Mercurial > repos > goeckslab > galaxy_pycaret

annotate pycaret_classification.py @ 0:1bc26b9636d2 draft default tip

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planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
author goeckslab
date Wed, 11 Dec 2024 03:29:00 +0000
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1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
parents:
diff changeset
1 import logging
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
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2
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
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3 from base_model_trainer import BaseModelTrainer
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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4
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
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5 from dashboard import generate_classifier_explainer_dashboard
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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6
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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7 from pycaret.classification import ClassificationExperiment
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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8
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
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9 from utils import add_hr_to_html, add_plot_to_html
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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11 LOG = logging.getLogger(__name__)
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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12
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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13
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
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14 class ClassificationModelTrainer(BaseModelTrainer):
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
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15 def __init__(
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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16 self,
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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17 input_file,
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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18 target_col,
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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19 output_dir,
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
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20 task_type,
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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21 random_seed,
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
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22 test_file=None,
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
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23 **kwargs):
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
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24 super().__init__(
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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25 input_file,
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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26 target_col,
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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27 output_dir,
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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28 task_type,
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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29 random_seed,
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
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30 test_file,
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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31 **kwargs)
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
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32 self.exp = ClassificationExperiment()
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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33
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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34 def save_dashboard(self):
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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35 LOG.info("Saving explainer dashboard")
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
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36 dashboard = generate_classifier_explainer_dashboard(self.exp,
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
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37 self.best_model)
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
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38 dashboard.save_html("dashboard.html")
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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39
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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40 def generate_plots(self):
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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41 LOG.info("Generating and saving plots")
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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42 plots = ['confusion_matrix', 'auc', 'threshold', 'pr',
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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43 'error', 'class_report', 'learning', 'calibration',
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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44 'vc', 'dimension', 'manifold', 'rfe', 'feature',
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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45 'feature_all']
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
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46 for plot_name in plots:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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47 try:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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48 if plot_name == 'auc' and not self.exp.is_multiclass:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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49 plot_path = self.exp.plot_model(self.best_model,
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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50 plot=plot_name,
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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51 save=True,
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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52 plot_kwargs={
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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53 'micro': False,
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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54 'macro': False,
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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55 'per_class': False,
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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56 'binary': True
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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57 }
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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58 )
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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59 self.plots[plot_name] = plot_path
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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60 continue
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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61
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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62 plot_path = self.exp.plot_model(self.best_model,
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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63 plot=plot_name, save=True)
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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64 self.plots[plot_name] = plot_path
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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65 except Exception as e:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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66 LOG.error(f"Error generating plot {plot_name}: {e}")
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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67 continue
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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68
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69 def generate_plots_explainer(self):
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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70 LOG.info("Generating and saving plots from explainer")
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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71
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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72 from explainerdashboard import ClassifierExplainer
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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73
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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74 X_test = self.exp.X_test_transformed.copy()
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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75 y_test = self.exp.y_test_transformed
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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76
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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77 explainer = ClassifierExplainer(self.best_model, X_test, y_test)
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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78 self.expaliner = explainer
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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79 plots_explainer_html = ""
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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80
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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81 try:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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82 fig_importance = explainer.plot_importances()
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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83 plots_explainer_html += add_plot_to_html(fig_importance)
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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84 plots_explainer_html += add_hr_to_html()
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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85 except Exception as e:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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86 LOG.error(f"Error generating plot importance(mean shap): {e}")
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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87
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88 try:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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89 fig_importance_perm = explainer.plot_importances(
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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90 kind="permutation")
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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91 plots_explainer_html += add_plot_to_html(fig_importance_perm)
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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92 plots_explainer_html += add_hr_to_html()
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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93 except Exception as e:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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94 LOG.error(f"Error generating plot importance(permutation): {e}")
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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95
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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96 # try:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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97 # fig_shap = explainer.plot_shap_summary()
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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98 # plots_explainer_html += add_plot_to_html(fig_shap,
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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99 # include_plotlyjs=False)
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
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100 # except Exception as e:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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101 # LOG.error(f"Error generating plot shap: {e}")
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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102
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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103 # try:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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104 # fig_contributions = explainer.plot_contributions(
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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105 # index=0)
