Mercurial > repos > bgruening > sklearn_numeric_clustering

annotate numeric_clustering.xml @ 29:c156b85a6389 draft

Find changesets by keywords (author, files, the commit message), revision number or hash, or revset expression.
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 57f4407e278a615f47a377a3328782b1d8e0b54d
author bgruening
date Sun, 30 Dec 2018 01:39:27 -0500
parents a62c8c1f2ef7
children 60d80322e1e9
Ignore whitespace changes - Everywhere: Within whitespace: At end of lines:
rev   line source
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
1 <tool id="sklearn_numeric_clustering" name="Numeric Clustering" version="@VERSION@">
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
2 <description></description>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
3 <macros>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
4 <import>main_macros.xml</import>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
5 </macros>
4
4fcf8b052fed planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit 7ce0f8d46dc6d468065b6c2db79864b6d542a898
bgruening
parents: 0
diff changeset
6 <expand macro="python_requirements"/>
4fcf8b052fed planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit 7ce0f8d46dc6d468065b6c2db79864b6d542a898
bgruening
parents: 0
diff changeset
7 <expand macro="macro_stdio"/>
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
8 <version_command>echo "@VERSION@"</version_command>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
9 <command><![CDATA[
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
10 python "$cluster_script" '$inputs'
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
11 ]]>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
12 </command>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
13 <configfiles>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
14 <inputs name="inputs"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
15 <configfile name="cluster_script">
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
16 <![CDATA[
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
17 import sys
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
18 import json
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
19 import sklearn.cluster
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
20 import pandas
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
21 from sklearn import metrics
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
22 from scipy.io import mmread
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
23
27
a62c8c1f2ef7 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 2a058459e6daf0486871f93845f00fdb4a4eaca1
bgruening
parents: 25
diff changeset
24 exec(open("$__tool_directory__/utils.py").read(), globals())
19
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
25
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
26 input_json_path = sys.argv[1]
21
89af3ccbec73 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit f54ff2ba2f8e7542d68966ce5a6b17d7f624ac48
bgruening
parents: 20
diff changeset
27 with open(input_json_path, "r") as param_handler:
89af3ccbec73 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit f54ff2ba2f8e7542d68966ce5a6b17d7f624ac48
bgruening
parents: 20
diff changeset
28 params = json.load(param_handler)
89af3ccbec73 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit f54ff2ba2f8e7542d68966ce5a6b17d7f624ac48
bgruening
parents: 20
diff changeset
29
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
30
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
31 selected_algorithm = params["input_types"]["algorithm_options"]["selected_algorithm"]
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
32
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
33 my_class = getattr(sklearn.cluster, selected_algorithm)
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
34 cluster_object = my_class()
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
35 options = params["input_types"]["algorithm_options"]["options"]
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
36
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
37 cluster_object.set_params(**options)
29
c156b85a6389 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 57f4407e278a615f47a377a3328782b1d8e0b54d
bgruening
parents: 27
diff changeset
38 if 'n_jobs' in cluster_object.get_params():
c156b85a6389 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 57f4407e278a615f47a377a3328782b1d8e0b54d
bgruening
parents: 27
diff changeset
39 cluster_object.set_params( n_jobs=N_JOBS )
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
40
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
41 #if $input_types.selected_input_type == "sparse":
21
89af3ccbec73 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit f54ff2ba2f8e7542d68966ce5a6b17d7f624ac48
bgruening
parents: 20
diff changeset
42 data_matrix = mmread("$infile")
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
43 #else:
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
44 data = pandas.read_csv("$infile", sep='\t', header=0, index_col=None, parse_dates=True, encoding=None, tupleize_cols=False )
19
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
45 header = 'infer' if params["input_types"]["header"] else None
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
46 column_option = params["input_types"]["column_selector_options"]["selected_column_selector_option"]
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
47 if column_option in ["by_index_number", "all_but_by_index_number", "by_header_name", "all_but_by_header_name"]:
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
48 c = params["input_types"]["column_selector_options"]["col"]
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
49 else:
19
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
50 c = None
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
51 data_matrix = read_columns(
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
52 "$infile",
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
53 c = c,
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
54 c_option = column_option,
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
55 sep='\t',
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
56 header=header,
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
57 parse_dates=True,
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
58 encoding=None,
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
59 tupleize_cols=False
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
60 )
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
61 #end if
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
62
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
63 prediction = cluster_object.fit_predict( data_matrix )
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
64
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
65 if len(np.unique(prediction)) > 1:
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
66 silhouette_score = metrics.silhouette_score(data_matrix,prediction,metric='euclidean')
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
67 else:
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
68 silhouette_score = -1
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
69 sys.stdout.write('silhouette score:' + '\t' + str(silhouette_score) + '\n')
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
70
20
60d1b396cea2 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 7c2fd140e89605fe689c39e21d70a400545e38cf
bgruening
parents: 19
diff changeset
71 prediction_df = pandas.DataFrame(prediction, columns=["predicted"])
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
72
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
73 #if $input_types.selected_input_type == "sparse":
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
74 res = prediction_df
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
75 #else:
