diff options
Diffstat (limited to 'analysis/output/tables')
18 files changed, 2613 insertions, 0 deletions
diff --git a/analysis/output/tables/aggregate_table.tex b/analysis/output/tables/aggregate_table.tex new file mode 100644 index 00000000..fc542fb3 --- /dev/null +++ b/analysis/output/tables/aggregate_table.tex @@ -0,0 +1,29 @@ +\begin{tabular}{lrrrr} +Univariate & \multicolumn{2}{c}{Default} & \multicolumn{2}{c}{Best} \\ + & Cover & F1 & Cover & F1 \\ +\hline +\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} \\ +\textsc{bocpdms} & 0.633 & 0.476 & 0.744 & 0.569 \\ +\textsc{cpnp} & 0.535 & 0.534 & 0.552 & 0.567 \\ +\textsc{ecp} & 0.523 & 0.551 & 0.720 & 0.706 \\ +\textsc{kcpa} & 0.062 & 0.057 & 0.626 & 0.589 \\ +\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 & & \\ +\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 \\ +\hline +& & & & \\ +Multivariate & \multicolumn{2}{c}{Default} & \multicolumn{2}{c}{Best} \\ + & Cover & F1 & Cover & F1 \\ +\hline +\textsc{bocpd} & 0.455 & 0.188 & \textbf{0.801} & \textbf{0.718} \\ +\textsc{bocpdms} & \textbf{0.486} & \textbf{0.286} & 0.623 & 0.386 \\ +\textsc{ecp} & 0.402 & 0.238 & 0.590 & 0.388 \\ +\textsc{kcpa} & 0.047 & 0.009 & 0.626 & 0.456 \\ +\textsc{rbocpdms} & 0.402 & 0.250 & & \\ +\hline +\end{tabular} diff --git a/analysis/output/tables/aggregate_table_wide.tex b/analysis/output/tables/aggregate_table_wide.tex new file mode 100644 index 00000000..37272f81 --- /dev/null +++ b/analysis/output/tables/aggregate_table_wide.tex @@ -0,0 +1,20 @@ +%% This table requires booktabs! +\begin{tabular}{lrr|rrrr|rr} + & \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} & \textbf{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 & & & & \\ +\cmidrule(r){1-1}\cmidrule(lr){2-5}\cmidrule(l){6-9} +\end{tabular} diff --git a/analysis/output/tables/best_cover_combined_full.tex b/analysis/output/tables/best_cover_combined_full.tex new file mode 100644 index 00000000..4d021db3 --- /dev/null +++ b/analysis/output/tables/best_cover_combined_full.tex @@ -0,0 +1,48 @@ +\begin{tabular}{lccccccccccccc} +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}\\ +\hline +\verb+bank+ & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.997 & 0.103 & 0.238 & 0.509 & 0.509 & \textbf{1.000} & T & 0.036 & \textbf{1.000} & 0.053\\ +\verb+bitcoin+ & 0.771 & 0.771 & \textbf{0.822} & 0.773 & 0.364 & 0.772 & 0.778 & 0.794 & 0.723 & T & 0.168 & 0.771 & 0.409\\ +\verb+brent_spot+ & 0.503 & 0.650 & \textbf{0.667} & 0.265 & 0.437 & 0.653 & 0.571 & 0.659 & 0.527 & T & 0.235 & 0.659 & 0.310\\ +\verb+businv+ & 0.574 & 0.562 & \textbf{0.693} & 0.459 & 0.402 & 0.690 & 0.405 & 0.647 & 0.539 & 0.459 & 0.123 & 0.647 & 0.154\\ +\verb+centralia+ & 0.675 & 0.675 & \textbf{0.753} & 0.650 & 0.675 & \textbf{0.753} & 0.675 & 0.675 & 0.675 & 0.624 & 0.568 & 0.675 & 0.253\\ +\verb+children_per_woman+ & \textbf{0.804} & 0.798 & 0.801 & 0.427 & 0.486 & 0.718 & 0.613 & 0.798 & 0.521 & 0.715 & 0.154 & 0.798 & 0.284\\ +\verb+co2_canada+ & 0.527 & 0.747 & \textbf{0.773} & 0.584 & 0.528 & 0.751 & 0.739 & 0.705 & 0.605 & 0.617 & 0.497 & 0.752 & 0.552\\ +\verb+construction+ & \textbf{0.629} & 0.575 & 0.585 & 0.571 & 0.375 & 0.524 & 0.395 & 0.423 & 0.561 & 0.575 & 0.154 & 0.575 & 0.300\\ +\verb+debt_ireland+ & 0.635 & 0.717 & 0.688 & 0.729 & 0.777 & \textbf{0.798} & 0.747 & 0.777 & 0.321 & 0.396 & 0.489 & 0.777 & 0.248\\ +\verb+gdp_argentina+ & \textbf{0.737} & \textbf{0.737} & \textbf{0.737} & 0.711 & 0.461 & \textbf{0.737} & 0.367 & 0.667 & 0.592 & 0.711 & 0.346 & \textbf{0.737} & 0.326\\ +\verb+gdp_croatia+ & \textbf{0.708} & \textbf{0.708} & \textbf{0.708} & 0.675 & \textbf{0.708} & \textbf{0.708} & 0.623 & \textbf{0.708} & \textbf{0.708} & \textbf{0.708} & 0.353 & \textbf{0.708} & 0.108\\ +\verb+gdp_iran+ & 0.583 & 0.583 & 0.583 & 0.611 & 0.448 & 0.583 & 0.505 & 0.505 & 0.583 & \textbf{0.692} & 0.248 & 0.583 & 0.295\\ +\verb+gdp_japan+ & \textbf{0.802} & \textbf{0.802} & \textbf{0.802} & 0.777 & 0.522 & \textbf{0.802} & 0.525 & \textbf{0.802} & \textbf{0.802} & \textbf{0.802} & 0.283 & \textbf{0.802} & 0.283\\ +\verb+global_co2+ & \textbf{0.758} & \textbf{0.758} & \textbf{0.758} & 0.745 & 0.381 & 0.665 & 0.602 & 0.743 & 0.284 & 0.745 & 0.368 & \textbf{0.758} & 0.338\\ +\verb+homeruns+ & \textbf{0.694} & 0.683 & \textbf{0.694} & 0.681 & 0.537 & \textbf{0.694} & 0.501 & 0.683 & 0.575 & 0.506 & 0.392 & 0.683 & 0.407\\ +\verb+iceland_tourism+ & \textbf{0.946} & \textbf{0.946} & \textbf{0.946} & 0.936 & 0.393 & 0.842 & 0.655 & 0.830 & 0.498 & 0.936 & 0.293 & \textbf{0.946} & 0.512\\ +\verb+jfk_passengers+ & 0.844 & 0.839 & 0.837 & \textbf{0.855} & 0.583 & 0.807 & 0.563 & 0.839 & 0.373 & T & 0.393 & 0.839 & 0.514\\ +\verb+lga_passengers+ & 0.434 & 0.541 & 0.547 & 0.475 & 0.478 & \textbf{0.653} & 0.536 & 0.534 & 0.446 & T & 0.426 & 0.543 & 0.501\\ +\verb+measles+ & \textbf{0.951} & \textbf{0.951} & \textbf{0.951} & 0.950 & 0.098 & 0.105 & 0.400 & 0.232 & 0.616 & F/T & 0.046 & \textbf{0.951} & 0.084\\ +\verb+nile+ & \textbf{0.888} & 0.880 & \textbf{0.888} & 0.870 & 0.880 & \textbf{0.888} & 0.758 & 0.880 & 0.758 & 0.876 & 0.880 & 0.880 & 0.880\\ +\verb+ozone+ & 0.721 & 0.600 & 0.602 & 0.735 & 0.458 & 0.676 & 0.451 & 0.635 & 0.574 & \textbf{0.755} & 0.358 & 0.627 & 0.309\\ +\verb+quality_control_1+ & \textbf{0.996} & 0.992 & \textbf{0.996} & 0.990 & 0.721 & 0.989 & 0.620 & 0.992 & 0.693 & 0.780 & 0.706 & 0.992 & 0.687\\ +\verb+quality_control_2+ & 0.927 & 0.922 & \textbf{0.927} & 0.921 & 0.922 & 0.927 & \textbf{0.927} & 0.922 & 0.723 & 0.637 & 0.922 & 0.922 & 0.922\\ +\verb+quality_control_3+ & \textbf{0.997} & 0.996 & \textbf{0.997} & 0.987 & 0.831 & \textbf{0.997} & \textbf{0.997} & 0.996 & 0.500 & T & 0.978 & 0.996 & 0.996\\ +\verb+quality_control_4+ & \textbf{0.742} & 0.673 & 0.673 & 0.670 & 0.508 & 0.540 & 0.535 & 0.673 & 0.673 & T & 0.077 & 0.673 & 0.506\\ +\verb+quality_control_5+ & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.994 & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.994 & \textbf{1.000} & \textbf{1.000} & \textbf{1.000}\\ +\verb+rail_lines+ & 0.786 & 0.786 & 0.768 & 0.769 & \textbf{0.786} & 0.768 & 0.773 & 0.786 & 0.534 & 0.769 & 0.482 & 0.786 & 0.103\\ +\verb+ratner_stock+ & 0.874 & 0.914 & 0.906 & 0.872 & 0.382 & 0.874 & 0.771 & \textbf{0.914} & 0.444 & T & 0.162 & \textbf{0.914} & 0.182\\ +\verb+robocalls+ & 0.666 & 0.788 & \textbf{0.808} & 0.741 & 0.677 & \textbf{0.808} & \textbf{0.808} & 0.760 & 0.601 & 0.682 & 0.569 & 0.760 & 0.559\\ +\verb+scanline_126007+ & 0.634 & 0.633 & 0.631 & \textbf{0.677} & 0.433 & 0.390 & 0.494 & 0.444 & 0.503 & T & 0.316 & 0.633 & 0.329\\ +\verb+scanline_42049+ & 0.425 & 0.861 & \textbf{0.892} & 0.875 & 0.577 & 0.862 & 0.860 & 0.862 & 0.441 & T & 0.257 & 0.862 & 0.690\\ +\verb+seatbelts+ & 0.683 & 0.797 & 0.800 & 0.630 & \textbf{0.809} & 0.800 & 0.702 & 0.797 & 0.635 & 0.533 & 0.660 & 0.797 & 0.727\\ +\verb+shanghai_license+ & \textbf{0.930} & 0.920 & 0.920 & 0.911 & 0.474 & 0.920 & 0.497 & 0.920 & 0.804 & 0.763 & 0.381 & 0.920 & 0.351\\ +\verb+uk_coal_employ+ & M & M & M & \textbf{0.504} & M & 0.356 & 0.356 & M & 0.481 & M & M & M & M\\ +\verb+unemployment_nl+ & 0.627 & 0.669 & \textbf{0.669} & 0.572 & 0.503 & 0.501 & 0.476 & 0.650 & 0.507 & F/T & 0.246 & 0.650 & 0.447\\ +\verb+us_population+ & \textbf{0.803} & \textbf{0.803} & 0.737 & 0.801 & 0.391 & 0.508 & 0.271 & 0.506 & 0.135 & T & \textbf{0.803} & \textbf{0.803} & 0.050\\ +\verb+usd_isk+ & 0.865 & 0.764 & 0.853 & \textbf{0.866} & 0.540 & 0.858 & 0.714 & 0.791 & 0.436 & 0.770 & 0.166 & 0.791 & 0.401\\ +\verb+well_log+ & 0.463 & 0.828 & 0.793 & 0.769 & 0.779 & \textbf{0.846} & 0.798 & 0.782 & 0.411 & T & 0.787 & 0.782 & 0.768\\ +\hline +\verb+apple+ & & & \textbf{0.846} & 0.720 & & 0.758 & 0.462 & & & F/T & & & \\ +\verb+bee_waggle_6+ & & & \textbf{0.891} & 0.889 & & 0.116 & 0.730 & & & 0.205 & & & \\ +\verb+occupancy+ & & & 0.645 & 0.556 & & \textbf{0.666} & 0.581 & & & F/T & & & \\ +\verb+run_log+ & & & \textbf{0.824} & 0.327 & & 0.819 & 0.729 & & & 0.329 & & & \\ +\hline +\end{tabular} diff --git a/analysis/output/tables/best_cover_multi_avg.json b/analysis/output/tables/best_cover_multi_avg.json new file mode 100644 index 00000000..1a265803 --- /dev/null +++ b/analysis/output/tables/best_cover_multi_avg.json @@ -0,0 +1,6 @@ +{ + "bocpd": 0.8014610836188212, + "bocpdms": 0.623177929675182, + "ecp": 0.5896897742279563, + "kcpa": 0.6257272238922049 +} diff --git a/analysis/output/tables/best_cover_uni_avg.json b/analysis/output/tables/best_cover_uni_avg.json new file mode 100644 index 00000000..a165b853 --- /dev/null +++ b/analysis/output/tables/best_cover_uni_avg.json @@ -0,0 +1,14 @@ +{ + "amoc": 0.7459885613899411, + "binseg": 0.7802450807698526, + "bocpd": 0.7893677883831502, + "bocpdms": 0.7437910669069924, + "cpnp": 0.5521057252492911, + "ecp": 0.7201127249564852, + "kcpa": 0.6259812215462993, + "pelt": 0.72544802722863, + "prophet": 0.5762221953717342, + "rfpop": 0.41415432945370306, + "segneigh": 0.783592466351048, + "wbs": 0.42803626569747943 +} diff --git a/analysis/output/tables/best_cover_uni_full.json b/analysis/output/tables/best_cover_uni_full.json new file mode 100644 index 00000000..4d518d66 --- /dev/null +++ b/analysis/output/tables/best_cover_uni_full.json @@ -0,0 +1,572 @@ +{ + "bank": { + "amoc": 1.0, + "binseg": 1.0, + "bocpd": 1.0, + "bocpdms": 0.9965576592082617, + "cpnp": 0.10327022375215147, + "ecp": 0.23752151462994836, + "kcpa": 0.5094664371772806, + "pelt": 0.5094664371772806, + "prophet": 1.0, + "rbocpdms": null, + "rfpop": 0.03614457831325301, + "segneigh": 1.0, + "wbs": 0.05335628227194492 + }, + "bitcoin": { + "amoc": 0.7707706590725811, + "binseg": 0.7712230785185206, + "bocpd": 0.8218751499362484, + "bocpdms": 0.7734172618691044, + "cpnp": 0.364280150953304, + "ecp": 0.771791096989872, + "kcpa": 0.7784573367419938, + "pelt": 0.7936372340800746, + "prophet": 0.7226106485390158, + "rbocpdms": null, + "rfpop": 0.16794573643410854, + "segneigh": 0.7712230785185206, + "wbs": 0.409493345209164 + }, + "brent_spot": { + "amoc": 0.5028414234471386, + "binseg": 0.6501765487475175, + "bocpd": 0.6670166047557559, + "bocpdms": 0.26496351807228913, + "cpnp": 0.43655051624508845, + "ecp": 0.652671419860276, + "kcpa": 0.5709867202012286, + "pelt": 0.6585704614415928, + "prophet": 0.5267413957201191, + "rbocpdms": null, + "rfpop": 0.23491099182381608, + "segneigh": 0.6585704614415928, + "wbs": 0.31014712103354664 + }, + "businv": { + "amoc": 0.5735800041718168, + "binseg": 0.5616385346323081, + "bocpd": 0.6934639833585337, + "bocpdms": 0.45893761338439826, + "cpnp": 0.40166105499438826, + "ecp": 0.6896418732782369, + "kcpa": 0.4047004028822211, + "pelt": 0.6471030804943848, + "prophet": 0.538569302841513, + "rbocpdms": 0.45893761338439826, + "rfpop": 0.1227128427128427, + "segneigh": 0.6471030804943848, + "wbs": 