 & 0.428 & 0.533 & & & & \\ +\textsc{zero} & 0.583 & 0.669 & 0.579 & 0.662 & 0.464 & 0.577 & 0.464 & 0.577 \\ \cmidrule(r){1-1}\cmidrule(lr){2-5}\cmidrule(l){6-9} \end{tabular} diff --git a/analysis/output/tables/best_f1_combined_full.tex b/analysis/output/tables/best_f1_combined_full.tex index c1feaa9a..bcd4b8df 100644 --- a/analysis/output/tables/best_f1_combined_full.tex +++ b/analysis/output/tables/best_f1_combined_full.tex @@ -2,47 +2,47 @@ Dataset & \textsc{amoc} & \textsc{binseg} & \textsc{bocpd} & \textsc{bocpdms} & \textsc{cpnp} & \textsc{ecp} & \textsc{kcpa} & \textsc{pelt} & \textsc{prophet} & \textsc{rbocpdms} & \textsc{rfpop} & \textsc{segneigh} & \textsc{wbs} & \textsc{zero}\\ \hline \verb+bank+ & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.500 & 0.054 & 0.200 & 0.333 & 0.400 & \textbf{1.000} & T & 0.015 & \textbf{1.000} & 0.043 & \textbf{1.000}\\ -\verb+bitcoin+ & 0.507 & 0.639 & 0.630 & 0.491 & 0.462 & 0.507 & 0.584 & \textbf{0.669} & 0.354 & T & 0.186 & \textbf{0.669} & 0.472 & 0.450\\ -\verb+brent_spot+ & 0.465 & \textbf{0.609} & \textbf{0.609} & 0.239 & 0.555 & 0.522 & 0.427 & 0.518 & 0.173 & T & 0.379 & 0.518 & 0.443 & 0.315\\ -\verb+businv+ & \textbf{0.588} & \textbf{0.588} & \textbf{0.588} & 0.455 & 0.386 & 0.370 & 0.294 & 0.490 & 0.275 & 0.370 & 0.182 & \textbf{0.588} & 0.239 & \textbf{0.588}\\ -\verb+centralia+ & \textbf{0.763} & \textbf{0.763} & \textbf{0.763} & 0.595 & \textbf{0.763} & \textbf{0.763} & \textbf{0.763} & \textbf{0.763} & \textbf{0.763} & 0.458 & 0.494 & \textbf{0.763} & 0.143 & \textbf{0.763}\\ -\verb+children_per_woman+ & \textbf{0.678} & 0.507 & 0.620 & 0.405 & 0.310 & 0.432 & 0.416 & 0.525 & 0.310 & 0.504 & 0.113 & 0.525 & 0.222 & 0.507\\ -\verb+co2_canada+ & 0.544 & 0.856 & \textbf{0.893} & 0.479 & 0.642 & 0.875 & 0.819 & 0.661 & 0.482 & 0.542 & 0.407 & 0.872 & 0.547 & 0.361\\ -\verb+construction+ & \textbf{0.696} & \textbf{0.696} & \textbf{0.696} & 0.410 & 0.430 & 0.547 & 0.481 & 0.547 & 0.324 & 0.340 & 0.136 & \textbf{0.696} & 0.422 & \textbf{0.696}\\ -\verb+debt_ireland+ & 0.760 & 0.760 & \textbf{0.958} & 0.738 & \textbf{0.958} & \textbf{0.958} & 0.842 & \textbf{0.958} & 0.469 & 0.748 & 0.462 & \textbf{0.958} & 0.273 & 0.469\\ +\verb+bitcoin+ & 0.507 & 0.690 & 0.733 & 0.533 & 0.611 & 0.625 & 0.665 & \textbf{0.735} & 0.446 & T & 0.284 & \textbf{0.735} & 0.690 & 0.450\\ +\verb+brent_spot+ & 0.465 & \textbf{0.670} & 0.609 & 0.239 & 0.607 & 0.636 & 0.553 & 0.586 & 0.249 & T & 0.521 & 0.586 & 0.564 & 0.315\\ +\verb+businv+ & \textbf{0.588} & \textbf{0.588} & \textbf{0.588} & 0.455 & 0.386 & 0.370 & 0.294 & 0.490 & 0.275 & 0.370 & 0.261 & \textbf{0.588} & 0.289 & \textbf{0.588}\\ +\verb+centralia+ & 0.909 & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.909 & \textbf{1.000} & \textbf{1.000} & 0.763 & 0.846 & \textbf{1.000} & \textbf{1.000} & 0.556 & 0.763\\ +\verb+children_per_woman+ & 0.678 & 0.663 & \textbf{0.712} & 0.405 & 0.344 & 0.551 & 0.525 & 0.637 & 0.310 & 0.504 & 0.246 & 0.637 & 0.500 & 0.507\\ +\verb+co2_canada+ & 0.544 & 0.856 & \textbf{0.924} & 0.479 & 0.642 & 0.875 & 0.867 & 0.670 & 0.482 & 0.542 & 0.569 & 0.872 & 0.681 & 0.361\\ +\verb+construction+ & 0.696 & \textbf{0.709} & \textbf{0.709} & 0.410 & 0.602 & \textbf{0.709} & 0.634 & \textbf{0.709} & 0.324 & 0.340 & 0.185 & \textbf{0.709} & 0.523 & 0.696\\ +\verb+debt_ireland+ & 0.760 & \textbf{1.000} & \textbf{1.000} & 0.892 & 0.958 & 0.980 & \textbf{1.000} & \textbf{1.000} & 0.469 & 0.748 & 0.824 & \textbf{1.000} & 0.538 & 0.469\\ \verb+gdp_argentina+ & 0.889 & \textbf{0.947} & \textbf{0.947} & 0.583 & 0.818 & 0.889 & 0.800 & \textbf{0.947} & 0.615 & 0.452 & 0.615 & \textbf{0.947} & 0.421 & 0.824\\ \verb+gdp_croatia+ & \textbf{1.000} & 0.824 & \textbf{1.000} & 0.583 & \textbf{1.000} & 0.824 & 0.583 & 0.824 & 0.824 & 0.824 & 0.400 & 0.824 & 0.167 & 0.824\\ -\verb+gdp_iran+ & 0.652 & 0.652 & \textbf{0.730} & 0.492 & 0.383 & 0.652 & 0.473 & 0.537 & 0.652 & 0.538 & 0.333 & 0.652 & 0.349 & 0.652\\ +\verb+gdp_iran+ & 0.696 & 0.652 & \textbf{0.862} & 0.492 & 0.620 & 0.824 & 0.734 & 0.808 & 0.652 & 0.737 & 0.636 & 0.808 & 0.576 & 0.652\\ \verb+gdp_japan+ & \textbf{1.000} & 0.889 & \textbf{1.000} & 0.615 & 0.667 & \textbf{1.000} & 0.500 & 0.889 & 0.889 & 0.889 & 0.222 & 0.889 & 0.222 & 0.889\\ -\verb+global_co2+ & \textbf{0.846} & \textbf{0.846} & \textbf{0.846} & 0.458 & 0.286 & 0.595 & 0.595 & 0.634 & 0.142 & 0.458 & 0.110 & \textbf{0.846} & 0.056 & \textbf{0.846}\\ -\verb+homeruns+ & \textbf{0.659} & \textbf{0.659} & \textbf{0.659} & 0.397 & 0.301 & 0.577 & 0.370 & 0.577 & 0.218 & 0.397 & 0.141 & \textbf{0.659} & 0.164 & \textbf{0.659}\\ -\verb+iceland_tourism+ & \textbf{0.947} & \textbf{0.947} & \textbf{0.947} & 0.486 & 0.391 & 0.667 & 0.486 & 0.643 & 0.220 & 0.486 & 0.105 & \textbf{0.947} & 0.105 & \textbf{0.947}\\ -\verb+jfk_passengers+ & \textbf{0.723} & \textbf{0.723} & \textbf{0.723} & 0.437 & 0.430 & 0.531 & 0.264 & 0.559 & 0.354 & T & 0.283 & \textbf{0.723} & 0.264 & \textbf{0.723}\\ -\verb+lga_passengers+ & 0.535 & 0.535 & 0.535 & 0.456 & 0.335 & \textbf{0.645} & 0.417 & 0.348 & 0.366 & T & 0.355 & 0.535 & 0.352 & 0.535\\ +\verb+global_co2+ & 0.929 & 0.929 & 0.889 & 0.458 & 0.667 & \textbf{0.929} & 0.667 & 0.929 & 0.463 & 0.547 & 0.293 & 0.929 & 0.250 & 0.846\\ +\verb+homeruns+ & 0.812 & \textbf{0.829} & \textbf{0.829} & 0.650 & 0.650 & 0.829 & 0.829 & 0.812 & 0.723 & 0.397 & 0.661 & 0.812 & 0.664 & 0.659\\ +\verb+iceland_tourism+ & 0.947 & 0.947 & 0.947 & 0.486 & 0.391 & \textbf{1.000} & 0.486 & 0.643 & 0.220 & 0.667 & 0.200 & 0.947 & 0.200 & 0.947\\ +\verb+jfk_passengers+ & \textbf{0.776} & \textbf{0.776} & \textbf{0.776} & 0.650 & 0.602 & 0.651 & 0.437 & \textbf{0.776} & 0.354 & T & 0.491 & \textbf{0.776} & 0.437 & 0.723\\ +\verb+lga_passengers+ & 0.561 & 0.620 & 0.704 & 0.563 & 0.606 & \textbf{0.892} & 0.526 & 0.537 & 0.366 & T & 0.592 & 0.537 & 0.674 & 0.535\\ \verb+measles+ & \textbf{0.947} & \textbf{0.947} & \textbf{0.947} & 0.486 & 0.118 & 0.080 & 0.281 & 0.153 & 0.391 & F/T & 0.030 & \textbf{0.947} & 0.041 & \textbf{0.947}\\ \verb+nile+ & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.800 & \textbf{1.000} & \textbf{1.000} & 0.824 & \textbf{1.000} & 0.824 & 0.667 & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.824\\ \verb+ozone+ & 0.776 & 0.723 & 0.857 & 0.778 & 0.750 & \textbf{1.000} & 0.667 & \textbf{1.000} & 0.723 & 0.651 & 0.429 & \textbf{1.000} & 0.286 & 0.723\\ \verb+quality_control_1+ & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.667 & 0.667 & \textbf{1.000} & 0.667 & \textbf{1.000} & 0.500 & 0.286 & 0.667 & \textbf{1.000} & 0.667 & 0.667\\ \verb+quality_control_2+ & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.667 & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.750 & 0.429 & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.750\\ \verb+quality_control_3+ & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.766 & 0.571 & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.667 & T & 0.800 & \textbf{1.000} & \textbf{1.000} & 0.667\\ -\verb+quality_control_4+ & \textbf{0.780} & \textbf{0.780} & \textbf{0.780} & 0.561 & 0.397 & 0.558 & 0.489 & \textbf{0.780} & \textbf{0.780} & T & 0.075 & \textbf{0.780} & 0.361 & \textbf{0.780}\\ +\verb+quality_control_4+ & 0.810 & \textbf{0.873} & 0.787 & 0.561 & 0.658 & 0.726 & 0.658 & 0.780 & 0.780 & T & 0.241 & 0.780 & 0.608 & 0.780\\ \verb+quality_control_5+ & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.500 & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.500 & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & \textbf{1.000}\\ -\verb+rail_lines+ & \textbf{0.846} & \textbf{0.846} & \textbf{0.846} & 0.698 & 0.778 & \textbf{0.846} & 0.500 & \textbf{0.846} & 0.537 & 0.595 & 0.364 & \textbf{0.846} & 0.108 & 0.537\\ -\verb+ratner_stock+ & \textbf{0.776} & 0.683 & \textbf{0.776} & 0.559 & 0.227 & \textbf{0.776} & 0.481 & 0.683 & 0.280 & T & 0.092 & 0.683 & 0.200 & 0.571\\ -\verb+robocalls+ & 0.800 & \textbf{0.966} & \textbf{0.966} & 0.750 & 0.832 & \textbf{0.966} & \textbf{0.966} & \textbf{0.966} & 0.636 & 0.846 & 0.587 & \textbf{0.966} & 0.500 & 0.636\\ -\verb+scanline_126007+ & \textbf{0.644} & \textbf{0.644} & \textbf{0.644} & 0.507 & 0.233 & 0.325 & 0.478 & 0.233 & \textbf{0.644} & T & 0.097 & \textbf{0.644} & 0.125 & \textbf{0.644}\\ -\verb+scanline_42049+ & 0.485 & 0.863 & \textbf{0.962} & 0.782 & 0.609 & 0.815 & 0.908 & 0.790 & 0.202 & T & 0.262 & 0.799 & 0.522 & 0.276\\ -\verb+seatbelts+ & 0.824 & \textbf{0.838} & 0.683 & 0.583 & 0.735 & 0.683 & 0.621 & 0.683 & 0.452 & 0.383 & 0.456 & 0.735 & 0.583 & 0.621\\ -\verb+shanghai_license+ & \textbf{0.966} & 0.636 & 0.636 & 0.491 & 0.600 & 0.625 & 0.274 & 0.605 & 0.532 & 0.389 & 0.231 & 0.636 & 0.250 & 0.636\\ -\verb+uk_coal_employ+ & M & M & M & \textbf{0.617} & M & 0.513 & 