Merge branch 'update'

21 files changed, 1139 insertions, 714 deletions

diff --git a/analysis/output/tables/aggregate_table_wide.tex b/analysis/output/tables/aggregate_table_wide.tex
index 37272f81..1da11a9f 100644
--- a/analysis/output/tables/aggregate_table_wide.tex
+++ b/analysis/output/tables/aggregate_table_wide.tex
@@ -3,18 +3,19 @@
  & \multicolumn{4}{c}{Univariate} & \multicolumn{4}{c}{Multivariate} \\\cmidrule(lr){2-5}\cmidrule(lr){6-9}
  & \multicolumn{2}{c}{Default} & \multicolumn{2}{c}{Best} & \multicolumn{2}{c}{Default} & \multicolumn{2}{c}{Best} \\\cmidrule(lr){2-3}\cmidrule(lr){4-5}\cmidrule(lr){6-7}\cmidrule(lr){8-9}
  & Cover & F1 & Cover & F1 & Cover & F1 & Cover & F1\\\cmidrule(r){1-1}\cmidrule(lr){2-5}\cmidrule(l){6-9}
-\textsc{amoc}     & 0.702 & 0.664 & 0.746 & 0.783 &       &       &       &       \\
-\textsc{binseg}   & \textbf{0.706} & \textbf{0.680} & 0.780 & 0.803 &       &       &       &       \\
-\textsc{bocpd}    & 0.636 & 0.611 & \textbf{0.789} & \textbf{0.831} & 0.455 & 0.188 & \textbf{0.801} & \textbf{0.718} \\
-\textsc{bocpdms}  & 0.633 & 0.476 & 0.744 & 0.569 & \textbf{0.486} & \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 &       &       &       &       \\
+\textsc{amoc}     & 0.702 & 0.704 & 0.746 & 0.799 &       &       &       &       \\
+\textsc{binseg}   & \textbf{0.706} & \textbf{0.744} & 0.780 & 0.856 &       &       &       &       \\
+\textsc{bocpd}    & 0.636 & 0.690 & \textbf{0.789} & \textbf{0.880} & 0.455 & \textbf{0.610} & \textbf{0.801} & \textbf{0.941} \\
+\textsc{bocpdms}  & 0.633 & 0.507 & 0.744 & 0.620 & \textbf{0.486} & 0.429 & 0.623 & 0.533 \\
+\textsc{cpnp}     & 0.535 & 0.607 & 0.552 & 0.666 &       &       &       &       \\
+\textsc{ecp}      & 0.523 & 0.598 & 0.720 & 0.797 & 0.402 & 0.545 & 0.590 & 0.725 \\
+\textsc{kcpa}     & 0.062 & 0.111 & 0.626 & 0.683 & 0.047 & 0.071 & 0.626 & 0.747 \\
+\textsc{pelt}     & 0.689 & 0.710 & 0.725 & 0.787 &       &       &       &       \\
+\textsc{prophet}  & 0.540 & 0.488 & 0.576 & 0.534 &       &       &       &       \\
+\textsc{rbocpdms} & 0.629 & 0.447 &       &       & 0.402 & 0.356 &       &       \\
+\textsc{rfpop}    & 0.392 & 0.499 & 0.414 & 0.531 &       &       &       &       \\
+\textsc{segneigh} & 0.676 & 0.676 & 0.784 & 0.855 &       &       &       &       \\
+\textsc{wbs}      & 0.330 & 0.412 & 0.428 & 0.533 &       &       &       &       \\
+\textsc{zero}     & 0.583 & 0.669 & 0.579 & 0.662 & 0.464 & 0.577 & 0.464 & 0.577 \\
 \cmidrule(r){1-1}\cmidrule(lr){2-5}\cmidrule(l){6-9}
 \end{tabular}
diff --git a/analysis/output/tables/best_cover_combined_full.tex b/analysis/output/tables/best_cover_combined_full.tex
index 4d021db3..5bfca2e1 100644
--- a/analysis/output/tables/best_cover_combined_full.tex
+++ b/analysis/output/tables/best_cover_combined_full.tex
@@ -1,48 +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}\\
+\begin{tabular}{lcccccccccccccc}
+Dataset & \textsc{amoc} & \textsc{binseg} & \textsc{bocpd} & \textsc{bocpdms} & \textsc{cpnp} & \textsc{ecp} & \textsc{kcpa} & \textsc{pelt} & \textsc{prophet} & \textsc{rbocpdms} & \textsc{rfpop} & \textsc{segneigh} & \textsc{wbs} & \textsc{zero}\\
 \hline
-\verb+bank+ & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.997 & 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\\
+\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 & \textbf{1.000}\\
+\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 & 0.516\\
+\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 & 0.266\\
+\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 & 0.461\\
+\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 & 0.675\\
+\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 & 0.429\\
+\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 & 0.278\\
+\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 & 0.575\\
+\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 & 0.321\\
+\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 & \textbf{0.737}\\
+\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 & \textbf{0.708}\\
+\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 & 0.583\\
+\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 & \textbf{0.802}\\
+\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 & \textbf{0.758}\\
+\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 & 0.511\\
+\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 & \textbf{0.946}\\
+\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 & 0.630\\
+\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 & 0.383\\
+\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 & \textbf{0.951}\\
+\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 & 0.758\\
+\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 & 0.574\\
+\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 & 0.503\\
+\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 & 0.638\\
+\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 & 0.500\\
+\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 & 0.673\\
+\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} & \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 & 0.428\\
+\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 & 0.450\\
+\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 & 0.601\\
+\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 & 0.503\\
+\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 & 0.211\\
+\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 & 0.528\\
+\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 & 0.547\\
+\verb+uk_coal_employ+ & M & M & M & \textbf{0.504} & M & 0.356 & 0.356 & M & 0.481 & M & M & M & M & 0.356\\
+\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 & 0.507\\
+\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 & \textbf{0.803}\\
+\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 & 0.436\\
+\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 & 0.225\\
 \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 &  &  & \\
+\verb+apple+ &  &  & \textbf{0.846} & 0.720 &  & 0.758 & 0.462 &  &  & F/T &  &  &  & 0.425\\
+\verb+bee_waggle_6+ &  &  & \textbf{0.891} & 0.889 &  & 0.116 & 0.730 &  &  & 0.205 &  &  &  & \textbf{0.891}\\
+\verb+occupancy+ &  &  & 0.645 & 0.556 &  & \textbf{0.666} & 0.581 &  &  & F/T &  &  &  & 0.236\\
+\verb+run_log+ &  &  & \textbf{0.824} & 0.327 &  & 0.819 & 0.729 &  &  & 0.329 &  &  &  & 0.304\\
 \hline
 \end{tabular}
diff --git a/analysis/output/tables/best_cover_multi_avg.json b/analysis/output/tables/best_cover_multi_avg.json
index 1a265803..e7a3600c 100644
--- a/analysis/output/tables/best_cover_multi_avg.json
+++ b/analysis/output/tables/best_cover_multi_avg.json
@@ -2,5 +2,6 @@
 	"bocpd": 0.8014610836188212,
 	"bocpdms": 0.623177929675182,
 	"ecp": 0.5896897742279563,
-	"kcpa": 0.6257272238922049
+	"kcpa": 0.6257272238922049,
+	"zero": 0.4637232698241863
 }
diff --git a/analysis/output/tables/best_cover_multi_full.json b/analysis/output/tables/best_cover_multi_full.json
new file mode 100644
index 00000000..e5f7d464
--- /dev/null
+++ b/analysis/output/tables/best_cover_multi_full.json
@@ -0,0 +1,66 @@
+{
+	"apple": {
+		"amoc": null,
+		"binseg": null,
+		"bocpd": 0.8460730008400692,
+		"bocpdms": 0.7204402102982397,
+		"cpnp": null,
+		"ecp": 0.7581073567120613,
+		"kcpa": 0.46211340377509946,
+		"pelt": null,
+		"prophet": null,
+		"rbocpdms": null,
+		"rfpop": null,
+		"segneigh": null,
+		"wbs": null,
+		"zero": 0.4246265030345013
+	},
+	"bee_waggle_6": {
+		"amoc": null,
+		"binseg": null,
+		"bocpd": 0.8911284212456287,
+		"bocpdms": 0.8885462779845985,
+		"cpnp": null,
+		"ecp": 0.11625615763546797,
+		"kcpa": 0.7303950723782282,
+		"pelt": null,
+		"prophet": null,
+		"rbocpdms": 0.20548748824610893,
+		"rfpop": null,
+		"segneigh": null,
+		"wbs": null,
+		"zero": 0.8911284212456287
+	},
+	"occupancy": {
+		"amoc": null,
+		"binseg": null,
+		"bocpd": 0.6450457868544032,
+		"bocpdms": 0.5562845009346071,
+		"cpnp": null,
+		"ecp": 0.6658323068550764,
+		"kcpa": 0.5811261033060695,
+		"pelt": null,
+		"prophet": null,
+		"rbocpdms": null,
+		"rfpop": null,
+		"segneigh": null,
+		"wbs": null,
+		"zero": 0.23562129218275363
+	},
+	"run_log": {
+		"amoc": null,
+		"binseg": null,
+		"bocpd": 0.8235971255351833,
+		"bocpdms": 0.3274407294832827,
+		"cpnp": null,
+		"ecp": 0.8185632757092198,
+		"kcpa": 0.7292743161094225,
+		"pelt": null,
+		"prophet": null,
+		"rbocpdms": 0.32929342193501193,
+		"rfpop": null,
+		"segneigh": null,
+		"wbs": null,
+		"zero": 0.3035168628338615
+	}
+}
diff --git a/analysis/output/tables/best_cover_uni_avg.json b/analysis/output/tables/best_cover_uni_avg.json
index a165b853..b8808e3d 100644
--- a/analysis/output/tables/best_cover_uni_avg.json
+++ b/analysis/output/tables/best_cover_uni_avg.json
@@ -10,5 +10,6 @@
 	"prophet": 0.5762221953717342,
 	"rfpop": 0.41415432945370306,
 	"segneigh": 0.783592466351048,
-	"wbs": 0.42803626569747943
+	"wbs": 0.42803626569747943,
+	"zero": 0.5787669555339219
 }
diff --git a/analysis/output/tables/best_cover_uni_full.json b/analysis/output/tables/best_cover_uni_full.json
index 4d518d66..12d3ea8b 100644
--- a/analysis/output/tables/best_cover_uni_full.json
+++ b/analysis/output/tables/best_cover_uni_full.json
@@ -12,7 +12,8 @@
 		"rbocpdms": null,
 		"rfpop": 0.03614457831325301,
 		"segneigh": 1.0,
-		"wbs": 0.05335628227194492
+		"wbs": 0.05335628227194492,
+		"zero": 1.0
 	},
 	"bitcoin": {
 		"amoc": 0.7707706590725811,
@@ -27,7 +28,8 @@
 		"rbocpdms": null,
 		"rfpop": 0.16794573643410854,
 		"segneigh": 0.7712230785185206,
-		"wbs": 0.409493345209164
+		"wbs": 0.409493345209164,
