Merge pull request #58 from pycaret/prep_3.0.1

Prep 3.0.1
pycaret · May 1, 2023 · c1f1978 · c1f1978
2 parents 682fd60 + f40f162
commit c1f1978
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diff --git a/benchmarks/parallel/time_series/properties.py b/benchmarks/parallel/time_series/properties.py
@@ -54,6 +54,7 @@ def extract_properties(
                     "lowercase_d": [exp.lowercase_d],
                     "uppercase_d": [exp.uppercase_d],
                     "seasonality_present": [exp.seasonality_present],
+                    "seasonality_type": [exp.seasonality_type],
                     "candidate_sps": [exp.candidate_sps],
                     "significant_sps": [exp.significant_sps],
                     "all_sps": [exp.all_sps_to_use],

diff --git a/data/m3/M3_Monthly_mape.html b/data/m3/M3_Monthly_mape.html
diff --git a/data/m3/M3_Monthly_mape_vs_time.html b/data/m3/M3_Monthly_mape_vs_time.html
diff --git a/data/m3/M3_Monthly_primary_model_per.html b/data/m3/M3_Monthly_primary_model_per.html
diff --git a/data/m3/M3_Monthly_primary_model_per_vs_time.html b/data/m3/M3_Monthly_primary_model_per_vs_time.html
diff --git a/data/m3/M3_Monthly_smape.html b/data/m3/M3_Monthly_smape.html
diff --git a/data/m3/M3_Monthly_smape_vs_time.html b/data/m3/M3_Monthly_smape_vs_time.html
diff --git a/data/m3/M3_Other_mape.html b/data/m3/M3_Other_mape.html
diff --git a/data/m3/M3_Other_mape_vs_time.html b/data/m3/M3_Other_mape_vs_time.html
diff --git a/data/m3/M3_Other_primary_model_per.html b/data/m3/M3_Other_primary_model_per.html
diff --git a/data/m3/M3_Other_primary_model_per_vs_time.html b/data/m3/M3_Other_primary_model_per_vs_time.html
diff --git a/data/m3/M3_Other_smape.html b/data/m3/M3_Other_smape.html
diff --git a/data/m3/M3_Other_smape_vs_time.html b/data/m3/M3_Other_smape_vs_time.html
diff --git a/data/m3/M3_Quarterly_mape.html b/data/m3/M3_Quarterly_mape.html
diff --git a/data/m3/M3_Quarterly_mape_vs_time.html b/data/m3/M3_Quarterly_mape_vs_time.html
diff --git a/data/m3/M3_Quarterly_primary_model_per.html b/data/m3/M3_Quarterly_primary_model_per.html
diff --git a/data/m3/M3_Quarterly_primary_model_per_vs_time.html b/data/m3/M3_Quarterly_primary_model_per_vs_time.html
diff --git a/data/m3/M3_Quarterly_smape.html b/data/m3/M3_Quarterly_smape.html
diff --git a/data/m3/M3_Quarterly_smape_vs_time.html b/data/m3/M3_Quarterly_smape_vs_time.html
diff --git a/data/m3/M3_Yearly_mape.html b/data/m3/M3_Yearly_mape.html
diff --git a/data/m3/M3_Yearly_mape_vs_time.html b/data/m3/M3_Yearly_mape_vs_time.html
diff --git a/data/m3/M3_Yearly_primary_model_per.html b/data/m3/M3_Yearly_primary_model_per.html
diff --git a/data/m3/M3_Yearly_primary_model_per_vs_time.html b/data/m3/M3_Yearly_primary_model_per_vs_time.html
diff --git a/data/m3/M3_Yearly_smape.html b/data/m3/M3_Yearly_smape.html
diff --git a/data/m3/M3_Yearly_smape_vs_time.html b/data/m3/M3_Yearly_smape_vs_time.html
diff --git a/data/m3/current_evaluation_full.csv b/data/m3/current_evaluation_full.csv
@@ -65,6 +65,12 @@ M3,Monthly,pycaret,3.0.0.rc9,tbats,sktime,0.16.0,ray,2.0.1,native,,8,naive,3.9.1
 M3,Monthly,pycaret,3.0.0.rc9,theta,sktime,0.16.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,1428.0,21.0607,0.0,100.0,2023-02-11,14.4288,8.2333
 M3,Monthly,pycaret,3.0.0.rc9,xgboost_cds_dt,sklearn,1.2.1,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,1428.0,25.7271,0.0,100.0,2023-02-11,20.6847,14.8167
