annotate qiime2__sample_classifier__classify_samples.xml @ 2:e72fb1ecbadc draft

planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 65e4952f33eb335528e8553150e9097e5ea8f556
author q2d2
date Thu, 08 Jun 2023 19:52:08 +0000
parents e5daff8f4e9e
children 096916b40a5a
Ignore whitespace changes - Everywhere: Within whitespace: At end of lines:
rev   line source
0
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
1 <?xml version='1.0' encoding='utf-8'?>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
2 <!--
1
e5daff8f4e9e planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 69da7976573cc07a363ac66bdacc9269d7cd3732
q2d2
parents: 0
diff changeset
3 Copyright (c) 2023, QIIME 2 development team.
0
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
4
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
5 Distributed under the terms of the Modified BSD License. (SPDX: BSD-3-Clause)
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
6 -->
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
7 <!--
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
8 This tool was automatically generated by:
2
e72fb1ecbadc planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 65e4952f33eb335528e8553150e9097e5ea8f556
q2d2
parents: 1
diff changeset
9 q2galaxy (version: 2023.5.0)
0
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
10 for:
2
e72fb1ecbadc planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 65e4952f33eb335528e8553150e9097e5ea8f556
q2d2
parents: 1
diff changeset
11 qiime2 (version: 2023.5.1)
0
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
12 -->
2
e72fb1ecbadc planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 65e4952f33eb335528e8553150e9097e5ea8f556
q2d2
parents: 1
diff changeset
13 <tool name="qiime2 sample-classifier classify-samples" id="qiime2__sample_classifier__classify_samples" version="2023.5.0+q2galaxy.2023.5.0.2" profile="22.05" license="BSD-3-Clause">
0
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
14 <description>Train and test a cross-validated supervised learning classifier.</description>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
15 <requirements>
2
e72fb1ecbadc planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 65e4952f33eb335528e8553150e9097e5ea8f556
q2d2
parents: 1
diff changeset
16 <container type="docker">quay.io/qiime2/core:2023.5</container>
0
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
17 </requirements>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
18 <version_command>q2galaxy version sample_classifier</version_command>
1
e5daff8f4e9e planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 69da7976573cc07a363ac66bdacc9269d7cd3732
q2d2
parents: 0
diff changeset
19 <command detect_errors="exit_code">q2galaxy run sample_classifier classify_samples '$inputs'</command>
0
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
20 <configfiles>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
21 <inputs name="inputs" data_style="paths"/>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
22 </configfiles>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
23 <inputs>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
24 <param name="table" type="data" format="qza" label="table: FeatureTable[Frequency]" help="[required] Feature table containing all features that should be used for target prediction.">
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
25 <options options_filter_attribute="metadata.semantic_type">
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
26 <filter type="add_value" value="FeatureTable[Frequency]"/>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
27 </options>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
28 <validator type="expression" message="Incompatible type">hasattr(value.metadata, "semantic_type") and value.metadata.semantic_type in ['FeatureTable[Frequency]']</validator>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
29 </param>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
30 <conditional name="metadata">
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
31 <param name="type" type="select" label="metadata: MetadataColumn[Categorical]" help="[required] Categorical metadata column to use as prediction target.">
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
32 <option value="tsv" selected="true">Metadata from TSV</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
33 <option value="qza">Metadata from Artifact</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
34 </param>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
35 <when value="tsv">
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
36 <param name="source" type="data" format="tabular,qiime2.tabular" label="Metadata Source"/>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
37 <param name="column" type="data_column" label="Column Name" data_ref="source" use_header_names="true">
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
38 <validator type="expression" message="The first column cannot be selected (they are IDs).">value != "1"</validator>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
39 </param>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
40 </when>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
41 <when value="qza">
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
42 <param name="source" type="data" format="qza" label="Metadata Source"/>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
43 <param name="column" type="text" label="Column Name">
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
44 <validator type="empty_field"/>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
45 </param>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
46 </when>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
47 </conditional>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
48 <section name="__q2galaxy__GUI__section__extra_opts__" title="Click here for additional options">
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
49 <param name="test_size" type="float" min="0.0" max="0.999999" value="0.2" label="test_size: Float % Range(0.0, 1.0)" help="[default: 0.2] Fraction of input samples to exclude from training set and use for classifier testing."/>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
50 <param name="step" type="float" min="1e-06" max="0.999999" value="0.05" label="step: Float % Range(0.0, 1.0, inclusive_start=False)" help="[default: 0.05] If optimize_feature_selection is True, step is the percentage of features to remove at each iteration."/>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
51 <param name="cv" type="integer" min="1" value="5" label="cv: Int % Range(1, None)" help="[default: 5] Number of k-fold cross-validations to perform."/>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