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
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106 # plots_explainer_html += add_plot_to_html(
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
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107 # fig_contributions, include_plotlyjs=False)
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
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108 # except Exception as e:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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109 # LOG.error(f"Error generating plot contributions: {e}")
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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110
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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111 # try:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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112 # for feature in self.features_name:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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113 # fig_dependence = explainer.plot_dependence(col=feature)
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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114 # plots_explainer_html += add_plot_to_html(fig_dependence)
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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115 # except Exception as e:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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116 # LOG.error(f"Error generating plot dependencies: {e}")
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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117
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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118 try:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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119 for feature in self.features_name:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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120 fig_pdp = explainer.plot_pdp(feature)
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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121 plots_explainer_html += add_plot_to_html(fig_pdp)
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
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122 plots_explainer_html += add_hr_to_html()
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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123 except Exception as e:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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124 LOG.error(f"Error generating plot pdp: {e}")
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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125
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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126 try:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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127 for feature in self.features_name:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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128 fig_interaction = explainer.plot_interaction(
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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129 col=feature, interact_col=feature)
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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130 plots_explainer_html += add_plot_to_html(fig_interaction)
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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131 except Exception as e:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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132 LOG.error(f"Error generating plot interactions: {e}")
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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133
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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134 try:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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135 for feature in self.features_name:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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136 fig_interactions_importance = \
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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137 explainer.plot_interactions_importance(
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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138 col=feature)
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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139 plots_explainer_html += add_plot_to_html(
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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140 fig_interactions_importance)
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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141 plots_explainer_html += add_hr_to_html()
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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142 except Exception as e:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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143 LOG.error(f"Error generating plot interactions importance: {e}")
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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144
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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145 # try:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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146 # for feature in self.features_name:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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147 # fig_interactions_detailed = \
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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148 # explainer.plot_interactions_detailed(
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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149 # col=feature)
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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150 # plots_explainer_html += add_plot_to_html(
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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151 # fig_interactions_detailed)
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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152 # except Exception as e:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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153 # LOG.error(f"Error generating plot interactions detailed: {e}")
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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154
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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155 try:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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156 fig_precision = explainer.plot_precision()
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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157 plots_explainer_html += add_plot_to_html(fig_precision)
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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158 plots_explainer_html += add_hr_to_html()
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
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diff changeset
159 except Exception as e:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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160 LOG.error(f"Error generating plot precision: {e}")
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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161
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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162 try:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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163 fig_cumulative_precision = explainer.plot_cumulative_precision()
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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164 plots_explainer_html += add_plot_to_html(fig_cumulative_precision)
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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165 plots_explainer_html += add_hr_to_html()
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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diff changeset
166 except Exception as e:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
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167 LOG.error(f"Error generating plot cumulative precision: {e}")
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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168
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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169 try:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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170 fig_classification = explainer.plot_classification()
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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171 plots_explainer_html += add_plot_to_html(fig_classification)
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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172 plots_explainer_html += add_hr_to_html()
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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173 except Exception as e:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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174 LOG.error(f"Error generating plot classification: {e}")
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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175
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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176 try:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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177 fig_confusion_matrix = explainer.plot_confusion_matrix()
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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178 plots_explainer_html += add_plot_to_html(fig_confusion_matrix)
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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179 plots_explainer_html += add_hr_to_html()
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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180 except Exception as e:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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181 LOG.error(f"Error generating plot confusion matrix: {e}")
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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182
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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183 try:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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184 fig_lift_curve = explainer.plot_lift_curve()
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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185 plots_explainer_html += add_plot_to_html(fig_lift_curve)
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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186 plots_explainer_html += add_hr_to_html()
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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187 except Exception as e:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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188 LOG.error(f"Error generating plot lift curve: {e}")
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
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189
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
parents:
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190 try:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
parents:
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191 fig_roc_auc = explainer.plot_roc_auc()
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
parents:
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192 plots_explainer_html += add_plot_to_html(fig_roc_auc)
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
parents:
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193 plots_explainer_html += add_hr_to_html()
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
parents:
diff changeset
194 except Exception as e:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
parents:
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195 LOG.error(f"Error generating plot roc auc: {e}")
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
parents:
diff changeset
196
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
parents:
diff changeset
197 try:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
parents:
diff changeset
198 fig_pr_auc = explainer.plot_pr_auc()
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
parents:
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199 plots_explainer_html += add_plot_to_html(fig_pr_auc)
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
parents:
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200 plots_explainer_html += add_hr_to_html()
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
parents:
diff changeset
201 except Exception as e:
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
parents:
diff changeset
202 LOG.error(f"Error generating plot pr auc: {e}")
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
parents:
diff changeset
203
1bc26b9636d2 planemo upload for repository https://github.com/goeckslab/Galaxy-Pycaret commit 5089a5dffc154c8202624cfbd5f1be0f36a9f0cc
goeckslab
parents:
diff changeset
204 self.plots_explainer_html = plots_explainer_html