0.513 & M & 0.551 & M & M & M & M & 0.513\\ -\verb+unemployment_nl+ & 0.742 & \textbf{0.889} & 0.876 & 0.592 & 0.672 & 0.711 & 0.678 & 0.788 & 0.566 & F/T & 0.466 & 0.788 & 0.658 & 0.566\\ -\verb+us_population+ & \textbf{1.000} & 0.889 & \textbf{1.000} & 0.615 & 0.232 & 0.471 & 0.276 & 0.500 & 0.159 & T & 0.889 & 0.889 & 0.077 & 0.889\\ -\verb+usd_isk+ & \textbf{0.785} & 0.657 & \textbf{0.785} & 0.678 & 0.563 & \textbf{0.785} & 0.462 & 0.657 & 0.489 & 0.385 & 0.182 & 0.678 & 0.333 & 0.489\\ -\verb+well_log+ & 0.336 & 0.914 & 0.832 & 0.743 & 0.822 & \textbf{0.928} & 0.776 & 0.832 & 0.149 & T & 0.923 & 0.832 & 0.832 & 0.237\\ +\verb+rail_lines+ & 0.846 & 0.846 & \textbf{0.966} & 0.889 & \textbf{0.966} & \textbf{0.966} & 0.800 & 0.846 & 0.537 & 0.730 & 0.615 & 0.889 & 0.205 & 0.537\\ +\verb+ratner_stock+ & 0.776 & 0.824 & \textbf{0.868} & 0.559 & 0.396 & 0.776 & 0.754 & 0.824 & 0.280 & T & 0.203 & 0.824 & 0.378 & 0.571\\ +\verb+robocalls+ & 0.800 & \textbf{0.966} & \textbf{0.966} & 0.750 & 0.862 & \textbf{0.966} & \textbf{0.966} & \textbf{0.966} & 0.636 & 0.846 & 0.714 & \textbf{0.966} & 0.714 & 0.636\\ +\verb+scanline_126007+ & 0.710 & 0.920 & \textbf{0.921} & 0.829 & 0.906 & 0.870 & 0.838 & 0.889 & 0.644 & T & 0.649 & 0.889 & 0.818 & 0.644\\ +\verb+scanline_42049+ & 0.485 & 0.879 & \textbf{0.962} & 0.889 & 0.713 & 0.910 & 0.908 & 0.910 & 0.269 & T & 0.460 & 0.910 & 0.650 & 0.276\\ +\verb+seatbelts+ & 0.824 & \textbf{0.838} & 0.683 & 0.583 & 0.735 & 0.683 & 0.621 & 0.683 & 0.452 & 0.383 & 0.563 & 0.735 & 0.583 & 0.621\\ +\verb+shanghai_license+ & \textbf{0.966} & 0.868 & 0.868 & 0.605 & 0.600 & 0.868 & 0.465 & 0.868 & 0.532 & 0.389 & 0.357 & 0.868 & 0.385 & 0.636\\ +\verb+uk_coal_employ+ & M & M & M & 0.617 & M & 0.513 & 0.513 & M & \textbf{0.639} & M & M & M & M & 0.513\\ +\verb+unemployment_nl+ & 0.742 & \textbf{0.889} & 0.876 & 0.592 & 0.747 & 0.755 & 0.744 & 0.788 & 0.566 & F/T & 0.628 & 0.788 & 0.801 & 0.566\\ +\verb+us_population+ & \textbf{1.000} & 0.889 & \textbf{1.000} & 0.615 & 0.232 & 0.471 & 0.276 & 0.500 & 0.159 & T & 0.889 & 0.889 & 0.113 & 0.889\\ +\verb+usd_isk+ & \textbf{0.785} & 0.704 & \textbf{0.785} & 0.678 & 0.674 & \textbf{0.785} & 0.601 & 0.657 & 0.489 & 0.510 & 0.462 & 0.678 & 0.636 & 0.489\\ +\verb+well_log+ & 0.336 & 0.914 & 0.832 & 0.743 & 0.822 & \textbf{0.928} & 0.776 & 0.873 & 0.149 & T & 0.923 & 0.873 & 0.832 & 0.237\\ \hline -\verb+apple+ & & & \textbf{0.916} & 0.314 & & 0.745 & 0.481 & & & F/T & & & & 0.594\\ -\verb+bee_waggle_6+ & & & \textbf{0.929} & 0.481 & & 0.124 & 0.634 & & & 0.245 & & & & \textbf{0.929}\\ -\verb+occupancy+ & & & \textbf{0.582} & 0.369 & & 0.482 & 0.405 & & & F/T & & & & 0.341\\ -\verb+run_log+ & & & \textbf{0.446} & 0.380 & & 0.200 & 0.304 & & & 0.275 & & & & \textbf{0.446}\\ +\verb+apple+ & & & \textbf{0.916} & 0.445 & & 0.745 & 0.634 & & & F/T & & & & 0.594\\ +\verb+bee_waggle_6+ & & & \textbf{0.929} & 0.481 & & 0.233 & 0.634 & & & 0.245 & & & & \textbf{0.929}\\ +\verb+occupancy+ & & & 0.919 & 0.735 & & \textbf{0.932} & 0.812 & & & F/T & & & & 0.341\\ +\verb+run_log+ & & & \textbf{1.000} & 0.469 & & 0.990 & 0.909 & & & 0.380 & & & & 0.446\\ \hline \end{tabular} diff --git a/analysis/output/tables/best_f1_multi_avg.json b/analysis/output/tables/best_f1_multi_avg.json index aeccd164..c0124923 100644 --- a/analysis/output/tables/best_f1_multi_avg.json +++ b/analysis/output/tables/best_f1_multi_avg.json @@ -1,7 +1,7 @@ { - "bocpd": 0.718040907733408, - "bocpdms": 0.3862673506325448, - "ecp": 0.38790015348968676, - "kcpa": 0.4560758392509358, + "bocpd": 0.9407049491956461, + "bocpdms": 0.5327627944865245, + "ecp": 0.7251421388666226, + "kcpa": 0.7473036444833079, "zero": 0.5771739603118445 } diff --git a/analysis/output/tables/best_f1_uni_avg.json b/analysis/output/tables/best_f1_uni_avg.json index 38e6be24..712dfa10 100644 --- a/analysis/output/tables/best_f1_uni_avg.json +++ b/analysis/output/tables/best_f1_uni_avg.json @@ -1,15 +1,15 @@ { - "amoc": 0.7827330244626048, - "binseg": 0.8031280093237617, - "bocpd": 0.8307501589195349, - "bocpdms": 0.568782994696522, - "cpnp": 0.5669381324304421, - "ecp": 0.7060062858372516, - "kcpa": 0.5890673779576903, - "pelt": 0.7028636492743974, - "prophet": 0.5056771261253178, - "rfpop": 0.39155673412323544, - "segneigh": 0.8064026485290847, - "wbs": 0.3904386889845699, + "amoc": 0.7989121074618578, + 