year,accuracy,f1_macro,n_samples,up_ratio
2009,0.522633744855967,0.5212635869565218,243.0,0.5185185185185185
2010,0.5652173913043478,0.5609302032058564,253.0,0.5098814229249012
2011,0.54296875,0.5385681933724639,256.0,0.5390625
2012,0.5923076923076923,0.5893676619584004,260.0,0.4653846153846154
2013,0.6538461538461539,0.6525302922309337,260.0,0.5461538461538461
2014,0.6475095785440613,0.6468823529411765,261.0,0.47509578544061304
2015,0.6973180076628352,0.6968730245071375,261.0,0.47126436781609193
2016,0.7126436781609196,0.7125761691505763,261.0,0.46360153256704983
2017,0.6796536796536796,0.6791666666666667,231.0,0.5021645021645021
2018,0.7241379310344828,0.7239393583264778,261.0,0.5172413793103449
2019,0.6944444444444444,0.6933579860617266,252.0,0.49603174603174605
2020,0.7137404580152672,0.7135359720096217,262.0,0.5190839694656488
2021,0.7049808429118773,0.7049115336612584,261.0,0.47509578544061304
2022,0.7325581395348837,0.7325219743069642,258.0,0.4728682170542636
2023,0.6961538461538461,0.6961133878770842,260.0,0.5115384615384615
2024,0.6719367588932806,0.671752145436356,253.0,0.45849802371541504
2025,0.7230769230769231,0.7224857685009488,65.0,0.47692307692307695