52 <param name="random_state" type="integer" optional="true" label="random_state: Int" help="[optional] Seed used by random number generator."/>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
53 <param name="n_jobs" type="integer" value="1" label="n_jobs: Int" help="[default: 1] Number of jobs to run in parallel."/>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
54 <param name="n_estimators" type="integer" min="1" value="100" label="n_estimators: Int % Range(1, None)" help="[default: 100] Number of trees to grow for estimation. More trees will improve predictive accuracy up to a threshold level, but will also increase time and memory requirements. This parameter only affects ensemble estimators, such as Random Forest, AdaBoost, ExtraTrees, and GradientBoosting."/>
2
e72fb1ecbadc planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 65e4952f33eb335528e8553150e9097e5ea8f556
q2d2
parents: 1
diff changeset
55 <param name="estimator" type="select" label="estimator: Str % Choices('RandomForestClassifier', 'ExtraTreesClassifier', 'GradientBoostingClassifier', 'AdaBoostClassifier[DecisionTree]', 'AdaBoostClassifier[ExtraTrees]', 'KNeighborsClassifier', 'LinearSVC', 'SVC')">
0
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
56 <option value="RandomForestClassifier" selected="true">RandomForestClassifier</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
57 <option value="ExtraTreesClassifier">ExtraTreesClassifier</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
58 <option value="GradientBoostingClassifier">GradientBoostingClassifier</option>
2
e72fb1ecbadc planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 65e4952f33eb335528e8553150e9097e5ea8f556
q2d2
parents: 1
diff changeset
59 <option value="AdaBoostClassifier__ob__DecisionTree__cb__">AdaBoostClassifier[DecisionTree]</option>
e72fb1ecbadc planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 65e4952f33eb335528e8553150e9097e5ea8f556
q2d2
parents: 1
diff changeset
60 <option value="AdaBoostClassifier__ob__ExtraTrees__cb__">AdaBoostClassifier[ExtraTrees]</option>
0
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
61 <option value="KNeighborsClassifier">KNeighborsClassifier</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
62 <option value="LinearSVC">LinearSVC</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
63 <option value="SVC">SVC</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
64 </param>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
65 <param name="optimize_feature_selection" type="boolean" truevalue="__q2galaxy__::literal::True" falsevalue="__q2galaxy__::literal::False" label="optimize_feature_selection: Bool" help="[default: No] Automatically optimize input feature selection using recursive feature elimination."/>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
66 <param name="parameter_tuning" type="boolean" truevalue="__q2galaxy__::literal::True" falsevalue="__q2galaxy__::literal::False" label="parameter_tuning: Bool" help="[default: No] Automatically tune hyperparameters using random grid search."/>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
67 <param name="palette" type="select" label="palette: Str % Choices('YellowOrangeBrown', 'YellowOrangeRed', 'OrangeRed', 'PurpleRed', 'RedPurple', 'BluePurple', 'GreenBlue', 'PurpleBlue', 'YellowGreen', 'summer', 'copper', 'viridis', 'cividis', 'plasma', 'inferno', 'magma', 'sirocco', 'drifting', 'melancholy', 'enigma', 'eros', 'spectre', 'ambition', 'mysteriousstains', 'daydream', 'solano', 'navarro', 'dandelions', 'deepblue', 'verve', 'greyscale')">
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
68 <option value="YellowOrangeBrown">YellowOrangeBrown</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
69 <option value="YellowOrangeRed">YellowOrangeRed</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
70 <option value="OrangeRed">OrangeRed</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
71 <option value="PurpleRed">PurpleRed</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
72 <option value="RedPurple">RedPurple</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
73 <option value="BluePurple">BluePurple</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
74 <option value="GreenBlue">GreenBlue</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
75 <option value="PurpleBlue">PurpleBlue</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
76 <option value="YellowGreen">YellowGreen</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
77 <option value="summer">summer</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
78 <option value="copper">copper</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
79 <option value="viridis">viridis</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
80 <option value="cividis">cividis</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
81 <option value="plasma">plasma</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
82 <option value="inferno">inferno</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
83 <option value="magma">magma</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
84 <option value="sirocco" selected="true">sirocco</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
85 <option value="drifting">drifting</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
86 <option value="melancholy">melancholy</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
87 <option value="enigma">enigma</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
88 <option value="eros">eros</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
89 <option value="spectre">spectre</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
90 <option value="ambition">ambition</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
91 <option value="mysteriousstains">mysteriousstains</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
92 <option value="daydream">daydream</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
93 <option value="solano">solano</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
94 <option value="navarro">navarro</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
95 <option value="dandelions">dandelions</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
96 <option value="deepblue">deepblue</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
97 <option value="verve">verve</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
98 <option value="greyscale">greyscale</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
99 </param>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
100 <param name="missing_samples" type="select" label="missing_samples: Str % Choices('error', 'ignore')" display="radio">
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
101 <option value="error" selected="true">error</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