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
76 res = pandas.concat([data, prediction_df], axis=1)
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
77 #end if
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
78
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
79 res.to_csv(path_or_buf = "$outfile", sep="\t", index=False, header=False)
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
80 ]]>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
81 </configfile>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
82 </configfiles>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
83 <inputs>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
84 <conditional name="input_types">
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
85 <param name="selected_input_type" type="select" label="Select the format of input data">
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
86 <option value="tabular" selected="true">Tabular Format (tabular, txt)</option>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
87 <option value="sparse">Sparse Vector Representation (mtx)</option>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
88 </param>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
89 <when value="sparse">
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
90 <param name="infile" type="data" format="txt" label="Sparse vector (scipy.sparse.csr_matrix) file:" help="The following clustering algorithms support sparse matrix operations: ''Birch'', ''DBSCAN'', ''KMeans'', ''Mini BatchK Means'', and ''Spectral Clustering''. If your data is in tabular format, please use other clustering algorithms."/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
91 <expand macro="clustering_algorithms_options"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
92 </when>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
93 <when value="tabular">
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
94 <param name="infile" type="data" format="tabular" label="Data file with numeric values"/>
19
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
95 <param name="header" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolfalse" checked="True" label="Does the dataset contain header:" />
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
96 <conditional name="column_selector_options">
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
97 <expand macro="samples_column_selector_options" col_name="col" multiple="true" infile="infile"/>
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
98 </conditional>
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
99 <!--expand macro="clustering_algorithms_options"-->
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
100 <conditional name="algorithm_options">
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
101 <param name="selected_algorithm" type="select" label="Clustering Algorithm">
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
102 <option value="AgglomerativeClustering">Hierarchical Agglomerative Clustering</option>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
103 <option value="AffinityPropagation">Affinity Propagation</option>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
104 <option value="SpectralClustering">Spectral Clustering</option>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
105 <option value="MiniBatchKMeans">Mini Batch KMeans</option>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
106 <option value="MeanShift">MeanShift</option>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
107 <option value="KMeans">KMeans</option>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
108 <option value="DBSCAN">DBSCAN</option>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
109 <option value="Birch">Birch</option>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
110 </param>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
111 <when value="KMeans">
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
112 <expand macro="kmeans_advanced_options"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
113 </when>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
114 <when value="DBSCAN">
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
115 <expand macro="dbscan_advanced_options"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
116 </when>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
117 <when value="Birch">
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
118 <expand macro="birch_advanced_options"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
119 </when>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
120 <when value="SpectralClustering">
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
121 <expand macro="spectral_clustering_advanced_options"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
122 </when>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
123 <when value="MiniBatchKMeans">
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
124 <expand macro="minibatch_kmeans_advanced_options"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
125 </when>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
126 <when value="AffinityPropagation">
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
127 <section name="options" title="Advanced Options" expanded="False">
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
128 <param argument="damping" type="float" optional="true" value="0.5" label="Damping factor" help="Damping factor between 0.5 and 1."/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
129 <expand macro="max_iter" default_value="200"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
130 <param argument="convergence_iter" type="integer" optional="true" value="15" label="Number of iterations at each convergence step" help="Number of iterations with no change in the number of estimated clusters that stops the convergence."/>
6
4edccd1eaaf0 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit 0e582cf1f3134c777cce3aa57d71b80ed95e6ba9
bgruening
parents: 4
diff changeset
131 <param argument="copy" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolflase" checked="true" label="Copy" help="If False, the affinity matrix is modified inplace by the algorithm, for memory efficiency."/>
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
132 <!--param argument="preference"/-->
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
133 <param argument="affinity" type="select" label="Affinity" help="Affinity to use; euclidean uses the negative squared euclidean distance between points.">
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
134 <option value="euclidean">Euclidean</option>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
135 <option value="precomputed">precomputed</option>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
136 </param>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
137 </section>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
138 </when>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
139 <when value="MeanShift">
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
140 <section name="options" title="Advanced Options" expanded="False">
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
141 <param argument="bandwidth" type="float" optional="true" value="" label="Kernel bandwidth" help="Bandwidth used in the RBF kernel. If not given, it will be computed using a heuristic based on the median of all pairwise distances."/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
142 <!--param argument="seeds"/-->
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
143 <param argument="bin_seeding" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolflase" checked="true" label="Discretize initial kernel locations" help="If true, initial kernel locations are the bins grid whose coarseness corresponds to the bandwidth, speeding up the algorithm."/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