+		"zero": 0.5162283249537621
 	},
 	"brent_spot": {
 		"amoc": 0.5028414234471386,
@@ -42,7 +44,8 @@
 		"rbocpdms": null,
 		"rfpop": 0.23491099182381608,
 		"segneigh": 0.6585704614415928,
-		"wbs": 0.31014712103354664
+		"wbs": 0.31014712103354664,
+		"zero": 0.2658176
 	},
 	"businv": {
 		"amoc": 0.5735800041718168,
@@ -57,7 +60,8 @@
 		"rbocpdms": 0.45893761338439826,
 		"rfpop": 0.1227128427128427,
 		"segneigh": 0.6471030804943848,
-		"wbs": 0.15422799422799421
+		"wbs": 0.15422799422799421,
+		"zero": 0.46094765840220386
 	},
 	"centralia": {
 		"amoc": 0.6746666666666667,
@@ -72,7 +76,8 @@
 		"rbocpdms": 0.6235897435897436,
 		"rfpop": 0.5683333333333334,
 		"segneigh": 0.6746666666666667,
-		"wbs": 0.2533333333333333
+		"wbs": 0.2533333333333333,
+		"zero": 0.6746666666666667
 	},
 	"children_per_woman": {
 		"amoc": 0.8043846316761503,
@@ -87,7 +92,8 @@
 		"rbocpdms": 0.7152983477067913,
 		"rfpop": 0.15409241920869826,
 		"segneigh": 0.7982556272643626,
-		"wbs": 0.2843853820598007
+		"wbs": 0.2843853820598007,
+		"zero": 0.42910563901060694
 	},
 	"co2_canada": {
 		"amoc": 0.5267191888742934,
@@ -102,7 +108,8 @@
 		"rbocpdms": 0.6167070784423279,
 		"rfpop": 0.4966352996448755,
 		"segneigh": 0.7516527165934928,
-		"wbs": 0.5520636623107346
+		"wbs": 0.5520636623107346,
+		"zero": 0.2775684153596538
 	},
 	"construction": {
 		"amoc": 0.6285250381802105,
@@ -117,7 +124,8 @@
 		"rbocpdms": 0.5749347601306438,
 		"rfpop": 0.1537453963797438,
 		"segneigh": 0.5746032369964917,
-		"wbs": 0.29963287533304633
+		"wbs": 0.29963287533304633,
+		"zero": 0.5746032369964917
 	},
 	"debt_ireland": {
 		"amoc": 0.6346153846153847,
@@ -132,7 +140,8 @@
 		"rbocpdms": 0.39596560846560835,
 		"rfpop": 0.4888888888888888,
 		"segneigh": 0.7770823885109599,
-		"wbs": 0.24761904761904757
+		"wbs": 0.24761904761904757,
+		"zero": 0.32063492063492066
 	},
 	"gdp_argentina": {
 		"amoc": 0.737087043952887,
@@ -147,7 +156,8 @@
 		"rbocpdms": 0.7110348407646522,
 		"rfpop": 0.3461016949152542,
 		"segneigh": 0.737087043952887,
-		"wbs": 0.32618917441224715
+		"wbs": 0.32618917441224715,
+		"zero": 0.737087043952887
 	},
 	"gdp_croatia": {
 		"amoc": 0.7083333333333333,
@@ -162,7 +172,8 @@
 		"rbocpdms": 0.7083333333333333,
 		"rfpop": 0.35303030303030297,
 		"segneigh": 0.7083333333333333,
-		"wbs": 0.10833333333333332
+		"wbs": 0.10833333333333332,
+		"zero": 0.7083333333333333
 	},
 	"gdp_iran": {
 		"amoc": 0.582639714625446,
@@ -177,7 +188,8 @@
 		"rbocpdms": 0.6920977011494253,
 		"rfpop": 0.2482758620689655,
 		"segneigh": 0.582639714625446,
-		"wbs": 0.2949833691213002
+		"wbs": 0.2949833691213002,
+		"zero": 0.582639714625446
 	},
 	"gdp_japan": {
 		"amoc": 0.802140309155767,
@@ -192,7 +204,8 @@
 		"rbocpdms": 0.802140309155767,
 		"rfpop": 0.2827586206896552,
 		"segneigh": 0.802140309155767,
-		"wbs": 0.2827586206896552
+		"wbs": 0.2827586206896552,
+		"zero": 0.802140309155767
 	},
 	"global_co2": {
 		"amoc": 0.7583210059171598,
@@ -207,7 +220,8 @@
 		"rbocpdms": 0.7448794088641374,
 		"rfpop": 0.368040293040293,
 		"segneigh": 0.7583210059171598,
-		"wbs": 0.3384615384615385
+		"wbs": 0.3384615384615385,
+		"zero": 0.7583210059171598
 	},
 	"homeruns": {
 		"amoc": 0.6938028443405415,
@@ -222,7 +236,8 @@
 		"rbocpdms": 0.505774202815283,
 		"rfpop": 0.39217533606078314,
 		"segneigh": 0.6826141913243321,
-		"wbs": 0.4067376916868442
+		"wbs": 0.4067376916868442,
+		"zero": 0.5107153116920425
 	},
 	"iceland_tourism": {
 		"amoc": 0.9460215651119921,
@@ -237,7 +252,8 @@
 		"rbocpdms": 0.9363470414337328,
 		"rfpop": 0.2934673366834171,
 		"segneigh": 0.9460215651119921,
-		"wbs": 0.5115577889447236
+		"wbs": 0.5115577889447236,
+		"zero": 0.9460215651119921
 	},
 	"jfk_passengers": {
 		"amoc": 0.8439883836604652,
@@ -252,7 +268,8 @@
 		"rbocpdms": null,
 		"rfpop": 0.3925633037782571,
 		"segneigh": 0.8392664497512488,
-		"wbs": 0.5139308251457784
+		"wbs": 0.5139308251457784,
+		"zero": 0.6298433048433048
 	},
 	"lga_passengers": {
 		"amoc": 0.4338709848416259,
@@ -267,7 +284,8 @@
 		"rbocpdms": null,
 		"rfpop": 0.4262999539839297,
 		"segneigh": 0.5433669095513529,
-		"wbs": 0.5011004228024014
+		"wbs": 0.5011004228024014,
+		"zero": 0.3830283439257799
 	},
 	"measles": {
 		"amoc": 0.9511852891971232,
@@ -282,7 +300,8 @@
 		"rbocpdms": null,
 		"rfpop": 0.04641775983854692,
 		"segneigh": 0.9511852891971232,
-		"wbs": 0.08355196770938446
+		"wbs": 0.08355196770938446,
+		"zero": 0.9511852891971232
 	},
 	"nile": {
 		"amoc": 0.8879999999999999,
@@ -297,7 +316,8 @@
 		"rbocpdms": 0.876,
 		"rfpop": 0.8800821917808218,
 		"segneigh": 0.8800821917808218,
-		"wbs": 0.8800821917808218
+		"wbs": 0.8800821917808218,
+		"zero": 0.75808
 	},
 	"ozone": {
 		"amoc": 0.721132897603486,
@@ -312,7 +332,8 @@
 		"rbocpdms": 0.7551276156793397,
 		"rfpop": 0.3583333333333333,
 		"segneigh": 0.6265993265993266,
-		"wbs": 0.3091358024691358
+		"wbs": 0.3091358024691358,
+		"zero": 0.5736625514403293
 	},
 	"quality_control_1": {
 		"amoc": 0.9961856952610209,
@@ -327,7 +348,8 @@
 		"rbocpdms": 0.7795527156549521,
 		"rfpop": 0.7060702875399361,
 		"segneigh": 0.9923773726743093,
-		"wbs": 0.6869009584664537
+		"wbs": 0.6869009584664537,
+		"zero": 0.5031081260398699
 	},
 	"quality_control_2": {
 		"amoc": 0.9265200095891666,
@@ -342,7 +364,8 @@
 		"rbocpdms": 0.6373260548351702,
 		"rfpop": 0.9223181723701366,
 		"segneigh": 0.9223181723701366,
-		"wbs": 0.9223181723701366
+		"wbs": 0.9223181723701366,
+		"zero": 0.6382524441558766
 	},
 	"quality_control_3": {
 		"amoc": 0.9967303392229183,
@@ -357,7 +380,8 @@
 		"rbocpdms": null,
 		"rfpop": 0.9781420765027322,
 		"segneigh": 0.995645855133124,
-		"wbs": 0.995645855133124
+		"wbs": 0.995645855133124,
+		"zero": 0.5002717310161545
 	},
 	"quality_control_4": {
 		"amoc": 0.7420870811176372,
@@ -372,7 +396,8 @@
 		"rbocpdms": null,
 		"rfpop": 0.0768,
 		"segneigh": 0.6727407999999999,
-		"wbs": 0.5057797345000524
+		"wbs": 0.5057797345000524,
+		"zero": 0.6727407999999999
 	},
 	"quality_control_5": {
 		"amoc": 1.0,
@@ -387,7 +412,8 @@
 		"rbocpdms": 0.9938461538461538,
 		"rfpop": 1.0,
 		"segneigh": 1.0,
-		"wbs": 1.0
+		"wbs": 1.0,
+		"zero": 1.0
 	},
 	"rail_lines": {
 		"amoc": 0.7863825363825364,
@@ -402,7 +428,8 @@
 		"rbocpdms": 0.7694570135746607,
 		"rfpop": 0.48243243243243245,
 		"segneigh": 0.7863825363825364,
-		"wbs": 0.10270270270270272
+		"wbs": 0.10270270270270272,
+		"zero": 0.4281957633308984
 	},
 	"ratner_stock": {
 		"amoc": 0.8744899316668506,
@@ -417,7 +444,8 @@
 		"rbocpdms": null,
 		"rfpop": 0.1623333333333333,
 		"segneigh": 0.9140453687993402,
-		"wbs": 0.18233333333333335
+		"wbs": 0.18233333333333335,
+		"zero": 0.4503255555555555
 	},
 	"robocalls": {
 		"amoc": 0.6663905325443786,
@@ -432,7 +460,8 @@
 		"rbocpdms": 0.682242225859247,
 		"rfpop": 0.5686213499144533,
 		"segneigh": 0.7603878525125991,
-		"wbs": 0.5594180532111567
+		"wbs": 0.5594180532111567,
+		"zero": 0.6005917159763314
 	},
 	"scanline_126007": {
 		"amoc": 0.634460086655894,
@@ -447,7 +476,8 @@
 		"rbocpdms": null,
 		"rfpop": 0.3155288774231227,
 		"segneigh": 0.6328517598946248,
-		"wbs": 0.3286599872605218
+		"wbs": 0.3286599872605218,
+		"zero": 0.5027199917012807
 	},
 	"scanline_42049": {
 		"amoc": 0.42470973117825894,
@@ -462,7 +492,8 @@
 		"rbocpdms": null,
 		"rfpop": 0.2572545092059262,
 		"segneigh": 0.8622300706056162,
-		"wbs": 0.6895004577676643
+		"wbs": 0.6895004577676643,
+		"zero": 0.2112845293718475
 	},
 	"seatbelts": {
 		"amoc": 0.6825404441929043,
@@ -477,7 +508,8 @@
 		"rbocpdms": 0.5327701065891473,
 		"rfpop": 0.6600846088435374,
 		"segneigh": 0.796945892630244,
-		"wbs": 0.727164100252578
+		"wbs": 0.727164100252578,
+		"zero": 0.5283637152777778
 	},
 	"shanghai_license": {
 		"amoc": 0.9304479955144378,
@@ -492,7 +524,8 @@
 		"rbocpdms": 0.7626867458376481,
 		"rfpop": 0.38054693274205464,
 		"segneigh": 0.9196947071511531,
-		"wbs": 0.35127864005912784
+		"wbs": 0.35127864005912784,
+		"zero": 0.5470886377156454
 	},
 	"uk_coal_employ": {
 		"amoc": null,
@@ -507,7 +540,8 @@
 		"rbocpdms": null,
 		"rfpop": null,
 		"segneigh": null,
-		"wbs": null
+		"wbs": null,
+		"zero": 0.35648072562358274
 	},
 	"unemployment_nl": {
 		"amoc": 0.6273577958058836,
@@ -522,7 +556,8 @@
 		"rbocpdms": null,
 		"rfpop": 0.245684751385686,
 		"segneigh": 0.6502597869268365,
-		"wbs": 0.44679418355179584
+		"wbs": 0.44679418355179584,
+		"zero": 0.5065595248493318
 	},
 	"us_population": {
 		"amoc": 0.8033761053440983,
@@ -537,7 +572,8 @@
 		"rbocpdms": null,
 		"rfpop": 0.8033761053440983,
 		"segneigh": 0.8033761053440983,
-		"wbs": 0.04950980392156863
+		"wbs": 0.04950980392156863,
+		"zero": 0.8033761053440983
 	},
 	"usd_isk": {
 		"amoc": 0.8645950599174581,
@@ -552,7 +588,8 @@
 		"rbocpdms": 0.7700646665911591,
 		"rfpop": 0.1664093343727211,
 		"segneigh": 0.7906488739707632,
-		"wbs": 0.40051246830092985
+		"wbs": 0.40051246830092985,
+		"zero": 0.43629300594994175
 	},
 	"well_log": {
 		"amoc": 0.46267705859029923,
@@ -567,6 +604,7 @@
 		"rbocpdms": null,
 		"rfpop": 0.7871519424337239,
 		"segneigh": 0.7822015138061366,
-		"wbs": 0.7677416100198158
+		"wbs": 0.7677416100198158,
+		"zero": 0.22457547325102878
 	}
 }
diff --git a/analysis/output/tables/best_f1_combined_full.tex b/analysis/output/tables/best_f1_combined_full.tex
index 86510ded..bcd4b8df 100644
--- a/analysis/output/tables/best_f1_combined_full.tex
+++ b/analysis/output/tables/best_f1_combined_full.tex
@@ -1,48 +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}\\
+\begin{tabular}{lcccccccccccccc}
