Mercurial > repos > q2d2 > qiime2__longitudinal__linear_mixed_effects
annotate qiime2__longitudinal__linear_mixed_effects.xml @ 1:2f4d65c8cfc0 draft
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 69da7976573cc07a363ac66bdacc9269d7cd3732
author | q2d2 |
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date | Fri, 13 Jan 2023 22:57:36 +0000 |
parents | 8fe7ffdd3a71 |
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8fe7ffdd3a71
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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1 <?xml version='1.0' encoding='utf-8'?> |
8fe7ffdd3a71
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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2 <!-- |
1
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 69da7976573cc07a363ac66bdacc9269d7cd3732
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3 Copyright (c) 2023, QIIME 2 development team. |
0
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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4 |
8fe7ffdd3a71
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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5 Distributed under the terms of the Modified BSD License. (SPDX: BSD-3-Clause) |
8fe7ffdd3a71
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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6 --> |
8fe7ffdd3a71
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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7 <!-- |
8fe7ffdd3a71
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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8 This tool was automatically generated by: |
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2f4d65c8cfc0
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 69da7976573cc07a363ac66bdacc9269d7cd3732
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9 q2galaxy (version: 2022.11.1) |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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10 for: |
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2f4d65c8cfc0
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 69da7976573cc07a363ac66bdacc9269d7cd3732
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11 qiime2 (version: 2022.11.1) |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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12 --> |
1
2f4d65c8cfc0
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 69da7976573cc07a363ac66bdacc9269d7cd3732
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13 <tool name="qiime2 longitudinal linear-mixed-effects" id="qiime2__longitudinal__linear_mixed_effects" version="2022.11.1+q2galaxy.2022.11.1.2" profile="22.05" license="BSD-3-Clause"> |
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8fe7ffdd3a71
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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14 <description>Linear mixed effects modeling</description> |
8fe7ffdd3a71
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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15 <requirements> |
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2f4d65c8cfc0
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 69da7976573cc07a363ac66bdacc9269d7cd3732
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16 <container type="docker">quay.io/qiime2/core:2022.11</container> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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17 </requirements> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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18 <version_command>q2galaxy version longitudinal</version_command> |
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2f4d65c8cfc0
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 69da7976573cc07a363ac66bdacc9269d7cd3732
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19 <command detect_errors="exit_code">q2galaxy run longitudinal linear_mixed_effects '$inputs'</command> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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20 <configfiles> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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21 <inputs name="inputs" data_style="paths"/> |
8fe7ffdd3a71
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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22 </configfiles> |
8fe7ffdd3a71
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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23 <inputs> |
8fe7ffdd3a71
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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24 <repeat name="metadata" min="1" help="[required] Sample metadata file containing individual_id_column." title="metadata: Metadata"> |
8fe7ffdd3a71
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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25 <conditional name="__q2galaxy__GUI__conditional__metadata__"> |
8fe7ffdd3a71
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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26 <param name="type" type="select" label="metadata: Metadata"> |
8fe7ffdd3a71
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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27 <option value="tsv" selected="true">Metadata from TSV</option> |
8fe7ffdd3a71
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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28 <option value="qza">Metadata from Artifact</option> |
8fe7ffdd3a71
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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29 </param> |
8fe7ffdd3a71
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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30 <when value="tsv"> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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31 <param name="source" type="data" format="tabular,qiime2.tabular" label="Metadata Source"/> |
8fe7ffdd3a71
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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32 </when> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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33 <when value="qza"> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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34 <param name="source" type="data" format="qza" label="Metadata Source"/> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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35 </when> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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36 </conditional> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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37 </repeat> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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38 <param name="state_column" type="text" label="state_column: Str" help="[required] Metadata column containing state (time) variable information."> |
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39 <sanitizer> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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40 <valid initial="string.printable"/> |
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41 </sanitizer> |
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42 <validator type="expression" message="Please verify this parameter.">value is not None and len(value) > 0</validator> |
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43 </param> |
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44 <param name="individual_id_column" type="text" label="individual_id_column: Str" help="[required] Metadata column containing IDs for individual subjects."> |
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45 <sanitizer> |
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46 <valid initial="string.printable"/> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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47 </sanitizer> |
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48 <validator type="expression" message="Please verify this parameter.">value is not None and len(value) > 0</validator> |
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49 </param> |