0.15422799422799421 + }, + "centralia": { + "amoc": 0.6746666666666667, + "binseg": 0.6746666666666667, + "bocpd": 0.7533333333333333, + "bocpdms": 0.6502564102564102, + "cpnp": 0.6746666666666667, + "ecp": 0.7533333333333333, + "kcpa": 0.6746666666666667, + "pelt": 0.6746666666666667, + "prophet": 0.6746666666666667, + "rbocpdms": 0.6235897435897436, + "rfpop": 0.5683333333333334, + "segneigh": 0.6746666666666667, + "wbs": 0.2533333333333333 + }, + "children_per_woman": { + "amoc": 0.8043846316761503, + "binseg": 0.7982556272643626, + "bocpd": 0.8012634416693543, + "bocpdms": 0.4271879654329124, + "cpnp": 0.48580005249759645, + "ecp": 0.7180537187470566, + "kcpa": 0.6130951300332053, + "pelt": 0.7982556272643626, + "prophet": 0.5208010335917312, + "rbocpdms": 0.7152983477067913, + "rfpop": 0.15409241920869826, + "segneigh": 0.7982556272643626, + "wbs": 0.2843853820598007 + }, + "co2_canada": { + "amoc": 0.5267191888742934, + "binseg": 0.746850755580038, + "bocpd": 0.772926509938741, + "bocpdms": 0.5835255294963175, + "cpnp": 0.5281222358078749, + "ecp": 0.7509102911262894, + "kcpa": 0.7393910176418691, + "pelt": 0.7051117348441817, + "prophet": 0.6052738096557918, + "rbocpdms": 0.6167070784423279, + "rfpop": 0.4966352996448755, + "segneigh": 0.7516527165934928, + "wbs": 0.5520636623107346 + }, + "construction": { + "amoc": 0.6285250381802105, + "binseg": 0.5746032369964917, + "bocpd": 0.5854539426091151, + "bocpdms": 0.5712959390806137, + "cpnp": 0.3745412598091821, + "ecp": 0.5244863926748338, + "kcpa": 0.39527377713373163, + "pelt": 0.4227346947723124, + "prophet": 0.5613415565464418, + "rbocpdms": 0.5749347601306438, + "rfpop": 0.1537453963797438, + "segneigh": 0.5746032369964917, + "wbs": 0.29963287533304633 + }, + "debt_ireland": { + "amoc": 0.6346153846153847, + "binseg": 0.7174603174603175, + "bocpd": 0.6875132275132276, + "bocpdms": 0.7290476190476192, + "cpnp": 0.7770823885109599, + "ecp": 0.7982539682539682, + "kcpa": 0.7467989417989418, + "pelt": 0.7770823885109599, + "prophet": 0.32063492063492066, + "rbocpdms": 0.39596560846560835, + "rfpop": 0.4888888888888888, + "segneigh": 0.7770823885109599, + "wbs": 0.24761904761904757 + }, + "gdp_argentina": { + "amoc": 0.737087043952887, + "binseg": 0.737087043952887, + "bocpd": 0.737087043952887, + "bocpdms": 0.7110348407646522, + "cpnp": 0.4614012706269044, + "ecp": 0.737087043952887, + "kcpa": 0.3674114021571649, + "pelt": 0.6674763588023808, + "prophet": 0.5923942458339267, + "rbocpdms": 0.7110348407646522, + "rfpop": 0.3461016949152542, + "segneigh": 0.737087043952887, + "wbs": 0.32618917441224715 + }, + "gdp_croatia": { + "amoc": 0.7083333333333333, + "binseg": 0.7083333333333333, + "bocpd": 0.7083333333333333, + "bocpdms": 0.6749999999999999, + "cpnp": 0.7083333333333333, + "ecp": 0.7083333333333333, + "kcpa": 0.6229166666666666, + "pelt": 0.7083333333333333, + "prophet": 0.7083333333333333, + "rbocpdms": 0.7083333333333333, + "rfpop": 0.35303030303030297, + "segneigh": 0.7083333333333333, + "wbs": 0.10833333333333332 + }, + "gdp_iran": { + "amoc": 0.582639714625446, + "binseg": 0.582639714625446, + "bocpd": 0.582639714625446, + "bocpdms": 0.6106152805949967, + "cpnp": 0.4480768764104928, + "ecp": 0.582639714625446, + "kcpa": 0.5052552055304881, + "pelt": 0.5052552055304881, + "prophet": 0.582639714625446, + "rbocpdms": 0.6920977011494253, + "rfpop": 0.2482758620689655, + "segneigh": 0.582639714625446, + "wbs": 0.2949833691213002 + }, + "gdp_japan": { + "amoc": 0.802140309155767, + "binseg": 0.802140309155767, + "bocpd": 0.802140309155767, + "bocpdms": 0.7767113979955835, + "cpnp": 0.5219667943805875, + "ecp": 0.802140309155767, + "kcpa": 0.5251231527093596, + "pelt": 0.802140309155767, + "prophet": 0.802140309155767, + "rbocpdms": 0.802140309155767, + "rfpop": 0.2827586206896552, + "segneigh": 0.802140309155767, + "wbs": 0.2827586206896552 + }, + "global_co2": { + "amoc": 0.7583210059171598, + "binseg": 0.7583210059171598, + "bocpd": 0.7583210059171598, + "bocpdms": 0.7448794088641374, + "cpnp": 0.38131214024071164, + "ecp": 0.6650294201854959, + "kcpa": 0.6019677335999438, + "pelt": 0.7431332769794309, + "prophet": 0.28393162393162397, + "rbocpdms": 0.7448794088641374, + "rfpop": 0.368040293040293, + "segneigh": 0.7583210059171598, + "wbs": 0.3384615384615385 + }, + "homeruns": { + "amoc": 0.6938028443405415, + "binseg": 0.6826141913243321, + "bocpd": 0.6938028443405415, + "bocpdms": 0.680960144370277, + "cpnp": 0.5372958235595549, + "ecp": 0.6938028443405415, + "kcpa": 0.5005147949010114, + "pelt": 0.6826141913243321, + "prophet": 0.5745768856386569, + "rbocpdms": 0.505774202815283, + "rfpop": 0.39217533606078314, + "segneigh": 0.6826141913243321, + "wbs": 0.4067376916868442 + }, + "iceland_tourism": { + "amoc": 0.9460215651119921, + "binseg": 0.9460215651119921, + "bocpd": 0.9460215651119921, + "bocpdms": 0.9363470414337328, + "cpnp": 0.3932225228707641, + "ecp": 0.8418851011815836, + "kcpa": 0.6545290555340807, + "pelt": 0.8304084525190053, + "prophet": 0.49849246231155775, + "rbocpdms": 0.9363470414337328, + "rfpop": 0.2934673366834171, + "segneigh": 0.9460215651119921, + "wbs": 0.5115577889447236 + }, + "jfk_passengers": { + "amoc": 0.8439883836604652, + "binseg": 0.8392664497512488, + "bocpd": 0.8369225621126587, + "bocpdms": 0.8552508740357858, + "cpnp": 0.5826440963054236, + "ecp": 0.8074758668470059, + "kcpa": 0.5630806391675957, + "pelt": 0.8392664497512488, + "prophet": 0.3729405346426623, + "rbocpdms": null, + "rfpop": 0.3925633037782571, + "segneigh": 0.8392664497512488, + "wbs": 0.5139308251457784 + }, + "lga_passengers": { + "amoc": 0.4338709848416259, + "binseg": 0.5410006131027342, + "bocpd": 0.5473539941852361, + "bocpdms": 0.47522704763006696, + "cpnp": 0.4781619967961882, + "ecp": 0.6533513523016283, + "kcpa": 0.5362034472385672, + "pelt": 0.5344857489415489, + "prophet": 0.44631477489239846, + "rbocpdms": null, + "rfpop": 0.4262999539839297, + "segneigh": 0.5433669095513529, + "wbs": 0.5011004228024014 + }, + "measles": { + "amoc": 0.9511852891971232, + "binseg": 0.9511852891971232, + "bocpd": 0.9511852891971232, + "bocpdms": 0.9498108754348544, + "cpnp": 0.09848637739656911, + "ecp": 0.10474268415741675, + "kcpa": 0.40040993945509584, + "pelt": 0.23159233097880927, + "prophet": 0.616091630627829, + "rbocpdms": null, + "rfpop": 0.04641775983854692, + "segneigh": 0.9511852891971232, + "wbs": 0.08355196770938446 + }, + "nile": { + "amoc": 0.8879999999999999, + "binseg": 0.8800821917808218, + "bocpd": 0.8879999999999999, + "bocpdms": 0.8699999999999999, + "cpnp": 0.8800821917808218, + "ecp": 0.8879999999999999, + "kcpa": 0.75808, + "pelt": 0.8800821917808218, + "prophet": 0.75808, + "rbocpdms": 0.876, + "rfpop": 0.8800821917808218, + "segneigh": 0.8800821917808218, + "wbs": 0.8800821917808218 + }, + "ozone": { + "amoc": 0.721132897603486, + "binseg": 0.6001481481481481, + "bocpd": 0.6016240839770252, + "bocpdms": 0.7352516619183286, + "cpnp": 0.4578947368421053, + "ecp": 0.6760348583877995, + "kcpa": 0.45092592592592584, + "pelt": 0.6345922998096911, + "prophet": 0.5736625514403293, + "rbocpdms": 0.7551276156793397, + "rfpop": 0.3583333333333333, + "segneigh": 0.6265993265993266, + "wbs": 0.3091358024691358 + }, + "quality_control_1": { + "amoc": 0.9961856952610209, + "binseg": 0.9923773726743093, + "bocpd": 0.9961856952610209, + "bocpdms": 0.9898047935925793, + "cpnp": 0.7209036969420357, + "ecp": 0.9885903102980438, + "kcpa": 0.6198083067092652, + "pelt": 0.9923773726743093, + "prophet": 0.6932044728434505, + "rbocpdms": 0.7795527156549521, + "rfpop": 0.7060702875399361, + "segneigh": 0.9923773726743093, + "wbs": 0.6869009584664537 + }, + "quality_control_2": { + "amoc": 0.9265200095891666, + "binseg": 0.9223181723701366, + "bocpd": 0.9272274782476536, + "bocpdms": 0.9208951448022624, + "cpnp": 0.9223181723701366, + "ecp": 0.9265200095891666, + "kcpa": 0.9272274782476536, + "pelt": 0.9223181723701366, + "prophet": 0.7230624263839811, + "rbocpdms": 0.6373260548351702, + "rfpop": 0.9223181723701366, + "segneigh": 0.9223181723701366, + "wbs": 0.9223181723701366 + }, + "quality_control_3": { + "amoc": 0.9967303392229183, + "binseg": 0.995645855133124, + "bocpd": 0.9967303392229183, + "bocpdms": 0.9874491338216487, + "cpnp": 0.8306010928961749, + "ecp": 0.9967303392229183, + "kcpa": 0.9967303392229183, + "pelt": 0.995645855133124, + "prophet": 0.5002717310161545, + "rbocpdms": null, + "rfpop": 0.9781420765027322, + "segneigh": 0.995645855133124, + "wbs": 0.995645855133124 + }, + "quality_control_4": { + "amoc": 0.7420870811176372, + "binseg": 0.6727407999999999, + "bocpd": 0.6727407999999999, + "bocpdms": 0.6700772658634537, + "cpnp": 0.5077984428714087, + "ecp": 0.540363045303822, + "kcpa": 0.5350444150810431, + "pelt": 0.6727407999999999, + "prophet": 0.6727407999999999, + "rbocpdms": null, + "rfpop": 0.0768, + "segneigh": 0.6727407999999999, + "wbs": 0.5057797345000524 + }, + "quality_control_5": { + "amoc": 1.0, + "binseg": 1.0, + "bocpd": 1.0, + "bocpdms": 0.9938461538461538, + "cpnp": 1.0, + "ecp": 1.0, + "kcpa": 1.0, + "pelt": 1.0, + "prophet": 1.0, + "rbocpdms": 0.9938461538461538, + "rfpop": 1.0, + "segneigh": 1.0, + "wbs": 1.0 + }, + "rail_lines": { + "amoc": 0.7863825363825364, + "binseg": 0.7863825363825364, + "bocpd": 0.7682605682605683, + "bocpdms": 0.7688791732909381, + "cpnp": 0.7864467408585056, + "ecp": 0.7682605682605683, + "kcpa": 0.772972972972973, + "pelt": 0.7863825363825364, + "prophet": 0.5341555841555842, + "rbocpdms": 0.7694570135746607, + "rfpop": 0.48243243243243245, + "segneigh": 0.7863825363825364, + "wbs": 0.10270270270270272 + }, + "ratner_stock": { + "amoc": 0.8744899316668506, + "binseg": 0.9139203037546354, + "bocpd": 0.9064160509475971, + "bocpdms": 0.8719170648882223, + "cpnp": 0.3820404575163399, + "ecp": 0.8744899316668506, + "kcpa": 0.7709560975609756, + "pelt": 0.9140453687993402, + "prophet": 0.44437833927936543, + "rbocpdms": null, + "rfpop": 0.1623333333333333, + "segneigh": 0.9140453687993402, + "wbs": 0.18233333333333335 + }, + "robocalls": { + "amoc": 0.6663905325443786, + "binseg": 0.7878519130442208, + "bocpd": 0.8076923076923077, + "bocpdms": 0.7410256410256411, + "cpnp": 0.6772189349112425, + "ecp": 0.8076923076923077, + "kcpa": 0.8076923076923077, + "pelt": 0.7603878525125991, + "prophet": 0.6005917159763314, + "rbocpdms": 0.682242225859247, + "rfpop": 0.5686213499144533, + "segneigh": 0.7603878525125991, + "wbs": 0.5594180532111567 + }, + "scanline_126007": { + "amoc": 0.634460086655894, + "binseg": 0.6328517598946248, + "bocpd": 0.6311974186884065, + "bocpdms": 0.6766339381033818, + "cpnp": 0.43250044062606696, + "ecp": 0.3903291959625861, + "kcpa": 0.4940666110966466, + "pelt": 0.4435622793574522, + "prophet": 0.5027199917012807, + "rbocpdms": null, + "rfpop": 0.3155288774231227, + "segneigh": 