 M3,Monthly,pycaret,38f01856b5ca14ca79aa800677b489c381d5aa71,exp_smooth,sktime,0.15.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,1428.0,26.276,0.0,100.0,2023-01-29,16.3795,11.7333
+M3,Monthly,pycaret,4610ee8babbf2ab70769a7a3fc18c4392a1550c2,ets,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,1428.0,29.9038,0.0,100.0,2023-04-29,16.5657,9.9167
+M3,Monthly,pycaret,4610ee8babbf2ab70769a7a3fc18c4392a1550c2,exp_smooth,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,1428.0,26.276,0.0,100.0,2023-04-29,16.3795,9.7833
+M3,Monthly,pycaret,4610ee8babbf2ab70769a7a3fc18c4392a1550c2,stlf,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,42.2969,1428.0,26.414,0.0,57.7031,2023-04-29,17.1437,9.0333
+M3,Monthly,pycaret,f300f02ed35d2054388a59204c011ee71aa8ab99,ets,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,1428.0,29.9182,0.0,100.0,2023-04-30,16.7583,9.7833
+M3,Monthly,pycaret,f300f02ed35d2054388a59204c011ee71aa8ab99,exp_smooth,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,1428.0,26.2688,0.0,100.0,2023-04-30,16.4413,9.4333
+M3,Monthly,pycaret,f300f02ed35d2054388a59204c011ee71aa8ab99,stlf,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,42.2969,1428.0,26.414,0.0,57.7031,2023-04-30,17.1437,8.85
 M3,Other,pycaret,3.0.0,bats,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,4.6589,0.0,100.0,2023-04-21,4.2387,9.6
 M3,Other,pycaret,3.0.0,ets,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,5.0472,0.0,100.0,2023-04-21,4.6228,1.6833
 M3,Other,pycaret,3.0.0,exp_smooth,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,5.0321,0.0,100.0,2023-04-21,4.6341,1.5833
@@ -133,10 +139,18 @@ M3,Other,pycaret,3.0.0.rc9,tbats,sktime,0.16.0,ray,2.0.1,native,,8,naive,3.9.15,
 M3,Other,pycaret,3.0.0.rc9,theta,sktime,0.16.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,5.3598,0.0,100.0,2023-02-10,4.8289,1.2833
 M3,Other,pycaret,3.0.0.rc9,xgboost_cds_dt,sklearn,1.2.1,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,7.153,0.0,100.0,2023-02-10,6.9994,1.6167
 M3,Other,pycaret,38f01856b5ca14ca79aa800677b489c381d5aa71,exp_smooth,sktime,0.15.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,5.0321,0.0,100.0,2023-01-29,4.6341,1.8
+M3,Other,pycaret,4610ee8babbf2ab70769a7a3fc18c4392a1550c2,ets,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,5.0472,0.0,100.0,2023-04-29,4.6228,1.25
+M3,Other,pycaret,4610ee8babbf2ab70769a7a3fc18c4392a1550c2,exp_smooth,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,5.0321,0.0,100.0,2023-04-29,4.6341,1.4167
+M3,Other,pycaret,4610ee8babbf2ab70769a7a3fc18c4392a1550c2,stlf,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,73.5632,174.0,7.5684,0.0,26.4368,2023-04-29,6.6268,1.4333
 M3,Other,pycaret,6a4914f1552547fe73dd7be13f3d1843e72d1f61,croston,,,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,15.5502,0.0,100.0,2023-01-15,13.709,1.6333
 M3,Other,pycaret,6a4914f1552547fe73dd7be13f3d1843e72d1f61,grand_means,,,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,36.1146,0.0,100.0,2023-01-15,28.0412,1.8333
 M3,Other,pycaret,6a4914f1552547fe73dd7be13f3d1843e72d1f61,naive,,,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,7.0251,0.0,100.0,2023-01-15,6.3016,1.8667
 M3,Other,pycaret,6a4914f1552547fe73dd7be13f3d1843e72d1f61,polytrend,,,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,9.9987,0.0,100.0,2023-01-15,9.5989,1.5667
+M3,Other,pycaret,87f398b2a2b6024787a5cc367fc14b59ddb5ebb7,ets,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,5.0472,0.0,100.0,2023-04-29,4.6228,1.6167
