Fix some mistakes

Add complexity to crossval
Change header of tex file
Add complexity fields to report_score
Add commented final date in database

experimentation/Database.py

@@ -48,6 +48,7 @@ class MySQL:
     def find_best(self, dataset, classifier="any", experiment="any"):
         cursor = self._database.cursor(buffered=True)
         date_from = "2021-01-20"
+        # date_to = "2021-04-07"
         command = (
             f"select * from results r inner join reference e on "
             f"r.dataset=e.dataset where r.dataset='{dataset}'"
@@ -61,6 +62,7 @@ class MySQL:
             command += f" and r.classifier in {classifier_set}"
         elif classifier != "any":
             command += f" and r.classifier='{classifier}'"
+        # command += f" and date>='{date_from}' and date<='{date_to}'"
         command += f" and date>='{date_from}'"
         command += "" if experiment == "any" else f" and type='{experiment}'"
         command += (
@@ -411,6 +413,7 @@ class Hyperparameters(BD):
         normalize,
         standardize,
         grid_type,
+        complexity,
     ):
         rosetta = [
             ("mean_fit_time", "fit_time"),
@@ -460,6 +463,7 @@ class Hyperparameters(BD):
             accuracy,
             time_spent,
             parameters,
+            complexity,
         )
 
     def report(self, dataset, exclude_params):

experimentation/Experiments.py

@@ -182,6 +182,13 @@ class Experiment:
             ),
             sort_keys=True,
         )
+        if type(model).__name__ == "Stree":
+            best_model = grid_search.best_estimator_
+            nodes, leaves = best_model.nodes_leaves()
+            depth = best_model.depth_
+        else:
+            nodes = leaves = depth = 0
+        complexity = dict(nodes=nodes, leaves=leaves, depth=depth)
         hyperparams.store(
             dataset,
             time_spent,
@@ -190,6 +197,7 @@ class Experiment:
             normalize,
             standardize,
             grid_type,
+            complexity,
         )
         if self._num_warnings > 0:
             print(f"{self._num_warnings} warnings have happend")