0.6328517598946248, + "wbs": 0.3286599872605218 + }, + "scanline_42049": { + "amoc": 0.42470973117825894, + "binseg": 0.8606285171661527, + "bocpd": 0.8920680176281544, + "bocpdms": 0.8747609512783023, + "cpnp": 0.5766948964045467, + "ecp": 0.8615723566123219, + "kcpa": 0.8597271064184252, + "pelt": 0.8622300706056162, + "prophet": 0.44129005397448573, + "rbocpdms": null, + "rfpop": 0.2572545092059262, + "segneigh": 0.8622300706056162, + "wbs": 0.6895004577676643 + }, + "seatbelts": { + "amoc": 0.6825404441929043, + "binseg": 0.796945892630244, + "bocpd": 0.8000747772334353, + "bocpdms": 0.6300702219820713, + "cpnp": 0.8094316154665926, + "ecp": 0.8000747772334353, + "kcpa": 0.7016966058054631, + "pelt": 0.796945892630244, + "prophet": 0.6346937189054727, + "rbocpdms": 0.5327701065891473, + "rfpop": 0.6600846088435374, + "segneigh": 0.796945892630244, + "wbs": 0.727164100252578 + }, + "shanghai_license": { + "amoc": 0.9304479955144378, + "binseg": 0.9196947071511531, + "bocpd": 0.9196947071511531, + "bocpdms": 0.9106960287899852, + "cpnp": 0.47395704404805244, + "ecp": 0.9196947071511531, + "kcpa": 0.4968021680216802, + "pelt": 0.9196947071511531, + "prophet": 0.8039615668883962, + "rbocpdms": 0.7626867458376481, + "rfpop": 0.38054693274205464, + "segneigh": 0.9196947071511531, + "wbs": 0.35127864005912784 + }, + "uk_coal_employ": { + "amoc": null, + "binseg": null, + "bocpd": null, + "bocpdms": 0.5038431899641578, + "cpnp": null, + "ecp": 0.35648072562358274, + "kcpa": 0.35648072562358274, + "pelt": null, + "prophet": 0.4809133767087081, + "rbocpdms": null, + "rfpop": null, + "segneigh": null, + "wbs": null + }, + "unemployment_nl": { + "amoc": 0.6273577958058836, + "binseg": 0.669177886902036, + "bocpd": 0.6692902395575935, + "bocpdms": 0.5720509012543188, + "cpnp": 0.5030916551496796, + "ecp": 0.5005261204098733, + "kcpa": 0.475951119841195, + "pelt": 0.6502597869268365, + "prophet": 0.5065595248493318, + "rbocpdms": null, + "rfpop": 0.245684751385686, + "segneigh": 0.6502597869268365, + "wbs": 0.44679418355179584 + }, + "us_population": { + "amoc": 0.8033761053440983, + "binseg": 0.8033761053440983, + "bocpd": 0.7372576558713373, + "bocpdms": 0.8006187767868165, + "cpnp": 0.391421568627451, + "ecp": 0.5081523132128668, + "kcpa": 0.27132352941176474, + "pelt": 0.5061274509803921, + "prophet": 0.13480392156862744, + "rbocpdms": null, + "rfpop": 0.8033761053440983, + "segneigh": 0.8033761053440983, + "wbs": 0.04950980392156863 + }, + "usd_isk": { + "amoc": 0.8645950599174581, + "binseg": 0.7638805992994767, + "bocpd": 0.8527794314919734, + "bocpdms": 0.866448682173545, + "cpnp": 0.5396088979371789, + "ecp": 0.8577019651513579, + "kcpa": 0.7139078300015498, + "pelt": 0.7906488739707632, + "prophet": 0.43629300594994175, + "rbocpdms": 0.7700646665911591, + "rfpop": 0.1664093343727211, + "segneigh": 0.7906488739707632, + "wbs": 0.40051246830092985 + }, + "well_log": { + "amoc": 0.46267705859029923, + "binseg": 0.8275609454705819, + "bocpd": 0.7927147438989628, + "bocpdms": 0.7688175151690615, + "cpnp": 0.7790254678176946, + "ecp": 0.8462867382599653, + "kcpa": 0.7981439159661797, + "pelt": 0.7822015138061366, + "prophet": 0.4112569746320268, + "rbocpdms": null, + "rfpop": 0.7871519424337239, + "segneigh": 0.7822015138061366, + "wbs": 0.7677416100198158 + } +} diff --git a/analysis/output/tables/best_f1_combined_full.tex b/analysis/output/tables/best_f1_combined_full.tex new file mode 100644 index 00000000..86510ded --- /dev/null +++ b/analysis/output/tables/best_f1_combined_full.tex @@ -0,0 +1,48 @@ +\begin{tabular}{lccccccccccccc} +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}\\ +\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\\ +\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\\ +\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\\ +\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\\ +\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\\ +\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\\ +\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\\ +\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\\ +\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\\ +\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\\ +\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\\ +\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\\ +\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\\ +\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\\ +\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\\ +\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\\ +\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\\ +\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\\ +\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\\ +\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}\\ +\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\\ +\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\\ +\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}\\ +\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}\\ +\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\\ +\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}\\ +\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\\ +\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\\ +\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\\ +\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\\ +\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\\ +\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\\ +\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\\ +\verb+uk_coal_employ+ & M & M & M & \textbf{0.617} & M & 0.513 & 0.513 & M & 0.551 & M & M & M & M\\ +\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\\ +\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\\ +\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\\ +\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\\ +\hline +\verb+apple+ & & & \textbf{0.916} & 0.314 & & 0.745 & 0.481 & & & F/T & & & \\ +\verb+bee_waggle_6+ & & & \textbf{0.929} & 0.481 & & 0.124 & 0.634 & & & 0.245 & & & \\ +\verb+occupancy+ & & & \textbf{0.582} & 0.369 & & 0.482 & 0.405 & & & F/T & & & \\ +\verb+run_log+ & & & \textbf{0.446} & 0.380 & & 0.200 & 0.304 & & & 0.275 & & & \\ +\hline +\end{tabular} diff --git a/analysis/output/tables/best_f1_multi_avg.json b/analysis/output/tables/best_f1_multi_avg.json new file mode 100644 index 00000000..9de35da2 --- /dev/null +++ b/analysis/output/tables/best_f1_multi_avg.json @@ -0,0 +1,6 @@ +{ + "bocpd": 0.718040907733408, + "bocpdms": 0.3862673506325448, + "ecp": 0.38790015348968676, + "kcpa": 0.4560758392509358 +} diff --git a/analysis/output/tables/best_f1_uni_avg.json b/analysis/output/tables/best_f1_uni_avg.json new file mode 100644 index 00000000..5bf3ddb2 --- /dev/null +++ b/analysis/output/tables/best_f1_uni_avg.json @@ -0,0 +1,14 @@ +{ + "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 +} diff --git a/analysis/output/tables/best_f1_uni_full.json b/analysis/output/tables/best_f1_uni_full.json new file mode 100644 index 00000000..a0ce4d8d --- /dev/null +++ b/analysis/output/tables/best_f1_uni_full.json @@ -0,0 +1,572 @@ +{ + "bank": { + "amoc": 1.0, + "binseg": 1.0, + "bocpd": 1.0, + "bocpdms": 0.5, + "cpnp": 0.05405405405405406, + "ecp": 0.19999999999999998, + "kcpa": 0.33333333333333337, + "pelt": 0.4, + "prophet": 1.0, + "rbocpdms": null, + "rfpop": 0.015151515151515152, + "segneigh": 1.0, + "wbs": 0.042553191489361694 + }, + "bitcoin": { + "amoc": 0.5074626865671642, + "binseg": 0.6387678000581226, + "bocpd": 0.6303030303030304, + "bocpdms": 0.4910313901345291, + "cpnp": 0.4619516562220233, + "ecp": 0.5074626865671642, + "kcpa": 0.5842696629213484, + "pelt": 0.669305724725944, + "prophet": 0.35394862036156044, + "rbocpdms": null, + "rfpop": 0.18628719275549807, + "segneigh": 0.669305724725944, + "wbs": 0.4715025906735751 + }, + "brent_spot": { + "amoc": 0.4654731457800512, + "binseg": 0.6086956521739131, + "bocpd": 0.6086956521739131, + "bocpdms": 0.23931623931623927, + "cpnp": 0.555235775957494, + "ecp": 0.5223880597014926, + "kcpa": 0.42748091603053434, + "pelt": 0.5177757520510483, + "prophet": 0.1732283464566929, + "rbocpdms": null, + "rfpop": 0.37873628452516084, + "segneigh": 0.5177757520510483, + "wbs": 0.4425363276089828 + }, + "businv": { + "amoc": 0.5882352941176471, + "binseg": 0.5882352941176471, + "bocpd": 0.5882352941176471, + "bocpdms": 0.45454545454545453, + "cpnp": 0.38636363636363635, + "ecp": 0.3703703703703703, + "kcpa": 0.2940038684719536, + "pelt": 0.4903225806451614, + "prophet": 0.27530364372469635, + "rbocpdms": 0.3703703703703703, + "rfpop": 0.18181818181818182, + "segneigh": 0.5882352941176471, + "wbs": 0.23920265780730898 + }, + "centralia": { + "amoc": 0.7628865979381444, + "binseg": 0.7628865979381444, + "bocpd": 0.7628865979381444, + "bocpdms": 0.5945945945945946, + "cpnp": 0.7628865979381444, + "ecp": 0.7628865979381444, + "kcpa": 0.7628865979381444, + "pelt": 0.7628865979381444, + "prophet": 0.7628865979381444, + "rbocpdms": 0.45833333333333337, + "rfpop": 0.49350649350649345, + "segneigh": 0.7628865979381444, + "wbs": 0.14285714285714288 + }, + "children_per_woman": { + "amoc": 0.6784140969162996, + "binseg": 0.5074626865671642, + "bocpd": 0.6203208556149732, + "bocpdms": 0.40476190476190477, + "cpnp": 0.31017119838872104, + "ecp": 0.4318181818181818, + "kcpa": 0.4160401002506266, + "pelt": 0.5253164556962024, + "prophet": 0.31017119838872104, + "rbocpdms": 0.5037037037037037, + "rfpop": 0.11320754716981131, + "segneigh": 0.5253164556962024, + "wbs": 0.2222222222222222 + }, + "co2_canada": { + "amoc": 0.5441941074523396, + "binseg": 0.8555858310626703, + "bocpd": 0.8925510876730389, + "bocpdms": 0.47902364607170106, + "cpnp": 0.6419753086419754, + "ecp": 0.8746355685131195, + "kcpa": 0.8194141854272574, + "pelt": 0.6613545816733067, + "prophet": 0.48212083847102344, + "rbocpdms": 0.5418933623503808, + "rfpop": 0.4065792855307119, + "segneigh": 0.8717259905977165, + "wbs": 0.5472837022132797 + }, + "construction": { + "amoc": 0.6956521739130436, + "binseg": 0.6956521739130436, + "bocpd": 0.6956521739130436, + "bocpdms": 0.4102564102564102, + "cpnp": 0.42975206611570255, + "ecp": 0.5473684210526316, + "kcpa": 0.48148148148148145, + "pelt": 0.5473684210526316, + "prophet": 0.32432432432432434, + "rbocpdms": 0.3404255319148936, + "rfpop": 0.13570274636510501, + "segneigh": 0.6956521739130436, + "wbs": 0.42211055276381904 + }, + "debt_ireland": { + "amoc": 0.7603305785123966, + "binseg": 0.7603305785123966, + "bocpd": 0.9583333333333333, + "bocpdms": 0.7384615384615384, + "cpnp": 0.9583333333333333, + "ecp": 0.9583333333333333, + "kcpa": 0.8421052631578947, + "pelt": 0.9583333333333333, + "prophet": 0.4693877551020408, + "rbocpdms": 0.7483296213808462, + "rfpop": 0.4615384615384615, + "segneigh": 0.9583333333333333, + "wbs": 