+Dataset & \textsc{amoc} & \textsc{binseg} & \textsc{bocpd} & \textsc{bocpdms} & \textsc{cpnp} & \textsc{ecp} & \textsc{kcpa} & \textsc{pelt} & \textsc{prophet} & \textsc{rbocpdms} & \textsc{rfpop} & \textsc{segneigh} & \textsc{wbs} & \textsc{zero}\\
 \hline
-\verb+bank+ & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.500 & 0.054 & 0.200 & 0.333 & 0.400 & \textbf{1.000} & T & 0.015 & \textbf{1.000} & 0.043\\
-\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\\
+\verb+bank+ & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.500 & 0.054 & 0.200 & 0.333 & 0.400 & \textbf{1.000} & T & 0.015 & \textbf{1.000} & 0.043 & \textbf{1.000}\\
+\verb+bitcoin+ & 0.507 & 0.690 & 0.733 & 0.533 & 0.611 & 0.625 & 0.665 & \textbf{0.735} & 0.446 & T & 0.284 & \textbf{0.735} & 0.690 & 0.450\\
+\verb+brent_spot+ & 0.465 & \textbf{0.670} & 0.609 & 0.239 & 0.607 & 0.636 & 0.553 & 0.586 & 0.249 & T & 0.521 & 0.586 & 0.564 & 0.315\\
+\verb+businv+ & \textbf{0.588} & \textbf{0.588} & \textbf{0.588} & 0.455 & 0.386 & 0.370 & 0.294 & 0.490 & 0.275 & 0.370 & 0.261 & \textbf{0.588} & 0.289 & \textbf{0.588}\\
+\verb+centralia+ & 0.909 & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.909 & \textbf{1.000} & \textbf{1.000} & 0.763 & 0.846 & \textbf{1.000} & \textbf{1.000} & 0.556 & 0.763\\
+\verb+children_per_woman+ & 0.678 & 0.663 & \textbf{0.712} & 0.405 & 0.344 & 0.551 & 0.525 & 0.637 & 0.310 & 0.504 & 0.246 & 0.637 & 0.500 & 0.507\\
+\verb+co2_canada+ & 0.544 & 0.856 & \textbf{0.924} & 0.479 & 0.642 & 0.875 & 0.867 & 0.670 & 0.482 & 0.542 & 0.569 & 0.872 & 0.681 & 0.361\\
+\verb+construction+ & 0.696 & \textbf{0.709} & \textbf{0.709} & 0.410 & 0.602 & \textbf{0.709} & 0.634 & \textbf{0.709} & 0.324 & 0.340 & 0.185 & \textbf{0.709} & 0.523 & 0.696\\
+\verb+debt_ireland+ & 0.760 & \textbf{1.000} & \textbf{1.000} & 0.892 & 0.958 & 0.980 & \textbf{1.000} & \textbf{1.000} & 0.469 & 0.748 & 0.824 & \textbf{1.000} & 0.538 & 0.469\\
+\verb+gdp_argentina+ & 0.889 & \textbf{0.947} & \textbf{0.947} & 0.583 & 0.818 & 0.889 & 0.800 & \textbf{0.947} & 0.615 & 0.452 & 0.615 & \textbf{0.947} & 0.421 & 0.824\\
+\verb+gdp_croatia+ & \textbf{1.000} & 0.824 & \textbf{1.000} & 0.583 & \textbf{1.000} & 0.824 & 0.583 & 0.824 & 0.824 & 0.824 & 0.400 & 0.824 & 0.167 & 0.824\\
+\verb+gdp_iran+ & 0.696 & 0.652 & \textbf{0.862} & 0.492 & 0.620 & 0.824 & 0.734 & 0.808 & 0.652 & 0.737 & 0.636 & 0.808 & 0.576 & 0.652\\
+\verb+gdp_japan+ & \textbf{1.000} & 0.889 & \textbf{1.000} & 0.615 & 0.667 & \textbf{1.000} & 0.500 & 0.889 & 0.889 & 0.889 & 0.222 & 0.889 & 0.222 & 0.889\\
+\verb+global_co2+ & 0.929 & 0.929 & 0.889 & 0.458 & 0.667 & \textbf{0.929} & 0.667 & 0.929 & 0.463 & 0.547 & 0.293 & 0.929 & 0.250 & 0.846\\
+\verb+homeruns+ & 0.812 & \textbf{0.829} & \textbf{0.829} & 0.650 & 0.650 & 0.829 & 0.829 & 0.812 & 0.723 & 0.397 & 0.661 & 0.812 & 0.664 & 0.659\\
+\verb+iceland_tourism+ & 0.947 & 0.947 & 0.947 & 0.486 & 0.391 & \textbf{1.000} & 0.486 & 0.643 & 0.220 & 0.667 & 0.200 & 0.947 & 0.200 & 0.947\\
+\verb+jfk_passengers+ & \textbf{0.776} & \textbf{0.776} & \textbf{0.776} & 0.650 & 0.602 & 0.651 & 0.437 & \textbf{0.776} & 0.354 & T & 0.491 & \textbf{0.776} & 0.437 & 0.723\\
+\verb+lga_passengers+ & 0.561 & 0.620 & 0.704 & 0.563 & 0.606 & \textbf{0.892} & 0.526 & 0.537 & 0.366 & T & 0.592 & 0.537 & 0.674 & 0.535\\
+\verb+measles+ & \textbf{0.947} & \textbf{0.947} & \textbf{0.947} & 0.486 & 0.118 & 0.080 & 0.281 & 0.153 & 0.391 & F/T & 0.030 & \textbf{0.947} & 0.041 & \textbf{0.947}\\
+\verb+nile+ & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.800 & \textbf{1.000} & \textbf{1.000} & 0.824 & \textbf{1.000} & 0.824 & 0.667 & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.824\\
+\verb+ozone+ & 0.776 & 0.723 & 0.857 & 0.778 & 0.750 & \textbf{1.000} & 0.667 & \textbf{1.000} & 0.723 & 0.651 & 0.429 & \textbf{1.000} & 0.286 & 0.723\\
+\verb+quality_control_1+ & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.667 & 0.667 & \textbf{1.000} & 0.667 & \textbf{1.000} & 0.500 & 0.286 & 0.667 & \textbf{1.000} & 0.667 & 0.667\\
+\verb+quality_control_2+ & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.667 & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.750 & 0.429 & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.750\\
+\verb+quality_control_3+ & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.766 & 0.571 & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.667 & T & 0.800 & \textbf{1.000} & \textbf{1.000} & 0.667\\
+\verb+quality_control_4+ & 0.810 & \textbf{0.873} & 0.787 & 0.561 & 0.658 & 0.726 & 0.658 & 0.780 & 0.780 & T & 0.241 & 0.780 & 0.608 & 0.780\\
+\verb+quality_control_5+ & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.500 & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.500 & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & \textbf{1.000}\\
+\verb+rail_lines+ & 0.846 & 0.846 & \textbf{0.966} & 0.889 & \textbf{0.966} & \textbf{0.966} & 0.800 & 0.846 & 0.537 & 0.730 & 0.615 & 0.889 & 0.205 & 0.537\\
+\verb+ratner_stock+ & 0.776 & 0.824 & \textbf{0.868} & 0.559 & 0.396 & 0.776 & 0.754 & 0.824 & 0.280 & T & 0.203 & 0.824 & 0.378 & 0.571\\
+\verb+robocalls+ & 0.800 & \textbf{0.966} & \textbf{0.966} & 0.750 & 0.862 & \textbf{0.966} & \textbf{0.966} & \textbf{0.966} & 0.636 & 0.846 & 0.714 & \textbf{0.966} & 0.714 & 0.636\\
+\verb+scanline_126007+ & 0.710 & 0.920 & \textbf{0.921} & 0.829 & 0.906 & 0.870 & 0.838 & 0.889 & 0.644 & T & 0.649 & 0.889 & 0.818 & 0.644\\
+\verb+scanline_42049+ & 0.485 & 0.879 & \textbf{0.962} & 0.889 & 0.713 & 0.910 & 0.908 & 0.910 & 0.269 & T & 0.460 & 0.910 & 0.650 & 0.276\\
+\verb+seatbelts+ & 0.824 & \textbf{0.838} & 0.683 & 0.583 & 0.735 & 0.683 & 0.621 & 0.683 & 0.452 & 0.383 & 0.563 & 0.735 & 0.583 & 0.621\\
+\verb+shanghai_license+ & \textbf{0.966} & 0.868 & 0.868 & 0.605 & 0.600 & 0.868 & 0.465 & 0.868 & 0.532 & 0.389 & 0.357 & 0.868 & 0.385 & 0.636\\
+\verb+uk_coal_employ+ & M & M & M & 0.617 & M & 0.513 & 0.513 & M & \textbf{0.639} & M & M & M & M & 0.513\\
+\verb+unemployment_nl+ & 0.742 & \textbf{0.889} & 0.876 & 0.592 & 0.747 & 0.755 & 0.744 & 0.788 & 0.566 & F/T & 0.628 & 0.788 & 0.801 & 0.566\\
+\verb+us_population+ & \textbf{1.000} & 0.889 & \textbf{1.000} & 0.615 & 0.232 & 0.471 & 0.276 & 0.500 & 0.159 & T & 0.889 & 0.889 & 0.113 & 0.889\\
+\verb+usd_isk+ & \textbf{0.785} & 0.704 & \textbf{0.785} & 0.678 & 0.674 & \textbf{0.785} & 0.601 & 0.657 & 0.489 & 0.510 & 0.462 & 0.678 & 0.636 & 0.489\\
+\verb+well_log+ & 0.336 & 0.914 & 0.832 & 0.743 & 0.822 & \textbf{0.928} & 0.776 & 0.873 & 0.149 & T & 0.923 & 0.873 & 0.832 & 0.237\\
 \hline
-\verb+apple+ &  &  & \textbf{0.916} & 0.314 &  & 0.745 & 0.481 &  &  & F/T &  &  & \\
-\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 &  &  & \\
+\verb+apple+ &  &  & \textbf{0.916} & 0.445 &  & 0.745 & 0.634 &  &  & F/T &  &  &  & 0.594\\
+\verb+bee_waggle_6+ &  &  & \textbf{0.929} & 0.481 &  & 0.233 & 0.634 &  &  & 0.245 &  &  &  & \textbf{0.929}\\
+\verb+occupancy+ &  &  & 0.919 & 0.735 &  & \textbf{0.932} & 0.812 &  &  & F/T &  &  &  & 0.341\\
+\verb+run_log+ &  &  & \textbf{1.000} & 0.469 &  & 0.990 & 0.909 &  &  & 0.380 &  &  &  & 0.446\\
 \hline
 \end{tabular}
diff --git a/analysis/output/tables/best_f1_multi_avg.json b/analysis/output/tables/best_f1_multi_avg.json
index 9de35da2..c0124923 100644
--- a/analysis/output/tables/best_f1_multi_avg.json
+++ b/analysis/output/tables/best_f1_multi_avg.json
@@ -1,6 +1,7 @@
 {
-	"bocpd": 0.718040907733408,
-	"bocpdms": 0.3862673506325448,
-	"ecp": 0.38790015348968676,
-	"kcpa": 0.4560758392509358
+	"bocpd": 0.9407049491956461,
+	"bocpdms": 0.5327627944865245,
+	"ecp": 0.7251421388666226,
+	"kcpa": 0.7473036444833079,
+	"zero": 0.5771739603118445
 }
diff --git a/analysis/output/tables/best_f1_multi_full.json b/analysis/output/tables/best_f1_multi_full.json
new file mode 100644
index 00000000..efcfdf38
--- /dev/null
+++ b/analysis/output/tables/best_f1_multi_full.json
@@ -0,0 +1,66 @@
+{
+	"apple": {
+		"amoc": null,
+		"binseg": null,
+		"bocpd": 0.9156626506024097,
+		"bocpdms": 0.44468546637744033,
+		"cpnp": null,
+		"ecp": 0.7450980392156863,
+		"kcpa": 0.6341463414634148,
+		"pelt": null,
+		"prophet": null,
+		"rbocpdms": null,
+		"rfpop": null,
+		"segneigh": null,
+		"wbs": null,
+		"zero": 0.59375
+	},
+	"bee_waggle_6": {
+		"amoc": null,
+		"binseg": null,
+		"bocpd": 0.9285714285714287,
+		"bocpdms": 0.48148148148148145,
+		"cpnp": null,
+		"ecp": 0.2333333333333333,
+		"kcpa": 0.6341463414634148,
+		"pelt": null,
+		"prophet": null,
+		"rbocpdms": 0.24528301886792453,
+		"rfpop": null,
+		"segneigh": null,
+		"wbs": null,
+		"zero": 0.9285714285714287
+	},
+	"occupancy": {
+		"amoc": null,
+		"binseg": null,
+		"bocpd": 0.9185857176087462,
+		"bocpdms": 0.7354964749851355,
+		"cpnp": null,
+		"ecp": 0.9322381930184805,
+		"kcpa": 0.8118309859154931,
+		"pelt": null,
+		"prophet": null,
+		"rbocpdms": null,
+		"rfpop": null,
+		"segneigh": null,
+		"wbs": null,
+		"zero": 0.34077855775366944
+	},
+	"run_log": {
+		"amoc": null,
+		"binseg": null,
+		"bocpd": 1.0,
+		"bocpdms": 0.4693877551020408,
+		"cpnp": null,
+		"ecp": 0.9898989898989901,
+		"kcpa": 0.9090909090909091,
+		"pelt": null,
+		"prophet": null,
+		"rbocpdms": 0.3801652892561983,
+		"rfpop": null,
+		"segneigh": null,
+		"wbs": null,
+		"zero": 0.4455958549222798
+	}
+}
diff --git a/analysis/output/tables/best_f1_uni_avg.json b/analysis/output/tables/best_f1_uni_avg.json
index 5bf3ddb2..712dfa10 100644
--- a/analysis/output/tables/best_f1_uni_avg.json
+++ b/analysis/output/tables/best_f1_uni_avg.json
@@ -1,14 +1,15 @@
 {
-	"amoc": 0.7827330244626048,
-	"binseg": 0.8031280093237617,
-	"bocpd": 0.8307501589195349,