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50 <section name="__q2galaxy__GUI__section__extra_opts__" title="Click here for additional options"> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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51 <param name="table" type="data" format="qza" optional="true" label="table: FeatureTable[RelativeFrequency]" help="[optional] Feature table containing metric."> |
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52 <options options_filter_attribute="metadata.semantic_type"> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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53 <filter type="add_value" value="FeatureTable[RelativeFrequency]"/> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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54 </options> |
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55 <validator type="expression" message="Incompatible type">hasattr(value.metadata, "semantic_type") and value.metadata.semantic_type in ['FeatureTable[RelativeFrequency]']</validator> |
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56 </param> |
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57 <conditional name="__q2galaxy__GUI__conditional__metric__" label="metric: Str"> |
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58 <param name="__q2galaxy__GUI__select__" type="select" label="metric: Str" help="[optional] Dependent variable column name. Must be a column name located in the metadata or feature table files."> |
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59 <option value="__q2galaxy__::control::default" selected="true">None (Use default behavior)</option> |
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60 <option value="__q2galaxy__::control::provide">Provide a value</option> |
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61 </param> |
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62 <when value="__q2galaxy__::control::default"> |
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63 <param name="metric" type="hidden" value="__q2galaxy__::literal::None"/> |
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64 </when> |
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65 <when value="__q2galaxy__::control::provide"> |
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66 <param name="metric" type="text"> |
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67 <sanitizer> |
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68 <valid initial="string.printable"/> |
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69 </sanitizer> |
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70 </param> |
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71 </when> |
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72 </conditional> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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73 <conditional name="__q2galaxy__GUI__conditional__group_columns__" label="group_columns: Str"> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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74 <param name="__q2galaxy__GUI__select__" type="select" label="group_columns: Str" help="[optional] Comma-separated list (without spaces) of metadata columns to use as independent covariates used to determine mean structure of "metric"."> |
8fe7ffdd3a71
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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75 <option value="__q2galaxy__::control::default" selected="true">None (Use default behavior)</option> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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76 <option value="__q2galaxy__::control::provide">Provide a value</option> |
8fe7ffdd3a71
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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77 </param> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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78 <when value="__q2galaxy__::control::default"> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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79 <param name="group_columns" type="hidden" value="__q2galaxy__::literal::None"/> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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80 </when> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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81 <when value="__q2galaxy__::control::provide"> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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82 <param name="group_columns" type="text"> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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83 <sanitizer> |
8fe7ffdd3a71
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84 <valid initial="string.printable"/> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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85 </sanitizer> |
8fe7ffdd3a71
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86 </param> |
8fe7ffdd3a71
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87 </when> |
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88 </conditional> |
8fe7ffdd3a71
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89 <conditional name="__q2galaxy__GUI__conditional__random_effects__" label="random_effects: Str"> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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90 <param name="__q2galaxy__GUI__select__" type="select" label="random_effects: Str" help="[optional] Comma-separated list (without spaces) of metadata columns to use as independent covariates used to determine the variance and covariance structure (random effects) of "metric". To add a random slope, the same value passed to "state_column" should be passed here. A random intercept for each individual is set by default and does not need to be passed here."> |
8fe7ffdd3a71
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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91 <option value="__q2galaxy__::control::default" selected="true">None (Use default behavior)</option> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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92 <option value="__q2galaxy__::control::provide">Provide a value</option> |
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93 </param> |
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94 <when value="__q2galaxy__::control::default"> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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95 <param name="random_effects" type="hidden" value="__q2galaxy__::literal::None"/> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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96 </when> |
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97 <when value="__q2galaxy__::control::provide"> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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98 <param name="random_effects" type="text"> |
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99 <sanitizer> |
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100 <valid initial="string.printable"/> |
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101 </sanitizer> |
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102 </param> |
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103 </when> |
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104 </conditional> |
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105 <param name="palette" type="select" label="palette: Str % Choices('Set1', 'Set2', 'Set3', 'Pastel1', 'Pastel2', 'Paired', 'Accent', 'Dark2', 'tab10', 'tab20', 'tab20b', 'tab20c', 'viridis', 'plasma', 'inferno', 'magma', 'terrain', 'rainbow', 'cividis')"> |
8fe7ffdd3a71
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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106 <option value="Set1" selected="true">Set1</option> |
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107 <option value="Set2">Set2</option> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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108 <option value="Set3">Set3</option> |
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109 <option value="Pastel1">Pastel1</option> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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110 <option value="Pastel2">Pastel2</option> |
