Add excel to be_list

This commit is contained in:
2022-11-17 01:36:19 +01:00
parent feea9c542a
commit 974227166c
15 changed files with 154 additions and 88 deletions

View File

@@ -7,6 +7,7 @@ import abc
import shutil import shutil
import subprocess import subprocess
import xlsxwriter import xlsxwriter
from xlsxwriter.exceptions import DuplicateWorksheetName
import numpy as np import numpy as np
from .Experiments import BestResults from .Experiments import BestResults
from .Datasets import Datasets from .Datasets import Datasets
@@ -21,6 +22,10 @@ from .Utils import (
from ._version import __version__ from ._version import __version__
def get_input():
return input()
class BestResultsEver: class BestResultsEver:
def __init__(self): def __init__(self):
self.data = {} self.data = {}
@@ -328,7 +333,17 @@ class Excel(BaseReport):
else: else:
self.book = book self.book = book
self.close = False self.close = False
self.sheet = self.book.add_worksheet(self.data["model"]) suffix = ""
num = 1
while True:
try:
self.sheet = self.book.add_worksheet(
self.data["model"] + suffix
)
break
except DuplicateWorksheetName:
num += 1
suffix = str(num)
self.max_hyper_width = 0 self.max_hyper_width = 0
self.col_hyperparams = 0 self.col_hyperparams = 0
@@ -1341,6 +1356,7 @@ class Summary:
def __init__(self, hidden=False) -> None: def __init__(self, hidden=False) -> None:
self.results = Files().get_all_results(hidden=hidden) self.results = Files().get_all_results(hidden=hidden)
self.data = [] self.data = []
self.data_filtered = []
self.datasets = {} self.datasets = {}
self.models = set() self.models = set()
self.hidden = hidden self.hidden = hidden
@@ -1417,13 +1433,14 @@ class Summary:
number=0, number=0,
) -> None: ) -> None:
"""Print the list of results""" """Print the list of results"""
data = self.get_results_criteria( if self.data_filtered == []:
score, model, input_data, sort_key, number self.data_filtered = self.get_results_criteria(
) score, model, input_data, sort_key, number
if data == []: )
if self.data_filtered == []:
raise ValueError(NO_RESULTS) raise ValueError(NO_RESULTS)
max_file = max(len(x["file"]) for x in data) max_file = max(len(x["file"]) for x in self.data_filtered)
max_title = max(len(x["title"]) for x in data) max_title = max(len(x["title"]) for x in self.data_filtered)
if self.hidden: if self.hidden:
color1 = TextColor.GREEN color1 = TextColor.GREEN
color2 = TextColor.YELLOW color2 = TextColor.YELLOW
@@ -1432,10 +1449,11 @@ class Summary:
color2 = TextColor.LINE2 color2 = TextColor.LINE2
print(color1, end="") print(color1, end="")
print( print(
f"{'Date':10s} {'File':{max_file}s} {'Score':8s} {'Time(h)':7s} " f" # {'Date':10s} {'File':{max_file}s} {'Score':8s} "
f"{'Title':s}" f" {'Time(h)':7s} {'Title':s}"
) )
print( print(
"===",
"=" * 10 "=" * 10
+ " " + " "
+ "=" * max_file + "=" * max_file
@@ -1444,21 +1462,59 @@ class Summary:
+ " " + " "
+ "=" * 7 + "=" * 7
+ " " + " "
+ "=" * max_title + "=" * max_title,
) )
print( print(
"\n".join( "\n".join(
[ [
(color2 if n % 2 == 0 else color1) (color2 if n % 2 == 0 else color1) + f"{n:3d} "
+ f"{x['date']} {x['file']:{max_file}s} " f"{x['date']} {x['file']:{max_file}s} "
f"{x['metric']:8.5f} " f"{x['metric']:8.5f} "
f"{x['duration']/3600:7.3f} " f"{x['duration']/3600:7.3f} "
f"{x['title']}" f"{x['title']}"
for n, x in enumerate(data) for n, x in enumerate(self.data_filtered)
] ]
) )
) )
def manage_results(self, excel, isTest):
num = ""
first = True
book = None
while True and not isTest:
if not first:
print(f"Invalid option {num}. Try again!")
first = False
print(
"Which result do you want to report? (q to quit, r to list "
"again, number to report): ",
end="",
)
num = self.get_input()
if num == "n":
return
if num == "r":
self.list_results()
if num == "q":
if excel:
if book is not None:
book.close()
return
if num.isdigit() and int(num) < len(self.data) and int(num) >= 0:
rep = Report(self.data[int(num)]["file"], self.hidden)
rep.report()
if excel and not self.hidden:
if book is None:
file_name = Files.be_list_excel
book = xlsxwriter.Workbook(
file_name, {"nan_inf_to_errors": True}
)
excel = Excel(
file_name=self.data[int(num)]["file"],
book=book,
)
excel.report()
def show_result(self, data: dict, title: str = "") -> None: def show_result(self, data: dict, title: str = "") -> None:
def whites(n: int) -> str: def whites(n: int) -> str:
return " " * n + color1 + "*" return " " * n + color1 + "*"