102 <option value="ignore">ignore</option>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
103 </param>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
104 </section>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
105 </inputs>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
106 <outputs>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
107 <data name="sample_estimator" format="qza" label="${tool.name} on ${on_string}: sample_estimator.qza" from_work_dir="sample_estimator.qza"/>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
108 <data name="feature_importance" format="qza" label="${tool.name} on ${on_string}: feature_importance.qza" from_work_dir="feature_importance.qza"/>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
109 <data name="predictions" format="qza" label="${tool.name} on ${on_string}: predictions.qza" from_work_dir="predictions.qza"/>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
110 <data name="model_summary" format="qzv" label="${tool.name} on ${on_string}: model_summary.qzv" from_work_dir="model_summary.qzv"/>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
111 <data name="accuracy_results" format="qzv" label="${tool.name} on ${on_string}: accuracy_results.qzv" from_work_dir="accuracy_results.qzv"/>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
112 <data name="probabilities" format="qza" label="${tool.name} on ${on_string}: probabilities.qza" from_work_dir="probabilities.qza"/>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
113 <data name="heatmap" format="qzv" label="${tool.name} on ${on_string}: heatmap.qzv" from_work_dir="heatmap.qzv"/>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
114 <data name="training_targets" format="qza" label="${tool.name} on ${on_string}: training_targets.qza" from_work_dir="training_targets.qza"/>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
115 <data name="test_targets" format="qza" label="${tool.name} on ${on_string}: test_targets.qza" from_work_dir="test_targets.qza"/>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
116 </outputs>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
117 <tests/>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
118 <help>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
119 QIIME 2: sample-classifier classify-samples
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
120 ===========================================
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
121 Train and test a cross-validated supervised learning classifier.
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
122
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
123
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
124 Outputs:
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
125 --------
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
126 :sample_estimator.qza: Trained sample estimator.
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
127 :feature_importance.qza: Importance of each input feature to model accuracy.
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
128 :predictions.qza: Predicted target values for each input sample.
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
129 :model_summary.qzv: Summarized parameter and (if enabled) feature selection information for the trained estimator.
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
130 :accuracy_results.qzv: Accuracy results visualization.
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
131 :probabilities.qza: Predicted class probabilities for each input sample.
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
132 :heatmap.qzv: A heatmap of the top 50 most important features from the table.
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
133 :training_targets.qza: Series containing true target values of train samples
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
134 :test_targets.qza: Series containing true target values of test samples
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
135
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
136 |
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
137
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
138 Description:
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
139 ------------
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
140 Predicts a categorical sample metadata column using a supervised learning classifier. Splits input data into training and test sets. The training set is used to train and test the estimator using a stratified k-fold cross-validation scheme. This includes optional steps for automated feature extraction and hyperparameter optimization. The test set validates classification accuracy of the optimized estimator. Outputs classification results for test set. For more details on the learning algorithm, see http://scikit-learn.org/stable/supervised_learning.html
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
141
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
142
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
143 |
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
144
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
145 </help>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
146 <citations>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
147 <citation type="doi">10.21105/joss.00934</citation>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
148 <citation type="bibtex">@article{cite2,
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
149 author = {Pedregosa, Fabian and Varoquaux, Gaël and Gramfort, Alexandre and Michel, Vincent and Thirion, Bertrand and Grisel, Olivier and Blondel, Mathieu and Prettenhofer, Peter and Weiss, Ron and Dubourg, Vincent and Vanderplas, Jake and Passos, Alexandre and Cournapeau, David and Brucher, Matthieu and Perrot, Matthieu and Duchesnay, Édouard},
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
150 journal = {Journal of machine learning research},
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
151 number = {Oct},
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
152 pages = {2825--2830},
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
153 title = {Scikit-learn: Machine learning in Python},
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
154 volume = {12},
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
155 year = {2011}
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
156 }
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
157 </citation>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
158 <citation type="doi">10.1038/s41587-019-0209-9</citation>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
159 </citations>
7f28c4bde0c1 planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__sample_classifier commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
q2d2
parents:
diff changeset
160 </tool>