+M3,Other,pycaret,87f398b2a2b6024787a5cc367fc14b59ddb5ebb7,exp_smooth,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,5.0321,0.0,100.0,2023-04-29,4.6341,1.6667
+M3,Other,pycaret,f300f02ed35d2054388a59204c011ee71aa8ab99,ets,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,5.0986,0.0,100.0,2023-04-30,4.6909,1.3833
+M3,Other,pycaret,f300f02ed35d2054388a59204c011ee71aa8ab99,exp_smooth,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,5.0849,0.0,100.0,2023-04-30,4.6988,1.3333
+M3,Other,pycaret,f300f02ed35d2054388a59204c011ee71aa8ab99,stlf,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,73.5632,174.0,7.5684,0.0,26.4368,2023-04-30,6.6268,1.3167
 M3,Quarterly,pycaret,3.0.0,bats,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,756.0,12.8461,0.0,100.0,2023-04-21,10.1169,35.0667
 M3,Quarterly,pycaret,3.0.0,ets,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,756.0,13.5103,0.0,100.0,2023-04-21,11.0383,5.9333
 M3,Quarterly,pycaret,3.0.0,exp_smooth,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,756.0,13.4558,0.0,100.0,2023-04-21,11.1986,5.5167
@@ -204,6 +218,12 @@ M3,Quarterly,pycaret,3.0.0.rc9,tbats,sktime,0.16.0,ray,2.0.1,native,,8,naive,3.9
 M3,Quarterly,pycaret,3.0.0.rc9,theta,sktime,0.16.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,756.0,11.9344,0.0,100.0,2023-02-10,9.2782,4.6
 M3,Quarterly,pycaret,3.0.0.rc9,xgboost_cds_dt,sklearn,1.2.1,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,756.0,15.7047,0.0,100.0,2023-02-11,12.0624,5.45
 M3,Quarterly,pycaret,38f01856b5ca14ca79aa800677b489c381d5aa71,exp_smooth,sktime,0.15.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,756.0,13.4558,0.0,100.0,2023-01-29,11.1986,5.9667
+M3,Quarterly,pycaret,4610ee8babbf2ab70769a7a3fc18c4392a1550c2,ets,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,756.0,13.5103,0.0,100.0,2023-04-29,11.0383,5.1833
+M3,Quarterly,pycaret,4610ee8babbf2ab70769a7a3fc18c4392a1550c2,exp_smooth,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,756.0,13.4558,0.0,100.0,2023-04-29,11.1986,5.2167
+M3,Quarterly,pycaret,4610ee8babbf2ab70769a7a3fc18c4392a1550c2,stlf,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,59.127,756.0,11.8498,0.0,40.873,2023-04-29,9.5823,5.1667
+M3,Quarterly,pycaret,f300f02ed35d2054388a59204c011ee71aa8ab99,ets,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,756.0,13.407,0.0,100.0,2023-04-30,11.094,5.15
+M3,Quarterly,pycaret,f300f02ed35d2054388a59204c011ee71aa8ab99,exp_smooth,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,756.0,13.5145,0.0,100.0,2023-04-30,11.3108,5.0167
+M3,Quarterly,pycaret,f300f02ed35d2054388a59204c011ee71aa8ab99,stlf,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,59.127,756.0,11.8498,0.0,40.873,2023-04-30,9.5823,4.2833
 M3,Yearly,pycaret,3.0.0,bats,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,23.6003,0.0,100.0,2023-04-21,17.8732,25.4833
 M3,Yearly,pycaret,3.0.0,ets,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,24.5784,0.0,100.0,2023-04-21,19.3052,5.0833
 M3,Yearly,pycaret,3.0.0,exp_smooth,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,24.8909,0.0,100.0,2023-04-21,19.3692,4.8
@@ -271,7 +291,13 @@ M3,Yearly,pycaret,3.0.0.rc9,tbats,sktime,0.16.0,ray,2.0.1,native,,8,naive,3.9.15
 M3,Yearly,pycaret,3.0.0.rc9,theta,sktime,0.16.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,21.0786,0.0,100.0,2023-02-10,16.7209,4.0167
 M3,Yearly,pycaret,3.0.0.rc9,xgboost_cds_dt,sklearn,1.2.1,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,26.9825,0.0,100.0,2023-02-10,21.0385,4.65