View File

@@ -28,6 +28,7 @@ class Files:
benchmark_r = "benchmark.r" benchmark_r = "benchmark.r"
dot_env = ".env" dot_env = ".env"
datasets_report_excel = "ReportDatasets.xlsx" datasets_report_excel = "ReportDatasets.xlsx"
be_list_excel = "some_results.xlsx"
@staticmethod @staticmethod
def exreport_output(score): def exreport_output(score):

View File

@@ -1,7 +1,7 @@
#! /usr/bin/env python #! /usr/bin/env python
import os import os
from benchmark.Results import Summary from benchmark.Results import Summary
from benchmark.Utils import Folders from benchmark.Utils import Folders, Files
from benchmark.Arguments import Arguments from benchmark.Arguments import Arguments
"""List experiments of a model """List experiments of a model
@@ -12,6 +12,7 @@ def main(args_test=None):
arguments = Arguments() arguments = Arguments()
arguments.xset("number").xset("model", required=False).xset("key") arguments.xset("number").xset("model", required=False).xset("key")
arguments.xset("hidden").xset("nan").xset("score", required=False) arguments.xset("hidden").xset("nan").xset("score", required=False)
arguments.xset("excel")
args = arguments.parse(args_test) args = arguments.parse(args_test)
data = Summary(hidden=args.hidden) data = Summary(hidden=args.hidden)
data.acquire() data.acquire()
@@ -22,6 +23,10 @@ def main(args_test=None):
sort_key=args.key, sort_key=args.key,
number=args.number, number=args.number,
) )
is_test = args_test is not None
data.manage_results(args.excel, is_test)
if args.excel:
Files.open(Files.be_list_excel, is_test)
except ValueError as e: except ValueError as e:
print(e) print(e)
else: else:
@@ -44,6 +49,7 @@ def main(args_test=None):
+ " Results with nan moved to hidden " + " Results with nan moved to hidden "
+ "*" * 30 + "*" * 30
) )
data.data_filtered = []
data.list_results(input_data=results_nan) data.list_results(input_data=results_nan)
for result in results_nan: for result in results_nan:
name = result["file"] name = result["file"]

View File

@@ -1,5 +1,7 @@
import os import os
from unittest.mock import patch
from ...Utils import Folders, NO_RESULTS from ...Utils import Folders, NO_RESULTS
from ...Results import Summary
from ..TestBase import TestBase from ..TestBase import TestBase
@@ -7,6 +9,7 @@ class BeListTest(TestBase):
def setUp(self): def setUp(self):
self.prepare_scripts_env() self.prepare_scripts_env()
# @patch("...Results.get_input()", return_value="n")
def test_be_list(self): def test_be_list(self):
stdout, stderr = self.execute_script("be_list", ["-m", "STree"]) stdout, stderr = self.execute_script("be_list", ["-m", "STree"])
self.assertEqual(stderr.getvalue(), "") self.assertEqual(stderr.getvalue(), "")