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111 <option value="Paired">Paired</option> |
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112 <option value="Accent">Accent</option> |
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113 <option value="Dark2">Dark2</option> |
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114 <option value="tab10">tab10</option> |
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115 <option value="tab20">tab20</option> |
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116 <option value="tab20b">tab20b</option> |
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117 <option value="tab20c">tab20c</option> |
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118 <option value="viridis">viridis</option> |
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119 <option value="plasma">plasma</option> |
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120 <option value="inferno">inferno</option> |
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121 <option value="magma">magma</option> |
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122 <option value="terrain">terrain</option> |
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123 <option value="rainbow">rainbow</option> |
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124 <option value="cividis">cividis</option> |
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125 </param> |
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126 <param name="lowess" type="boolean" truevalue="__q2galaxy__::literal::True" falsevalue="__q2galaxy__::literal::False" label="lowess: Bool" help="[default: No] Estimate locally weighted scatterplot smoothing. Note that this will eliminate confidence interval plotting."/> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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127 <param name="ci" type="float" min="0" max="99.999999" value="95" label="ci: Float % Range(0, 100)" help="[default: 95] Size of the confidence interval for the regression estimate."/> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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128 <conditional name="__q2galaxy__GUI__conditional__formula__" label="formula: Str"> |
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129 <param name="__q2galaxy__GUI__select__" type="select" label="formula: Str" help="[optional] R-style formula to use for model specification. A formula must be used if the "metric" parameter is None. Note that the metric and group columns specified in the formula will override metric and group columns that are passed separately as parameters to this method. Formulae will be in the format "a ~ b + c", where "a" is the metric (dependent variable) and "b" and "c" are independent covariates. Use "+" to add a variable; "+ a:b" to add an interaction between variables a and b; "*" to include a variable and all interactions; and "-" to subtract a particular term (e.g., an interaction term). See https://patsy.readthedocs.io/en/latest/formulas.html for full documentation of valid formula operators. Always enclose formulae in quotes to avoid unpleasant surprises."> |
8fe7ffdd3a71
planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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130 <option value="__q2galaxy__::control::default" selected="true">None (Use default behavior)</option> |
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planemo upload for repository https://github.com/qiime2/galaxy-tools/tree/main/tools/suite_qiime2__longitudinal commit 9023cfd83495a517fbcbb6f91d5b01a6f1afcda1
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131 <option value="__q2galaxy__::control::provide">Provide a value</option> |
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132 </param> |
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133 <when value="__q2galaxy__::control::default"> |
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134 <param name="formula" type="hidden" value="__q2galaxy__::literal::None"/> |
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135 </when> |
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136 <when value="__q2galaxy__::control::provide"> |
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137 <param name="formula" type="text"> |
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138 <sanitizer> |
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139 <valid initial="string.printable"/> |
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140 </sanitizer> |
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141 </param> |
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142 </when> |
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143 </conditional> |
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144 </section> |
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145 </inputs> |
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146 <outputs> |
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147 <data name="visualization" format="qzv" label="${tool.name} on ${on_string}: visualization.qzv" from_work_dir="visualization.qzv"/> |
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148 </outputs> |
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149 <tests/> |
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150 <help> |
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151 QIIME 2: longitudinal linear-mixed-effects |
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152 ========================================== |
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153 Linear mixed effects modeling |
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154 |
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155 |
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156 Outputs: |
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157 -------- |
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158 :visualization.qzv: <no description> |
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159 |
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160 | |
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161 |
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162 Description: |
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163 ------------ |
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164 Linear mixed effects models evaluate the contribution of exogenous covariates "group_columns" and "random_effects" to a single dependent variable, "metric". Perform LME and plot line plots of each group column. A feature table artifact is required input, though whether "metric" is derived from the feature table or metadata is optional. |
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165 |
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166 |
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167 | |
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168 |
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169 </help> |
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170 <citations> |
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171 <citation type="bibtex">@inproceedings{cite1, |
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172 author = {Seabold, Skipper and Perktold, Josef}, |
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173 booktitle = {Proceedings of the 9th Python in Science Conference}, |
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174 organization = {SciPy society Austin}, |
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175 pages = {61}, |
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176 title = {Statsmodels: Econometric and statistical modeling with python}, |
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177 volume = {57}, |
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178 year = {2010} |
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179 } |
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180 </citation> |
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181 <citation type="doi">10.1128/mSystems.00219-18</citation> |
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182 <citation type="doi">10.1038/s41587-019-0209-9</citation> |
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183 </citations> |
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184 </tool> |