 M3,Yearly,pycaret,38f01856b5ca14ca79aa800677b489c381d5aa71,exp_smooth,sktime,0.15.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,24.8909,0.0,100.0,2023-01-29,19.3692,4.8333
+M3,Yearly,pycaret,4610ee8babbf2ab70769a7a3fc18c4392a1550c2,ets,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,24.5784,0.0,100.0,2023-04-29,19.3052,4.3
+M3,Yearly,pycaret,4610ee8babbf2ab70769a7a3fc18c4392a1550c2,exp_smooth,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,24.8909,0.0,100.0,2023-04-29,19.3692,4.05
+M3,Yearly,pycaret,4610ee8babbf2ab70769a7a3fc18c4392a1550c2,stlf,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,97.3643,645.0,20.9316,0.0,2.6357,2023-04-29,17.9093,4.1167
 M3,Yearly,pycaret,6a4914f1552547fe73dd7be13f3d1843e72d1f61,croston,,,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,35.8621,0.0,100.0,2023-01-15,37.4025,4.3167
 M3,Yearly,pycaret,6a4914f1552547fe73dd7be13f3d1843e72d1f61,grand_means,,,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,40.289,0.0,100.0,2023-01-15,43.6252,4.6167
 M3,Yearly,pycaret,6a4914f1552547fe73dd7be13f3d1843e72d1f61,naive,,,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,20.8814,0.0,100.0,2023-01-15,17.8799,4.6
 M3,Yearly,pycaret,6a4914f1552547fe73dd7be13f3d1843e72d1f61,polytrend,,,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,29.1264,0.0,100.0,2023-01-15,22.92,4.2833
+M3,Yearly,pycaret,f300f02ed35d2054388a59204c011ee71aa8ab99,ets,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,24.5787,0.0,100.0,2023-04-30,19.3054,4.1833
+M3,Yearly,pycaret,f300f02ed35d2054388a59204c011ee71aa8ab99,exp_smooth,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,24.8836,0.0,100.0,2023-04-30,19.361,4.1
+M3,Yearly,pycaret,f300f02ed35d2054388a59204c011ee71aa8ab99,stlf,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,97.3643,645.0,20.9316,0.0,2.6357,2023-04-30,17.9093,4.0
diff --git a/data/m3/current_evaluation_static.csv b/data/m3/current_evaluation_static.csv
@@ -65,6 +65,12 @@ M3,Monthly,pycaret,3.0.0.rc9,tbats,sktime,0.16.0,ray,2.0.1,native,,8,naive,3.9.1
 M3,Monthly,pycaret,3.0.0.rc9,theta,sktime,0.16.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,1428.0,21.0607,0.0,100.0,14.4288
 M3,Monthly,pycaret,3.0.0.rc9,xgboost_cds_dt,sklearn,1.2.1,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,1428.0,25.7271,0.0,100.0,20.6847
 M3,Monthly,pycaret,38f01856b5ca14ca79aa800677b489c381d5aa71,exp_smooth,sktime,0.15.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,1428.0,26.276,0.0,100.0,16.3795
+M3,Monthly,pycaret,4610ee8babbf2ab70769a7a3fc18c4392a1550c2,ets,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,1428.0,29.9038,0.0,100.0,16.5657
+M3,Monthly,pycaret,4610ee8babbf2ab70769a7a3fc18c4392a1550c2,exp_smooth,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,1428.0,26.276,0.0,100.0,16.3795
+M3,Monthly,pycaret,4610ee8babbf2ab70769a7a3fc18c4392a1550c2,stlf,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,42.2969,1428.0,26.414,0.0,57.7031,17.1437
+M3,Monthly,pycaret,f300f02ed35d2054388a59204c011ee71aa8ab99,ets,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,1428.0,29.9182,0.0,100.0,16.7583
+M3,Monthly,pycaret,f300f02ed35d2054388a59204c011ee71aa8ab99,exp_smooth,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,1428.0,26.2688,0.0,100.0,16.4413
+M3,Monthly,pycaret,f300f02ed35d2054388a59204c011ee71aa8ab99,stlf,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,42.2969,1428.0,26.414,0.0,57.7031,17.1437