0.2727272727272727 + }, + "gdp_argentina": { + "amoc": 0.888888888888889, + "binseg": 0.9473684210526316, + "bocpd": 0.9473684210526316, + "bocpdms": 0.5833333333333333, + "cpnp": 0.8181818181818182, + "ecp": 0.888888888888889, + "kcpa": 0.8, + "pelt": 0.9473684210526316, + "prophet": 0.6153846153846153, + "rbocpdms": 0.45161290322580644, + "rfpop": 0.6153846153846153, + "segneigh": 0.9473684210526316, + "wbs": 0.4210526315789474 + }, + "gdp_croatia": { + "amoc": 1.0, + "binseg": 0.8235294117647058, + "bocpd": 1.0, + "bocpdms": 0.5833333333333333, + "cpnp": 1.0, + "ecp": 0.8235294117647058, + "kcpa": 0.5833333333333333, + "pelt": 0.8235294117647058, + "prophet": 0.8235294117647058, + "rbocpdms": 0.8235294117647058, + "rfpop": 0.4, + "segneigh": 0.8235294117647058, + "wbs": 0.16666666666666669 + }, + "gdp_iran": { + "amoc": 0.651685393258427, + "binseg": 0.651685393258427, + "bocpd": 0.7304347826086957, + "bocpdms": 0.4915254237288136, + "cpnp": 0.3828125, + "ecp": 0.651685393258427, + "kcpa": 0.47342995169082125, + "pelt": 0.5369863013698629, + "prophet": 0.651685393258427, + "rbocpdms": 0.5384615384615384, + "rfpop": 0.33333333333333337, + "segneigh": 0.651685393258427, + "wbs": 0.3493761140819964 + }, + "gdp_japan": { + "amoc": 1.0, + "binseg": 0.888888888888889, + "bocpd": 1.0, + "bocpdms": 0.6153846153846154, + "cpnp": 0.6666666666666666, + "ecp": 1.0, + "kcpa": 0.5, + "pelt": 0.888888888888889, + "prophet": 0.888888888888889, + "rbocpdms": 0.888888888888889, + "rfpop": 0.2222222222222222, + "segneigh": 0.888888888888889, + "wbs": 0.2222222222222222 + }, + "global_co2": { + "amoc": 0.8461538461538461, + "binseg": 0.8461538461538461, + "bocpd": 0.8461538461538461, + "bocpdms": 0.45833333333333337, + "cpnp": 0.2857142857142857, + "ecp": 0.5945945945945946, + "kcpa": 0.5945945945945946, + "pelt": 0.6341463414634146, + "prophet": 0.14213197969543145, + "rbocpdms": 0.45833333333333337, + "rfpop": 0.11016949152542373, + "segneigh": 0.8461538461538461, + "wbs": 0.05555555555555556 + }, + "homeruns": { + "amoc": 0.659217877094972, + "binseg": 0.659217877094972, + "bocpd": 0.659217877094972, + "bocpdms": 0.3973063973063973, + "cpnp": 0.3010309278350516, + "ecp": 0.5774647887323944, + "kcpa": 0.3695652173913044, + "pelt": 0.5774647887323944, + "prophet": 0.21822033898305085, + "rbocpdms": 0.3973063973063973, + "rfpop": 0.14107883817427386, + "segneigh": 0.659217877094972, + "wbs": 0.1642512077294686 + }, + "iceland_tourism": { + "amoc": 0.9473684210526316, + "binseg": 0.9473684210526316, + "bocpd": 0.9473684210526316, + "bocpdms": 0.48648648648648646, + "cpnp": 0.391304347826087, + "ecp": 0.6666666666666666, + "kcpa": 0.48648648648648646, + "pelt": 0.6428571428571429, + "prophet": 0.21951219512195125, + "rbocpdms": 0.48648648648648646, + "rfpop": 0.10526315789473684, + "segneigh": 0.9473684210526316, + "wbs": 0.10526315789473684 + }, + "jfk_passengers": { + "amoc": 0.723404255319149, + "binseg": 0.723404255319149, + "bocpd": 0.723404255319149, + "bocpdms": 0.43678160919540227, + "cpnp": 0.4297520661157025, + "ecp": 0.53125, + "kcpa": 0.2638888888888889, + "pelt": 0.5588235294117647, + "prophet": 0.35374149659863946, + "rbocpdms": null, + "rfpop": 0.2828282828282828, + "segneigh": 0.723404255319149, + "wbs": 0.2638888888888889 + }, + "lga_passengers": { + "amoc": 0.5347985347985348, + "binseg": 0.5347985347985348, + "bocpd": 0.5347985347985348, + "bocpdms": 0.4559139784946237, + "cpnp": 0.33526850507982586, + "ecp": 0.6453900709219857, + "kcpa": 0.4165103189493433, + "pelt": 0.34844868735083534, + "prophet": 0.36568848758465017, + "rbocpdms": null, + "rfpop": 0.3552433517310587, + "segneigh": 0.5347985347985348, + "wbs": 0.35238470634607805 + }, + "measles": { + "amoc": 0.9473684210526316, + "binseg": 0.9473684210526316, + "bocpd": 0.9473684210526316, + "bocpdms": 0.48648648648648646, + "cpnp": 0.11764705882352941, + "ecp": 0.07964601769911504, + "kcpa": 0.28125, + "pelt": 0.15254237288135591, + "prophet": 0.391304347826087, + "rbocpdms": null, + "rfpop": 0.03007518796992481, + "segneigh": 0.9473684210526316, + "wbs": 0.04072398190045248 + }, + "nile": { + "amoc": 1.0, + "binseg": 1.0, + "bocpd": 1.0, + "bocpdms": 0.8, + "cpnp": 1.0, + "ecp": 1.0, + "kcpa": 0.8235294117647058, + "pelt": 1.0, + "prophet": 0.8235294117647058, + "rbocpdms": 0.6666666666666666, + "rfpop": 1.0, + "segneigh": 1.0, + "wbs": 1.0 + }, + "ozone": { + "amoc": 0.7755102040816326, + "binseg": 0.723404255319149, + "bocpd": 0.8571428571428571, + "bocpdms": 0.7777777777777778, + "cpnp": 0.7499999999999999, + "ecp": 1.0, + "kcpa": 0.6666666666666666, + "pelt": 1.0, + "prophet": 0.723404255319149, + "rbocpdms": 0.6511627906976744, + "rfpop": 0.42857142857142855, + "segneigh": 1.0, + "wbs": 0.2857142857142857 + }, + "quality_control_1": { + "amoc": 1.0, + "binseg": 1.0, + "bocpd": 1.0, + "bocpdms": 0.6666666666666666, + "cpnp": 0.6666666666666666, + "ecp": 1.0, + "kcpa": 0.6666666666666666, + "pelt": 1.0, + "prophet": 0.5, + "rbocpdms": 0.28571428571428575, + "rfpop": 0.6666666666666666, + "segneigh": 1.0, + "wbs": 0.6666666666666666 + }, + "quality_control_2": { + "amoc": 1.0, + "binseg": 1.0, + "bocpd": 1.0, + "bocpdms": 0.6666666666666666, + "cpnp": 1.0, + "ecp": 1.0, + "kcpa": 1.0, + "pelt": 1.0, + "prophet": 0.7500000000000001, + "rbocpdms": 0.4285714285714286, + "rfpop": 1.0, + "segneigh": 1.0, + "wbs": 1.0 + }, + "quality_control_3": { + "amoc": 1.0, + "binseg": 1.0, + "bocpd": 1.0, + "bocpdms": 0.7659574468085106, + "cpnp": 0.5714285714285715, + "ecp": 1.0, + "kcpa": 1.0, + "pelt": 1.0, + "prophet": 0.6666666666666666, + "rbocpdms": null, + "rfpop": 0.8, + "segneigh": 1.0, + "wbs": 1.0 + }, + "quality_control_4": { + "amoc": 0.7804878048780489, + "binseg": 0.7804878048780489, + "bocpd": 0.7804878048780489, + "bocpdms": 0.5614035087719299, + "cpnp": 0.39669421487603307, + "ecp": 0.5575757575757576, + "kcpa": 0.4893617021276596, + "pelt": 0.7804878048780489, + "prophet": 0.7804878048780489, + "rbocpdms": null, + "rfpop": 0.07547169811320754, + "segneigh": 0.7804878048780489, + "wbs": 0.3609022556390977 + }, + "quality_control_5": { + "amoc": 1.0, + "binseg": 1.0, + "bocpd": 1.0, + "bocpdms": 0.5, + "cpnp": 1.0, + "ecp": 1.0, + "kcpa": 1.0, + "pelt": 1.0, + "prophet": 1.0, + "rbocpdms": 0.5, + "rfpop": 1.0, + "segneigh": 1.0, + "wbs": 1.0 + }, + "rail_lines": { + "amoc": 0.8461538461538461, + "binseg": 0.8461538461538461, + "bocpd": 0.8461538461538461, + "bocpdms": 0.6984126984126985, + "cpnp": 0.7777777777777777, + "ecp": 0.8461538461538461, + "kcpa": 0.5, + "pelt": 0.8461538461538461, + "prophet": 0.5365853658536586, + "rbocpdms": 0.5945945945945946, + "rfpop": 0.3636363636363636, + "segneigh": 0.8461538461538461, + "wbs": 0.1081081081081081 + }, + "ratner_stock": { + "amoc": 0.7755102040816326, + "binseg": 0.6829268292682926, + "bocpd": 0.7755102040816326, + "bocpdms": 0.5588235294117647, + "cpnp": 0.2271604938271605, + "ecp": 0.7755102040816326, + "kcpa": 0.48148148148148145, + "pelt": 0.6829268292682926, + "prophet": 0.27999999999999997, + "rbocpdms": null, + "rfpop": 0.09230769230769231, + "segneigh": 0.6829268292682926, + "wbs": 0.19999999999999998 + }, + "robocalls": { + "amoc": 0.8, + "binseg": 0.9655172413793104, + "bocpd": 0.9655172413793104, + "bocpdms": 0.7499999999999999, + "cpnp": 0.8316831683168318, + "ecp": 0.9655172413793104, + "kcpa": 0.9655172413793104, + "pelt": 0.9655172413793104, + "prophet": 0.6363636363636364, + "rbocpdms": 0.846153846153846, + "rfpop": 0.5874125874125874, + "segneigh": 0.9655172413793104, + "wbs": 0.5 + }, + "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, + "prophet": 0.6444007858546169, + "rbocpdms": null, + "rfpop": 0.09743366681165723, + "segneigh": 0.6444007858546169, + "wbs": 0.12486187845303864 + }, + "scanline_42049": { + "amoc": 0.4845005740528128, + "binseg": 0.8630490956072351, + "bocpd": 0.9622641509433963, + "bocpdms": 0.7819548872180451, + "cpnp": 0.6092446448703495, + "ecp": 0.8151848151848151, + "kcpa": 0.9076751946607342, + "pelt": 0.7898134863701578, + "prophet": 0.20150375939849624, + "rbocpdms": null, + "rfpop": 0.2618896639188332, + "segneigh": 0.7994542974079127, + "wbs": 0.5224071702944942 + }, + "seatbelts": { + "amoc": 0.8235294117647058, + "binseg": 0.838235294117647, + "bocpd": 0.6829268292682926, + "bocpdms": 0.5833333333333334, + "cpnp": 0.735483870967742, + "ecp": 0.6829268292682926, + "kcpa": 0.6206896551724138, + "pelt": 0.6829268292682926, + "prophet": 0.45161290322580644, + "rbocpdms": 0.3829787234042553, + "rfpop": 0.45600000000000007, + "segneigh": 0.735483870967742, + "wbs": 0.5833333333333334 + }, + "shanghai_license": { + "amoc": 0.9655172413793104, + "binseg": 0.6363636363636364, + "bocpd": 0.6363636363636364, + "bocpdms": 0.4912280701754385, + "cpnp": 0.6, + "ecp": 0.625, + "kcpa": 0.2738095238095238, + "pelt": 0.605263157894737, + "prophet": 0.5316455696202531, + "rbocpdms": 0.3888888888888889, + "rfpop": 0.23076923076923078, + "segneigh": 0.6363636363636364, + "wbs": 0.25 + }, + "uk_coal_employ": { + "amoc": null, + "binseg": null, + "bocpd": null, + "bocpdms": 0.6173410404624278, + "cpnp": null, + "ecp": 0.5132743362831859, + "kcpa": 0.5132743362831859, + "pelt": null, + "prophet": 0.5512820512820513, + "rbocpdms": null, + "rfpop": null, + "segneigh": null, + "wbs": null + }, + "unemployment_nl": { + "amoc": 0.7421383647798743, + "binseg": 0.888888888888889, + "bocpd": 0.8764044943820225, + "bocpdms": 0.5924050632911392, + "cpnp": 0.6719367588932806, + "ecp": 0.7112068965517241, + "kcpa": 0.6778163458504259, + "pelt": 0.787878787878788, + "prophet": 0.5663082437275986, + "rbocpdms": null, + "rfpop": 0.4660194174757282, + "segneigh": 0.787878787878788, + "wbs": 0.6575342465753424 + }, + "us_population": { + "amoc": 1.0, + "binseg": 0.888888888888889, + "bocpd": 1.0, + "bocpdms": 0.6153846153846154, + "cpnp": 0.232258064516129, + "ecp": 0.47058823529411764, + "kcpa": 0.27586206896551724, + "pelt": 0.5, + "prophet": 0.15859030837004406, + "rbocpdms": null, + "rfpop": 0.888888888888889, + "segneigh": 0.888888888888889, + "wbs": 0.07692307692307693 + }, + "usd_isk": { + "amoc": 0.7854251012145749, + "binseg": 0.6565143824027072, + "bocpd": 0.7854251012145749, + "bocpdms": 0.6782608695652174, + "cpnp": 0.562929061784897, + "ecp": 0.7854251012145749, + "kcpa": 0.4621676891615542, + "pelt": 0.6565143824027072, + "prophet": 0.48866498740554154, + "rbocpdms": 0.38537271448663846, + "rfpop": 0.18181818181818182, + "segneigh": 0.6782608695652174, + "wbs": 0.33333333333333337 + }, + "well_log": { + "amoc": 0.3364140480591497, + "binseg": 0.91350531107739, + "bocpd": 0.8320663441603318, + "bocpdms": 0.7426576913487908, + "cpnp": 0.8216588221334492, + "ecp": 0.9281744335185976, + "kcpa": 0.7763426240652617, + "pelt": 0.8320663441603318, + "prophet": 0.14883148831488316, + "rbocpdms": null, + "rfpop": 