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0.5874125874125874, + "rfpop": 0.7142857142857143, "segneigh": 0.9655172413793104, - "wbs": 0.5, + "wbs": 0.7142857142857143, "zero": 0.6363636363636364 }, "scanline_126007": { - "amoc": 0.6444007858546169, - "binseg": 0.6444007858546169, - "bocpd": 0.6444007858546169, - "bocpdms": 0.5071618037135279, - "cpnp": 0.23268698060941828, - "ecp": 0.32459016393442625, - "kcpa": 0.47783251231527096, - "pelt": 0.23268698060941828, + "amoc": 0.7102803738317757, + "binseg": 0.92018779342723, + "bocpd": 0.9207419898819562, + "bocpdms": 0.8290924975428633, + "cpnp": 0.9057562076749436, + "ecp": 0.8698710433763189, + "kcpa": 0.8383751080380293, + "pelt": 0.8892508143322476, "prophet": 0.6444007858546169, "rbocpdms": null, - "rfpop": 0.09743366681165723, - "segneigh": 0.6444007858546169, - "wbs": 0.12486187845303864, + "rfpop": 0.6494735235769876, + "segneigh": 0.8892508143322476, + "wbs": 0.8175710594315245, "zero": 0.6444007858546169 }, "scanline_42049": { "amoc": 0.4845005740528128, - "binseg": 0.8630490956072351, + "binseg": 0.8790697674418604, "bocpd": 0.9622641509433963, - "bocpdms": 0.7819548872180451, - "cpnp": 0.6092446448703495, - "ecp": 0.8151848151848151, + "bocpdms": 0.8891703609879671, + "cpnp": 0.7126153846153847, + "ecp": 0.9095415117719949, "kcpa": 0.9076751946607342, - "pelt": 0.7898134863701578, - "prophet": 0.20150375939849624, + "pelt": 0.9095415117719949, + "prophet": 0.2693467336683417, "rbocpdms": null, - "rfpop": 0.2618896639188332, - "segneigh": 0.7994542974079127, - "wbs": 0.5224071702944942, + "rfpop": 0.45965498052309406, + "segneigh": 0.9095415117719949, + "wbs": 0.6496815286624205, "zero": 0.2756368386675375 }, "seatbelts": { @@ -506,25 +506,25 @@ "pelt": 0.6829268292682926, "prophet": 0.45161290322580644, "rbocpdms": 0.3829787234042553, - "rfpop": 0.45600000000000007, + "rfpop": 0.562962962962963, "segneigh": 0.735483870967742, "wbs": 0.5833333333333334, "zero": 0.6206896551724138 }, "shanghai_license": { "amoc": 0.9655172413793104, - "binseg": 0.6363636363636364, - "bocpd": 0.6363636363636364, - "bocpdms": 0.4912280701754385, + "binseg": 0.8679245283018869, + "bocpd": 0.8679245283018869, + "bocpdms": 0.605263157894737, "cpnp": 0.6, - "ecp": 0.625, - "kcpa": 0.2738095238095238, - "pelt": 0.605263157894737, + "ecp": 0.8679245283018869, + "kcpa": 0.4646464646464646, + "pelt": 0.8679245283018869, "prophet": 0.5316455696202531, "rbocpdms": 0.3888888888888889, - "rfpop": 0.23076923076923078, - "segneigh": 0.6363636363636364, - "wbs": 0.25, + "rfpop": 0.3571428571428571, + "segneigh": 0.8679245283018869, + "wbs": 0.3846153846153846, "zero": 0.6363636363636364 }, "uk_coal_employ": { @@ -536,7 +536,7 @@ "ecp": 0.5132743362831859, "kcpa": 0.5132743362831859, "pelt": null, - "prophet": 0.5512820512820513, + "prophet": 0.6394052044609666, "rbocpdms": null, "rfpop": null, "segneigh": null, @@ -548,15 +548,15 @@ "binseg": 0.888888888888889, "bocpd": 0.8764044943820225, "bocpdms": 0.5924050632911392, - "cpnp": 0.6719367588932806, - "ecp": 0.7112068965517241, - "kcpa": 0.6778163458504259, + "cpnp": 0.7472527472527473, + "ecp": 0.7548806941431669, + "kcpa": 0.7438409023449095, "pelt": 0.787878787878788, "prophet": 0.5663082437275986, "rbocpdms": null, - "rfpop": 0.4660194174757282, + "rfpop": 0.6280373831775701, "segneigh": 0.787878787878788, - "wbs": 0.6575342465753424, + "wbs": 0.8012139605462821, "zero": 0.5663082437275986 }, "us_population": { @@ -572,23 +572,23 @@ "rbocpdms": null, "rfpop": 0.888888888888889, "segneigh": 0.888888888888889, - "wbs": 0.07692307692307693, + "wbs": 0.11320754716981131, "zero": 0.888888888888889 }, "usd_isk": { "amoc": 0.7854251012145749, - "binseg": 0.6565143824027072, + "binseg": 0.7044025157232705, "bocpd": 0.7854251012145749, "bocpdms": 0.6782608695652174, - "cpnp": 0.562929061784897, + "cpnp": 0.6735112936344968, "ecp": 0.7854251012145749, - "kcpa": 0.4621676891615542, + "kcpa": 0.601063829787234, "pelt": 0.6565143824027072, "prophet": 0.48866498740554154, - "rbocpdms": 0.38537271448663846, - "rfpop": 0.18181818181818182, + "rbocpdms": 0.5098039215686274, + "rfpop": 0.4615384615384615, "segneigh": 0.6782608695652174, - "wbs": 0.33333333333333337, + "wbs": 0.6363636363636364, "zero": 0.48866498740554154 }, "well_log": { @@ -599,11 +599,11 @@ "cpnp": 0.8216588221334492, "ecp": 0.9281744335185976, "kcpa": 0.7763426240652617, - "pelt": 0.8320663441603318, + "pelt": 0.873003802281369, "prophet": 