 M3,Other,pycaret,3.0.0,bats,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,4.6589,0.0,100.0,4.2387
 M3,Other,pycaret,3.0.0,ets,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,5.0472,0.0,100.0,4.6228
 M3,Other,pycaret,3.0.0,exp_smooth,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,5.0321,0.0,100.0,4.6341
@@ -133,10 +139,18 @@ M3,Other,pycaret,3.0.0.rc9,tbats,sktime,0.16.0,ray,2.0.1,native,,8,naive,3.9.15,
 M3,Other,pycaret,3.0.0.rc9,theta,sktime,0.16.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,5.3598,0.0,100.0,4.8289
 M3,Other,pycaret,3.0.0.rc9,xgboost_cds_dt,sklearn,1.2.1,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,7.153,0.0,100.0,6.9994
 M3,Other,pycaret,38f01856b5ca14ca79aa800677b489c381d5aa71,exp_smooth,sktime,0.15.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,5.0321,0.0,100.0,4.6341
+M3,Other,pycaret,4610ee8babbf2ab70769a7a3fc18c4392a1550c2,ets,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,5.0472,0.0,100.0,4.6228
+M3,Other,pycaret,4610ee8babbf2ab70769a7a3fc18c4392a1550c2,exp_smooth,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,5.0321,0.0,100.0,4.6341
+M3,Other,pycaret,4610ee8babbf2ab70769a7a3fc18c4392a1550c2,stlf,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,73.5632,174.0,7.5684,0.0,26.4368,6.6268
 M3,Other,pycaret,6a4914f1552547fe73dd7be13f3d1843e72d1f61,croston,,,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,15.5502,0.0,100.0,13.709
 M3,Other,pycaret,6a4914f1552547fe73dd7be13f3d1843e72d1f61,grand_means,,,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,36.1146,0.0,100.0,28.0412
 M3,Other,pycaret,6a4914f1552547fe73dd7be13f3d1843e72d1f61,naive,,,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,7.0251,0.0,100.0,6.3016
 M3,Other,pycaret,6a4914f1552547fe73dd7be13f3d1843e72d1f61,polytrend,,,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,9.9987,0.0,100.0,9.5989
+M3,Other,pycaret,87f398b2a2b6024787a5cc367fc14b59ddb5ebb7,ets,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,5.0472,0.0,100.0,4.6228
+M3,Other,pycaret,87f398b2a2b6024787a5cc367fc14b59ddb5ebb7,exp_smooth,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,5.0321,0.0,100.0,4.6341
+M3,Other,pycaret,f300f02ed35d2054388a59204c011ee71aa8ab99,ets,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,5.0986,0.0,100.0,4.6909
+M3,Other,pycaret,f300f02ed35d2054388a59204c011ee71aa8ab99,exp_smooth,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,174.0,5.0849,0.0,100.0,4.6988
+M3,Other,pycaret,f300f02ed35d2054388a59204c011ee71aa8ab99,stlf,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,73.5632,174.0,7.5684,0.0,26.4368,6.6268
 M3,Quarterly,pycaret,3.0.0,bats,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,756.0,12.8461,0.0,100.0,10.1169
 M3,Quarterly,pycaret,3.0.0,ets,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,756.0,13.5103,0.0,100.0,11.0383
 M3,Quarterly,pycaret,3.0.0,exp_smooth,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,756.0,13.4558,0.0,100.0,11.1986
@@ -204,6 +218,12 @@ M3,Quarterly,pycaret,3.0.0.rc9,tbats,sktime,0.16.0,ray,2.0.1,native,,8,naive,3.9
 M3,Quarterly,pycaret,3.0.0.rc9,theta,sktime,0.16.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,756.0,11.9344,0.0,100.0,9.2782
 M3,Quarterly,pycaret,3.0.0.rc9,xgboost_cds_dt,sklearn,1.2.1,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,756.0,15.7047,0.0,100.0,12.0624