-	"bocpdms": 0.568782994696522,
-	"cpnp": 0.5669381324304421,
-	"ecp": 0.7060062858372516,
-	"kcpa": 0.5890673779576903,
-	"pelt": 0.7028636492743974,
-	"prophet": 0.5056771261253178,
-	"rfpop": 0.39155673412323544,
-	"segneigh": 0.8064026485290847,
-	"wbs": 0.3904386889845699
+	"amoc": 0.7989121074618578,
+	"binseg": 0.8559005454405391,
+	"bocpd": 0.8796748379866468,
+	"bocpdms": 0.6203284167541796,
+	"cpnp": 0.6659800464352401,
+	"ecp": 0.7965989034220683,
+	"kcpa": 0.6831674110255809,
+	"pelt": 0.787210573431827,
+	"prophet": 0.5343546652863759,
+	"rfpop": 0.5309415810175405,
+	"segneigh": 0.8549018881498379,
+	"wbs": 0.5327293979109599,
+	"zero": 0.6623749098695177
 }
diff --git a/analysis/output/tables/best_f1_uni_full.json b/analysis/output/tables/best_f1_uni_full.json
index a0ce4d8d..b2dd539f 100644
--- a/analysis/output/tables/best_f1_uni_full.json
+++ b/analysis/output/tables/best_f1_uni_full.json
@@ -12,37 +12,40 @@
 		"rbocpdms": null,
 		"rfpop": 0.015151515151515152,
 		"segneigh": 1.0,
-		"wbs": 0.042553191489361694
+		"wbs": 0.042553191489361694,
+		"zero": 1.0
 	},
 	"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,
+		"binseg": 0.6899203515517714,
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 		"amoc": 0.4654731457800512,
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@@ -55,84 +58,90 @@
 		"pelt": 0.4903225806451614,
 		"prophet": 0.27530364372469635,
 		"rbocpdms": 0.3703703703703703,
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 	"gdp_argentina": {
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@@ -147,7 +156,8 @@
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 		"rfpop": 0.6153846153846153,
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 	"gdp_croatia": {
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@@ -162,22 +172,24 @@
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 		"rfpop": 0.4,
 		"segneigh": 0.8235294117647058,
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 	"gdp_iran": {
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 	"gdp_japan": {
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@@ -192,37 +204,40 @@
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 		"segneigh": 0.888888888888889,
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@@ -230,44 +245,47 @@
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@@ -282,7 +300,8 @@
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 		"segneigh": 0.9473684210526316,
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@@ -297,7 +316,8 @@
 		"rbocpdms": 0.6666666666666666,
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@@ -312,7 +332,8 @@
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 	"quality_control_1": {
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@@ -327,7 +348,8 @@
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@@ -342,7 +364,8 @@
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@@ -357,22 +380,24 @@
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@@ -387,82 +412,88 @@
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 		"amoc": 0.7755102040816326,
-		"binseg": 0.6829268292682926,
-		"bocpd": 0.7755102040816326,
+		"binseg": 0.8235294117647058,
+		"bocpd": 0.8679245283018867,
 		"bocpdms": 0.5588235294117647,
-		"cpnp": 0.2271604938271605,
+		"cpnp": 0.3956989247311828,
 		"ecp": 0.7755102040816326,
-		"kcpa": 0.48148148148148145,
-		"pelt": 0.6829268292682926,
+		"kcpa": 0.7536231884057971,
+		"pelt": 0.8235294117647058,
 		"prophet": 0.27999999999999997,
 		"rbocpdms": null,
-		"rfpop": 0.09230769230769231,
-		"segneigh": 0.6829268292682926,
-		"wbs": 0.19999999999999998
+		"rfpop": 0.2028985507246377,
+		"segneigh": 0.8235294117647058,
+		"wbs": 0.37837837837837834,
+		"zero": 0.5714285714285714
 	},
 	"robocalls": {
 		"amoc": 0.8,
 		"binseg": 0.9655172413793104,
 		"bocpd": 0.9655172413793104,
 		"bocpdms": 0.7499999999999999,
-		"cpnp": 0.8316831683168318,
+		"cpnp": 0.8615384615384615,
 		"ecp": 0.9655172413793104,
 		"kcpa": 0.9655172413793104,
 		"pelt": 0.9655172413793104,
 		"prophet": 0.6363636363636364,
 		"rbocpdms": 0.846153846153846,
-		"rfpop": 0.5874125874125874,
+		"rfpop": 0.7142857142857143,
 		"segneigh": 0.9655172413793104,
-		"wbs": 0.5
+		"wbs": 0.7142857142857143,
+		"zero": 0.6363636363636364
 	},
 	"scanline_126007": {
-		"amoc": 0.6444007858546169,
-		"binseg": 0.6444007858546169,
-		"bocpd": 0.6444007858546169,
-		"bocpdms": 0.5071618037135279,
-		"cpnp": 0.23268698060941828,
-		"ecp": 0.32459016393442625,
-		"kcpa": 0.47783251231527096,
-		"pelt": 0.23268698060941828,
+		"amoc": 0.7102803738317757,
+		"binseg": 0.92018779342723,
+		"bocpd": 0.9207419898819562,
+		"bocpdms": 0.8290924975428633,
+		"cpnp": 0.9057562076749436,
+		"ecp": 0.8698710433763189,
+		"kcpa": 0.8383751080380293,
+		"pelt": 0.8892508143322476,
 		"prophet": 0.6444007858546169,
 		"rbocpdms": null,
-		"rfpop": 0.09743366681165723,
-		"segneigh": 0.6444007858546169,
-		"wbs": 0.12486187845303864
+		"rfpop": 0.6494735235769876,
+		"segneigh": 0.8892508143322476,
+		"wbs": 0.8175710594315245,
+		"zero": 0.6444007858546169
 	},
 	"scanline_42049": {
 		"amoc": 0.4845005740528128,
-		"binseg": 0.8630490956072351,
+		"binseg": 0.8790697674418604,
 		"bocpd": 0.9622641509433963,
-		"bocpdms": 0.7819548872180451,
-		"cpnp": 0.6092446448703495,
-		"ecp": 0.8151848151848151,
+		"bocpdms": 0.8891703609879671,
+		"cpnp": 0.7126153846153847,
+		"ecp": 0.9095415117719949,
 		"kcpa": 0.9076751946607342,
-		"pelt": 0.7898134863701578,
-		"prophet": 0.20150375939849624,
+		"pelt": 0.9095415117719949,
+		"prophet": 0.2693467336683417,
 		"rbocpdms": null,
-		"rfpop": 0.2618896639188332,
-		"segneigh": 0.7994542974079127,
-		"wbs": 0.5224071702944942
+		"rfpop": 0.45965498052309406,
+		"segneigh": 0.9095415117719949,
+		"wbs": 0.6496815286624205,
+		"zero": 0.2756368386675375
 	},
 	"seatbelts": {
 		"amoc": 0.8235294117647058,
@@ -475,24 +506,26 @@
 		"pelt": 0.6829268292682926,
 		"prophet": 0.45161290322580644,
 		"rbocpdms": 0.3829787234042553,
-		"rfpop": 0.45600000000000007,
+		"rfpop": 0.562962962962963,
 		"segneigh": 0.735483870967742,
-		"wbs": 0.5833333333333334
+		"wbs": 0.5833333333333334,
+		"zero": 0.6206896551724138
 	},
 	"shanghai_license": {
 		"amoc": 0.9655172413793104,
-		"binseg": 0.6363636363636364,
-		"bocpd": 0.6363636363636364,
-		"bocpdms": 0.4912280701754385,
+		"binseg": 0.8679245283018869,
+		"bocpd": 0.8679245283018869,
+		"bocpdms": 0.605263157894737,
 		"cpnp": 0.6,
-		"ecp": 0.625,
-		"kcpa": 0.2738095238095238,
-		"pelt": 0.605263157894737,
+		"ecp": 0.8679245283018869,
+		"kcpa": 0.4646464646464646,
+		"pelt": 0.8679245283018869,
 		"prophet": 0.5316455696202531,
 		"rbocpdms": 0.3888888888888889,
-		"rfpop": 0.23076923076923078,
-		"segneigh": 0.6363636363636364,
-		"wbs": 0.25
+		"rfpop": 0.3571428571428571,
+		"segneigh": 0.8679245283018869,
+		"wbs": 0.3846153846153846,
+		"zero": 0.6363636363636364
 	},
 	"uk_coal_employ": {
 		"amoc": null,
@@ -503,26 +536,28 @@
 		"ecp": 0.5132743362831859,
 		"kcpa": 0.5132743362831859,
 		"pelt": null,
-		"prophet": 0.5512820512820513,
+		"prophet": 0.6394052044609666,
 		"rbocpdms": null,
 		"rfpop": null,
 		"segneigh": null,
-		"wbs": null
+		"wbs": null,
+		"zero": 0.5132743362831859
 	},
 	"unemployment_nl": {
 		"amoc": 0.7421383647798743,
 		"binseg": 0.888888888888889,
 		"bocpd": 0.8764044943820225,
 		"bocpdms": 0.5924050632911392,
-		"cpnp": 0.6719367588932806,
-		"ecp": 0.7112068965517241,
-		"kcpa": 0.6778163458504259,
+		"cpnp": 0.7472527472527473,
+		"ecp": 0.7548806941431669,
+		"kcpa": 0.7438409023449095,
 		"pelt": 0.787878787878788,
 		"prophet": 0.5663082437275986,
 		"rbocpdms": null,
-		"rfpop": 0.4660194174757282,
+		"rfpop": 0.6280373831775701,
 		"segneigh": 0.787878787878788,
-		"wbs": 0.6575342465753424
+		"wbs": 0.8012139605462821,
+		"zero": 0.5663082437275986
 	},
 	"us_population": {
 		"amoc": 1.0,
@@ -537,22 +572,24 @@
 		"rbocpdms": null,
 		"rfpop": 0.888888888888889,
 		"segneigh": 0.888888888888889,
-		"wbs": 0.07692307692307693
+		"wbs": 0.11320754716981131,
+		"zero": 0.888888888888889
 	},
 	"usd_isk": {
 		"amoc": 0.7854251012145749,
-		"binseg": 0.6565143824027072,
+		"binseg": 0.7044025157232705,
 		"bocpd": 0.7854251012145749,
 		"bocpdms": 0.6782608695652174,
-		"cpnp": 0.562929061784897,
+		"cpnp": 0.6735112936344968,
 		"ecp": 0.7854251012145749,
-		"kcpa": 0.4621676891615542,
+		"kcpa": 0.601063829787234,
 		"pelt": 0.6565143824027072,
 		"prophet": 0.48866498740554154,
-		"rbocpdms": 0.38537271448663846,
-		"rfpop": 0.18181818181818182,
+		"rbocpdms": 0.5098039215686274,
+		"rfpop": 0.4615384615384615,
 		"segneigh": 0.6782608695652174,
-		"wbs": 0.33333333333333337
+		"wbs": 0.6363636363636364,
+		"zero": 0.48866498740554154
 	},
 	"well_log": {
 		"amoc": 0.3364140480591497,
@@ -562,11 +599,12 @@
 		"cpnp": 0.8216588221334492,
 		"ecp": 0.9281744335185976,
 		"kcpa": 0.7763426240652617,
-		"pelt": 0.8320663441603318,
+		"pelt": 0.873003802281369,
 		"prophet": 0.14883148831488316,
 		"rbocpdms": null,
 		"rfpop": 0.9225874867444326,
-		"segneigh": 0.8320663441603318,
-		"wbs": 0.8320663441603318
+		"segneigh": 0.873003802281369,
+		"wbs": 0.8320663441603318,
+		"zero": 0.23702252693437809
 	}
 }
diff --git a/analysis/output/tables/default_cover_combined_full.tex b/analysis/output/tables/default_cover_combined_full.tex
index d61a1d35..14a3a658 100644
--- a/analysis/output/tables/default_cover_combined_full.tex
+++ b/analysis/output/tables/default_cover_combined_full.tex
@@ -1,48 +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}\\
