edit readme, add script to generate dummy data

results/AutoGluon (best)/all_results.csv

@@ -1,6 +1,6 @@
 dataset,model,eval_metrics/raw-error,eval_metrics/fit-time-per-1K-rows,eval_metrics/inference-time-per-1K-rows,problem_type,num_features
-airline,AutoGluon (best),0.33278875990530477,19,93,Regression,12
-electricity,AutoGluon (best),0.6751135091880147,57,68,Classification,2
-solar-energy,AutoGluon (best),0.9026881234881459,4,89,Multi-classification,3
-traffic,AutoGluon (best),0.4872007977446803,74,80,Multi-classification,12
-volcano,AutoGluon (best),0.8748245677494482,46,19,Regression,12
+airline,AutoGluon (best),0.5488135039273248,65,68,Regression,12
+electricity,AutoGluon (best),0.8579456176227568,10,84,Classification,2
+solar-energy,AutoGluon (best),0.6458941130666561,37,88,Multi-classification,3
+traffic,AutoGluon (best),0.8917730007820798,89,13,Multi-classification,12
+volcano,AutoGluon (best),0.3834415188257777,40,88,Regression,12

results/CatBoost/all_results.csv

@@ -1,6 +1,6 @@
 dataset,model,eval_metrics/raw-error,eval_metrics/fit-time-per-1K-rows,eval_metrics/inference-time-per-1K-rows,problem_type,num_features
-airline,CatBoost,0.06939533762437367,2,70,Regression,12
-electricity,CatBoost,0.7354072567786561,58,47,Classification,2
-solar-energy,CatBoost,0.015064718275699773,17,1,Multi-classification,3
-traffic,CatBoost,0.2901760987967007,89,54,Multi-classification,12
-volcano,CatBoost,0.971051007601159,20,96,Regression,12
+airline,CatBoost,0.4799771723750573,82,38,Regression,12
+electricity,CatBoost,0.8360787635373775,73,10,Classification,2
+solar-energy,CatBoost,0.6481718720511972,81,70,Multi-classification,3
+traffic,CatBoost,0.7781567509498505,48,65,Multi-classification,12
+volcano,CatBoost,0.978618342232764,89,50,Regression,12

results/KNN/all_results.csv

@@ -1,6 +1,6 @@
 dataset,model,eval_metrics/raw-error,eval_metrics/fit-time-per-1K-rows,eval_metrics/inference-time-per-1K-rows,problem_type,num_features
-airline,KNN,0.2450715004955054,90,30,Regression,12
-electricity,KNN,0.6448332561813636,38,37,Classification,2
-solar-energy,KNN,0.3130873498151765,4,70,Multi-classification,3
-traffic,KNN,0.6628566015105207,73,87,Multi-classification,12
-volcano,KNN,0.7267416017519258,47,47,Regression,12
+airline,KNN,0.6531400357979377,12,47,Regression,12
+electricity,KNN,0.358152166969525,1,15,Classification,2
+solar-energy,KNN,0.6078306687154678,13,43,Multi-classification,3
+traffic,KNN,0.43860151346232035,69,7,Multi-classification,12
+volcano,KNN,0.10204481074802807,4,77,Regression,12

results/TabPFN-v2/all_results.csv

@@ -1,6 +1,6 @@
 dataset,model,eval_metrics/raw-error,eval_metrics/fit-time-per-1K-rows,eval_metrics/inference-time-per-1K-rows,problem_type,num_features
-airline,TabPFN-v2,0.10682355908390428,2,57,Regression,12
-electricity,TabPFN-v2,0.5147268461160237,2,63,Classification,2
-solar-energy,TabPFN-v2,0.2457652995593208,95,65,Multi-classification,3
-traffic,TabPFN-v2,0.3583947823578476,91,6,Multi-classification,12
-volcano,TabPFN-v2,0.0938829837958044,83,75,Regression,12
+airline,TabPFN-v2,0.5684339488686485,1,37,Regression,12
+electricity,TabPFN-v2,0.6176354970758771,39,18,Classification,2
+solar-energy,TabPFN-v2,0.9437480785146242,43,59,Multi-classification,3
+traffic,TabPFN-v2,0.6130634578841324,2,66,Multi-classification,12
+volcano,TabPFN-v2,0.09928035035897387,58,36,Regression,12

results/TabPFN/all_results.csv

@@ -1,6 +1,6 @@
 dataset,model,eval_metrics/raw-error,eval_metrics/fit-time-per-1K-rows,eval_metrics/inference-time-per-1K-rows,problem_type,num_features
-airline,TabPFN,0.8444086025040755,6,85,Regression,12
-electricity,TabPFN,0.9383639625691997,67,80,Classification,2
-solar-energy,TabPFN,0.8584964430874119,97,89,Multi-classification,3
-traffic,TabPFN,0.7204178131481314,54,88,Multi-classification,12
-volcano,TabPFN,0.9048596469110622,23,91,Regression,12
+airline,TabPFN,0.46147936225293185,20,20,Regression,12
+electricity,TabPFN,0.11827442586893322,33,66,Classification,2
+solar-energy,TabPFN,0.1433532874090464,33,32,Multi-classification,3
+traffic,TabPFN,0.10590760718779213,24,36,Multi-classification,12
+volcano,TabPFN,0.18633234332675996,56,29,Regression,12