View File

@@ -1,13 +1,13 @@
Date File Score Time(h) Title  # Date File Score Time(h) Title
========== ================================================================ ======== ======= ============================================ === ========== ================================================================ ======== ======= ============================================
2022-05-04 results_accuracy_XGBoost_MacBookpro16_2022-05-04_11:00:35_0.json nan 3.091 Default hyperparameters  0 2022-05-04 results_accuracy_XGBoost_MacBookpro16_2022-05-04_11:00:35_0.json nan 3.091 Default hyperparameters
2022-04-20 results_accuracy_ODTE_Galgo_2022-04-20_10:52:20_0.json 0.04341 6.275 Gridsearched hyperparams v022.1b random_init  1 2022-04-20 results_accuracy_ODTE_Galgo_2022-04-20_10:52:20_0.json 0.04341 6.275 Gridsearched hyperparams v022.1b random_init
2022-01-14 results_accuracy_RandomForest_iMac27_2022-01-14_12:39:30_0.json 0.03627 0.076 Test default paramters with RandomForest  2 2022-01-14 results_accuracy_RandomForest_iMac27_2022-01-14_12:39:30_0.json 0.03627 0.076 Test default paramters with RandomForest
2021-11-01 results_accuracy_STree_macbook-pro_2021-11-01_19:17:07_0.json 0.03790 1.143 default B  3 2021-11-01 results_accuracy_STree_macbook-pro_2021-11-01_19:17:07_0.json 0.03790 1.143 default B
2021-10-27 results_accuracy_STree_iMac27_2021-10-27_09:40:40_0.json 0.04158 0.943 default A  4 2021-10-27 results_accuracy_STree_iMac27_2021-10-27_09:40:40_0.json 0.04158 0.943 default A
2021-09-30 results_accuracy_STree_iMac27_2021-09-30_11:42:07_0.json 0.04544 0.173 With gridsearched hyperparameters  5 2021-09-30 results_accuracy_STree_iMac27_2021-09-30_11:42:07_0.json 0.04544 0.173 With gridsearched hyperparameters
****************************** Results with nan moved to hidden ****************************** ****************************** Results with nan moved to hidden ******************************
Date File Score Time(h) Title  # Date File Score Time(h) Title
========== ================================================================ ======== ======= ======================= === ========== ================================================================ ======== ======= =======================
2022-05-04 results_accuracy_XGBoost_MacBookpro16_2022-05-04_11:00:35_0.json nan 3.091 Default hyperparameters  0 2022-05-04 results_accuracy_XGBoost_MacBookpro16_2022-05-04_11:00:35_0.json nan 3.091 Default hyperparameters

View File

@@ -1,7 +1,7 @@
Date File Score Time(h) Title  # Date File Score Time(h) Title
========== =============================================================== ======== ======= ============================================ === ========== =============================================================== ======== ======= ============================================
2022-04-20 results_accuracy_ODTE_Galgo_2022-04-20_10:52:20_0.json 0.04341 6.275 Gridsearched hyperparams v022.1b random_init  0 2022-04-20 results_accuracy_ODTE_Galgo_2022-04-20_10:52:20_0.json 0.04341 6.275 Gridsearched hyperparams v022.1b random_init
2022-01-14 results_accuracy_RandomForest_iMac27_2022-01-14_12:39:30_0.json 0.03627 0.076 Test default paramters with RandomForest  1 2022-01-14 results_accuracy_RandomForest_iMac27_2022-01-14_12:39:30_0.json 0.03627 0.076 Test default paramters with RandomForest
2021-11-01 results_accuracy_STree_macbook-pro_2021-11-01_19:17:07_0.json 0.03790 1.143 default B  2 2021-11-01 results_accuracy_STree_macbook-pro_2021-11-01_19:17:07_0.json 0.03790 1.143 default B
2021-10-27 results_accuracy_STree_iMac27_2021-10-27_09:40:40_0.json 0.04158 0.943 default A  3 2021-10-27 results_accuracy_STree_iMac27_2021-10-27_09:40:40_0.json 0.04158 0.943 default A
2021-09-30 results_accuracy_STree_iMac27_2021-09-30_11:42:07_0.json 0.04544 0.173 With gridsearched hyperparameters  4 2021-09-30 results_accuracy_STree_iMac27_2021-09-30_11:42:07_0.json 0.04544 0.173 With gridsearched hyperparameters

View File

@@ -26,10 +26,10 @@
* results_accuracy_STree_iMac27_2021-09-30_11:42:07_0.json * * results_accuracy_STree_iMac27_2021-09-30_11:42:07_0.json *
* * * *
********************************************************************************* *********************************************************************************
Date File Score Time(h) Title  # Date File Score Time(h) Title
========== =============================================================== ======== ======= ============================================ === ========== =============================================================== ======== ======= ============================================
2021-09-30 results_accuracy_STree_iMac27_2021-09-30_11:42:07_0.json 0.04544 0.173 With gridsearched hyperparameters  0 2021-09-30 results_accuracy_STree_iMac27_2021-09-30_11:42:07_0.json 0.04544 0.173 With gridsearched hyperparameters
2022-04-20 results_accuracy_ODTE_Galgo_2022-04-20_10:52:20_0.json 0.04341 6.275 Gridsearched hyperparams v022.1b random_init  1 2022-04-20 results_accuracy_ODTE_Galgo_2022-04-20_10:52:20_0.json 0.04341 6.275 Gridsearched hyperparams v022.1b random_init
2021-10-27 results_accuracy_STree_iMac27_2021-10-27_09:40:40_0.json 0.04158 0.943 default A  2 2021-10-27 results_accuracy_STree_iMac27_2021-10-27_09:40:40_0.json 0.04158 0.943 default A
2021-11-01 results_accuracy_STree_macbook-pro_2021-11-01_19:17:07_0.json 0.03790 1.143 default B  3 2021-11-01 results_accuracy_STree_macbook-pro_2021-11-01_19:17:07_0.json 0.03790 1.143 default B
2022-01-14 results_accuracy_RandomForest_iMac27_2022-01-14_12:39:30_0.json 0.03627 0.076 Test default paramters with RandomForest  4 2022-01-14 results_accuracy_RandomForest_iMac27_2022-01-14_12:39:30_0.json 0.03627 0.076 Test default paramters with RandomForest