 M3,Quarterly,pycaret,38f01856b5ca14ca79aa800677b489c381d5aa71,exp_smooth,sktime,0.15.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,756.0,13.4558,0.0,100.0,11.1986
+M3,Quarterly,pycaret,4610ee8babbf2ab70769a7a3fc18c4392a1550c2,ets,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,756.0,13.5103,0.0,100.0,11.0383
+M3,Quarterly,pycaret,4610ee8babbf2ab70769a7a3fc18c4392a1550c2,exp_smooth,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,756.0,13.4558,0.0,100.0,11.1986
+M3,Quarterly,pycaret,4610ee8babbf2ab70769a7a3fc18c4392a1550c2,stlf,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,59.127,756.0,11.8498,0.0,40.873,9.5823
+M3,Quarterly,pycaret,f300f02ed35d2054388a59204c011ee71aa8ab99,ets,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,756.0,13.407,0.0,100.0,11.094
+M3,Quarterly,pycaret,f300f02ed35d2054388a59204c011ee71aa8ab99,exp_smooth,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,756.0,13.5145,0.0,100.0,11.3108
+M3,Quarterly,pycaret,f300f02ed35d2054388a59204c011ee71aa8ab99,stlf,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,59.127,756.0,11.8498,0.0,40.873,9.5823
 M3,Yearly,pycaret,3.0.0,bats,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,23.6003,0.0,100.0,17.8732
 M3,Yearly,pycaret,3.0.0,ets,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,24.5784,0.0,100.0,19.3052
 M3,Yearly,pycaret,3.0.0,exp_smooth,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,24.8909,0.0,100.0,19.3692
@@ -271,7 +291,13 @@ M3,Yearly,pycaret,3.0.0.rc9,tbats,sktime,0.16.0,ray,2.0.1,native,,8,naive,3.9.15
 M3,Yearly,pycaret,3.0.0.rc9,theta,sktime,0.16.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,21.0786,0.0,100.0,16.7209
 M3,Yearly,pycaret,3.0.0.rc9,xgboost_cds_dt,sklearn,1.2.1,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,26.9825,0.0,100.0,21.0385
 M3,Yearly,pycaret,38f01856b5ca14ca79aa800677b489c381d5aa71,exp_smooth,sktime,0.15.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,24.8909,0.0,100.0,19.3692
+M3,Yearly,pycaret,4610ee8babbf2ab70769a7a3fc18c4392a1550c2,ets,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,24.5784,0.0,100.0,19.3052
+M3,Yearly,pycaret,4610ee8babbf2ab70769a7a3fc18c4392a1550c2,exp_smooth,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,24.8909,0.0,100.0,19.3692
+M3,Yearly,pycaret,4610ee8babbf2ab70769a7a3fc18c4392a1550c2,stlf,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,97.3643,645.0,20.9316,0.0,2.6357,17.9093
 M3,Yearly,pycaret,6a4914f1552547fe73dd7be13f3d1843e72d1f61,croston,,,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,35.8621,0.0,100.0,37.4025
 M3,Yearly,pycaret,6a4914f1552547fe73dd7be13f3d1843e72d1f61,grand_means,,,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,40.289,0.0,100.0,43.6252
 M3,Yearly,pycaret,6a4914f1552547fe73dd7be13f3d1843e72d1f61,naive,,,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,20.8814,0.0,100.0,17.8799
 M3,Yearly,pycaret,6a4914f1552547fe73dd7be13f3d1843e72d1f61,polytrend,,,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,29.1264,0.0,100.0,22.92
+M3,Yearly,pycaret,f300f02ed35d2054388a59204c011ee71aa8ab99,ets,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,24.5787,0.0,100.0,19.3054
+M3,Yearly,pycaret,f300f02ed35d2054388a59204c011ee71aa8ab99,exp_smooth,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,0.0,645.0,24.8836,0.0,100.0,19.361
+M3,Yearly,pycaret,f300f02ed35d2054388a59204c011ee71aa8ab99,stlf,sktime,0.17.0,ray,2.0.1,native,,8,naive,3.9.15,win32,97.3643,645.0,20.9316,0.0,2.6357,17.9093