0.14883148831488316, "rbocpdms": null, "rfpop": 0.9225874867444326, - "segneigh": 0.8320663441603318, + "segneigh": 0.873003802281369, "wbs": 0.8320663441603318, "zero": 0.23702252693437809 } diff --git a/analysis/output/tables/default_f1_combined_full.tex b/analysis/output/tables/default_f1_combined_full.tex index 4816db2d..f425bc75 100644 --- a/analysis/output/tables/default_f1_combined_full.tex +++ b/analysis/output/tables/default_f1_combined_full.tex @@ -2,47 +2,47 @@ Dataset & \textsc{amoc} & \textsc{binseg} & \textsc{bocpd} & \textsc{bocpdms} & \textsc{cpnp} & \textsc{ecp} & \textsc{kcpa} & \textsc{pelt} & \textsc{prophet} & \textsc{rbocpdms} & \textsc{rfpop} & \textsc{segneigh} & \textsc{wbs} & \textsc{zero}\\ \hline \verb+bank+ & 0.667 & 0.400 & 0.047 & 0.118 & 0.044 & 0.154 & 0.008 & 0.400 & 0.154 & 0.333 & 0.015 & 0.333 & 0.039 & \textbf{1.000}\\ -\verb+bitcoin+ & 0.367 & 0.278 & \textbf{0.550} & 0.269 & 0.402 & 0.285 & 0.044 & 0.473 & 0.354 & F & 0.186 & 0.473 & 0.279 & 0.450\\ -\verb+brent_spot+ & 0.272 & 0.416 & 0.387 & 0.239 & \textbf{0.555} & 0.418 & 0.048 & 0.402 & 0.173 & 0.321 & 0.375 & 0.366 & 0.354 & 0.315\\ -\verb+businv+ & 0.455 & 0.370 & 0.270 & 0.370 & 0.304 & 0.179 & 0.024 & 0.370 & 0.275 & 0.312 & 0.170 & 0.312 & 0.188 & \textbf{0.588}\\ -\verb+centralia+ & \textbf{0.763} & 0.625 & 0.625 & 0.595 & 0.625 & \textbf{0.763} & 0.200 & 0.625 & \textbf{0.763} & 0.458 & 0.400 & 0.625 & 0.143 & \textbf{0.763}\\ -\verb+children_per_woman+ & 0.472 & 0.472 & \textbf{0.525} & 0.337 & 0.208 & 0.216 & 0.026 & 0.472 & 0.310 & 0.288 & 0.113 & 0.337 & 0.111 & 0.507\\ -\verb+co2_canada+ & 0.544 & 0.691 & 0.619 & 0.265 & 0.578 & \textbf{0.817} & 0.107 & 0.661 & 0.482 & 0.381 & 0.407 & 0.661 & 0.356 & 0.361\\ -\verb+construction+ & 0.516 & 0.547 & 0.481 & 0.410 & 0.359 & 0.430 & 0.019 & 0.547 & 0.324 & 0.480 & 0.115 & 0.547 & 0.248 & \textbf{0.696}\\ -\verb+debt_ireland+ & 0.469 & \textbf{0.760} & \textbf{0.760} & 0.611 & \textbf{0.760} & 0.469 & 0.261 & \textbf{0.760} & 0.469 & 0.530 & 0.462 & \textbf{0.760} & 0.273 & 0.469\\ +\verb+bitcoin+ & 0.367 & 0.426 & \textbf{0.692} & 0.269 & 0.463 & 0.338 & 0.092 & 0.672 & 0.446 & F & 0.284 & 0.672 & 0.464 & 0.450\\ +\verb+brent_spot+ & 0.272 & 0.483 & 0.521 & 0.239 & \textbf{0.607} & 0.478 & 0.104 & 0.465 & 0.249 & 0.321 & 0.490 & 0.431 & 0.516 & 0.315\\ +\verb+businv+ & 0.455 & 0.370 & 0.270 & 0.370 & 0.304 & 0.301 & 0.047 & 0.370 & 0.275 & 0.312 & 0.245 & 0.312 & 0.230 & \textbf{0.588}\\ +\verb+centralia+ & 0.763 & 0.909 & 0.909 & 0.846 & 0.909 & 0.763 & 0.714 & 0.909 & 0.763 & 0.846 & \textbf{1.000} & 0.909 & 0.556 & 0.763\\ +\verb+children_per_woman+ & 0.618 & 0.618 & \textbf{0.637} & 0.337 & 0.326 & 0.349 & 0.068 & 0.618 & 0.310 & 0.288 & 0.246 & 0.337 & 0.271 & 0.507\\ +\verb+co2_canada+ & 0.544 & 0.691 & 0.619 & 0.265 & 0.578 & \textbf{0.817} & 0.169 & 0.661 & 0.482 & 0.381 & 0.569 & 0.661 & 0.520 & 0.361\\ +\verb+construction+ & 0.516 & \textbf{0.709} & 0.634 & 0.410 & 0.602 & 0.574 & 0.038 & \textbf{0.709} & 0.324 & 0.480 & 0.185 & \textbf{0.709} & 0.316 & 0.696\\ +\verb+debt_ireland+ & 0.469 & 0.760 & 0.760 & 0.611 & 0.760 & 0.469 & 0.519 & 0.760 & 0.469 & 0.530 & \textbf{0.824} & 0.760 & 0.538 & 0.469\\ \verb+gdp_argentina+ & 0.889 & 0.889 & \textbf{0.947} & 0.583 & 0.818 & 0.824 & 0.131 & 0.889 & 0.615 & 0.452 & 0.571 & \textbf{0.947} & 0.148 & 0.824\\ \verb+gdp_croatia+ & 0.583 & 0.583 & \textbf{1.000} & 0.583 & \textbf{1.000} & 0.824 & 0.160 & 0.583 & 0.824 & 0.452 & 0.400 & 0.583 & 0.167 & 0.824\\ -\verb+gdp_iran+ & 0.492 & 0.492 & 0.424 & 0.492 & 0.330 & \textbf{0.652} & 0.100 & 0.492 & \textbf{0.652} & 0.395 & 0.316 & 0.395 & 0.113 & \textbf{0.652}\\ +\verb+gdp_iran+ & 0.492 & 0.492 & 0.622 & 0.492 & 0.330 & \textbf{0.652} & 0.219 & 0.492 & \textbf{0.652} & 0.395 & 0.609 & 0.395 & 0.246 & \textbf{0.652}\\ \verb+gdp_japan+ & 0.615 & 0.615 & 0.800 & 0.471 & 0.667 & \textbf{0.889} & 0.068 & 0.615 & \textbf{0.889} & 0.667 & 0.190 & 0.615 & 0.077 & \textbf{0.889}\\ -\verb+global_co2+ & 0.634 & 0.634 & 0.481 & 0.458 & 0.242 & 0.481 & 0.036 & 0.481 & 0.142 & 0.458 & 0.110 & 0.481 & 0.038 & \textbf{0.846}\\ -\verb+homeruns+ & 0.577 & 0.577 & 0.370 & 0.356 & 0.301 & 0.448 & 0.018 & 0.577 & 0.218 & 0.337 & 0.133 & 0.397 & 0.100 & \textbf{0.659}\\ -\verb+iceland_tourism+ & 0.643 & 0.643 & 0.486 & 0.391 & 0.391 & 0.391 & 0.010 & 0.643 & 0.220 & 0.400 & 0.105 & 