View File

@@ -26,10 +26,10 @@
* results_accuracy_STree_iMac27_2021-09-30_11:42:07_0.json * * results_accuracy_STree_iMac27_2021-09-30_11:42:07_0.json *
* * * *
********************************************************************************* *********************************************************************************
Date File Score Time(h) Title  # Date File Score Time(h) Title
========== =============================================================== ======== ======= ============================================ === ========== =============================================================== ======== ======= ============================================
2021-09-30 results_accuracy_STree_iMac27_2021-09-30_11:42:07_0.json 0.04544 0.173 With gridsearched hyperparameters  0 2021-09-30 results_accuracy_STree_iMac27_2021-09-30_11:42:07_0.json 0.04544 0.173 With gridsearched hyperparameters
2022-04-20 results_accuracy_ODTE_Galgo_2022-04-20_10:52:20_0.json 0.04341 6.275 Gridsearched hyperparams v022.1b random_init  1 2022-04-20 results_accuracy_ODTE_Galgo_2022-04-20_10:52:20_0.json 0.04341 6.275 Gridsearched hyperparams v022.1b random_init
2021-10-27 results_accuracy_STree_iMac27_2021-10-27_09:40:40_0.json 0.04158 0.943 default A  2 2021-10-27 results_accuracy_STree_iMac27_2021-10-27_09:40:40_0.json 0.04158 0.943 default A
2021-11-01 results_accuracy_STree_macbook-pro_2021-11-01_19:17:07_0.json 0.03790 1.143 default B  3 2021-11-01 results_accuracy_STree_macbook-pro_2021-11-01_19:17:07_0.json 0.03790 1.143 default B
2022-01-14 results_accuracy_RandomForest_iMac27_2022-01-14_12:39:30_0.json 0.03627 0.076 Test default paramters with RandomForest  4 2022-01-14 results_accuracy_RandomForest_iMac27_2022-01-14_12:39:30_0.json 0.03627 0.076 Test default paramters with RandomForest

View File

@@ -26,13 +26,13 @@
* results_accuracy_STree_iMac27_2021-09-30_11:42:07_0.json * * results_accuracy_STree_iMac27_2021-09-30_11:42:07_0.json *
* * * *
********************************************************************************* *********************************************************************************
Date File Score Time(h) Title  # Date File Score Time(h) Title
========== =============================================================== ======== ======= ============================================ === ========== =============================================================== ======== ======= ============================================
2021-09-30 results_accuracy_STree_iMac27_2021-09-30_11:42:07_0.json 0.04544 0.173 With gridsearched hyperparameters  0 2021-09-30 results_accuracy_STree_iMac27_2021-09-30_11:42:07_0.json 0.04544 0.173 With gridsearched hyperparameters
2022-04-20 results_accuracy_ODTE_Galgo_2022-04-20_10:52:20_0.json 0.04341 6.275 Gridsearched hyperparams v022.1b random_init  1 2022-04-20 results_accuracy_ODTE_Galgo_2022-04-20_10:52:20_0.json 0.04341 6.275 Gridsearched hyperparams v022.1b random_init
2021-10-27 results_accuracy_STree_iMac27_2021-10-27_09:40:40_0.json 0.04158 0.943 default A  2 2021-10-27 results_accuracy_STree_iMac27_2021-10-27_09:40:40_0.json 0.04158 0.943 default A
2021-11-01 results_accuracy_STree_macbook-pro_2021-11-01_19:17:07_0.json 0.03790 1.143 default B  3 2021-11-01 results_accuracy_STree_macbook-pro_2021-11-01_19:17:07_0.json 0.03790 1.143 default B
2022-01-14 results_accuracy_RandomForest_iMac27_2022-01-14_12:39:30_0.json 0.03627 0.076 Test default paramters with RandomForest  4 2022-01-14 results_accuracy_RandomForest_iMac27_2022-01-14_12:39:30_0.json 0.03627 0.076 Test default paramters with RandomForest
** No results found ** ** No results found **
** No results found ** ** No results found **
** No results found ** ** No results found **