0.9225874867444326, + "segneigh": 0.8320663441603318, + "wbs": 0.8320663441603318 + } +} diff --git a/analysis/output/tables/default_cover_combined_full.tex b/analysis/output/tables/default_cover_combined_full.tex new file mode 100644 index 00000000..d61a1d35 --- /dev/null +++ b/analysis/output/tables/default_cover_combined_full.tex @@ -0,0 +1,48 @@ +\begin{tabular}{lccccccccccccc} +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}\\ +\hline +\verb+bank+ & \textbf{0.967} & 0.509 & 0.048 & 0.188 & 0.053 & 0.127 & 0.036 & 0.509 & 0.361 & 0.644 & 0.036 & 0.509 & 0.048\\ +\verb+bitcoin+ & \textbf{0.764} & 0.754 & 0.717 & 0.748 & 0.364 & 0.209 & 0.046 & 0.758 & 0.723 & F & 0.168 & 0.758 & 0.304\\ +\verb+brent_spot+ & 0.423 & 0.627 & 0.586 & 0.265 & 0.411 & 0.387 & 0.022 & 0.627 & 0.527 & 0.504 & 0.225 & \textbf{0.630} & 0.242\\ +\verb+businv+ & 0.574 & 0.562 & 0.463 & 0.459 & 0.402 & 0.311 & 0.013 & \textbf{0.603} & 0.478 & 0.559 & 0.123 & 0.494 & 0.108\\ +\verb+centralia+ & \textbf{0.675} & 0.564 & 0.612 & 0.650 & 0.564 & \textbf{0.675} & 0.440 & 0.564 & \textbf{0.675} & 0.624 & 0.528 & 0.564 & 0.253\\ +\verb+children_per_woman+ & \textbf{0.798} & \textbf{0.798} & 0.758 & 0.427 & 0.486 & 0.397 & 0.048 & \textbf{0.798} & 0.521 & 0.745 & 0.154 & 0.771 & 0.186\\ +\verb+co2_canada+ & 0.527 & 0.608 & \textbf{0.716} & 0.276 & 0.514 & 0.639 & 0.263 & 0.611 & 0.540 & 0.432 & 0.497 & 0.612 & 0.480\\ +\verb+construction+ & 0.525 & 0.466 & 0.395 & 0.571 & 0.334 & 0.352 & 0.016 & 0.423 & 0.502 & \textbf{0.581} & 0.092 & 0.423 & 0.198\\ +\verb+debt_ireland+ & 0.321 & \textbf{0.635} & 0.584 & 0.312 & \textbf{0.635} & 0.321 & 0.210 & \textbf{0.635} & 0.321 & 0.306 & 0.489 & \textbf{0.635} & 0.248\\ +\verb+gdp_argentina+ & 0.667 & 0.667 & 0.630 & 0.711 & 0.451 & \textbf{0.737} & 0.061 & 0.667 & 0.534 & 0.711 & 0.332 & 0.631 & 0.068\\ +\verb+gdp_croatia+ & 0.605 & 0.605 & 0.642 & 0.655 & 0.642 & \textbf{0.708} & 0.108 & 0.605 & \textbf{0.708} & 0.655 & 0.353 & 0.605 & 0.108\\ +\verb+gdp_iran+ & 0.484 & 0.477 & 0.520 & 0.580 & 0.448 & \textbf{0.583} & 0.062 & 0.477 & \textbf{0.583} & 0.580 & 0.248 & 0.503 & 0.066\\ +\verb+gdp_japan+ & 0.654 & 0.654 & 0.578 & 0.644 & 0.522 & \textbf{0.802} & 0.041 & 0.654 & \textbf{0.802} & 0.645 & 0.269 & 0.654 & 0.048\\ +\verb+global_co2+ & 0.743 & \textbf{0.748} & 0.640 & 0.738 & 0.313 & 0.535 & 0.173 & 0.638 & 0.284 & 0.745 & 0.368 & 0.634 & 0.187\\ +\verb+homeruns+ & \textbf{0.683} & \textbf{0.683} & 0.526 & 0.677 & 0.516 & 0.611 & 0.047 & \textbf{0.683} & 0.574 & 0.554 & 0.354 & 0.590 & 0.312\\ +\verb+iceland_tourism+ & 0.764 & 0.764 & 0.595 & 0.616 & 0.383 & 0.382 & 0.017 & 0.764 & 0.453 & \textbf{0.855} & 0.293 & 0.650 & 0.512\\ +\verb+jfk_passengers+ & \textbf{0.839} & \textbf{0.839} & 0.541 & 0.831 & 0.561 & 0.438 & 0.008 & \textbf{0.839} & 0.373 & 0.628 & 0.264 & 0.791 & 0.409\\ +\verb+lga_passengers+ & 0.427 & 0.458 & 0.496 & 0.444 & 0.473 & 0.386 & 0.013 & 0.474 & 0.434 & 0.382 & 0.412 & \textbf{0.543} & 0.477\\ +\verb+measles+ & \textbf{0.951} & \textbf{0.951} & 0.081 & 0.255 & 0.098 & 0.060 & 0.005 & 0.213 & 0.603 & 0.296 & 0.046 & 0.367 & 0.081\\ +\verb+nile+ & 0.880 & 0.880 & \textbf{0.888} & 0.870 & 0.880 & 0.857 & 0.032 & 0.880 & 0.758 & 0.753 & 0.880 & 0.880 & 0.880\\ +\verb+ozone+ & \textbf{0.701} & 0.600 & 0.602 & 0.560 & 0.441 & 0.574 & 0.070 & 0.635 & 0.574 & 0.577 & 0.309 & 0.627 & 0.070\\ +\verb+quality_control_1+ & \textbf{0.992} & \textbf{0.992} & 0.887 & 0.982 & 0.683 & 0.620 & 0.010 & \textbf{0.992} & 0.693 & 0.990 & 0.655 & \textbf{0.992} & 0.687\\ +\verb+quality_control_2+ & 0.922 & 0.922 & \textbf{0.927} & 0.921 & 0.922 & 0.927 & 0.010 & 0.922 & 0.723 & 0.912 & 0.922 & 0.922 & 0.922\\ +\verb+quality_control_3+ & 0.996 & 0.996 & \textbf{0.997} & 0.977 & 0.831 & \textbf{0.997} & 0.008 & 0.996 & 0.500 & 0.743 & 0.658 & 0.996 & 0.996\\ +\verb+quality_control_4+ & 0.563 & 0.518 & 0.511 & \textbf{0.670} & 0.481 & 0.257 & 0.009 & 0.538 & 0.508 & 0.661 & 0.059 & 0.538 & 0.080\\ +\verb+quality_control_5+ & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.994 & \textbf{1.000} & \textbf{1.000} & 0.006 & \textbf{1.000} & \textbf{1.000} & 0.994 & \textbf{1.000} & \textbf{1.000} & \textbf{1.000}\\ +\verb+rail_lines+ & \textbf{0.786} & \textbf{0.786} & 0.767 & 0.416 & 0.738 & 0.428 & 0.103 & \textbf{0.786} & 0.534 & 0.416 & 0.439 & \textbf{0.786} & 0.103\\ +\verb+ratner_stock+ & 0.873 & 0.913 & 0.796 & 0.866 & 0.380 & 0.185 & 0.021 & 0.908 & 0.444 & 0.862 & 0.162 & \textbf{0.914} & 0.176\\ +\verb+robocalls+ & 0.641 & 0.641 & \textbf{0.808} & 0.622 & 0.677 & 0.601 & 0.069 & 0.641 & 0.601 & 0.607 & 0.447 & 0.760 & 0.069\\ +\verb+scanline_126007+ & 0.519 & 0.464 & 0.346 & 0.433 & 0.433 & 0.327 & 0.025 & 0.444 & 0.503 & F & 0.316 & \textbf{0.567} & 0.263\\ +\verb+scanline_42049+ & 0.424 & 0.631 & \textbf{0.892} & 0.832 & 0.529 & 0.490 & 0.121 & 0.745 & 0.441 & 0.421 & 0.257 & 0.730 & 0.432\\ +\verb+seatbelts+ & 0.683 & \textbf{0.797} & 0.757 & 0.526 & 0.750 & 0.615 & 0.020 & \textbf{0.797} & 0.628 & 0.526 & 0.484 & 0.765 & 0.727\\ +\verb+shanghai_license+ & \textbf{0.920} & \textbf{0.920} & 0.856 & 0.616 & 0.474 & 0.518 & 0.020 & \textbf{0.920} & 0.768 & 0.754 & 0.381 & 0.826 & 0.209\\ +\verb+uk_coal_employ+ & M & M & M & 0.429 & M & 0.356 & 0.356 & M & \textbf{0.481} & M & M & M & M\\ +\verb+unemployment_nl+ & 0.507 & \textbf{0.669} & 0.495 & 0.570 & 0.503 & 0.470 & 0.039 & 0.648 & 0.507 & 0.539 & 0.243 & 0.648 & 0.222\\ +\verb+us_population+ & 0.736 & 0.391 & 0.219 & 0.801 & 0.391 & 0.089 & 0.003 & 0.506 & 0.096 & 0.555 & \textbf{0.803} & 0.307 & 0.043\\ +\verb+usd_isk+ & 0.853 & 0.735 & 0.672 & \textbf{0.866} & 0.480 & 0.616 & 0.023 & 0.730 & 0.436 & 0.582 & 0.163 & 0.730 & 0.194\\ +\verb+well_log+ & 0.453 & 0.695 & 0.776 & 0.778 & 0.772 & 0.601 & 0.020 & 0.679 & 0.411 & 0.665 & \textbf{0.787} & 0.647 & 0.719\\ +\hline +\verb+apple+ & & & 0.365 & 0.298 & & 0.305 & 0.007 & & & \textbf{0.424} & & & \\ +\verb+bee_waggle_6+ & & & 0.089 & \textbf{0.887} & & 0.116 & 0.004 & & & 0.277 & & & \\ +\verb+occupancy+ & & & \textbf{0.549} & 0.459 & & 0.530 & 0.050 & & & 0.467 & & & \\ +\verb+run_log+ & & & \textbf{0.815} & 0.302 & & 0.657 & 0.128 & & & 0.439 & & & \\ +\hline +\end{tabular} diff --git a/analysis/output/tables/default_cover_multi_avg.json b/analysis/output/tables/default_cover_multi_avg.json new file mode 100644 index 00000000..aa366c77 --- /dev/null +++ b/analysis/output/tables/default_cover_multi_avg.json @@ -0,0 +1,7 @@ +{ + "bocpd": 0.4547724416155867, + "bocpdms": 0.4864318292271028, + "ecp": 0.4021031859847961, + "kcpa": 0.04727702480450509, + "rbocpdms": 0.401669621852949 +} diff --git a/analysis/output/tables/default_cover_uni_avg.json b/analysis/output/tables/default_cover_uni_avg.json new file mode 100644 index 00000000..4a7cfbc0 --- /dev/null +++ b/analysis/output/tables/default_cover_uni_avg.json @@ -0,0 +1,15 @@ +{ + "amoc": 0.7016046192329134, + "binseg": 0.70579896408019, + "bocpd": 0.6360185829021707, + "bocpdms": 0.6333512497117655, + "cpnp": 0.5353405166075144, + "ecp": 0.5227479496889799, + "kcpa": 0.06195496367295864, + "pelt": 0.6887982763875489, + "prophet": 0.5398692159926471, + "rbocpdms": 0.6286231930391138, + "rfpop": 0.3924266117800921, + "segneigh": 0.6764096097701927, + "wbs": 0.33020552818738097 +} diff --git a/analysis/output/tables/default_cover_uni_full.json b/analysis/output/tables/default_cover_uni_full.json new file mode 100644 index 00000000..f7ab986c --- /dev/null +++ b/analysis/output/tables/default_cover_uni_full.json @@ -0,0 +1,572 @@ +{ + "bank": { + "amoc": 0.9672977624784854, + "binseg": 0.5094664371772806, + "bocpd": 0.04819277108433735, + "bocpdms": 0.18760757314974183, + "cpnp": 0.05335628227194492, + "ecp": 0.12736660929432014, + "kcpa": 0.03614457831325301, + "pelt": 0.5094664371772806, + "prophet": 0.3614457831325301, + "rbocpdms": 0.6437177280550774, + "rfpop": 0.03614457831325301, + "segneigh": 0.5094664371772806, + "wbs": 0.04819277108433735 + }, + "bitcoin": { + "amoc": 0.7640203902798164, + "binseg": 0.7544258508359084, + "bocpd": 0.7174028374922321, + "bocpdms": 0.7484353268330299, + "cpnp": 0.364280150953304, + "ecp": 0.20885794106721417, + "kcpa": 0.04599483204134367, + "pelt": 0.7578205983414553, + "prophet": 0.7226106485390158, + "rbocpdms": null, + "rfpop": 0.16794573643410854, + "segneigh": 0.7578205983414553, + "wbs": 0.30427371278062215 + }, + "brent_spot": { + "amoc": 0.4230248210766188, + "binseg": 0.6267941377908149, + "bocpd": 0.585854076490483, + "bocpdms": 0.26496351807228913, + "cpnp": 0.41051465300377926, + "ecp": 0.38718488019743286, + "kcpa": 0.0216, + "pelt": 0.6266446013415417, + "prophet": 0.5267413957201191, + "rbocpdms": 0.5037745159441209, + "rfpop": 0.2245109918238161, + "segneigh": 0.6302231408438572, + "wbs": 0.2423388612346077 + }, + "businv": { + "amoc": 0.5735800041718168, + "binseg": 0.5616385346323081, + "bocpd": 0.4631013127482154, + "bocpdms": 0.45893761338439826, + "cpnp": 0.40166105499438826, + "ecp": 0.31083636363636363, + "kcpa": 0.012727272727272726, + "pelt": 0.6027521396099411, + "prophet": 0.4783734228003002, + "rbocpdms": 0.5594393757648455, + "rfpop": 0.1227128427128427, + "segneigh": 0.4939817887561099, + "wbs": 0.10775757575757576 + }, + "centralia": { + "amoc": 0.6746666666666667, + "binseg": 0.5635978835978837, + "bocpd": 0.6119047619047618, + "bocpdms": 0.6502564102564102, + "cpnp": 0.5635978835978837, + "ecp": 0.6746666666666667, + "kcpa": 0.43999999999999995, + "pelt": 0.5635978835978837, + "prophet": 0.6746666666666667, + "rbocpdms": 0.6235897435897436, + "rfpop": 0.5283549783549784, + "segneigh": 0.5635978835978837, + "wbs": 0.2533333333333333 + }, + "children_per_woman": { + "amoc": 0.7982556272643626, + "binseg": 0.7982556272643626, + "bocpd": 0.7582579069741131, + "bocpdms": 0.4271879654329124, + "cpnp": 0.48580005249759645, + "ecp": 0.3968627705740555, + "kcpa": 0.04784053156146179, + "pelt": 0.7982556272643626, + "prophet": 0.5208010335917312, + "rbocpdms": 0.7450730329440133, + "rfpop": 0.15409241920869826, + "segneigh": 0.7706794496729777, + "wbs": 0.18586194167589518 + }, + "co2_canada": { + "amoc": 0.5267191888742934, + "binseg": 0.6080954444081101, + "bocpd": 0.7164045125495759, + "bocpdms": 0.2756034603148003, + "cpnp": 0.5138392829826833, + "ecp": 0.6390167755301315, + "kcpa": 0.2632558139534884, + "pelt": 0.6114412387983277, + "prophet": 0.5403284429922908, + "rbocpdms": 0.4318949994064788, + "rfpop": 0.4966352996448755, + "segneigh": 0.6116861151339248, + "wbs": 0.4798062015503876 + }, + "construction": { + "amoc": 0.5252008018620421, + "binseg": 0.4662169703155342, + "bocpd": 0.39527377713373163, + "bocpdms": 0.5712959390806137, + "cpnp": 0.33351340395632906, + "ecp": 0.3523063143752799, + "kcpa": 0.016300940438871474, + "pelt": 0.4227346947723124, + "prophet": 0.5016674561314804, + "rbocpdms": 