0.486 & 0.105 & \textbf{0.947}\\ -\verb+jfk_passengers+ & 0.559 & 0.559 & 0.264 & 0.358 & 0.430 & 0.264 & 0.009 & 0.559 & 0.354 & 0.347 & 0.189 & 0.437 & 0.264 & \textbf{0.723}\\ -\verb+lga_passengers+ & 0.422 & 0.305 & 0.399 & 0.297 & 0.264 & 0.392 & 0.021 & 0.305 & 0.366 & 0.348 & 0.262 & 0.264 & 0.245 & \textbf{0.535}\\ +\verb+global_co2+ & \textbf{0.929} & \textbf{0.929} & 0.754 & 0.458 & 0.421 & 0.754 & 0.167 & 0.754 & 0.463 & 0.458 & 0.293 & 0.754 & 0.179 & 0.846\\ +\verb+homeruns+ & \textbf{0.812} & \textbf{0.812} & 0.729 & 0.552 & 0.604 & 0.675 & 0.133 & \textbf{0.812} & 0.723 & 0.508 & 0.661 & 0.397 & 0.593 & 0.659\\ +\verb+iceland_tourism+ & 0.643 & 0.643 & 0.486 & 0.391 & 0.391 & 0.391 & 0.021 & 0.643 & 0.220 & 0.667 & 0.200 & 0.486 & 0.200 & \textbf{0.947}\\ +\verb+jfk_passengers+ & \textbf{0.776} & \textbf{0.776} & 0.437 & 0.559 & 0.574 & 0.437 & 0.026 & \textbf{0.776} & 0.354 & 0.347 & 0.344 & 0.650 & 0.437 & 0.723\\ +\verb+lga_passengers+ & 0.422 & 0.438 & \textbf{0.630} & 0.297 & 0.606 & 0.392 & 0.054 & 0.438 & 0.366 & 0.348 & 0.498 & 0.395 & 0.524 & 0.535\\ \verb+measles+ & \textbf{0.947} & \textbf{0.947} & 0.069 & 0.124 & 0.118 & 0.069 & 0.004 & 0.124 & 0.391 & 0.117 & 0.030 & 0.327 & 0.039 & \textbf{0.947}\\ \verb+nile+ & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.800 & \textbf{1.000} & \textbf{1.000} & 0.040 & \textbf{1.000} & 0.824 & 0.452 & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.824\\ \verb+ozone+ & 0.531 & 0.650 & 0.650 & 0.531 & 0.750 & 0.723 & 0.109 & \textbf{1.000} & 0.723 & 0.559 & 0.375 & \textbf{1.000} & 0.113 & 0.723\\ -\verb+quality_control_1+ & \textbf{1.000} & \textbf{1.000} & 0.800 & 0.667 & 0.667 & 0.667 & 0.013 & \textbf{1.000} & 0.500 & 0.667 & 0.667 & \textbf{1.000} & 0.571 & 0.667\\ -\verb+quality_control_2+ & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.667 & \textbf{1.000} & \textbf{1.000} & 0.014 & \textbf{1.000} & 0.545 & 0.667 & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.750\\ -\verb+quality_control_3+ & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.667 & 0.571 & \textbf{1.000} & 0.011 & \textbf{1.000} & 0.667 & 0.333 & 0.286 & \textbf{1.000} & \textbf{1.000} & 0.667\\ -\verb+quality_control_4+ & 0.576 & 0.565 & 0.397 & 0.438 & 0.361 & 0.282 & 0.008 & 0.558 & 0.191 & 0.360 & 0.073 & 0.558 & 0.077 & \textbf{0.780}\\ +\verb+quality_control_1+ & \textbf{1.000} & \textbf{1.000} & 0.800 & 0.667 & 0.667 & 0.667 & 0.025 & \textbf{1.000} & 0.500 & 0.667 & 0.667 & \textbf{1.000} & 0.571 & 0.667\\ +\verb+quality_control_2+ & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.667 & \textbf{1.000} & \textbf{1.000} & 0.028 & \textbf{1.000} & 0.545 & 0.667 & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.750\\ +\verb+quality_control_3+ & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.667 & 0.571 & \textbf{1.000} & 0.022 & \textbf{1.000} & 0.667 & 0.333 & 0.286 & \textbf{1.000} & \textbf{1.000} & 0.667\\ +\verb+quality_control_4+ & 0.810 & \textbf{0.873} & 0.658 & 0.438 & 0.608 & 0.393 & 0.028 & 0.726 & 0.335 & 0.360 & 0.233 & 0.726 & 0.246 & 0.780\\ \verb+quality_control_5+ & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.500 & \textbf{1.000} & \textbf{1.000} & 0.006 & \textbf{1.000} & \textbf{1.000} & 0.500 & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & \textbf{1.000}\\ -\verb+rail_lines+ & \textbf{0.846} & \textbf{0.846} & \textbf{0.846} & 0.349 & 0.778 & 0.537 & 0.105 & \textbf{0.846} & 0.423 & 0.349 & 0.333 & \textbf{0.846} & 0.108 & 0.537\\ -\verb+ratner_stock+ & \textbf{0.776} & 0.683 & 0.526 & 0.333 & 0.126 & 0.201 & 0.013 & 0.650 & 0.280 & 0.559 & 0.092 & 0.683 & 0.115 & 0.571\\ -\verb+robocalls+ & 0.800 & 0.800 & \textbf{0.966} & 0.516 & 0.832 & 0.636 & 0.111 & 0.800 & 0.636 & 0.410 & 0.500 & \textbf{0.966} & 0.113 & 0.636\\ -\verb+scanline_126007+ & 0.524 & 0.259 & 0.220 & 0.379 & 0.233 & 0.300 & 0.009 & 0.188 & \textbf{0.644} & F & 0.097 & 0.297 & 0.078 & \textbf{0.644}\\ -\verb+scanline_42049+ & 0.485 & 0.713 & \textbf{0.962} & 0.735 & 0.608 & 0.580 & 0.063 & 0.744 & 0.202 & 0.390 & 0.262 & 0.684 & 0.276 & 0.276\\ -\verb+seatbelts+ & 0.474 & \textbf{0.683} & 0.583 & 0.383 & 0.509 & 0.321 & 0.041 & \textbf{0.683} & 0.452 & 0.383 & 0.396 & 0.583 & 0.583 & 0.621\\ -\verb+shanghai_license+ & 0.605 & 0.605 & 0.465 & 0.491 & 0.437 & 0.541 & 0.029 & 0.605 & 0.532 & 0.326 & 0.231 & 0.465 & 0.130 & \textbf{0.636}\\ -\verb+uk_coal_employ+ & M & M & M & 0.495 & M & 0.513 & 0.513 & M & \textbf{0.551} & M & M & M & M & 0.513\\ -\verb+unemployment_nl+ & 0.566 & \textbf{0.876} & 0.610 & 0.592 & 0.610 & 0.620 & 0.093 & 0.773 & 0.566 & 0.495 & 0.466 & 0.773 & 0.397 & 0.566\\ -\verb+us_population+ & \textbf{1.000} & 0.667 & 0.216 & 0.471 & 0.216 & 0.174 & 0.005 & 0.471 & 0.159 & 0.242 & 0.889 & 0.320 & 0.077 & 0.889\\ -\verb+usd_isk+ & \textbf{0.785} & 0.657 & 0.609 & 0.678 & 0.409 & 0.518 & 0.024 & 0.657 & 0.489 & 0.282 & 0.167 & 0.657 & 0.188 & 0.489\\ -\verb+well_log+ & 0.279 & 0.534 & 0.796 & 0.769 & 0.822 & 0.818 & 0.052 & 0.555 & 0.149 & 0.578 & \textbf{0.923} & 0.485 & 0.724 & 0.237\\ +\verb+rail_lines+ & 0.846 & 0.846 & 0.846 & 0.349 & \textbf{0.966} & 0.537 & 0.200 & 0.846 & 0.423 & 0.349 & 0.571 & 0.846 & 0.205 & 0.537\\ +\verb+ratner_stock+ & 0.776 & \textbf{0.824} & 0.783 & 0.500 & 0.306 & 0.282 & 0.034 & 0.650 & 0.280 & 0.559 & 0.203 & \textbf{0.824} & 0.250 & 0.571\\ +\verb+robocalls+ & 0.800 & 0.800 & \textbf{0.966} & 0.696 & 0.832 & 0.636 & 0.179 & 0.800 & 0.636 & 0.593 & 0.714 & \textbf{0.966} & 0.182 & 0.636\\ +\verb+scanline_126007+ & 0.710 & 0.739 & 0.820 & 0.767 & \textbf{0.889} & 0.732 & 0.101 & 0.759 & 0.644 & F & 0.649 & 0.732 & 0.616 & 0.644\\ +\verb+scanline_42049+ & 0.485 & 0.713 & \textbf{0.962} & 0.844 & 0.705 & 0.580 & 0.164 & 0.804 & 0.269 & 0.390 & 0.460 & 0.748 & 0.571 & 0.276\\ +\verb+seatbelts+ & 0.474 & \textbf{0.683} & 0.583 & 0.383 & 0.509 & 0.321 & 0.051 & \textbf{0.683} & 0.452 & 0.383 & 0.494 & 0.583 & 0.583 & 0.621\\ +\verb+shanghai_license+ & \textbf{0.868} & \textbf{0.868} & 0.713 & 0.491 & 0.437 & 0.698 & 0.048 & \textbf{0.868} & 0.532 & 0.326 & 0.357 & 0.713 & 0.208 & 0.636\\ +\verb+uk_coal_employ+ & M & M & M & 0.495 & M & 0.513 & 0.513 & M & \textbf{0.639} & M & M & M & M & 0.513\\ +\verb+unemployment_nl+ & 0.566 & \textbf{0.876} & 0.683 & 0.592 & 0.683 & 0.620 & 0.145 & 0.773 & 0.566 & 0.495 & 0.549 & 0.773 & 0.571 & 0.566\\ +\verb+us_population+ & \textbf{1.000} & 0.667 & 0.216 & 0.471 & 0.216 & 0.174 & 0.007 & 0.471 & 0.159 & 0.242 & 0.889 & 0.320 & 0.077 & 0.889\\ +\verb+usd_isk+ & \textbf{0.785} & 0.657 & 0.609 & 0.678 & 0.504 & 0.661 & 0.079 & 0.657 & 0.489 & 0.282 & 0.390 & 0.657 & 0.513 & 0.489\\ +\verb+well_log+ & 0.279 & 0.534 & 0.796 & 0.769 & 0.822 & 0.818 & 0.069 & 0.555 & 0.149 & 0.578 & \textbf{0.923} & 0.485 & 0.724 & 0.237\\ \hline -\verb+apple+ & & & 0.247 & 0.142 & & 0.247 & 0.006 & & & 0.373 & & & & \textbf{0.594}\\ -\verb+bee_waggle_6+ & & & 0.062 & 0.481 & & 0.124 & 0.003 & & & 0.218 & & & & \textbf{0.929}\\ -\verb+occupancy+ & & & 0.259 & 0.203 & & \textbf{0.387} & 0.015 & & & 0.163 & & & & 0.341\\ -\verb+run_log+ & & & 0.182 & 0.319 & & 0.195 & 0.014 & & & 0.244 & & & & \textbf{0.446}\\ +\verb+apple+ & & & 0.513 & 0.318 & & 0.513 & 0.029 & & & 0.373 & & & & \textbf{0.594}\\ +\verb+bee_waggle_6+ & & & 0.121 & 0.481 & & 0.124 & 0.010 & & & 0.218 & & & & \textbf{0.929}\\ +\verb+occupancy+ & & & \textbf{0.807} & 0.496 & & 0.750 & 0.107 & & & 0.290 & & & & 0.341\\ +\verb+run_log+ & & & \textbf{1.000} & 0.420 & & 0.792 & 0.139 & & & 0.543 & & & & 0.446\\ \hline \end{tabular} diff --git a/analysis/output/tables/default_f1_multi_avg.json b/analysis/output/tables/default_f1_multi_avg.json index f90a9d2b..037240d3 100644 --- a/analysis/output/tables/default_f1_multi_avg.json +++ b/analysis/output/tables/default_f1_multi_avg.json @@ -1,8 +1,8 @@ { - "bocpd": 0.18760009622112495, - "bocpdms": 0.2863800722335245, - "ecp": 0.23828457433188238, - "kcpa": 0.009455518272524471, - "rbocpdms": 0.24971838871416588, + "bocpd": 0.6103182356052523, + "bocpdms": 0.42879059786764134, + "ecp": 0.544657306564781, + "kcpa": 0.0710941346893439, + "rbocpdms": 0.35591520566367624, "zero": 0.5771739603118445 } diff --git a/analysis/output/tables/default_f1_uni_avg.json b/analysis/output/tables/default_f1_uni_avg.json index cec60f43..7e88cef1 100644 --- a/analysis/output/tables/default_f1_uni_avg.json +++ b/analysis/output/tables/default_f1_uni_avg.json @@ -1,16 +1,16 @@ { - "amoc": 0.6640790939070127, - "binseg": 0.6801451061962296, - "bocpd": 0.6109178945811512, - "bocpdms": 0.47562708146270294, - "cpnp": 0.5340133123860371, - "ecp": 0.5514092429795647, - "kcpa": 0.05681409056362388, - "pelt": 0.6527961379171128, - "prophet": 0.45594342708633, - "rbocpdms": 0.4179119126195535, - "rfpop": 0.3720949663003199, - "segneigh": 