+\begin{tabular}{lcccccccccccccc}
+Dataset & \textsc{amoc} & \textsc{binseg} & \textsc{bocpd} & \textsc{bocpdms} & \textsc{cpnp} & \textsc{ecp} & \textsc{kcpa} & \textsc{pelt} & \textsc{prophet} & \textsc{rbocpdms} & \textsc{rfpop} & \textsc{segneigh} & \textsc{wbs} & \textsc{zero}\\
 \hline
-\verb+bank+ & \textbf{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\\
+\verb+bank+ & 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 & \textbf{1.000}\\
+\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 & 0.516\\
+\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 & 0.266\\
+\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 & 0.461\\
+\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 & \textbf{0.675}\\
+\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 & 0.429\\
+\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 & 0.278\\
+\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 & 0.575\\
+\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 & 0.321\\
+\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 & \textbf{0.737}\\
+\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 & \textbf{0.708}\\
+\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 & \textbf{0.583}\\
+\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 & \textbf{0.802}\\
+\verb+global_co2+ & 0.743 & 0.748 & 0.640 & 0.738 & 0.313 & 0.535 & 0.173 & 0.638 & 0.284 & 0.745 & 0.368 & 0.634 & 0.187 & \textbf{0.758}\\
+\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 & 0.511\\
+\verb+iceland_tourism+ & 0.764 & 0.764 & 0.595 & 0.616 & 0.383 & 0.382 & 0.017 & 0.764 & 0.453 & 0.855 & 0.293 & 0.650 & 0.512 & \textbf{0.946}\\
+\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 & 0.630\\
+\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 & 0.383\\
+\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 & \textbf{0.951}\\
+\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 & 0.758\\
+\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 & 0.574\\
+\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 & 0.503\\
+\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 & 0.638\\
+\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 & 0.500\\
+\verb+quality_control_4+ & 0.563 & 0.518 & 0.511 & 0.670 & 0.481 & 0.257 & 0.009 & 0.538 & 0.508 & 0.661 & 0.059 & 0.538 & 0.080 & \textbf{0.673}\\
+\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} & \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 & 0.428\\
+\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 & 0.450\\
+\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 & 0.601\\
+\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 & 0.503\\
+\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 & 0.211\\
+\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 & 0.528\\
+\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 & 0.547\\
+\verb+uk_coal_employ+ & M & M & M & 0.429 & M & 0.356 & 0.356 & M & \textbf{0.481} & M & M & M & M & 0.356\\
+\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 & 0.507\\
+\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 & \textbf{0.803}\\
+\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 & 0.436\\
+\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 & 0.225\\
 \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 &  &  & \\
+\verb+apple+ &  &  & 0.365 & 0.298 &  & 0.305 & 0.007 &  &  & 0.424 &  &  &  & \textbf{0.425}\\
+\verb+bee_waggle_6+ &  &  & 0.089 & 0.887 &  & 0.116 & 0.004 &  &  & 0.277 &  &  &  & \textbf{0.891}\\
+\verb+occupancy+ &  &  & \textbf{0.549} & 0.459 &  & 0.530 & 0.050 &  &  & 0.467 &  &  &  & 0.236\\
+\verb+run_log+ &  &  & \textbf{0.815} & 0.302 &  & 0.657 & 0.128 &  &  & 0.439 &  &  &  & 0.304\\
 \hline
 \end{tabular}
diff --git a/analysis/output/tables/default_cover_multi_avg.json b/analysis/output/tables/default_cover_multi_avg.json
index aa366c77..b54d1edb 100644
--- a/analysis/output/tables/default_cover_multi_avg.json
+++ b/analysis/output/tables/default_cover_multi_avg.json
@@ -3,5 +3,6 @@
 	"bocpdms": 0.4864318292271028,
 	"ecp": 0.4021031859847961,
 	"kcpa": 0.04727702480450509,
-	"rbocpdms": 0.401669621852949
+	"rbocpdms": 0.401669621852949,
+	"zero": 0.4637232698241863
 }
diff --git a/analysis/output/tables/default_cover_multi_full.json b/analysis/output/tables/default_cover_multi_full.json
new file mode 100644
index 00000000..01ab082d
--- /dev/null
+++ b/analysis/output/tables/default_cover_multi_full.json
@@ -0,0 +1,66 @@
+{
+	"apple": {
+		"amoc": null,
+		"binseg": null,
+		"bocpd": 0.3653462772339612,
+		"bocpdms": 0.2977800585668351,
+		"cpnp": null,
+		"ecp": 0.3049860083075221,
+		"kcpa": 0.00707395498392283,
+		"pelt": null,
+		"prophet": null,
+		"rbocpdms": 0.42393874666441655,
+		"rfpop": null,
+		"segneigh": null,
+		"wbs": null,
+		"zero": 0.4246265030345013
+	},
+	"bee_waggle_6": {
+		"amoc": null,
+		"binseg": null,
+		"bocpd": 0.08938647559337216,
+		"bocpdms": 0.8872558038885254,
+		"cpnp": null,
+		"ecp": 0.11625615763546797,
+		"kcpa": 0.003940886699507389,
+		"pelt": null,
+		"prophet": null,
+		"rbocpdms": 0.27733495688096543,
+		"rfpop": null,
+		"segneigh": null,
+		"wbs": null,
+		"zero": 0.8911284212456287
+	},
+	"occupancy": {
+		"amoc": null,
+		"binseg": null,
+		"bocpd": 0.5490006857012464,
+		"bocpdms": 0.45885921215510733,
+		"cpnp": null,
+		"ecp": 0.5304111026992682,
+		"kcpa": 0.049901768172888016,
+		"pelt": null,
+		"prophet": null,
+		"rbocpdms": 0.4668735183377498,
+		"rfpop": null,
+		"segneigh": null,
+		"wbs": null,
+		"zero": 0.23562129218275363
+	},
+	"run_log": {
+		"amoc": null,
+		"binseg": null,
+		"bocpd": 0.8153563279337671,
+		"bocpdms": 0.30183224229794325,
+		"cpnp": null,
+		"ecp": 0.6567594752969262,
+		"kcpa": 0.12819148936170213,
+		"pelt": null,
+		"prophet": null,
+		"rbocpdms": 0.43853126552866445,
+		"rfpop": null,
+		"segneigh": null,
+		"wbs": null,
+		"zero": 0.3035168628338615
+	}
+}
diff --git a/analysis/output/tables/default_cover_uni_avg.json b/analysis/output/tables/default_cover_uni_avg.json
index 4a7cfbc0..41dc2f02 100644
--- a/analysis/output/tables/default_cover_uni_avg.json
+++ b/analysis/output/tables/default_cover_uni_avg.json
@@ -11,5 +11,6 @@
 	"rbocpdms": 0.6286231930391138,
 	"rfpop": 0.3924266117800921,
 	"segneigh": 0.6764096097701927,
-	"wbs": 0.33020552818738097
+	"wbs": 0.33020552818738097,
+	"zero": 0.5827265439457162
 }
diff --git a/analysis/output/tables/default_cover_uni_full.json b/analysis/output/tables/default_cover_uni_full.json
index f7ab986c..5adf060a 100644
--- a/analysis/output/tables/default_cover_uni_full.json
+++ b/analysis/output/tables/default_cover_uni_full.json
@@ -12,7 +12,8 @@
 		"rbocpdms": 0.6437177280550774,
 		"rfpop": 0.03614457831325301,
 		"segneigh": 0.5094664371772806,
-		"wbs": 0.04819277108433735
+		"wbs": 0.04819277108433735,
+		"zero": 1.0
 	},
 	"bitcoin": {
 		"amoc": 0.7640203902798164,
@@ -27,7 +28,8 @@
 		"rbocpdms": null,
 		"rfpop": 0.16794573643410854,
 		"segneigh": 0.7578205983414553,
-		"wbs": 0.30427371278062215
+		"wbs": 0.30427371278062215,
+		"zero": 0.5162283249537621
 	},
 	"brent_spot": {
 		"amoc": 0.4230248210766188,
@@ -42,7 +44,8 @@
 		"rbocpdms": 0.5037745159441209,
 		"rfpop": 0.2245109918238161,
 		"segneigh": 0.6302231408438572,
-		"wbs": 0.2423388612346077
+		"wbs": 0.2423388612346077,
+		"zero": 0.2658176
 	},
 	"businv": {
 		"amoc": 0.5735800041718168,
@@ -57,7 +60,8 @@
 		"rbocpdms": 0.5594393757648455,
 		"rfpop": 0.1227128427128427,
 		"segneigh": 0.4939817887561099,
-		"wbs": 0.10775757575757576
+		"wbs": 0.10775757575757576,
+		"zero": 0.46094765840220386
 	},
 	"centralia": {
 		"amoc": 0.6746666666666667,
@@ -72,7 +76,8 @@
 		"rbocpdms": 0.6235897435897436,
 		"rfpop": 0.5283549783549784,
 		"segneigh": 0.5635978835978837,
-		"wbs": 0.2533333333333333
+		"wbs": 0.2533333333333333,
+		"zero": 0.6746666666666667
 	},
 	"children_per_woman": {
 		"amoc": 0.7982556272643626,
@@ -87,7 +92,8 @@
 		"rbocpdms": 0.7450730329440133,
 		"rfpop": 0.15409241920869826,
 		"segneigh": 0.7706794496729777,
-		"wbs": 0.18586194167589518
+		"wbs": 0.18586194167589518,
+		"zero": 0.42910563901060694
 	},
 	"co2_canada": {
 		"amoc": 0.5267191888742934,
@@ -102,7 +108,8 @@
 		"rbocpdms": 0.4318949994064788,
 		"rfpop": 0.4966352996448755,
 		"segneigh": 0.6116861151339248,
-		"wbs": 0.4798062015503876
+		"wbs": 0.4798062015503876,
+		"zero": 0.2775684153596538
 	},
 	"construction": {
 		"amoc": 0.5252008018620421,
@@ -117,7 +124,8 @@
 		"rbocpdms": 0.5814556430390202,
 		"rfpop": 0.09153605015673981,
 		"segneigh": 0.4227346947723124,
-		"wbs": 0.19799813012154208
+		"wbs": 0.19799813012154208,
+		"zero": 0.5746032369964917
 	},
 	"debt_ireland": {
 		"amoc": 0.32063492063492066,
@@ -132,7 +140,8 @@
 		"rbocpdms": 0.3060747105859888,
 		"rfpop": 0.4888888888888888,
 		"segneigh": 0.6346153846153847,
-		"wbs": 0.24761904761904757
+		"wbs": 0.24761904761904757,
+		"zero": 0.32063492063492066
 	},
 	"gdp_argentina": {
 		"amoc": 0.6674763588023808,
@@ -147,7 +156,8 @@
 		"rbocpdms": 0.7110348407646522,
 		"rfpop": 0.33232445520581116,
 		"segneigh": 0.6307126868635891,
-		"wbs": 0.06779661016949154
+		"wbs": 0.06779661016949154,
+		"zero": 0.737087043952887
 	},
 	"gdp_croatia": {
 		"amoc": 0.6053921568627451,
@@ -162,7 +172,8 @@
 		"rbocpdms": 0.6553030303030303,
 		"rfpop": 0.35303030303030297,
 		"segneigh": 0.6053921568627451,
-		"wbs": 0.10833333333333332
+		"wbs": 0.10833333333333332,
+		"zero": 0.7083333333333333
 	},
 	"gdp_iran": {
 		"amoc": 0.4840462863606043,
@@ -177,7 +188,8 @@
 		"rbocpdms": 0.5796203499235604,
 		"rfpop": 0.2482758620689655,
 		"segneigh": 0.5026016676262982,