144 <param argument="min_bin_freq" type="integer" optional="true" value="1" label="Minimum number of seeds per bin" help="To speed up the algorithm, accept only those bins with at least min_bin_freq points as seeds."/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
145 <param argument="cluster_all" type="boolean" optional="true" truevalue="booltrue" falsevalue="boolflase" checked="true" label="Cluster all" help="If true, all points (including orphans) are clustered. If false, orphans are given cluster label -1."/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
146 </section>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
147 </when>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
148 <when value="AgglomerativeClustering">
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
149 <section name="options" title="Advanced Options" expanded="False">
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
150 <expand macro="n_clusters" default_value="2" />
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
151 <param argument="affinity" type="select" label="Affinity" help="Metric used to compute the linkage. If linkage is ''ward'', only ''euclidean'' is accepted.">
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
152 <option value="euclidean">Euclidean</option>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
153 <option value="manhattan">Manhattan</option>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
154 <option value="l1">L1</option>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
155 <option value="l2">L2</option>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
156 <option value="cosine">cosine</option>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
157 <option value="precomputed">precomputed</option>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
158 </param>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
159 <!--param argument="memory"-->
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
160 <!--param argument="connectivity"-->
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
161 <!--param argument="n_components"/-->
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
162 <!--param argument="compute_full_tree"-->
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
163 <param argument="linkage" type="select" optional="true" label="Linkage" help="">
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
164 <option value="ward" selected="true">ward</option>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
165 <option value="complete">complete</option>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
166 <option value="average">average</option>
29
c156b85a6389 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 57f4407e278a615f47a377a3328782b1d8e0b54d
bgruening
parents: 27
diff changeset
167 <option value="single">single</option>
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
168 </param>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
169 <!--param argument="pooling_func"-->
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
170 </section>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
171 </when>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
172 </conditional>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
173 </when>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
174 </conditional>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
175 </inputs>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
176 <outputs>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
177 <data format="tabular" name="outfile"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
178 </outputs>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
179 <tests>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
180 <test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
181 <param name="infile" value="numeric_values.tabular" ftype="tabular"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
182 <param name="selected_input_type" value="tabular"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
183 <param name="selected_algorithm" value="KMeans"/>
19
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
184 <param name="col" value="2,3,4" />
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
185 <param name="n_clusters" value="4" />
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
186 <param name="init" value="k-means++" />
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
187 <param name="random_state" value="100"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
188 <output name="outfile" file="cluster_result01.txt"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
189 </test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
190 <test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
191 <param name="infile" value="numeric_values.tabular" ftype="tabular"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
192 <param name="selected_algorithm" value="KMeans"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
193 <param name="selected_input_type" value="tabular"/>
19
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
194 <param name="col" value="2,3,4" />
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
195 <param name="n_clusters" value="4" />
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
196 <param name="init" value="random" />
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
197 <param name="random_state" value="100"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
198 <output name="outfile" file="cluster_result02.txt"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
199 </test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
200 <test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
201 <param name="infile" value="numeric_values.tabular" ftype="tabular"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
202 <param name="selected_algorithm" value="DBSCAN"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
203 <param name="selected_input_type" value="tabular"/>
19
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
204 <param name="col" value="2,3,4" />
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
205 <param name="algorithm" value="kd_tree"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
206 <param name="leaf_size" value="10"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
207 <param name="eps" value="1.0"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
208 <output name="outfile" file="cluster_result03.txt"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
209 </test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
210 <test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
211 <param name="infile" value="numeric_values.tabular" ftype="tabular"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
212 <param name="selected_algorithm" value="Birch"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
213 <param name="selected_input_type" value="tabular"/>
19
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
214 <param name="col" value="2,3,4" />
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
215 <param name="n_clusters" value="4"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
216 <param name="threshold" value="0.008"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
217 <output name="outfile" file="cluster_result04.txt"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
218 </test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
219 <test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
220 <param name="infile" value="numeric_values.tabular" ftype="tabular"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
221 <param name="selected_algorithm" value="Birch"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
222 <param name="selected_input_type" value="tabular"/>
19
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
223 <param name="col" value="2,3,4" />
