scanpy_cluster_reduce_dimension: cluster_reduce

annotate cluster_reduce_dimension.xml @ 17:178242b82297 draft default tip

planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb

author	iuc
date	Sat, 14 Sep 2024 12:45:46 +0000
parents	4d8f983cd751
children

rev	line source
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	1 <tool id="scanpy_cluster_reduce_dimension" name="Scanpy cluster, embed" version="@TOOL_VERSION@+galaxy@VERSION_SUFFIX@" profile="@PROFILE@">
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	2 <description>and infer trajectories</description>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	3 <macros>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	4 <import>macros.xml</import>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	5 <xml name="pca_inputs">
8 35bc2eb568ed "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 7b8af82cb8a3438d2a6535986e357527e5c6efec" iuc parents: 7 diff changeset	6 <param argument="n_comps" type="integer" min="0" value="50" label="Number of principal components to compute" help="If the value is larger than the number of observations the number of observations is used instead"/>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	7 <param argument="layer" type="text" value="" optional="true" label="If provided, which element of layers to use for PCA">
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	8 <expand macro="sanitize_query"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	9 </param>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	10 <param argument="dtype" type="select" label="Numpy data type string to which to convert the result">
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	11 <option value="float32" selected="true">float32</option>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	12 <option value="int32">int32</option>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	13 <option value="int64">int64</option>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	14 <option value="uint32">uint32</option>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	15 <option value="uint64">uint64</option>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	16 <option value="float16">float16</option>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	17 <option value="float64">float64</option>
7 b2df381a6004 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 150c96596b94f9658c8b7c44814c420d38fbee0c" iuc parents: 6 diff changeset	18 </param>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	19 <conditional name="pca">
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	20 <param argument="chunked" type="select" label="Type of PCA?">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	21 <option value="False" selected="true">Full PCA</option>
3 ac8e59e87ce3 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 3b41d687ff30583540d055f6995de00530cca81d" iuc parents: 2 diff changeset	22 <option value="True">Incremental PCA on segments (incremental PCA automatically zero centers and ignores settings of 'random_seed' and 'svd_solver')</option>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	23 </param>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	24 <when value="True">
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	25 <param argument="chunk_size" type="integer" min="0" value="" label="chunk_size" help="Number of observations to include in each chunk"/>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	26 </when>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	27 <when value="False">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	28 <param argument="zero_center" type="boolean" truevalue="True" falsevalue="False" checked="true" label="Compute standard PCA from covariance matrix?" help="If not, it omits zero-centering variables (uses TruncatedSVD from scikit-learn), which allows to handle sparse input efficiently."/>
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	29 <expand macro="svd_solver"/>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	30 <param argument="random_state" type="integer" value="0" label="Change to use different initial states for the optimization"/>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	31 </when>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	32 </conditional>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	33 <param argument="mask_var" type="text" value="" optional="true" label="To run only on a certain set of genes given by a string referring to an array in" help="By default, uses .var['highly_variable'] if available, else everything"/>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	34 </xml>
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	35 <xml name="param_random_state">
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	36 <param argument="random_state" type="integer" value="0" label="Random state" help="Change the initialization of the optimization."/>
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	37 </xml>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	38 <xml name="param_use_weights" token_checked="">
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	39 <param argument="use_weights" type="boolean" truevalue="True" falsevalue="False" checked="@CHECKED@" label="Use weights from knn graph?"/>
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	40 </xml>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	41 <token name="@CMD_PCA_HELP@"><![CDATA[
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	42 The PCA is computed using the implementation of scikit-learn.