-		"wbs": 0.06551724137931034
+		"wbs": 0.06551724137931034,
+		"zero": 0.582639714625446
 	},
 	"gdp_japan": {
 		"amoc": 0.6538916256157635,
@@ -192,7 +204,8 @@
 		"rbocpdms": 0.6450574712643679,
 		"rfpop": 0.2689655172413793,
 		"segneigh": 0.6538916256157635,
-		"wbs": 0.04827586206896552
+		"wbs": 0.04827586206896552,
+		"zero": 0.802140309155767
 	},
 	"global_co2": {
 		"amoc": 0.7431332769794309,
@@ -207,7 +220,8 @@
 		"rbocpdms": 0.7448794088641374,
 		"rfpop": 0.368040293040293,
 		"segneigh": 0.6336752136752136,
-		"wbs": 0.18653846153846151
+		"wbs": 0.18653846153846151,
+		"zero": 0.7583210059171598
 	},
 	"homeruns": {
 		"amoc": 0.6826141913243321,
@@ -222,7 +236,8 @@
 		"rbocpdms": 0.5536775196784558,
 		"rfpop": 0.3544799362595973,
 		"segneigh": 0.5897930346729432,
-		"wbs": 0.312395749260156
+		"wbs": 0.312395749260156,
+		"zero": 0.5107153116920425
 	},
 	"iceland_tourism": {
 		"amoc": 0.7638979209774363,
@@ -237,7 +252,8 @@
 		"rbocpdms": 0.855306837216385,
 		"rfpop": 0.2934673366834171,
 		"segneigh": 0.64950392990594,
-		"wbs": 0.5115577889447236
+		"wbs": 0.5115577889447236,
+		"zero": 0.9460215651119921
 	},
 	"jfk_passengers": {
 		"amoc": 0.8392664497512488,
@@ -252,7 +268,8 @@
 		"rbocpdms": 0.6280613288076384,
 		"rfpop": 0.2635392267878656,
 		"segneigh": 0.7912402844476574,
-		"wbs": 0.4092299704449237
+		"wbs": 0.4092299704449237,
+		"zero": 0.6298433048433048
 	},
 	"lga_passengers": {
 		"amoc": 0.42658426556475987,
@@ -267,7 +284,8 @@
 		"rbocpdms": 0.3820562749389645,
 		"rfpop": 0.4124458494321508,
 		"segneigh": 0.5433669095513529,
-		"wbs": 0.4765206846034772
+		"wbs": 0.4765206846034772,
+		"zero": 0.3830283439257799
 	},
 	"measles": {
 		"amoc": 0.9511852891971232,
@@ -282,7 +300,8 @@
 		"rbocpdms": 0.2955757079732796,
 		"rfpop": 0.04641775983854692,
 		"segneigh": 0.3672811400162438,
-		"wbs": 0.08052472250252271
+		"wbs": 0.08052472250252271,
+		"zero": 0.9511852891971232
 	},
 	"nile": {
 		"amoc": 0.8800821917808218,
@@ -297,7 +316,8 @@
 		"rbocpdms": 0.7530677551020408,
 		"rfpop": 0.8800821917808218,
 		"segneigh": 0.8800821917808218,
-		"wbs": 0.8800821917808218
+		"wbs": 0.8800821917808218,
+		"zero": 0.75808
 	},
 	"ozone": {
 		"amoc": 0.7014814814814815,
@@ -312,7 +332,8 @@
 		"rbocpdms": 0.5767841011743451,
 		"rfpop": 0.3091358024691358,
 		"segneigh": 0.6265993265993266,
-		"wbs": 0.07037037037037037
+		"wbs": 0.07037037037037037,
+		"zero": 0.5736625514403293
 	},
 	"quality_control_1": {
 		"amoc": 0.9923773726743093,
@@ -327,7 +348,8 @@
 		"rbocpdms": 0.9898047935925793,
 		"rfpop": 0.6549520766773163,
 		"segneigh": 0.9923773726743093,
-		"wbs": 0.6869009584664537
+		"wbs": 0.6869009584664537,
+		"zero": 0.5031081260398699
 	},
 	"quality_control_2": {
 		"amoc": 0.9223181723701366,
@@ -342,7 +364,8 @@
 		"rbocpdms": 0.9117848282084055,
 		"rfpop": 0.9223181723701366,
 		"segneigh": 0.9223181723701366,
-		"wbs": 0.9223181723701366
+		"wbs": 0.9223181723701366,
+		"zero": 0.6382524441558766
 	},
 	"quality_control_3": {
 		"amoc": 0.995645855133124,
@@ -357,7 +380,8 @@
 		"rbocpdms": 0.7427601542355641,
 		"rfpop": 0.6584699453551912,
 		"segneigh": 0.995645855133124,
-		"wbs": 0.995645855133124
+		"wbs": 0.995645855133124,
+		"zero": 0.5002717310161545
 	},
 	"quality_control_4": {
 		"amoc": 0.5628594752186589,
@@ -372,7 +396,8 @@
 		"rbocpdms": 0.6607725816700611,
 		"rfpop": 0.0588,
 		"segneigh": 0.5377566882818624,
-		"wbs": 0.07959999999999999
+		"wbs": 0.07959999999999999,
+		"zero": 0.6727407999999999
 	},
 	"quality_control_5": {
 		"amoc": 1.0,
@@ -387,7 +412,8 @@
 		"rbocpdms": 0.9938461538461538,
 		"rfpop": 1.0,
 		"segneigh": 1.0,
-		"wbs": 1.0
+		"wbs": 1.0,
+		"zero": 1.0
 	},
 	"rail_lines": {
 		"amoc": 0.7863825363825364,
@@ -402,7 +428,8 @@
 		"rbocpdms": 0.41634978607951584,
 		"rfpop": 0.4391891891891892,
 		"segneigh": 0.7863825363825364,
-		"wbs": 0.10270270270270272
+		"wbs": 0.10270270270270272,
+		"zero": 0.4281957633308984
 	},
 	"ratner_stock": {
 		"amoc": 0.8731931344496537,
@@ -417,7 +444,8 @@
 		"rbocpdms": 0.8623978324781142,
 		"rfpop": 0.1623333333333333,
 		"segneigh": 0.9140453687993402,
-		"wbs": 0.17557142857142857
+		"wbs": 0.17557142857142857,
+		"zero": 0.4503255555555555
 	},
 	"robocalls": {
 		"amoc": 0.641011386803242,
@@ -432,7 +460,8 @@
 		"rbocpdms": 0.6067692307692307,
 		"rfpop": 0.4468370709750021,
 		"segneigh": 0.7603878525125991,
-		"wbs": 0.06923076923076923
+		"wbs": 0.06923076923076923,
+		"zero": 0.6005917159763314
 	},
 	"scanline_126007": {
 		"amoc": 0.519425686423205,
@@ -447,7 +476,8 @@
 		"rbocpdms": null,
 		"rfpop": 0.3155288774231227,
 		"segneigh": 0.5674532369803685,
-		"wbs": 0.26301202987142086
+		"wbs": 0.26301202987142086,
+		"zero": 0.5027199917012807
 	},
 	"scanline_42049": {
 		"amoc": 0.42402749280674296,
@@ -462,7 +492,8 @@
 		"rbocpdms": 0.4207584200548333,
 		"rfpop": 0.2572545092059262,
 		"segneigh": 0.7297414014592061,
-		"wbs": 0.4320485484333056
+		"wbs": 0.4320485484333056,
+		"zero": 0.2112845293718475
 	},
 	"seatbelts": {
 		"amoc": 0.6825404441929043,
@@ -477,7 +508,8 @@
 		"rbocpdms": 0.5262925461440059,
 		"rfpop": 0.48429166666666673,
 		"segneigh": 0.7654780268915077,
-		"wbs": 0.727164100252578
+		"wbs": 0.727164100252578,
+		"zero": 0.5283637152777778
 	},
 	"shanghai_license": {
 		"amoc": 0.9196947071511531,
@@ -492,7 +524,8 @@
 		"rbocpdms": 0.7543980157704533,
 		"rfpop": 0.38054693274205464,
 		"segneigh": 0.8264951553625124,
-		"wbs": 0.20883961566888395
+		"wbs": 0.20883961566888395,
+		"zero": 0.5470886377156454
 	},
 	"uk_coal_employ": {
 		"amoc": null,
@@ -507,7 +540,8 @@
 		"rbocpdms": null,
 		"rfpop": null,
 		"segneigh": null,
-		"wbs": null
+		"wbs": null,
+		"zero": 0.35648072562358274
 	},
 	"unemployment_nl": {
 		"amoc": 0.5065595248493318,
@@ -522,7 +556,8 @@
 		"rbocpdms": 0.5385050140609804,
 		"rfpop": 0.24328043451875225,
 		"segneigh": 0.6483671445199073,
-		"wbs": 0.2216065865598576
+		"wbs": 0.2216065865598576,
+		"zero": 0.5065595248493318
 	},
 	"us_population": {
 		"amoc": 0.7355460811775691,
@@ -537,7 +572,8 @@
 		"rbocpdms": 0.554656862745098,
 		"rfpop": 0.8033761053440983,
 		"segneigh": 0.3073529411764706,
-		"wbs": 0.04264705882352941
+		"wbs": 0.04264705882352941,
+		"zero": 0.8033761053440983
 	},
 	"usd_isk": {
 		"amoc": 0.8527794314919734,
@@ -552,7 +588,8 @@
 		"rbocpdms": 0.5821701480650142,
 		"rfpop": 0.16304945054945055,
 		"segneigh": 0.7303371792260955,
-		"wbs": 0.19410063620589937
+		"wbs": 0.19410063620589937,
+		"zero": 0.43629300594994175
 	},
 	"well_log": {
 		"amoc": 0.4527947707232932,
@@ -567,6 +604,7 @@
 		"rbocpdms": 0.6651010133088289,
 		"rfpop": 0.7871519424337239,
 		"segneigh": 0.6465255849795147,
-		"wbs": 0.7187662053663793
+		"wbs": 0.7187662053663793,
+		"zero": 0.22457547325102878
 	}
 }
diff --git a/analysis/output/tables/default_f1_combined_full.tex b/analysis/output/tables/default_f1_combined_full.tex
index dcb00e21..f425bc75 100644
--- a/analysis/output/tables/default_f1_combined_full.tex
+++ b/analysis/output/tables/default_f1_combined_full.tex
@@ -1,48 +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}\\
+\begin{tabular}{lcccccccccccccc}
+Dataset & \textsc{amoc} & \textsc{binseg} & \textsc{bocpd} & \textsc{bocpdms} & \textsc{cpnp} & \textsc{ecp} & \textsc{kcpa} & \textsc{pelt} & \textsc{prophet} & \textsc{rbocpdms} & \textsc{rfpop} & \textsc{segneigh} & \textsc{wbs} & \textsc{zero}\\
 \hline
-\verb+bank+ & \textbf{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\\
+\verb+bank+ & 0.667 & 0.400 & 0.047 & 0.118 & 0.044 & 0.154 & 0.008 & 0.400 & 0.154 & 0.333 & 0.015 & 0.333 & 0.039 & \textbf{1.000}\\
+\verb+bitcoin+ & 0.367 & 0.426 & \textbf{0.692} & 0.269 & 0.463 & 0.338 & 0.092 & 0.672 & 0.446 & F & 0.284 & 0.672 & 0.464 & 0.450\\
+\verb+brent_spot+ & 0.272 & 0.483 & 0.521 & 0.239 & \textbf{0.607} & 0.478 & 0.104 & 0.465 & 0.249 & 0.321 & 0.490 & 0.431 & 0.516 & 0.315\\
+\verb+businv+ & 0.455 & 0.370 & 0.270 & 0.370 & 0.304 & 0.301 & 0.047 & 0.370 & 0.275 & 0.312 & 0.245 & 0.312 & 0.230 & \textbf{0.588}\\
+\verb+centralia+ & 0.763 & 0.909 & 0.909 & 0.846 & 0.909 & 0.763 & 0.714 & 0.909 & 0.763 & 0.846 & \textbf{1.000} & 0.909 & 0.556 & 0.763\\
+\verb+children_per_woman+ & 0.618 & 0.618 & \textbf{0.637} & 0.337 & 0.326 & 0.349 & 0.068 & 0.618 & 0.310 & 0.288 & 0.246 & 0.337 & 0.271 & 0.507\\
+\verb+co2_canada+ & 0.544 & 0.691 & 0.619 & 0.265 & 0.578 & \textbf{0.817} & 0.169 & 0.661 & 0.482 & 0.381 & 0.569 & 0.661 & 0.520 & 0.361\\
+\verb+construction+ & 0.516 & \textbf{0.709} & 0.634 & 0.410 & 0.602 & 0.574 & 0.038 & \textbf{0.709} & 0.324 & 0.480 & 0.185 & \textbf{0.709} & 0.316 & 0.696\\
+\verb+debt_ireland+ & 0.469 & 0.760 & 0.760 & 0.611 & 0.760 & 0.469 & 0.519 & 0.760 & 0.469 & 0.530 & \textbf{0.824} & 0.760 & 0.538 & 0.469\\
+\verb+gdp_argentina+ & 0.889 & 0.889 & \textbf{0.947} & 0.583 & 0.818 & 0.824 & 0.131 & 0.889 & 0.615 & 0.452 & 0.571 & \textbf{0.947} & 0.148 & 0.824\\
+\verb+gdp_croatia+ & 0.583 & 0.583 & \textbf{1.000} & 0.583 & \textbf{1.000} & 0.824 & 0.160 & 0.583 & 0.824 & 0.452 & 0.400 & 0.583 & 0.167 & 0.824\\
+\verb+gdp_iran+ & 0.492 & 0.492 & 0.622 & 0.492 & 0.330 & \textbf{0.652} & 0.219 & 0.492 & \textbf{0.652} & 0.395 & 0.609 & 0.395 & 0.246 & \textbf{0.652}\\
+\verb+gdp_japan+ & 0.615 & 0.615 & 0.800 & 0.471 & 0.667 & \textbf{0.889} & 0.068 & 0.615 & \textbf{0.889} & 0.667 & 0.190 & 0.615 & 0.077 & \textbf{0.889}\\
+\verb+global_co2+ & \textbf{0.929} & \textbf{0.929} & 0.754 & 0.458 & 0.421 & 0.754 & 0.167 & 0.754 & 0.463 & 0.458 & 0.293 & 0.754 & 0.179 & 0.846\\