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
224 <param name="branching_factor" value="20"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
225 <output name="outfile" file="cluster_result05.txt"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
226 </test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
227 <test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
228 <param name="infile" value="numeric_values.tabular" ftype="tabular"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
229 <param name="selected_algorithm" value="AffinityPropagation"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
230 <param name="selected_input_type" value="tabular"/>
19
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
231 <param name="col" value="2,3,4" />
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
232 <param name="affinity" value="euclidean"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
233 <param name="copy" value="false"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
234 <output name="outfile" file="cluster_result06.txt"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
235 </test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
236 <test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
237 <param name="infile" value="numeric_values.tabular" ftype="tabular"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
238 <param name="selected_algorithm" value="AffinityPropagation"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
239 <param name="selected_input_type" value="tabular"/>
19
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
240 <param name="col" value="2,3,4" />
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
241 <param name="damping" value="0.8"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
242 <output name="outfile" file="cluster_result07.txt"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
243 </test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
244 <test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
245 <param name="infile" value="numeric_values.tabular" ftype="tabular"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
246 <param name="selected_algorithm" value="MeanShift"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
247 <param name="selected_input_type" value="tabular"/>
19
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
248 <param name="col" value="2,3,4" />
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
249 <param name="min_bin_freq" value="3"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
250 <output name="outfile" file="cluster_result08.txt"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
251 </test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
252 <test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
253 <param name="infile" value="numeric_values.tabular" ftype="tabular"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
254 <param name="selected_algorithm" value="MeanShift"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
255 <param name="selected_input_type" value="tabular"/>
19
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
256 <param name="col" value="2,3,4" />
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
257 <param name="cluster_all" value="False"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
258 <output name="outfile" file="cluster_result09.txt"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
259 </test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
260 <test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
261 <param name="infile" value="numeric_values.tabular" ftype="tabular"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
262 <param name="selected_algorithm" value="AgglomerativeClustering"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
263 <param name="selected_input_type" value="tabular"/>
19
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
264 <param name="col" value="2,3,4" />
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
265 <param name="affinity" value="euclidean"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
266 <param name="linkage" value="average"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
267 <param name="n_clusters" value="4"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
268 <output name="outfile" file="cluster_result10.txt"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
269 </test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
270 <test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
271 <param name="infile" value="numeric_values.tabular" ftype="tabular"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
272 <param name="selected_algorithm" value="AgglomerativeClustering"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
273 <param name="selected_input_type" value="tabular"/>
19
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
274 <param name="col" value="2,3,4" />
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
275 <param name="linkage" value="complete"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
276 <param name="n_clusters" value="4"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
277 <output name="outfile" file="cluster_result11.txt"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
278 </test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
279 <test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
280 <param name="infile" value="numeric_values.tabular" ftype="tabular"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
281 <param name="selected_algorithm" value="SpectralClustering"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
282 <param name="selected_input_type" value="tabular"/>
19
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
283 <param name="col" value="2,3,4" />
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
284 <param name="eigen_solver" value="arpack"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
285 <param name="n_neighbors" value="12"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
286 <param name="n_clusters" value="4"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
287 <param name="assign_labels" value="discretize"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
288 <param name="random_state" value="100"/>
29
c156b85a6389 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 57f4407e278a615f47a377a3328782b1d8e0b54d
bgruening
parents: 27
diff changeset
289 <output name="outfile" file="cluster_result12.txt" compare="sim_size" />
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
290 </test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
291 <test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
292 <param name="infile" value="numeric_values.tabular" ftype="tabular"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
293 <param name="selected_algorithm" value="SpectralClustering"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
294 <param name="selected_input_type" value="tabular"/>
19
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
295 <param name="col" value="2,3,4" />
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
296 <param name="assign_labels" value="discretize"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
297 <param name="random_state" value="100"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
298 <param name="degree" value="2"/>
6
4edccd1eaaf0 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit 0e582cf1f3134c777cce3aa57d71b80ed95e6ba9
bgruening
parents: 4
diff changeset
299 <output name="outfile" file="cluster_result13.txt" compare="sim_size" />
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
300 </test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
301 <test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
302 <param name="infile" value="numeric_values.tabular" ftype="tabular"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