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	43
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	44 The returned AnnData object contains:
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	45
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	46 - PCA coordinates in the multi-dimensional observation annotation (obsm)
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	47 - Principal components containing the loadings in the multi-dimensional variable annotation (varm)
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	48 - The variance decomposition in the unstructured annotation (uns)
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	49 - Ratio of explained variance for PCA (variance)
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	50 - Explained variance, equivalent to the eigenvalues of the covariance matrix
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	51
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	52 This data is accessible using the inspect tool for AnnData
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	53 ]]>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	54 </token>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	55 </macros>
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	56 <expand macro="bio_tools"/>
2 dc2de14881ba "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit e6675eff6b4d49386c2a9e4dde0011ba33aedbcc" iuc parents: 1 diff changeset	57 <expand macro="requirements">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	58 <requirement type="package" version="0.5.6">umap-learn</requirement>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	59 <requirement type="package" version="0.10.2">leidenalg</requirement>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	60 <requirement type="package" version="0.8.2">louvain</requirement>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	61 <requirement type="package" version="1.5.1">scikit-learn</requirement>
2 dc2de14881ba "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit e6675eff6b4d49386c2a9e4dde0011ba33aedbcc" iuc parents: 1 diff changeset	62 </expand>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	63 <expand macro="version_command"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	64 <command detect_errors="exit_code"><![CDATA[
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	65 @CMD@
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	66 ]]>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	67 </command>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	68 <configfiles>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	69 <configfile name="script_file"><![CDATA[
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	70 @CMD_IMPORTS@
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	71 @CMD_READ_INPUTS@
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	72
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	73 #if $method.method == 'tl.louvain'
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	74 sc.tl.louvain(
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	75 adata=adata,
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	76 flavor = '$method.flavor.flavor',
3 ac8e59e87ce3 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 3b41d687ff30583540d055f6995de00530cca81d" iuc parents: 2 diff changeset	77 #if $method.flavor.flavor == 'vtraag'
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	78 resolution=$method.flavor.resolution,
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	79 #end if
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	80 random_state=$method.random_state,
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	81 key_added='$method.key_added',
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	82 directed=$method.directed,
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	83 use_weights=$method.use_weights,
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	84 @CMD_PARAM_NEIGHBORS_KEY@
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	85 copy=False)
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	86
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	87 #else if $method.method == 'tl.leiden'
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	88 sc.tl.leiden(
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	89 adata=adata,
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	90 resolution=$method.resolution,
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	91 random_state=$method.random_state,
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	92 key_added='$method.key_added',
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	93 directed=$method.directed,
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	94 use_weights=$method.use_weights,
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	95 n_iterations=$method.n_iterations,
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	96 @CMD_PARAM_NEIGHBORS_KEY@
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	97 flavor='$method.flavor',
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	98 copy=False)
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	99
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	100 #else if $method.method == 'pp.pca'
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	101 sc.pp.pca(
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	102 data=adata,
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	103 n_comps=min($method.n_comps, adata.n_vars-1),
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	104 #if $method.layer != ''
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	105 layer='$method.layer',
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	106 #end if
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	107 dtype='$method.dtype',
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	108 chunked=$method.pca.chunked,
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	109 #if $method.pca.chunked == 'True'
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	110 chunk_size=$method.pca.chunk_size,
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	111 #else
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	112 zero_center=$method.pca.zero_center,
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	113 #if $method.pca.svd_solver != ''
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	114 svd_solver='$method.pca.svd_solver',
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	115 #end if
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	116 random_state=$method.pca.random_state,
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	117 #end if
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	118 #if $method.mask_var != ''
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	119 mask_var='$method.mask_var',
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	120 #end if
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	121 copy=False)
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	122
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	123 #else if $method.method == 'tl.diffmap'
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	124 sc.tl.diffmap(
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	125 adata=adata,
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	126 n_comps=min($method.n_comps, adata.n_vars-1),
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	127 random_state=$method.random_state,
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	128 @CMD_PARAM_NEIGHBORS_KEY@
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	129 copy =False)
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	130
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	131 #else if $method.method == 'tl.tsne'
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	132 import os
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	133 sc.tl.tsne(
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	134 adata=adata,
12 6acb08931836 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6fc3a3aa54d7ece1fd8bfffe62ad7e2b620539e0 iuc parents: 11 diff changeset	135 #if str($method.n_pcs) != ''
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	136 n_pcs=$method.n_pcs,
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	137 #end if
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	138 #if $method.use_rep != ''
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	139 use_rep='$method.use_rep',
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	140 #end if
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	141 perplexity=$method.perplexity,
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	142 metric='$method.metric',