0.5814556430390202, + "rfpop": 0.09153605015673981, + "segneigh": 0.4227346947723124, + "wbs": 0.19799813012154208 + }, + "debt_ireland": { + "amoc": 0.32063492063492066, + "binseg": 0.6346153846153847, + "bocpd": 0.5844642130356416, + "bocpdms": 0.3124239169351951, + "cpnp": 0.6346153846153847, + "ecp": 0.32063492063492066, + "kcpa": 0.2095238095238095, + "pelt": 0.6346153846153847, + "prophet": 0.32063492063492066, + "rbocpdms": 0.3060747105859888, + "rfpop": 0.4888888888888888, + "segneigh": 0.6346153846153847, + "wbs": 0.24761904761904757 + }, + "gdp_argentina": { + "amoc": 0.6674763588023808, + "binseg": 0.6674763588023808, + "bocpd": 0.630266891632794, + "bocpdms": 0.7110348407646522, + "cpnp": 0.45061040654261, + "ecp": 0.737087043952887, + "kcpa": 0.061016949152542375, + "pelt": 0.6674763588023808, + "prophet": 0.5337321369225656, + "rbocpdms": 0.7110348407646522, + "rfpop": 0.33232445520581116, + "segneigh": 0.6307126868635891, + "wbs": 0.06779661016949154 + }, + "gdp_croatia": { + "amoc": 0.6053921568627451, + "binseg": 0.6053921568627451, + "bocpd": 0.6416666666666666, + "bocpdms": 0.6553030303030303, + "cpnp": 0.6416666666666666, + "ecp": 0.7083333333333333, + "kcpa": 0.10833333333333332, + "pelt": 0.6053921568627451, + "prophet": 0.7083333333333333, + "rbocpdms": 0.6553030303030303, + "rfpop": 0.35303030303030297, + "segneigh": 0.6053921568627451, + "wbs": 0.10833333333333332 + }, + "gdp_iran": { + "amoc": 0.4840462863606043, + "binseg": 0.4773172527036974, + "bocpd": 0.5201802507836991, + "bocpdms": 0.5796203499235604, + "cpnp": 0.4480768764104928, + "ecp": 0.582639714625446, + "kcpa": 0.06206896551724138, + "pelt": 0.4773172527036974, + "prophet": 0.582639714625446, + "rbocpdms": 0.5796203499235604, + "rfpop": 0.2482758620689655, + "segneigh": 0.5026016676262982, + "wbs": 0.06551724137931034 + }, + "gdp_japan": { + "amoc": 0.6538916256157635, + "binseg": 0.6538916256157635, + "bocpd": 0.5780023781212842, + "bocpdms": 0.6438871473354231, + "cpnp": 0.5219667943805875, + "ecp": 0.802140309155767, + "kcpa": 0.041379310344827586, + "pelt": 0.6538916256157635, + "prophet": 0.802140309155767, + "rbocpdms": 0.6450574712643679, + "rfpop": 0.2689655172413793, + "segneigh": 0.6538916256157635, + "wbs": 0.04827586206896552 + }, + "global_co2": { + "amoc": 0.7431332769794309, + "binseg": 0.748224852071006, + "bocpd": 0.639607836659178, + "bocpdms": 0.7381814253910598, + "cpnp": 0.3134615384615385, + "ecp": 0.5348642935079105, + "kcpa": 0.17307692307692307, + "pelt": 0.6376856527413208, + "prophet": 0.28393162393162397, + "rbocpdms": 0.7448794088641374, + "rfpop": 0.368040293040293, + "segneigh": 0.6336752136752136, + "wbs": 0.18653846153846151 + }, + "homeruns": { + "amoc": 0.6826141913243321, + "binseg": 0.6826141913243321, + "bocpd": 0.5259784072813735, + "bocpdms": 0.6774418562494335, + "cpnp": 0.5164826109131125, + "ecp": 0.6113142126745639, + "kcpa": 0.04745762711864407, + "pelt": 0.6826141913243321, + "prophet": 0.5738804395274011, + "rbocpdms": 0.5536775196784558, + "rfpop": 0.3544799362595973, + "segneigh": 0.5897930346729432, + "wbs": 0.312395749260156 + }, + "iceland_tourism": { + "amoc": 0.7638979209774363, + "binseg": 0.7638979209774363, + "bocpd": 0.5949219783126157, + "bocpdms": 0.6163806043203028, + "cpnp": 0.3831722716144827, + "ecp": 0.382391959798995, + "kcpa": 0.017085427135678392, + "pelt": 0.7638979209774363, + "prophet": 0.4532663316582914, + "rbocpdms": 0.855306837216385, + "rfpop": 0.2934673366834171, + "segneigh": 0.64950392990594, + "wbs": 0.5115577889447236 + }, + "jfk_passengers": { + "amoc": 0.8392664497512488, + "binseg": 0.8392664497512488, + "bocpd": 0.5411780007432182, + "bocpdms": 0.8308747092562954, + "cpnp": 0.5606466492242806, + "ecp": 0.43795355587808416, + "kcpa": 0.008119658119658119, + "pelt": 0.8392664497512488, + "prophet": 0.3729405346426623, + "rbocpdms": 0.6280613288076384, + "rfpop": 0.2635392267878656, + "segneigh": 0.7912402844476574, + "wbs": 0.4092299704449237 + }, + "lga_passengers": { + "amoc": 0.42658426556475987, + "binseg": 0.45828866764869847, + "bocpd": 0.4961704215860225, + "bocpdms": 0.44412468142983935, + "cpnp": 0.47303057417249883, + "ecp": 0.38583381621517215, + "kcpa": 0.013247863247863248, + "pelt": 0.4744170110960888, + "prophet": 0.4338983684863903, + "rbocpdms": 0.3820562749389645, + "rfpop": 0.4124458494321508, + "segneigh": 0.5433669095513529, + "wbs": 0.4765206846034772 + }, + "measles": { + "amoc": 0.9511852891971232, + "binseg": 0.9511852891971232, + "bocpd": 0.08092835519677094, + "bocpdms": 0.25484418590847036, + "cpnp": 0.09848637739656911, + "ecp": 0.05973763874873865, + "kcpa": 0.004641775983854692, + "pelt": 0.21259929973790964, + "prophet": 0.6034740152322592, + "rbocpdms": 0.2955757079732796, + "rfpop": 0.04641775983854692, + "segneigh": 0.3672811400162438, + "wbs": 0.08052472250252271 + }, + "nile": { + "amoc": 0.8800821917808218, + "binseg": 0.8800821917808218, + "bocpd": 0.8879999999999999, + "bocpdms": 0.8699999999999999, + "cpnp": 0.8800821917808218, + "ecp": 0.8568, + "kcpa": 0.032, + "pelt": 0.8800821917808218, + "prophet": 0.75808, + "rbocpdms": 0.7530677551020408, + "rfpop": 0.8800821917808218, + "segneigh": 0.8800821917808218, + "wbs": 0.8800821917808218 + }, + "ozone": { + "amoc": 0.7014814814814815, + "binseg": 0.6001481481481481, + "bocpd": 0.6016240839770252, + "bocpdms": 0.5604621715732827, + "cpnp": 0.4406197046719923, + "ecp": 0.5736625514403293, + "kcpa": 0.07037037037037037, + "pelt": 0.6345922998096911, + "prophet": 0.5736625514403293, + "rbocpdms": 0.5767841011743451, + "rfpop": 0.3091358024691358, + "segneigh": 0.6265993265993266, + "wbs": 0.07037037037037037 + }, + "quality_control_1": { + "amoc": 0.9923773726743093, + "binseg": 0.9923773726743093, + "bocpd": 0.8869053958111467, + "bocpdms": 0.9822793120049017, + "cpnp": 0.6825650387950708, + "ecp": 0.6198083067092652, + "kcpa": 0.009584664536741214, + "pelt": 0.9923773726743093, + "prophet": 0.6932044728434505, + "rbocpdms": 0.9898047935925793, + "rfpop": 0.6549520766773163, + "segneigh": 0.9923773726743093, + "wbs": 0.6869009584664537 + }, + "quality_control_2": { + "amoc": 0.9223181723701366, + "binseg": 0.9223181723701366, + "bocpd": 0.9272274782476536, + "bocpdms": 0.9208951448022624, + "cpnp": 0.9223181723701366, + "ecp": 0.9265200095891666, + "kcpa": 0.009893992932862191, + "pelt": 0.9223181723701366, + "prophet": 0.7230624263839811, + "rbocpdms": 0.9117848282084055, + "rfpop": 0.9223181723701366, + "segneigh": 0.9223181723701366, + "wbs": 0.9223181723701366 + }, + "quality_control_3": { + "amoc": 0.995645855133124, + "binseg": 0.995645855133124, + "bocpd": 0.9967303392229183, + "bocpdms": 0.9766235260281853, + "cpnp": 0.8306010928961749, + "ecp": 0.9967303392229183, + "kcpa": 0.00819672131147541, + "pelt": 0.995645855133124, + "prophet": 0.5002717310161545, + "rbocpdms": 0.7427601542355641, + "rfpop": 0.6584699453551912, + "segneigh": 0.995645855133124, + "wbs": 0.995645855133124 + }, + "quality_control_4": { + "amoc": 0.5628594752186589, + "binseg": 0.5176214973477965, + "bocpd": 0.5114099999999999, + "bocpdms": 0.6700772658634537, + "cpnp": 0.4814767058158135, + "ecp": 0.2572, + "kcpa": 0.0088, + "pelt": 0.5377566882818624, + "prophet": 0.5079214043327769, + "rbocpdms": 0.6607725816700611, + "rfpop": 0.0588, + "segneigh": 0.5377566882818624, + "wbs": 0.07959999999999999 + }, + "quality_control_5": { + "amoc": 1.0, + "binseg": 1.0, + "bocpd": 1.0, + "bocpdms": 0.9938461538461538, + "cpnp": 1.0, + "ecp": 1.0, + "kcpa": 0.006153846153846154, + "pelt": 1.0, + "prophet": 1.0, + "rbocpdms": 0.9938461538461538, + "rfpop": 1.0, + "segneigh": 1.0, + "wbs": 1.0 + }, + "rail_lines": { + "amoc": 0.7863825363825364, + "binseg": 0.7863825363825364, + "bocpd": 0.7665280665280665, + "bocpdms": 0.41634978607951584, + "cpnp": 0.7383229383229384, + "ecp": 0.4281957633308984, + "kcpa": 0.10270270270270272, + "pelt": 0.7863825363825364, + "prophet": 0.5341555841555842, + "rbocpdms": 0.41634978607951584, + "rfpop": 0.4391891891891892, + "segneigh": 0.7863825363825364, + "wbs": 0.10270270270270272 + }, + "ratner_stock": { + "amoc": 0.8731931344496537, + "binseg": 0.9127129495029589, + "bocpd": 0.7956627642276421, + "bocpdms": 0.8659070701034747, + "cpnp": 0.38017086617086615, + "ecp": 0.18466666666666667, + "kcpa": 0.020666666666666667, + "pelt": 0.9081545019686045, + "prophet": 0.44437833927936543, + "rbocpdms": 0.8623978324781142, + "rfpop": 0.1623333333333333, + "segneigh": 0.9140453687993402, + "wbs": 0.17557142857142857 + }, + "robocalls": { + "amoc": 0.641011386803242, + "binseg": 0.641011386803242, + "bocpd": 0.8076923076923077, + "bocpdms": 0.6221538461538463, + "cpnp": 0.6772189349112425, + "ecp": 0.6005917159763314, + "kcpa": 0.06923076923076923, + "pelt": 0.641011386803242, + "prophet": 0.6005917159763314, + "rbocpdms": 0.6067692307692307, + "rfpop": 0.4468370709750021, + "segneigh": 0.7603878525125991, + "wbs": 0.06923076923076923 + }, + "scanline_126007": { + "amoc": 0.519425686423205, + "binseg": 0.4641245857865578, + "bocpd": 0.3461360947117411, + "bocpdms": 0.433094420519326, + "cpnp": 0.43250044062606696, + "ecp": 0.32661195870408066, + "kcpa": 0.025363825363825365, + "pelt": 0.4435622793574522, + "prophet": 0.5027199917012807, + "rbocpdms": null, + "rfpop": 0.3155288774231227, + "segneigh": 0.5674532369803685, + "wbs": 0.26301202987142086 + }, + "scanline_42049": { + "amoc": 0.42402749280674296, + "binseg": 0.6314867217082936, + "bocpd": 0.8920680176281544, + "bocpdms": 0.8317714867114443, + "cpnp": 0.5287193456297983, + "ecp": 0.4904818069878699, + "kcpa": 0.12141372141372142, + "pelt": 0.7454882781915352, + "prophet": 0.44129005397448573, + "rbocpdms": 0.4207584200548333, + "rfpop": 0.2572545092059262, + "segneigh": 0.7297414014592061, + "wbs": 0.4320485484333056 + }, + "seatbelts": { + "amoc": 0.6825404441929043, + "binseg": 0.796945892630244, + "bocpd": 0.7565173618892873, + "bocpdms": 0.5262925461440059, + "cpnp": 0.7495058046692855, + "ecp": 0.6154938937201455, + "kcpa": 0.019791666666666666, + "pelt": 0.796945892630244, + "prophet": 0.6281015064769836, + "rbocpdms": 0.5262925461440059, + "rfpop": 0.48429166666666673, + "segneigh": 0.7654780268915077, + "wbs": 0.727164100252578 + }, + "shanghai_license": { + "amoc": 0.9196947071511531, + "binseg": 0.9196947071511531, + "bocpd": 0.8557634480454392, + "bocpdms": 0.6156585618297099, + "cpnp": 0.47395704404805244, + "ecp": 0.5176585365853659, + "kcpa": 0.02048780487804878, + "pelt": 0.9196947071511531, + "prophet": 0.7678640059127864, + "rbocpdms": 0.7543980157704533, + "rfpop": 0.38054693274205464, + "segneigh": 0.8264951553625124, + "wbs": 0.20883961566888395 + }, + "uk_coal_employ": { + "amoc": null, + "binseg": null, + "bocpd": null, + "bocpdms": 0.42901587301587296, + "cpnp": null, + "ecp": 0.35648072562358274, + "kcpa": 