0.6255775512246301, - "wbs": 0.29950025277506126, + "amoc": 0.7037111707491961, + "binseg": 0.7443997777983046, + "bocpd": 0.689621795393962, + "bocpdms": 0.5071366573221537, + "cpnp": 0.6066944015983982, + "ecp": 0.5977104072816342, + "kcpa": 0.11100654565605475, + "pelt": 0.7099924057983469, + "prophet": 0.4877416710107917, + "rbocpdms": 0.4467137286594308, + "rfpop": 0.4994526602666444, + "segneigh": 0.6755447125972692, + "wbs": 0.41170625433415853, "zero": 0.6689673850347647 } diff --git a/analysis/output/tables/default_f1_uni_full.json b/analysis/output/tables/default_f1_uni_full.json index 4cf72c98..49935b1b 100644 --- a/analysis/output/tables/default_f1_uni_full.json +++ b/analysis/output/tables/default_f1_uni_full.json @@ -17,34 +17,34 @@ }, "bitcoin": { "amoc": 0.36708860759493667, - "binseg": 0.27786259541984737, - "bocpd": 0.549618320610687, + "binseg": 0.42573099415204685, + "bocpd": 0.6923076923076923, "bocpdms": 0.2685185185185185, - "cpnp": 0.4020797227036395, - "ecp": 0.28509719222462204, - "kcpa": 0.04419889502762431, - "pelt": 0.473469387755102, - "prophet": 0.35394862036156044, + "cpnp": 0.46251993620414666, + "ecp": 0.3381147540983606, + "kcpa": 0.09164420485175202, + "pelt": 0.672463768115942, + "prophet": 0.4460431654676259, 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"businv": { @@ -53,46 +53,46 @@ "bocpd": 0.27027027027027023, "bocpdms": 0.3703703703703703, "cpnp": 0.30400000000000005, - "ecp": 0.1794871794871795, - "kcpa": 0.024024024024024027, + "ecp": 0.30107526881720426, + "kcpa": 0.04747774480712166, "pelt": 0.3703703703703703, "prophet": 0.27530364372469635, "rbocpdms": 0.3125, - "rfpop": 0.1702127659574468, + "rfpop": 0.24489795918367346, "segneigh": 0.3125, - "wbs": 0.18848167539267016, + "wbs": 0.22959183673469385, "zero": 0.5882352941176471 }, "centralia": { "amoc": 0.7628865979381444, - "binseg": 0.625, - "bocpd": 0.625, - "bocpdms": 0.5945945945945946, - "cpnp": 0.625, + "binseg": 0.9090909090909091, + "bocpd": 0.9090909090909091, + "bocpdms": 0.8461538461538461, + "cpnp": 0.9090909090909091, "ecp": 0.7628865979381444, - "kcpa": 0.19999999999999998, - "pelt": 0.625, + "kcpa": 0.7142857142857143, + "pelt": 0.9090909090909091, "prophet": 0.7628865979381444, - "rbocpdms": 0.45833333333333337, - "rfpop": 0.4, - "segneigh": 0.625, - "wbs": 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"ecp": 0.8169458606457879, - "kcpa": 0.10738255033557045, + "kcpa": 0.1688311688311688, "pelt": 0.6613545816733067, "prophet": 0.48212083847102344, "rbocpdms": 0.38053097345132747, - "rfpop": 0.4065792855307119, + "rfpop": 0.5687485701212537, "segneigh": 0.6613545816733067, - "wbs": 0.35555555555555557, + "wbs": 0.52, "zero": 0.36097560975609755 }, "construction": { "amoc": 0.5161290322580646, - "binseg": 0.5473684210526316, - "bocpd": 0.48148148148148145, + "binseg": 0.7090909090909091, + "bocpd": 0.6341463414634146, "bocpdms": 0.4102564102564102, - "cpnp": 0.358974358974359, - "ecp": 0.42975206611570255, - "kcpa": 0.01923076923076923, - "pelt": 0.5473684210526316, + "cpnp": 0.6021505376344086, + "ecp": 0.5735294117647058, + "kcpa": 0.03809523809523809, + "pelt": 0.7090909090909091, "prophet": 0.32432432432432434, "rbocpdms": 0.48, - "rfpop": 0.11538461538461538, - "segneigh": 0.5473684210526316, - "wbs": 0.247787610619469, + "rfpop": 0.1851851851851852, + "segneigh": 0.7090909090909091, + "wbs": 0.3163841807909604, "zero": 0.6956521739130436 }, "debt_ireland": { @@ -134,13 +134,13 @@ "bocpdms": 0.611111111111111, "cpnp": 0.7603305785123966, "ecp": 0.4693877551020408, - "kcpa": 0.2608695652173913, + "kcpa": 0.5185185185185185, "pelt": 0.7603305785123966, "prophet": 0.4693877551020408, "rbocpdms": 0.5301204819277109, - "rfpop": 0.4615384615384615, + "rfpop": 0.8235294117647058, "segneigh": 0.7603305785123966, - "wbs": 0.2727272727272727, + "wbs": 0.5384615384615384, "zero": 0.4693877551020408 }, "gdp_argentina": { @@ -178,17 +178,17 @@ "gdp_iran": { "amoc": 0.4915254237288136, "binseg": 0.4915254237288136, - "bocpd": 0.4242424242424242, + "bocpd": 0.6222222222222222, "bocpdms": 0.4915254237288136, "cpnp": 0.3295454545454546, "ecp": 0.651685393258427, - "kcpa": 0.1, + "kcpa": 0.21875, "pelt": 0.4915254237288136, "prophet": 0.651685393258427, "rbocpdms": 0.39455782312925175, - "rfpop": 0.3157894736842105, + "rfpop": 0.6086956521739131, "segneigh": 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