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	143 early_exaggeration=$method.early_exaggeration,
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	144 learning_rate=$method.learning_rate,
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	145 random_state=$method.random_state,
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	146 n_jobs = int(os.getenv("GALAXY_SLOTS", 4)),
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	147 copy=False)
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	148
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	149 #else if $method.method == 'tl.umap'
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	150 sc.tl.umap(
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	151 adata=adata,
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	152 min_dist=$method.min_dist,
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	153 spread=$method.spread,
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	154 n_components=$method.n_components,
12 6acb08931836 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6fc3a3aa54d7ece1fd8bfffe62ad7e2b620539e0 iuc parents: 11 diff changeset	155 #if str($method.maxiter) != ''
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	156 maxiter=$method.maxiter,
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	157 #end if
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	158 alpha=$method.alpha,
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	159 gamma=$method.gamma,
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	160 negative_sample_rate=$method.negative_sample_rate,
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	161 init_pos='$method.init_pos',
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	162 random_state=$method.random_state,
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	163 @CMD_PARAM_NEIGHBORS_KEY@
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	164 copy=False)
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	165
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	166 #else if $method.method == 'tl.draw_graph'
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	167 #if str($method.adjacency) != 'None'
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	168 from scipy import io
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	169 adjacency = io.mmread('$method.adjacency')
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	170 #end if
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	171
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	172 sc.tl.draw_graph(
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	173 adata=adata,
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	174 layout='$method.layout',
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	175 #if str($method.root)
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	176 root=$method.root,
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	177 #end if
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	178 random_state=$method.random_state,
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	179 #if str($method.adjacency) != 'None'
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	180 adjacency=adjacency,
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	181 #end if
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	182 #if $method.key_added_ext != ''
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	183 key_added_ext='$method.key_added_ext',
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	184 #end if
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	185 #if $method.init_pos != ''
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	186 init_pos='$method.init_pos',
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	187 #end if
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	188 @CMD_PARAM_NEIGHBORS_KEY@
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	189 copy=False)
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	190
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	191 #else if $method.method == "tl.dpt"
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	192 sc.tl.dpt(
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	193 adata=adata,
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	194 n_dcs=$method.n_dcs,
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	195 n_branchings=$method.n_branchings,
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	196 min_group_size=$method.min_group_size,
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	197 allow_kendall_tau_shift=$method.allow_kendall_tau_shift,
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	198 @CMD_PARAM_NEIGHBORS_KEY@
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	199 copy=False)
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	200
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	201 #else if $method.method == "tl.paga"
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	202 sc.tl.paga(
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	203 adata=adata,
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	204 #if $method.groups != '':
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	205 groups='$method.groups',
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	206 #end if
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	207 use_rna_velocity=$method.use_rna_velocity,
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	208 model='$method.model',
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	209 @CMD_PARAM_NEIGHBORS_KEY@
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	210 copy=False)
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	211
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	212 #else if $method.method == "tl.embedding_density"
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	213 sc.tl.embedding_density(
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	214 adata=adata,
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	215 basis='$method.basis',
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	216 #if $method.groupby != ''
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	217 groupby='$method.groupby',
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	218 #end if
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	219 #if $method.key_added != ''
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	220 key_added='$method.key_added',
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	221 #end if
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	222 )
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	223
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	224 #end if
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	225
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	226 @CMD_ANNDATA_WRITE_OUTPUTS@
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	227 ]]>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	228 </configfile>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	229 </configfiles>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	230 <inputs>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	231 <expand macro="inputs_anndata"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	232 <conditional name="method">
4 766be978777a "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit ef863b8664b89ae02bb232a1277798dd0503e785" iuc parents: 3 diff changeset	233 <param argument="method" type="select" label="Method used">
3 ac8e59e87ce3 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 3b41d687ff30583540d055f6995de00530cca81d" iuc parents: 2 diff changeset	234 <option value="tl.louvain">Cluster cells into subgroups, using 'tl.louvain'</option>
ac8e59e87ce3 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 3b41d687ff30583540d055f6995de00530cca81d" iuc parents: 2 diff changeset	235 <option value="tl.leiden">Cluster cells into subgroups, using 'tl.leiden'</option>
ac8e59e87ce3 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 3b41d687ff30583540d055f6995de00530cca81d" iuc parents: 2 diff changeset	236 <option value="pp.pca">Computes PCA (principal component analysis) coordinates, loadings and variance decomposition, using 'pp.pca'</option>
ac8e59e87ce3 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 3b41d687ff30583540d055f6995de00530cca81d" iuc parents: 2 diff changeset	237 <option value="tl.diffmap">Diffusion Maps, using 'tl.diffmap'</option>
ac8e59e87ce3 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 3b41d687ff30583540d055f6995de00530cca81d" iuc parents: 2 diff changeset	238 <option value="tl.tsne">t-distributed stochastic neighborhood embedding (tSNE), using 'tl.tsne'</option>