View File

@@ -26,10 +26,10 @@
* results_accuracy_STree_iMac27_2021-09-30_11:42:07_0.json * * results_accuracy_STree_iMac27_2021-09-30_11:42:07_0.json *
* * * *
********************************************************************************* *********************************************************************************
Date File Score Time(h) Title  # Date File Score Time(h) Title
========== =============================================================== ======== ======= ============================================ === ========== =============================================================== ======== ======= ============================================
2021-09-30 results_accuracy_STree_iMac27_2021-09-30_11:42:07_0.json 0.04544 0.173 With gridsearched hyperparameters  0 2021-09-30 results_accuracy_STree_iMac27_2021-09-30_11:42:07_0.json 0.04544 0.173 With gridsearched hyperparameters
2022-04-20 results_accuracy_ODTE_Galgo_2022-04-20_10:52:20_0.json 0.04341 6.275 Gridsearched hyperparams v022.1b random_init  1 2022-04-20 results_accuracy_ODTE_Galgo_2022-04-20_10:52:20_0.json 0.04341 6.275 Gridsearched hyperparams v022.1b random_init
2021-10-27 results_accuracy_STree_iMac27_2021-10-27_09:40:40_0.json 0.04158 0.943 default A  2 2021-10-27 results_accuracy_STree_iMac27_2021-10-27_09:40:40_0.json 0.04158 0.943 default A
2021-11-01 results_accuracy_STree_macbook-pro_2021-11-01_19:17:07_0.json 0.03790 1.143 default B  3 2021-11-01 results_accuracy_STree_macbook-pro_2021-11-01_19:17:07_0.json 0.03790 1.143 default B
2022-01-14 results_accuracy_RandomForest_iMac27_2022-01-14_12:39:30_0.json 0.03627 0.076 Test default paramters with RandomForest  4 2022-01-14 results_accuracy_RandomForest_iMac27_2022-01-14_12:39:30_0.json 0.03627 0.076 Test default paramters with RandomForest

View File

@@ -1,4 +1,4 @@
Date File Score Time(h) Title  # Date File Score Time(h) Title
========== ================================================================ ======== ======= ======================= === ========== ================================================================ ======== ======= =======================
2022-05-04 results_accuracy_XGBoost_MacBookpro16_2022-05-04_11:00:35_0.json nan 3.091 Default hyperparameters  0 2022-05-04 results_accuracy_XGBoost_MacBookpro16_2022-05-04_11:00:35_0.json nan 3.091 Default hyperparameters
2021-11-01 results_accuracy_STree_iMac27_2021-11-01_23:55:16_0.json 0.97446 0.098 default  1 2021-11-01 results_accuracy_STree_iMac27_2021-11-01_23:55:16_0.json 0.97446 0.098 default

View File

@@ -1,5 +1,5 @@
Date File Score Time(h) Title  # Date File Score Time(h) Title
========== ============================================================= ======== ======= ================================= === ========== ============================================================= ======== ======= =================================
2021-11-01 results_accuracy_STree_macbook-pro_2021-11-01_19:17:07_0.json 0.03790 1.143 default B  0 2021-11-01 results_accuracy_STree_macbook-pro_2021-11-01_19:17:07_0.json 0.03790 1.143 default B
2021-10-27 results_accuracy_STree_iMac27_2021-10-27_09:40:40_0.json 0.04158 0.943 default A  1 2021-10-27 results_accuracy_STree_iMac27_2021-10-27_09:40:40_0.json 0.04158 0.943 default A
2021-09-30 results_accuracy_STree_iMac27_2021-09-30_11:42:07_0.json 0.04544 0.173 With gridsearched hyperparameters  2 2021-09-30 results_accuracy_STree_iMac27_2021-09-30_11:42:07_0.json 0.04544 0.173 With gridsearched hyperparameters