303 <param name="selected_algorithm" value="MiniBatchKMeans"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
304 <param name="selected_input_type" value="tabular"/>
19
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
305 <param name="col" value="2,3,4" />
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
306 <param name="tol" value="0.5"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
307 <param name="random_state" value="100"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
308 <output name="outfile" file="cluster_result14.txt"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
309 </test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
310 <test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
311 <param name="infile" value="numeric_values.tabular" ftype="tabular"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
312 <param name="selected_algorithm" value="MiniBatchKMeans"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
313 <param name="selected_input_type" value="tabular"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
314 <param name="n_init" value="5"/>
19
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
315 <param name="col" value="2,3,4" />
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
316 <param name="batch_size" value="10"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
317 <param name="n_clusters" value="4"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
318 <param name="random_state" value="100"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
319 <param name="reassignment_ratio" value="1.0"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
320 <output name="outfile" file="cluster_result15.txt"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
321 </test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
322 <test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
323 <param name="infile" value="numeric_values.tabular" ftype="tabular"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
324 <param name="selected_algorithm" value="KMeans"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
325 <param name="selected_input_type" value="tabular"/>
19
8a7b460ab534 planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 5d71c93a3dd804b1469852240a86021ab9130364
bgruening
parents: 6
diff changeset
326 <param name="col" value="1" />
0
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
327 <param name="n_clusters" value="4" />
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
328 <param name="random_state" value="100"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
329 <output name="outfile" file="cluster_result16.txt"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
330 </test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
331 <test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
332 <param name="infile" value="sparse.mtx" ftype="txt"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
333 <param name="selected_input_type" value="sparse"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
334 <param name="selected_algorithm" value="KMeans"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
335 <param name="n_clusters" value="2" />
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
336 <param name="init" value="k-means++" />
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
337 <param name="random_state" value="100"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
338 <output name="outfile" file="cluster_result17.txt"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
339 </test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
340 <test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
341 <param name="infile" value="sparse.mtx" ftype="txt"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
342 <param name="selected_algorithm" value="DBSCAN"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
343 <param name="selected_input_type" value="sparse"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
344 <param name="algorithm" value="kd_tree"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
345 <param name="leaf_size" value="10"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
346 <param name="eps" value="1.0"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
347 <output name="outfile" file="cluster_result18.txt"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
348 </test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
349 <test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
350 <param name="infile" value="sparse.mtx" ftype="txt"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
351 <param name="selected_algorithm" value="Birch"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
352 <param name="selected_input_type" value="sparse"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
353 <param name="n_clusters" value="2"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
354 <param name="threshold" value="0.008"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
355 <output name="outfile" file="cluster_result19.txt"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
356 </test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
357 <test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
358 <param name="infile" value="sparse.mtx" ftype="txt"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
359 <param name="selected_algorithm" value="MiniBatchKMeans"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
360 <param name="selected_input_type" value="sparse"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
361 <param name="n_init" value="5"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
362 <param name="batch_size" value="10"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
363 <param name="n_clusters" value="2"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
364 <param name="random_state" value="100"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
365 <param name="reassignment_ratio" value="1.0"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
366 <output name="outfile" file="cluster_result20.txt"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
367 </test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
368 <test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
369 <param name="infile" value="sparse.mtx" ftype="txt"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
370 <param name="selected_algorithm" value="SpectralClustering"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
371 <param name="selected_input_type" value="sparse"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
372 <param name="assign_labels" value="discretize"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
373 <param name="n_clusters" value="2"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
374 <param name="random_state" value="100"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
375 <param name="degree" value="2"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
376 <output name="outfile" file="cluster_result21.txt"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
377 </test>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
378 </tests>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
379 <help><![CDATA[
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
380 **What it does**
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
381 This tool offers different clustering algorithms which are provided by
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
382 scikit-learn to find similarities among samples and cluster the samples based on these similarities.
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
383 ]]></help>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
384 <expand macro="sklearn_citation"/>
dac8a9712939 planemo upload for repository https://github.com/bgruening/galaxytools/tools/sklearn commit a6e80305ed0892c8163d690a2d376d6b454824de-dirty
bgruening
parents:
diff changeset
385 </tool>