0.35648072562358274, + "pelt": null, + "prophet": 0.4809133767087081, + "rbocpdms": null, + "rfpop": null, + "segneigh": null, + "wbs": null + }, + "unemployment_nl": { + "amoc": 0.5065595248493318, + "binseg": 0.669177886902036, + "bocpd": 0.49508665190523937, + "bocpdms": 0.5698215369879949, + "cpnp": 0.5030916551496796, + "ecp": 0.470449776849074, + "kcpa": 0.03925233644859812, + "pelt": 0.6483671445199073, + "prophet": 0.5065595248493318, + "rbocpdms": 0.5385050140609804, + "rfpop": 0.24328043451875225, + "segneigh": 0.6483671445199073, + "wbs": 0.2216065865598576 + }, + "us_population": { + "amoc": 0.7355460811775691, + "binseg": 0.3909313725490196, + "bocpd": 0.21911764705882356, + "bocpdms": 0.8006187767868165, + "cpnp": 0.391421568627451, + "ecp": 0.08946078431372549, + "kcpa": 0.0029411764705882353, + "pelt": 0.5061274509803921, + "prophet": 0.09583333333333334, + "rbocpdms": 0.554656862745098, + "rfpop": 0.8033761053440983, + "segneigh": 0.3073529411764706, + "wbs": 0.04264705882352941 + }, + "usd_isk": { + "amoc": 0.8527794314919734, + "binseg": 0.7347653721190944, + "bocpd": 0.6716572567006793, + "bocpdms": 0.866448682173545, + "cpnp": 0.48011495083863504, + "ecp": 0.6160593821788403, + "kcpa": 0.022672064777327933, + "pelt": 0.7303371792260955, + "prophet": 0.43629300594994175, + "rbocpdms": 0.5821701480650142, + "rfpop": 0.16304945054945055, + "segneigh": 0.7303371792260955, + "wbs": 0.19410063620589937 + }, + "well_log": { + "amoc": 0.4527947707232932, + "binseg": 0.6954264948476262, + "bocpd": 0.7763050637371114, + "bocpdms": 0.7781186453147706, + "cpnp": 0.7722333028622153, + "ecp": 0.6012275267436302, + "kcpa": 0.020444444444444442, + "pelt": 0.6785920888706041, + "prophet": 0.4112569746320268, + "rbocpdms": 0.6651010133088289, + "rfpop": 0.7871519424337239, + "segneigh": 0.6465255849795147, + "wbs": 0.7187662053663793 + } +} diff --git a/analysis/output/tables/default_f1_combined_full.tex b/analysis/output/tables/default_f1_combined_full.tex new file mode 100644 index 00000000..dcb00e21 --- /dev/null +++ b/analysis/output/tables/default_f1_combined_full.tex @@ -0,0 +1,48 @@ +\begin{tabular}{lccccccccccccc} +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}\\ +\hline +\verb+bank+ & \textbf{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\\ +\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\\ +\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\\ +\verb+businv+ & \textbf{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\\ +\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\\ +\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\\ +\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\\ +\verb+construction+ & 0.516 & \textbf{0.547} & 0.481 & 0.410 & 0.359 & 0.430 & 0.019 & \textbf{0.547} & 0.324 & 0.480 & 0.115 & \textbf{0.547} & 0.248\\ +\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\\ +\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\\ +\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\\ +\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\\ +\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\\ +\verb+global_co2+ & \textbf{0.634} & \textbf{0.634} & 0.481 & 0.458 & 0.242 & 0.481 & 0.036 & 0.481 & 0.142 & 0.458 & 0.110 & 0.481 & 0.038\\ +\verb+homeruns+ & \textbf{0.577} & \textbf{0.577} & 0.370 & 0.356 & 0.301 & 0.448 & 0.018 & \textbf{0.577} & 0.218 & 0.337 & 0.133 & 0.397 & 0.100\\ +\verb+iceland_tourism+ & \textbf{0.643} & \textbf{0.643} & 0.486 & 0.391 & 0.391 & 0.391 & 0.010 & \textbf{0.643} & 0.220 & 0.400 & 0.105 & 0.486 & 0.105\\ +\verb+jfk_passengers+ & \textbf{0.559} & \textbf{0.559} & 0.264 & 0.358 & 0.430 & 0.264 & 0.009 & \textbf{0.559} & 0.354 & 0.347 & 0.189 & 0.437 & 0.264\\ +\verb+lga_passengers+ & \textbf{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\\ +\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\\ +\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}\\ +\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\\ +\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\\ +\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}\\ +\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}\\ +\verb+quality_control_4+ & \textbf{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\\ +\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}\\ +\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\\ +\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\\ +\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\\ +\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\\ +\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\\ +\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\\ +\verb+shanghai_license+ & \textbf{0.605} & \textbf{0.605} & 0.465 & 0.491 & 0.437 & 0.541 & 0.029 & \textbf{0.605} & 0.532 & 0.326 & 0.231 & 0.465 & 0.130\\ +\verb+uk_coal_employ+ & M & M & M & 0.495 & M & 0.513 & 0.513 & M & \textbf{0.551} & M & M & M & M\\ +\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\\ +\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\\ +\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\\ +\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\\ +\hline +\verb+apple+ & & & 0.247 & 0.142 & & 0.247 & 0.006 & & & \textbf{0.373} & & & \\ +\verb+bee_waggle_6+ & & & 0.062 & \textbf{0.481} & & 0.124 & 0.003 & & & 0.218 & & & \\ +\verb+occupancy+ & & & 0.259 & 0.203 & & \textbf{0.387} & 0.015 & & & 0.163 & & & \\ +\verb+run_log+ & & & 0.182 & \textbf{0.319} & & 0.195 & 0.014 & & & 0.244 & & & \\ +\hline +\end{tabular} diff --git a/analysis/output/tables/default_f1_multi_avg.json b/analysis/output/tables/default_f1_multi_avg.json new file mode 100644 index 00000000..1c5dd041 --- /dev/null +++ b/analysis/output/tables/default_f1_multi_avg.json @@ -0,0 +1,7 @@ +{ + "bocpd": 0.18760009622112495, + "bocpdms": 0.2863800722335245, + "ecp": 0.23828457433188238, + "kcpa": 0.009455518272524471, + "rbocpdms": 0.24971838871416588 +} diff --git a/analysis/output/tables/default_f1_uni_avg.json b/analysis/output/tables/default_f1_uni_avg.json new file mode 100644 index 00000000..6b62cd02 --- /dev/null +++ b/analysis/output/tables/default_f1_uni_avg.json @@ -0,0 +1,15 @@ +{ + "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 +} diff --git a/analysis/output/tables/default_f1_uni_full.json b/analysis/output/tables/default_f1_uni_full.json new file mode 100644 index 00000000..f684e7a6 --- /dev/null +++ b/analysis/output/tables/default_f1_uni_full.json @@ -0,0 +1,572 @@ +{ + "bank": { + "amoc": 0.6666666666666666, + "binseg": 0.4, + "bocpd": 0.046511627906976744, + "bocpdms": 0.11764705882352941, + "cpnp": 0.044444444444444446, + "ecp": 0.15384615384615385, + "kcpa": 0.0076045627376425855, + "pelt": 0.4, + "prophet": 0.15384615384615385, + "rbocpdms": 0.33333333333333337, + "rfpop": 0.015151515151515152, + "segneigh": 0.33333333333333337, + "wbs": 0.0392156862745098 + }, + "bitcoin": { + "amoc": 0.36708860759493667, + "binseg": 0.27786259541984737, + "bocpd": 0.549618320610687, + "bocpdms": 0.2685185185185185, + "cpnp": 0.4020797227036395, + "ecp": 0.28509719222462204, + "kcpa": 0.04419889502762431, + "pelt": 0.473469387755102, + "prophet": 0.35394862036156044, + "rbocpdms": null, + "rfpop": 0.18628719275549807, + "segneigh": 0.473469387755102, + "wbs": 0.27906976744186046 + }, + "brent_spot": { + "amoc": 0.27184466019417475, + "binseg": 0.4163424124513619, + "bocpd": 0.38656126482213443, + "bocpdms": 0.23931623931623927, + "cpnp": 0.555235775957494, + "ecp": 0.417910447761194, + "kcpa": 0.047619047619047616, + "pelt": 0.40239043824701193, + "prophet": 0.1732283464566929, + "rbocpdms": 0.3212669683257919, + "rfpop": 0.37529530880863987, + "segneigh": 0.3656108597285068, + "wbs": 0.35433628318584076 + }, + "businv": { + "amoc": 0.45454545454545453, + "binseg": 0.3703703703703703, + "bocpd": 0.27027027027027023, + "bocpdms": 0.3703703703703703, + "cpnp": 0.30400000000000005, + "ecp": 0.1794871794871795, + "kcpa": 0.024024024024024027, + "pelt": 0.3703703703703703, + "prophet": 0.27530364372469635, + "rbocpdms": 0.3125, + "rfpop": 0.1702127659574468, + "segneigh": 0.3125, + "wbs": 0.18848167539267016 + }, + "centralia": { + "amoc": 0.7628865979381444, + "binseg": 0.625, + "bocpd": 0.625, + "bocpdms": 0.5945945945945946, + "cpnp": 0.625, + "ecp": 0.7628865979381444, + "kcpa": 0.19999999999999998, + "pelt": 0.625, + "prophet": 0.7628865979381444, + "rbocpdms": 0.45833333333333337, + "rfpop": 0.4, + "segneigh": 0.625, + "wbs": 0.14285714285714288 + }, + "children_per_woman": { + "amoc": 0.47183098591549294, + "binseg": 0.47183098591549294, + "bocpd": 0.5253164556962024, + "bocpdms": 0.3366336633663366, + "cpnp": 0.2076502732240437, + "ecp": 0.21647819063004847, + "kcpa": 0.026200873362445417, + "pelt": 0.47183098591549294, + "prophet": 0.31017119838872104, + "rbocpdms": 0.288135593220339, + "rfpop": 0.11320754716981131, + "segneigh": 0.3366336633663366, + "wbs": 0.1111111111111111 + }, + "co2_canada": { + "amoc": 0.5441941074523396, + "binseg": 0.6905689789555729, + "bocpd": 0.6192917054986021, + "bocpdms": 0.26523297491039427, + "cpnp": 0.5784832451499119, + "ecp": 0.8169458606457879, + "kcpa": 0.10738255033557045, + "pelt": 0.6613545816733067, + "prophet": 0.48212083847102344, + "rbocpdms": 0.38053097345132747, + "rfpop": 0.4065792855307119, + "segneigh": 0.6613545816733067, + "wbs": 0.35555555555555557 + }, + "construction": { + "amoc": 0.5161290322580646, + "binseg": 0.5473684210526316, + "bocpd": 0.48148148148148145, + "bocpdms": 0.4102564102564102, + "cpnp": 0.358974358974359, + "ecp": 0.42975206611570255, + "kcpa": 0.01923076923076923, + "pelt": 0.5473684210526316, + "prophet": 0.32432432432432434, + "rbocpdms": 0.48, + "rfpop": 0.11538461538461538, + "segneigh": 0.5473684210526316, + "wbs": 0.247787610619469 + }, + "debt_ireland": { + "amoc": 0.4693877551020408, + "binseg": 0.7603305785123966, + "bocpd": 0.7603305785123966, + "bocpdms": 0.611111111111111, + "cpnp": 0.7603305785123966, + "ecp": 0.4693877551020408, + "kcpa": 0.2608695652173913, + "pelt": 0.7603305785123966, + "prophet": 0.4693877551020408, + "rbocpdms": 0.5301204819277109, + "rfpop": 0.4615384615384615, + "segneigh": 0.7603305785123966, + "wbs": 0.2727272727272727 + }, + "gdp_argentina": { + "amoc": 0.888888888888889, + "binseg": 0.888888888888889, + "bocpd": 0.9473684210526316, + "bocpdms": 0.5833333333333333, + "cpnp": 0.8181818181818182, + "ecp": 0.8235294117647058, + "kcpa": 0.13114754098360656, + "pelt": 0.888888888888889, + "prophet": 0.6153846153846153, + "rbocpdms": 0.45161290322580644, + "rfpop": 0.5714285714285715, + "segneigh": 0.9473684210526316, + "wbs": 0.14814814814814814 + }, + "gdp_croatia": { + "amoc": 0.5833333333333333, + "binseg": 0.5833333333333333, + "bocpd": 1.0, + "bocpdms": 0.5833333333333333, + "cpnp": 1.0, + "ecp": 0.8235294117647058, + "kcpa": 0.16, + "pelt": 