+\verb+homeruns+ & \textbf{0.812} & \textbf{0.812} & 0.729 & 0.552 & 0.604 & 0.675 & 0.133 & \textbf{0.812} & 0.723 & 0.508 & 0.661 & 0.397 & 0.593 & 0.659\\
+\verb+iceland_tourism+ & 0.643 & 0.643 & 0.486 & 0.391 & 0.391 & 0.391 & 0.021 & 0.643 & 0.220 & 0.667 & 0.200 & 0.486 & 0.200 & \textbf{0.947}\\
+\verb+jfk_passengers+ & \textbf{0.776} & \textbf{0.776} & 0.437 & 0.559 & 0.574 & 0.437 & 0.026 & \textbf{0.776} & 0.354 & 0.347 & 0.344 & 0.650 & 0.437 & 0.723\\
+\verb+lga_passengers+ & 0.422 & 0.438 & \textbf{0.630} & 0.297 & 0.606 & 0.392 & 0.054 & 0.438 & 0.366 & 0.348 & 0.498 & 0.395 & 0.524 & 0.535\\
+\verb+measles+ & \textbf{0.947} & \textbf{0.947} & 0.069 & 0.124 & 0.118 & 0.069 & 0.004 & 0.124 & 0.391 & 0.117 & 0.030 & 0.327 & 0.039 & \textbf{0.947}\\
+\verb+nile+ & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.800 & \textbf{1.000} & \textbf{1.000} & 0.040 & \textbf{1.000} & 0.824 & 0.452 & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.824\\
+\verb+ozone+ & 0.531 & 0.650 & 0.650 & 0.531 & 0.750 & 0.723 & 0.109 & \textbf{1.000} & 0.723 & 0.559 & 0.375 & \textbf{1.000} & 0.113 & 0.723\\
+\verb+quality_control_1+ & \textbf{1.000} & \textbf{1.000} & 0.800 & 0.667 & 0.667 & 0.667 & 0.025 & \textbf{1.000} & 0.500 & 0.667 & 0.667 & \textbf{1.000} & 0.571 & 0.667\\
+\verb+quality_control_2+ & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.667 & \textbf{1.000} & \textbf{1.000} & 0.028 & \textbf{1.000} & 0.545 & 0.667 & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.750\\
+\verb+quality_control_3+ & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.667 & 0.571 & \textbf{1.000} & 0.022 & \textbf{1.000} & 0.667 & 0.333 & 0.286 & \textbf{1.000} & \textbf{1.000} & 0.667\\
+\verb+quality_control_4+ & 0.810 & \textbf{0.873} & 0.658 & 0.438 & 0.608 & 0.393 & 0.028 & 0.726 & 0.335 & 0.360 & 0.233 & 0.726 & 0.246 & 0.780\\
+\verb+quality_control_5+ & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & 0.500 & \textbf{1.000} & \textbf{1.000} & 0.006 & \textbf{1.000} & \textbf{1.000} & 0.500 & \textbf{1.000} & \textbf{1.000} & \textbf{1.000} & \textbf{1.000}\\
+\verb+rail_lines+ & 0.846 & 0.846 & 0.846 & 0.349 & \textbf{0.966} & 0.537 & 0.200 & 0.846 & 0.423 & 0.349 & 0.571 & 0.846 & 0.205 & 0.537\\
+\verb+ratner_stock+ & 0.776 & \textbf{0.824} & 0.783 & 0.500 & 0.306 & 0.282 & 0.034 & 0.650 & 0.280 & 0.559 & 0.203 & \textbf{0.824} & 0.250 & 0.571\\
+\verb+robocalls+ & 0.800 & 0.800 & \textbf{0.966} & 0.696 & 0.832 & 0.636 & 0.179 & 0.800 & 0.636 & 0.593 & 0.714 & \textbf{0.966} & 0.182 & 0.636\\
+\verb+scanline_126007+ & 0.710 & 0.739 & 0.820 & 0.767 & \textbf{0.889} & 0.732 & 0.101 & 0.759 & 0.644 & F & 0.649 & 0.732 & 0.616 & 0.644\\
+\verb+scanline_42049+ & 0.485 & 0.713 & \textbf{0.962} & 0.844 & 0.705 & 0.580 & 0.164 & 0.804 & 0.269 & 0.390 & 0.460 & 0.748 & 0.571 & 0.276\\
+\verb+seatbelts+ & 0.474 & \textbf{0.683} & 0.583 & 0.383 & 0.509 & 0.321 & 0.051 & \textbf{0.683} & 0.452 & 0.383 & 0.494 & 0.583 & 0.583 & 0.621\\
+\verb+shanghai_license+ & \textbf{0.868} & \textbf{0.868} & 0.713 & 0.491 & 0.437 & 0.698 & 0.048 & \textbf{0.868} & 0.532 & 0.326 & 0.357 & 0.713 & 0.208 & 0.636\\
+\verb+uk_coal_employ+ & M & M & M & 0.495 & M & 0.513 & 0.513 & M & \textbf{0.639} & M & M & M & M & 0.513\\
+\verb+unemployment_nl+ & 0.566 & \textbf{0.876} & 0.683 & 0.592 & 0.683 & 0.620 & 0.145 & 0.773 & 0.566 & 0.495 & 0.549 & 0.773 & 0.571 & 0.566\\
+\verb+us_population+ & \textbf{1.000} & 0.667 & 0.216 & 0.471 & 0.216 & 0.174 & 0.007 & 0.471 & 0.159 & 0.242 & 0.889 & 0.320 & 0.077 & 0.889\\
+\verb+usd_isk+ & \textbf{0.785} & 0.657 & 0.609 & 0.678 & 0.504 & 0.661 & 0.079 & 0.657 & 0.489 & 0.282 & 0.390 & 0.657 & 0.513 & 0.489\\
+\verb+well_log+ & 0.279 & 0.534 & 0.796 & 0.769 & 0.822 & 0.818 & 0.069 & 0.555 & 0.149 & 0.578 & \textbf{0.923} & 0.485 & 0.724 & 0.237\\
 \hline
-\verb+apple+ &  &  & 0.247 & 0.142 &  & 0.247 & 0.006 &  &  & \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 &  &  & \\
+\verb+apple+ &  &  & 0.513 & 0.318 &  & 0.513 & 0.029 &  &  & 0.373 &  &  &  & \textbf{0.594}\\
+\verb+bee_waggle_6+ &  &  & 0.121 & 0.481 &  & 0.124 & 0.010 &  &  & 0.218 &  &  &  & \textbf{0.929}\\
+\verb+occupancy+ &  &  & \textbf{0.807} & 0.496 &  & 0.750 & 0.107 &  &  & 0.290 &  &  &  & 0.341\\
+\verb+run_log+ &  &  & \textbf{1.000} & 0.420 &  & 0.792 & 0.139 &  &  & 0.543 &  &  &  & 0.446\\
 \hline
 \end{tabular}
diff --git a/analysis/output/tables/default_f1_multi_avg.json b/analysis/output/tables/default_f1_multi_avg.json
index 1c5dd041..037240d3 100644
--- a/analysis/output/tables/default_f1_multi_avg.json
+++ b/analysis/output/tables/default_f1_multi_avg.json
@@ -1,7 +1,8 @@
 {
-	"bocpd": 0.18760009622112495,
-	"bocpdms": 0.2863800722335245,
-	"ecp": 0.23828457433188238,
-	"kcpa": 0.009455518272524471,
-	"rbocpdms": 0.24971838871416588
+	"bocpd": 0.6103182356052523,
+	"bocpdms": 0.42879059786764134,
+	"ecp": 0.544657306564781,
+	"kcpa": 0.0710941346893439,
+	"rbocpdms": 0.35591520566367624,
+	"zero": 0.5771739603118445
 }
diff --git a/analysis/output/tables/default_f1_multi_full.json b/analysis/output/tables/default_f1_multi_full.json
new file mode 100644
index 00000000..1dacaaa0
--- /dev/null
+++ b/analysis/output/tables/default_f1_multi_full.json
@@ -0,0 +1,66 @@
+{
+	"apple": {
+		"amoc": null,
+		"binseg": null,
+		"bocpd": 0.5131414267834794,
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+		"ecp": 0.5131414267834794,
+		"kcpa": 0.02857142857142857,
+		"pelt": null,
+		"prophet": null,
+		"rbocpdms": 0.37254901960784315,
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+		"segneigh": null,
+		"wbs": null,
+		"zero": 0.59375
+	},
+	"bee_waggle_6": {
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+		"bocpd": 0.12068965517241377,
+		"bocpdms": 0.48148148148148145,
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+		"ecp": 0.12380952380952381,
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+		"zero": 0.9285714285714287
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+	"occupancy": {
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+		"kcpa": 0.10672853828306264,
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+		"zero": 0.34077855775366944
+	},
+	"run_log": {
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+		"binseg": null,
+		"bocpd": 1.0,
+		"bocpdms": 0.4200913242009132,
+		"cpnp": null,
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+}
diff --git a/analysis/output/tables/default_f1_uni_avg.json b/analysis/output/tables/default_f1_uni_avg.json
index 6b62cd02..7e88cef1 100644
--- a/analysis/output/tables/default_f1_uni_avg.json
+++ b/analysis/output/tables/default_f1_uni_avg.json
@@ -1,15 +1,16 @@
 {
-	"amoc": 0.6640790939070127,
-	"binseg": 0.6801451061962296,
-	"bocpd": 0.6109178945811512,
-	"bocpdms": 0.47562708146270294,
-	"cpnp": 0.5340133123860371,
-	"ecp": 0.5514092429795647,
-	"kcpa": 0.05681409056362388,
-	"pelt": 0.6527961379171128,
-	"prophet": 0.45594342708633,
-	"rbocpdms": 0.4179119126195535,
-	"rfpop": 0.3720949663003199,
-	"segneigh": 0.6255775512246301,
-	"wbs": 0.29950025277506126
+	"amoc": 0.7037111707491961,
+	"binseg": 0.7443997777983046,
+	"bocpd": 0.689621795393962,
+	"bocpdms": 0.5071366573221537,
+	"cpnp": 0.6066944015983982,
+	"ecp": 0.5977104072816342,
+	"kcpa": 0.11100654565605475,
+	"pelt": 0.7099924057983469,
+	"prophet": 0.4877416710107917,
+	"rbocpdms": 0.4467137286594308,
+	"rfpop": 0.4994526602666444,
+	"segneigh": 0.6755447125972692,
+	"wbs": 0.41170625433415853,
+	"zero": 0.6689673850347647
 }
diff --git a/analysis/output/tables/default_f1_uni_full.json b/analysis/output/tables/default_f1_uni_full.json
index f684e7a6..49935b1b 100644
--- a/analysis/output/tables/default_f1_uni_full.json
+++ b/analysis/output/tables/default_f1_uni_full.json
@@ -12,37 +12,40 @@
 		"rbocpdms": 0.33333333333333337,
 		"rfpop": 0.015151515151515152,
 		"segneigh": 0.33333333333333337,
-		"wbs": 0.0392156862745098
+		"wbs": 0.0392156862745098,
+		"zero": 1.0
 	},
 	"bitcoin": {
 		"amoc": 0.36708860759493667,
-		"binseg": 0.27786259541984737,
-		"bocpd": 0.549618320610687,
+		"binseg": 0.42573099415204685,
+		"bocpd": 0.6923076923076923,
 		"bocpdms": 0.2685185185185185,
-		"cpnp": 0.4020797227036395,
-		"ecp": 0.28509719222462204,
-		"kcpa": 0.04419889502762431,
-		"pelt": 0.473469387755102,
-		"prophet": 0.35394862036156044,
+		"cpnp": 0.46251993620414666,
+		"ecp": 0.3381147540983606,
+		"kcpa": 0.09164420485175202,
+		"pelt": 0.672463768115942,
+		"prophet": 0.4460431654676259,
 		"rbocpdms": null,
-		"rfpop": 0.18628719275549807,
-		"segneigh": 0.473469387755102,
-		"wbs": 0.27906976744186046
+		"rfpop": 0.284325637910085,
+		"segneigh": 0.672463768115942,
+		"wbs": 0.4642166344294003,
+		"zero": 0.44961240310077516
 	},
 	"brent_spot": {
 		"amoc": 0.27184466019417475,
-		"binseg": 0.4163424124513619,
-		"bocpd": 0.38656126482213443,
+		"binseg": 0.48343373493975905,
+		"bocpd": 0.5207667731629393,
 		"bocpdms": 0.23931623931623927,
-		"cpnp": 0.555235775957494,
-		"ecp": 0.417910447761194,
-		"kcpa": 0.047619047619047616,
-		"pelt": 0.40239043824701193,
-		"prophet": 0.1732283464566929,
+		"cpnp": 0.6074320116254931,
+		"ecp": 0.4778156996587031,
+		"kcpa": 0.10404624277456646,
+		"pelt": 0.4647239263803681,
+		"prophet": 0.2485875706214689,
 		"rbocpdms": 0.3212669683257919,
-		"rfpop": 0.37529530880863987,
-		"segneigh": 0.3656108597285068,
-		"wbs": 0.35433628318584076
+		"rfpop": 0.49029982363315694,
+		"segneigh": 0.4313167259786477,
+		"wbs": 0.5159055118110237,
+		"zero": 0.3146067415730337
 	},
 	"businv": {
 		"amoc": 0.45454545454545453,
@@ -50,44 +53,47 @@
 		"bocpd": 0.27027027027027023,