View File

@@ -1,5 +1,5 @@
Date File Score Time(h) Title  # Date File Score Time(h) Title
========== =============================================================== ======== ======= ============================================ === ========== =============================================================== ======== ======= ============================================
2022-04-20 results_accuracy_ODTE_Galgo_2022-04-20_10:52:20_0.json 0.04341 6.275 Gridsearched hyperparams v022.1b random_init  0 2022-04-20 results_accuracy_ODTE_Galgo_2022-04-20_10:52:20_0.json 0.04341 6.275 Gridsearched hyperparams v022.1b random_init
2022-01-14 results_accuracy_RandomForest_iMac27_2022-01-14_12:39:30_0.json 0.03627 0.076 Test default paramters with RandomForest  1 2022-01-14 results_accuracy_RandomForest_iMac27_2022-01-14_12:39:30_0.json 0.03627 0.076 Test default paramters with RandomForest
2021-11-01 results_accuracy_STree_macbook-pro_2021-11-01_19:17:07_0.json 0.03790 1.143 default B  2 2021-11-01 results_accuracy_STree_macbook-pro_2021-11-01_19:17:07_0.json 0.03790 1.143 default B

View File

@@ -1,7 +1,7 @@
Date File Score Time(h) Title  # Date File Score Time(h) Title
========== =============================================================== ======== ======= ============================================ === ========== =============================================================== ======== ======= ============================================
2022-04-20 results_accuracy_ODTE_Galgo_2022-04-20_10:52:20_0.json 0.04341 6.275 Gridsearched hyperparams v022.1b random_init  0 2022-04-20 results_accuracy_ODTE_Galgo_2022-04-20_10:52:20_0.json 0.04341 6.275 Gridsearched hyperparams v022.1b random_init
2022-01-14 results_accuracy_RandomForest_iMac27_2022-01-14_12:39:30_0.json 0.03627 0.076 Test default paramters with RandomForest  1 2022-01-14 results_accuracy_RandomForest_iMac27_2022-01-14_12:39:30_0.json 0.03627 0.076 Test default paramters with RandomForest
2021-11-01 results_accuracy_STree_macbook-pro_2021-11-01_19:17:07_0.json 0.03790 1.143 default B  2 2021-11-01 results_accuracy_STree_macbook-pro_2021-11-01_19:17:07_0.json 0.03790 1.143 default B
2021-10-27 results_accuracy_STree_iMac27_2021-10-27_09:40:40_0.json 0.04158 0.943 default A  3 2021-10-27 results_accuracy_STree_iMac27_2021-10-27_09:40:40_0.json 0.04158 0.943 default A
2021-09-30 results_accuracy_STree_iMac27_2021-09-30_11:42:07_0.json 0.04544 0.173 With gridsearched hyperparameters  4 2021-09-30 results_accuracy_STree_iMac27_2021-09-30_11:42:07_0.json 0.04544 0.173 With gridsearched hyperparameters

View File

@@ -1,7 +1,7 @@
Date File Score Time(h) Title  # Date File Score Time(h) Title
========== =============================================================== ======== ======= ============================================ === ========== =============================================================== ======== ======= ============================================
2021-09-30 results_accuracy_STree_iMac27_2021-09-30_11:42:07_0.json 0.04544 0.173 With gridsearched hyperparameters  0 2021-09-30 results_accuracy_STree_iMac27_2021-09-30_11:42:07_0.json 0.04544 0.173 With gridsearched hyperparameters
2022-04-20 results_accuracy_ODTE_Galgo_2022-04-20_10:52:20_0.json 0.04341 6.275 Gridsearched hyperparams v022.1b random_init  1 2022-04-20 results_accuracy_ODTE_Galgo_2022-04-20_10:52:20_0.json 0.04341 6.275 Gridsearched hyperparams v022.1b random_init
2021-10-27 results_accuracy_STree_iMac27_2021-10-27_09:40:40_0.json 0.04158 0.943 default A  2 2021-10-27 results_accuracy_STree_iMac27_2021-10-27_09:40:40_0.json 0.04158 0.943 default A
2021-11-01 results_accuracy_STree_macbook-pro_2021-11-01_19:17:07_0.json 0.03790 1.143 default B  3 2021-11-01 results_accuracy_STree_macbook-pro_2021-11-01_19:17:07_0.json 0.03790 1.143 default B
2022-01-14 results_accuracy_RandomForest_iMac27_2022-01-14_12:39:30_0.json 0.03627 0.076 Test default paramters with RandomForest  4 2022-01-14 results_accuracy_RandomForest_iMac27_2022-01-14_12:39:30_0.json 0.03627 0.076 Test default paramters with RandomForest