0.5833333333333333, + "prophet": 0.8235294117647058, + "rbocpdms": 0.45161290322580644, + "rfpop": 0.4, + "segneigh": 0.5833333333333333, + "wbs": 0.16666666666666669 + }, + "gdp_iran": { + "amoc": 0.4915254237288136, + "binseg": 0.4915254237288136, + "bocpd": 0.4242424242424242, + "bocpdms": 0.4915254237288136, + "cpnp": 0.3295454545454546, + "ecp": 0.651685393258427, + "kcpa": 0.1, + "pelt": 0.4915254237288136, + "prophet": 0.651685393258427, + "rbocpdms": 0.39455782312925175, + "rfpop": 0.3157894736842105, + "segneigh": 0.39455782312925175, + "wbs": 0.11320754716981131 + }, + "gdp_japan": { + "amoc": 0.6153846153846154, + "binseg": 0.6153846153846154, + "bocpd": 0.8, + "bocpdms": 0.47058823529411764, + "cpnp": 0.6666666666666666, + "ecp": 0.888888888888889, + "kcpa": 0.06779661016949151, + "pelt": 0.6153846153846154, + "prophet": 0.888888888888889, + "rbocpdms": 0.6666666666666666, + "rfpop": 0.1904761904761905, + "segneigh": 0.6153846153846154, + "wbs": 0.07692307692307693 + }, + "global_co2": { + "amoc": 0.6341463414634146, + "binseg": 0.6341463414634146, + "bocpd": 0.48148148148148145, + "bocpdms": 0.45833333333333337, + "cpnp": 0.2424242424242424, + "ecp": 0.48148148148148145, + "kcpa": 0.03571428571428572, + "pelt": 0.48148148148148145, + "prophet": 0.14213197969543145, + "rbocpdms": 0.45833333333333337, + "rfpop": 0.11016949152542373, + "segneigh": 0.48148148148148145, + "wbs": 0.038461538461538464 + }, + "homeruns": { + "amoc": 0.5774647887323944, + "binseg": 0.5774647887323944, + "bocpd": 0.3695652173913044, + "bocpdms": 0.3557692307692308, + "cpnp": 0.3010309278350516, + "ecp": 0.44808743169398907, + "kcpa": 0.017699115044247787, + "pelt": 0.5774647887323944, + "prophet": 0.21822033898305085, + "rbocpdms": 0.33695652173913043, + "rfpop": 0.13310580204778158, + "segneigh": 0.3973063973063973, + "wbs": 0.1 + }, + "iceland_tourism": { + "amoc": 0.6428571428571429, + "binseg": 0.6428571428571429, + "bocpd": 0.48648648648648646, + "bocpdms": 0.391304347826087, + "cpnp": 0.391304347826087, + "ecp": 0.391304347826087, + "kcpa": 0.010471204188481674, + "pelt": 0.6428571428571429, + "prophet": 0.21951219512195125, + "rbocpdms": 0.4, + "rfpop": 0.10526315789473684, + "segneigh": 0.48648648648648646, + "wbs": 0.10526315789473684 + }, + "jfk_passengers": { + "amoc": 0.5588235294117647, + "binseg": 0.5588235294117647, + "bocpd": 0.2638888888888889, + "bocpdms": 0.3584905660377358, + "cpnp": 0.4297520661157025, + "ecp": 0.2638888888888889, + "kcpa": 0.008602150537634409, + "pelt": 0.5588235294117647, + "prophet": 0.35374149659863946, + "rbocpdms": 0.3469387755102041, + "rfpop": 0.18918918918918917, + "segneigh": 0.43678160919540227, + "wbs": 0.2638888888888889 + }, + "lga_passengers": { + "amoc": 0.42196531791907516, + "binseg": 0.3046875, + "bocpd": 0.39928539526574364, + "bocpdms": 0.2967479674796748, + "cpnp": 0.26359832635983266, + "ecp": 0.39173320807891027, + "kcpa": 0.021276595744680854, + "pelt": 0.3046875, + "prophet": 0.36568848758465017, + "rbocpdms": 0.34844868735083534, + "rfpop": 0.26205331820760064, + "segneigh": 0.26440677966101694, + "wbs": 0.24531170805879374 + }, + "measles": { + "amoc": 0.9473684210526316, + "binseg": 0.9473684210526316, + "bocpd": 0.06870229007633587, + "bocpdms": 0.12413793103448276, + "cpnp": 0.11764705882352941, + "ecp": 0.06870229007633587, + "kcpa": 0.004232804232804234, + "pelt": 0.12413793103448276, + "prophet": 0.391304347826087, + "rbocpdms": 0.11688311688311688, + "rfpop": 0.03007518796992481, + "segneigh": 0.32727272727272727, + "wbs": 0.0391304347826087 + }, + "nile": { + "amoc": 1.0, + "binseg": 1.0, + "bocpd": 1.0, + "bocpdms": 0.8, + "cpnp": 1.0, + "ecp": 1.0, + "kcpa": 0.039999999999999994, + "pelt": 1.0, + "prophet": 0.8235294117647058, + "rbocpdms": 0.45161290322580644, + "rfpop": 1.0, + "segneigh": 1.0, + "wbs": 1.0 + }, + "ozone": { + "amoc": 0.53125, + "binseg": 0.6495726495726496, + "bocpd": 0.6495726495726496, + "bocpdms": 0.53125, + "cpnp": 0.7499999999999999, + "ecp": 0.723404255319149, + "kcpa": 0.1090909090909091, + "pelt": 1.0, + "prophet": 0.723404255319149, + "rbocpdms": 0.5588235294117647, + "rfpop": 0.375, + "segneigh": 1.0, + "wbs": 0.11320754716981131 + }, + "quality_control_1": { + "amoc": 1.0, + "binseg": 1.0, + "bocpd": 0.8, + "bocpdms": 0.6666666666666666, + "cpnp": 0.6666666666666666, + "ecp": 0.6666666666666666, + "kcpa": 0.012738853503184714, + "pelt": 1.0, + "prophet": 0.5, + "rbocpdms": 0.6666666666666666, + "rfpop": 0.6666666666666666, + "segneigh": 1.0, + "wbs": 0.5714285714285715 + }, + "quality_control_2": { + "amoc": 1.0, + "binseg": 1.0, + "bocpd": 1.0, + "bocpdms": 0.6666666666666666, + "cpnp": 1.0, + "ecp": 1.0, + "kcpa": 0.014084507042253521, + "pelt": 1.0, + "prophet": 0.5454545454545455, + "rbocpdms": 0.6666666666666666, + "rfpop": 1.0, + "segneigh": 1.0, + "wbs": 1.0 + }, + "quality_control_3": { + "amoc": 1.0, + "binseg": 1.0, + "bocpd": 1.0, + "bocpdms": 0.6666666666666666, + "cpnp": 0.5714285714285715, + "ecp": 1.0, + "kcpa": 0.010899182561307902, + "pelt": 1.0, + "prophet": 0.6666666666666666, + "rbocpdms": 0.3333333333333333, + "rfpop": 0.2857142857142857, + "segneigh": 1.0, + "wbs": 1.0 + }, + "quality_control_4": { + "amoc": 0.576271186440678, + "binseg": 0.5647058823529413, + "bocpd": 0.39669421487603307, + "bocpdms": 0.43835616438356173, + "cpnp": 0.3609022556390977, + "ecp": 0.2822085889570552, + "kcpa": 0.008130081300813009, + "pelt": 0.5575757575757576, + "prophet": 0.19101123595505617, + "rbocpdms": 0.35955056179775285, + "rfpop": 0.07272727272727272, + "segneigh": 0.5575757575757576, + "wbs": 0.07692307692307693 + }, + "quality_control_5": { + "amoc": 1.0, + "binseg": 1.0, + "bocpd": 1.0, + "bocpdms": 0.5, + "cpnp": 1.0, + "ecp": 1.0, + "kcpa": 0.006153846153846154, + "pelt": 1.0, + "prophet": 1.0, + "rbocpdms": 0.5, + "rfpop": 1.0, + "segneigh": 1.0, + "wbs": 1.0 + }, + "rail_lines": { + "amoc": 0.8461538461538461, + "binseg": 0.8461538461538461, + "bocpd": 0.8461538461538461, + "bocpdms": 0.34920634920634924, + "cpnp": 0.7777777777777777, + "ecp": 0.5365853658536586, + "kcpa": 0.10526315789473684, + "pelt": 0.8461538461538461, + "prophet": 0.4230769230769231, + "rbocpdms": 0.34920634920634924, + "rfpop": 0.33333333333333337, + "segneigh": 0.8461538461538461, + "wbs": 0.1081081081081081 + }, + "ratner_stock": { + "amoc": 0.7755102040816326, + "binseg": 0.6829268292682926, + "bocpd": 0.5257142857142857, + "bocpdms": 0.3333333333333333, + "cpnp": 0.12598425196850394, + "ecp": 0.2014388489208633, + "kcpa": 0.012931034482758619, + "pelt": 0.6495726495726496, + "prophet": 0.27999999999999997, + "rbocpdms": 0.5588235294117647, + "rfpop": 0.09230769230769231, + "segneigh": 0.6829268292682926, + "wbs": 0.11538461538461538 + }, + "robocalls": { + "amoc": 0.8, + "binseg": 0.8, + "bocpd": 0.9655172413793104, + "bocpdms": 0.5161290322580646, + "cpnp": 0.8316831683168318, + "ecp": 0.6363636363636364, + "kcpa": 0.1111111111111111, + "pelt": 0.8, + "prophet": 0.6363636363636364, + "rbocpdms": 0.4102564102564102, + "rfpop": 0.5, + "segneigh": 0.9655172413793104, + "wbs": 0.11320754716981131 + }, + "scanline_126007": { + "amoc": 0.5241379310344828, + "binseg": 0.2594733461785485, + "bocpd": 0.21964097148891235, + "bocpdms": 0.37928621413575925, + "cpnp": 0.23268698060941828, + "ecp": 0.3002274450341168, + "kcpa": 0.008869179600886918, + "pelt": 0.18805704099821746, + "prophet": 0.6444007858546169, + "rbocpdms": null, + "rfpop": 0.09743366681165723, + "segneigh": 0.2970149253731343, + "wbs": 0.07837697242933934 + }, + "scanline_42049": { + "amoc": 0.4845005740528128, + "binseg": 0.7134502923976608, + "bocpd": 0.9622641509433963, + "bocpdms": 0.7352255587549705, + "cpnp": 0.6083213773314204, + "ecp": 0.5801526717557252, + "kcpa": 0.06274509803921569, + "pelt": 0.7444668008048291, + "prophet": 0.20150375939849624, + "rbocpdms": 0.3900184842883549, + "rfpop": 0.2618896639188332, + "segneigh": 0.6842276422764227, + "wbs": 0.2758620689655173 + }, + "seatbelts": { + "amoc": 0.4736842105263158, + "binseg": 0.6829268292682926, + "bocpd": 0.5833333333333334, + "bocpdms": 0.3829787234042553, + "cpnp": 0.509090909090909, + "ecp": 0.32142857142857145, + "kcpa": 0.041025641025641026, + "pelt": 0.6829268292682926, + "prophet": 0.45161290322580644, + "rbocpdms": 0.3829787234042553, + "rfpop": 0.3958333333333333, + "segneigh": 0.5833333333333334, + "wbs": 0.5833333333333334 + }, + "shanghai_license": { + "amoc": 0.605263157894737, + "binseg": 0.605263157894737, + "bocpd": 0.4646464646464646, + "bocpdms": 0.4912280701754385, + "cpnp": 0.43678160919540227, + "ecp": 0.5405405405405407, + "kcpa": 0.029126213592233007, + "pelt": 0.605263157894737, + "prophet": 0.5316455696202531, + "rbocpdms": 0.3255813953488372, + "rfpop": 0.23076923076923078, + "segneigh": 0.4646464646464646, + "wbs": 0.13043478260869565 + }, + "uk_coal_employ": { + "amoc": null, + "binseg": null, + "bocpd": null, + "bocpdms": 0.4951923076923077, + "cpnp": null, + "ecp": 0.5132743362831859, + "kcpa": 0.5132743362831859, + "pelt": null, + "prophet": 0.5512820512820513, + "rbocpdms": null, + "rfpop": null, + "segneigh": null, + "wbs": null + }, + "unemployment_nl": { + "amoc": 0.5663082437275986, + "binseg": 0.8764044943820225, + "bocpd": 0.6103669190448456, + "bocpdms": 0.5924050632911392, + "cpnp": 0.6103669190448456, + "ecp": 0.6203208556149732, + "kcpa": 0.09345794392523364, + "pelt": 0.7730061349693252, + "prophet": 0.5663082437275986, + "rbocpdms": 0.49494949494949503, + "rfpop": 0.4660194174757282, + "segneigh": 0.7730061349693252, + "wbs": 0.39669421487603307 + }, + "us_population": { + "amoc": 1.0, + "binseg": 0.6666666666666666, + "bocpd": 0.21621621621621623, + "bocpdms": 0.47058823529411764, + "cpnp": 0.21621621621621623, + "ecp": 0.17391304347826084, + "kcpa": 0.004895960832313342, + "pelt": 0.47058823529411764, + "prophet": 0.15859030837004406, + "rbocpdms": 0.24242424242424243, + "rfpop": 0.888888888888889, + "segneigh": 0.32000000000000006, + "wbs": 0.07692307692307693 + }, + "usd_isk": { + "amoc": 0.7854251012145749, + "binseg": 0.6565143824027072, + "bocpd": 0.609375, + "bocpdms": 0.6782608695652174, + "cpnp": 0.40931780366056564, + "ecp": 0.518475073313783, + "kcpa": 0.024489795918367346, + "pelt": 0.6565143824027072, + "prophet": 0.48866498740554154, + "rbocpdms": 0.2819767441860465, + "rfpop": 0.16666666666666669, + "segneigh": 0.6565143824027072, + "wbs": 0.1875 + }, + "well_log": { + "amoc": 0.27915869980879543, + "binseg": 0.5342019543973942, + "bocpd": 0.7964879993865501, + "bocpdms": 0.7692603266090298, + "cpnp": 0.8216588221334492, + "ecp": 0.8183003808232041, + "kcpa": 0.052478134110787174, + "pelt": 0.5545670225385527, + "prophet": 0.14883148831488316, + "rbocpdms": 0.5778164924506389, + "rfpop": 0.9225874867444326, + "segneigh": 0.4848015488867377, + "wbs": 0.7244283995186522 + } +} |