 		"bocpdms": 0.3703703703703703,
 		"cpnp": 0.30400000000000005,
-		"ecp": 0.1794871794871795,
-		"kcpa": 0.024024024024024027,
+		"ecp": 0.30107526881720426,
+		"kcpa": 0.04747774480712166,
 		"pelt": 0.3703703703703703,
 		"prophet": 0.27530364372469635,
 		"rbocpdms": 0.3125,
-		"rfpop": 0.1702127659574468,
+		"rfpop": 0.24489795918367346,
 		"segneigh": 0.3125,
-		"wbs": 0.18848167539267016
+		"wbs": 0.22959183673469385,
+		"zero": 0.5882352941176471
 	},
 	"centralia": {
 		"amoc": 0.7628865979381444,
-		"binseg": 0.625,
-		"bocpd": 0.625,
-		"bocpdms": 0.5945945945945946,
-		"cpnp": 0.625,
+		"binseg": 0.9090909090909091,
+		"bocpd": 0.9090909090909091,
+		"bocpdms": 0.8461538461538461,
+		"cpnp": 0.9090909090909091,
 		"ecp": 0.7628865979381444,
-		"kcpa": 0.19999999999999998,
-		"pelt": 0.625,
+		"kcpa": 0.7142857142857143,
+		"pelt": 0.9090909090909091,
 		"prophet": 0.7628865979381444,
-		"rbocpdms": 0.45833333333333337,
-		"rfpop": 0.4,
-		"segneigh": 0.625,
-		"wbs": 0.14285714285714288
+		"rbocpdms": 0.8461538461538461,
+		"rfpop": 1.0,
+		"segneigh": 0.9090909090909091,
+		"wbs": 0.5555555555555556,
+		"zero": 0.7628865979381444
 	},
 	"children_per_woman": {
-		"amoc": 0.47183098591549294,
-		"binseg": 0.47183098591549294,
-		"bocpd": 0.5253164556962024,
+		"amoc": 0.6175115207373272,
+		"binseg": 0.6175115207373272,
+		"bocpd": 0.6368286445012787,
 		"bocpdms": 0.3366336633663366,
-		"cpnp": 0.2076502732240437,
-		"ecp": 0.21647819063004847,
-		"kcpa": 0.026200873362445417,
-		"pelt": 0.47183098591549294,
+		"cpnp": 0.32618025751072954,
+		"ecp": 0.3485045513654097,
+		"kcpa": 0.06837606837606837,
+		"pelt": 0.6175115207373272,
 		"prophet": 0.31017119838872104,
 		"rbocpdms": 0.288135593220339,
-		"rfpop": 0.11320754716981131,
+		"rfpop": 0.24561403508771928,
 		"segneigh": 0.3366336633663366,
-		"wbs": 0.1111111111111111
+		"wbs": 0.2711864406779661,
+		"zero": 0.5074626865671642
 	},
 	"co2_canada": {
 		"amoc": 0.5441941074523396,
@@ -96,28 +102,30 @@
 		"bocpdms": 0.26523297491039427,
 		"cpnp": 0.5784832451499119,
 		"ecp": 0.8169458606457879,
-		"kcpa": 0.10738255033557045,
+		"kcpa": 0.1688311688311688,
 		"pelt": 0.6613545816733067,
 		"prophet": 0.48212083847102344,
 		"rbocpdms": 0.38053097345132747,
-		"rfpop": 0.4065792855307119,
+		"rfpop": 0.5687485701212537,
 		"segneigh": 0.6613545816733067,
-		"wbs": 0.35555555555555557
+		"wbs": 0.52,
+		"zero": 0.36097560975609755
 	},
 	"construction": {
 		"amoc": 0.5161290322580646,
-		"binseg": 0.5473684210526316,
-		"bocpd": 0.48148148148148145,
+		"binseg": 0.7090909090909091,
+		"bocpd": 0.6341463414634146,
 		"bocpdms": 0.4102564102564102,
-		"cpnp": 0.358974358974359,
-		"ecp": 0.42975206611570255,
-		"kcpa": 0.01923076923076923,
-		"pelt": 0.5473684210526316,
+		"cpnp": 0.6021505376344086,
+		"ecp": 0.5735294117647058,
+		"kcpa": 0.03809523809523809,
+		"pelt": 0.7090909090909091,
 		"prophet": 0.32432432432432434,
 		"rbocpdms": 0.48,
-		"rfpop": 0.11538461538461538,
-		"segneigh": 0.5473684210526316,
-		"wbs": 0.247787610619469
+		"rfpop": 0.1851851851851852,
+		"segneigh": 0.7090909090909091,
+		"wbs": 0.3163841807909604,
+		"zero": 0.6956521739130436
 	},
 	"debt_ireland": {
 		"amoc": 0.4693877551020408,
@@ -126,13 +134,14 @@
 		"bocpdms": 0.611111111111111,
 		"cpnp": 0.7603305785123966,
 		"ecp": 0.4693877551020408,
-		"kcpa": 0.2608695652173913,
+		"kcpa": 0.5185185185185185,
 		"pelt": 0.7603305785123966,
 		"prophet": 0.4693877551020408,
 		"rbocpdms": 0.5301204819277109,
-		"rfpop": 0.4615384615384615,
+		"rfpop": 0.8235294117647058,
 		"segneigh": 0.7603305785123966,
-		"wbs": 0.2727272727272727
+		"wbs": 0.5384615384615384,
+		"zero": 0.4693877551020408
 	},
 	"gdp_argentina": {
 		"amoc": 0.888888888888889,
@@ -147,7 +156,8 @@
 		"rbocpdms": 0.45161290322580644,
 		"rfpop": 0.5714285714285715,
 		"segneigh": 0.9473684210526316,
-		"wbs": 0.14814814814814814
+		"wbs": 0.14814814814814814,
+		"zero": 0.8235294117647058
 	},
 	"gdp_croatia": {
 		"amoc": 0.5833333333333333,
@@ -162,22 +172,24 @@
 		"rbocpdms": 0.45161290322580644,
 		"rfpop": 0.4,
 		"segneigh": 0.5833333333333333,
-		"wbs": 0.16666666666666669
+		"wbs": 0.16666666666666669,
+		"zero": 0.8235294117647058
 	},
 	"gdp_iran": {
 		"amoc": 0.4915254237288136,
 		"binseg": 0.4915254237288136,
-		"bocpd": 0.4242424242424242,
+		"bocpd": 0.6222222222222222,
 		"bocpdms": 0.4915254237288136,
 		"cpnp": 0.3295454545454546,
 		"ecp": 0.651685393258427,
-		"kcpa": 0.1,
+		"kcpa": 0.21875,
 		"pelt": 0.4915254237288136,
 		"prophet": 0.651685393258427,
 		"rbocpdms": 0.39455782312925175,
-		"rfpop": 0.3157894736842105,
+		"rfpop": 0.6086956521739131,
 		"segneigh": 0.39455782312925175,
-		"wbs": 0.11320754716981131
+		"wbs": 0.24561403508771928,
+		"zero": 0.651685393258427
 	},
 	"gdp_japan": {
 		"amoc": 0.6153846153846154,
@@ -192,37 +204,40 @@
 		"rbocpdms": 0.6666666666666666,
 		"rfpop": 0.1904761904761905,
 		"segneigh": 0.6153846153846154,
-		"wbs": 0.07692307692307693
+		"wbs": 0.07692307692307693,
+		"zero": 0.888888888888889
 	},
 	"global_co2": {
-		"amoc": 0.6341463414634146,
-		"binseg": 0.6341463414634146,
-		"bocpd": 0.48148148148148145,
+		"amoc": 0.9285714285714286,
+		"binseg": 0.9285714285714286,
+		"bocpd": 0.7536231884057971,
 		"bocpdms": 0.45833333333333337,
-		"cpnp": 0.2424242424242424,
-		"ecp": 0.48148148148148145,
-		"kcpa": 0.03571428571428572,
-		"pelt": 0.48148148148148145,
-		"prophet": 0.14213197969543145,
+		"cpnp": 0.42105263157894735,
+		"ecp": 0.7536231884057971,
+		"kcpa": 0.16666666666666669,
+		"pelt": 0.7536231884057971,
+		"prophet": 0.46280991735537186,
 		"rbocpdms": 0.45833333333333337,
-		"rfpop": 0.11016949152542373,
-		"segneigh": 0.48148148148148145,
-		"wbs": 0.038461538461538464
+		"rfpop": 0.2932330827067669,
+		"segneigh": 0.7536231884057971,
+		"wbs": 0.17857142857142855,
+		"zero": 0.8461538461538461
 	},
 	"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,
+		"amoc": 0.8118811881188119,
+		"binseg": 0.8118811881188119,
+		"bocpd": 0.7285714285714285,
+		"bocpdms": 0.5522388059701493,
+		"cpnp": 0.6041379310344828,
+		"ecp": 0.6748971193415637,
+		"kcpa": 0.13333333333333333,
+		"pelt": 0.8118811881188119,
+		"prophet": 0.7233146067415729,
+		"rbocpdms": 0.5081967213114754,
+		"rfpop": 0.6610169491525424,
 		"segneigh": 0.3973063973063973,
-		"wbs": 0.1
+		"wbs": 0.5925925925925926,
+		"zero": 0.659217877094972
 	},
 	"iceland_tourism": {
 		"amoc": 0.6428571428571429,
@@ -231,43 +246,46 @@
 		"bocpdms": 0.391304347826087,
 		"cpnp": 0.391304347826087,
 		"ecp": 0.391304347826087,
-		"kcpa": 0.010471204188481674,
+		"kcpa": 0.020833333333333332,
 		"pelt": 0.6428571428571429,
 		"prophet": 0.21951219512195125,
-		"rbocpdms": 0.4,
-		"rfpop": 0.10526315789473684,
+		"rbocpdms": 0.6666666666666666,
+		"rfpop": 0.19999999999999998,
 		"segneigh": 0.48648648648648646,
-		"wbs": 0.10526315789473684
+		"wbs": 0.19999999999999998,
+		"zero": 0.9473684210526316
 	},
 	"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,
+		"amoc": 0.7755102040816326,
+		"binseg": 0.7755102040816326,
+		"bocpd": 0.43678160919540227,
+		"bocpdms": 0.5588235294117647,
+		"cpnp": 0.5735294117647058,
+		"ecp": 0.43678160919540227,
+		"kcpa": 0.0255863539445629,
+		"pelt": 0.7755102040816326,
 		"prophet": 0.35374149659863946,
 		"rbocpdms": 0.3469387755102041,
-		"rfpop": 0.18918918918918917,
-		"segneigh": 0.43678160919540227,
-		"wbs": 0.2638888888888889
+		"rfpop": 0.3435582822085889,
+		"segneigh": 0.6495726495726496,
+		"wbs": 0.43678160919540227,
+		"zero": 0.723404255319149
 	},
 	"lga_passengers": {
 		"amoc": 0.42196531791907516,
-		"binseg": 0.3046875,
-		"bocpd": 0.39928539526574364,
+		"binseg": 0.43820224719101125,
+		"bocpd": 0.6297992250792532,
 		"bocpdms": 0.2967479674796748,
-		"cpnp": 0.26359832635983266,
+		"cpnp": 0.6057692307692308,
 		"ecp": 0.39173320807891027,
-		"kcpa": 0.021276595744680854,
-		"pelt": 0.3046875,
+		"kcpa": 0.05439330543933054,
+		"pelt": 0.43820224719101125,
 		"prophet": 0.36568848758465017,
 		"rbocpdms": 0.34844868735083534,
-		"rfpop": 0.26205331820760064,
-		"segneigh": 0.26440677966101694,
-		"wbs": 0.24531170805879374
+		"rfpop": 0.49838187702265363,
+		"segneigh": 0.39493670886075954,
+		"wbs": 0.5236206274792643,
+		"zero": 0.5347985347985348
 	},
 	"measles": {
 		"amoc": 0.9473684210526316,
@@ -282,7 +300,8 @@
 		"rbocpdms": 0.11688311688311688,
 		"rfpop": 0.03007518796992481,
 		"segneigh": 0.32727272727272727,
-		"wbs": 0.0391304347826087
+		"wbs": 0.0391304347826087,
+		"zero": 0.9473684210526316
 	},
 	"nile": {
 		"amoc": 1.0,
@@ -297,7 +316,8 @@
 		"rbocpdms": 0.45161290322580644,
 		"rfpop": 1.0,
 		"segneigh": 1.0,
-		"wbs": 1.0
+		"wbs": 1.0,
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@@ -312,7 +332,8 @@
 		"rbocpdms": 0.5588235294117647,
 		"rfpop": 0.375,
 		"segneigh": 1.0,
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@@ -321,13 +342,14 @@
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 		"cpnp": 0.6666666666666666,
 		"ecp": 0.6666666666666666,
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@@ -336,13 +358,14 @@
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@@ -351,28 +374,30 @@
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@@ -387,82 +412,88 @@
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@@ -471,28 +502,30 @@
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@@ -503,26 +536,28 @@
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@@ -531,28 +566,30 @@
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@@ -561,12 +598,13 @@
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 }