ac8e59e87ce3 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 3b41d687ff30583540d055f6995de00530cca81d" iuc parents: 2 diff changeset	239 <option value="tl.umap">Embed the neighborhood graph using UMAP, using 'tl.umap'</option>
ac8e59e87ce3 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 3b41d687ff30583540d055f6995de00530cca81d" iuc parents: 2 diff changeset	240 <option value="tl.draw_graph">Force-directed graph drawing, using 'tl.draw_graph'</option>
ac8e59e87ce3 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 3b41d687ff30583540d055f6995de00530cca81d" iuc parents: 2 diff changeset	241 <option value="tl.dpt">Infer progression of cells through geodesic distance along the graph, using 'tl.dpt'</option>
ac8e59e87ce3 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 3b41d687ff30583540d055f6995de00530cca81d" iuc parents: 2 diff changeset	242 <option value="tl.paga">Generate cellular maps of differentiation manifolds with complex topologies, using 'tl.paga'</option>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	243 <option value="tl.embedding_density">Calculate the density of cells in an embedding (per condition), using 'tl.embedding_density'</option>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	244 </param>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	245 <when value="tl.louvain">
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	246 <conditional name="flavor">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	247 <param argument="flavor" type="select" label="Flavor for the clustering">
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	248 <option value="vtraag" selected="true">vtraag (much more powerful than igraph)</option>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	249 <option value="igraph">Built in igraph method</option>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	250 </param>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	251 <when value="vtraag">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	252 <param argument="resolution" type="float" value="1.0" label="Resolution" help="Higher resolution means finding more and smaller clusters, which defaults to 1.0. See “Time as a resolution parameter” in Lambiotte et al, 2014"/>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	253 </when>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	254 <when value="igraph"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	255 </conditional>
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	256 <expand macro="param_random_state"/>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	257 <param argument="key_added" type="text" value="louvain" optional="true" label="Key under which to add the cluster labels">
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	258 <expand macro="sanitize_query"/>
7 b2df381a6004 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 150c96596b94f9658c8b7c44814c420d38fbee0c" iuc parents: 6 diff changeset	259 </param>
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	260 <param argument="directed" type="boolean" truevalue="True" falsevalue="False" checked="true" label="Interpret the adjacency matrix as directed graph?"/>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	261 <expand macro="param_use_weights" checked="false"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	262 <expand macro="param_neighbors_key"/>
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	263 </when>
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	264 <when value="tl.leiden">
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	265 <param argument="resolution" type="float" value="1" label="Coarseness of the clusterin" help="Higher values lead to more clusters"/>
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	266 <expand macro="param_random_state"/>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	267 <param argument="key_added" type="text" value="leiden" label="Key under which to add the cluster labels">
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	268 <expand macro="sanitize_query"/>
7 b2df381a6004 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 150c96596b94f9658c8b7c44814c420d38fbee0c" iuc parents: 6 diff changeset	269 </param>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	270 <param argument="directed" type="boolean" truevalue="True" falsevalue="None" checked="false" label="Treat the graph as directed or undirected?"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	271 <expand macro="param_use_weights" checked="true"/>
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	272 <param argument="n_iterations" type="integer" value="-1" label="How many iterations of the Leiden clustering algorithm to perform." help="Positive values above 2 define the total number of iterations to perform, -1 has the algorithm run until it reaches its optimal clustering."/>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	273 <expand macro="param_neighbors_key"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	274 <param argument="flavor" type="select" label="Flavor for the clustering">
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	275 <option value="leidenalg" selected="true">leidenalg</option>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	276 <option value="igraph">Built in igraph method</option>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	277 </param>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	278 </when>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	279 <when value="pp.pca">
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	280 <expand macro="pca_inputs"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	281 </when>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	282 <when value="tl.diffmap">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	283 <param argument="n_comps" type="integer" min="0" value="15" optional="true" label="Number of dimensions of the representation"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	284 <param argument="random_state" type="integer" value="0" label="Seed used by the random number generator"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	285 <expand macro="param_neighbors_key"/>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	286 </when>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	287 <when value="tl.tsne">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	288 <param argument="n_pcs" type="integer" min="0" value="" optional="true" label="Number of PCs to use"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	289 <expand macro="param_use_rep"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	290 <param argument="perplexity" type="float" value="30" label="Perplexity" help="The perplexity is related to the number of nearest neighbors that is used in other manifold learning algorithms. Larger datasets usually require a larger perplexity. Consider selecting a value between 5 and 50. The choice is not extremely critical since t-SNE is quite insensitive to this parameter."/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	291 <param argument="metric" type="select">
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	292 <expand macro="distance_metric_options"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	293 </param>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	294 <param argument="early_exaggeration" type="float" value="12.0" label="Early exaggeration" help="Controls how tight natural clusters in the original space are in the embedded space and how much space will be between them. For larger values, the space between natural clusters will be larger in the embedded space. Again, the choice of this parameter is not very critical. If the cost function increases during initial optimization, the early exaggeration factor or the learning rate might be too high."/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	295 <param argument="learning_rate" type="float" value="1000" label="Learning rate" help="The learning rate can be a critical parameter. It should be between 100 and 1000. If the cost function increases during initial optimization, the early exaggeration factor or the learning rate might be too high. If the cost function gets stuck in a bad local minimum increasing the learning rate helps sometimes."/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	296 <param argument="random_state" type="integer" value="0" label="Random state" help="Change this to use different intial states for the optimization"/>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	297 </when>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	298 <when value="tl.umap">
3 ac8e59e87ce3 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 3b41d687ff30583540d055f6995de00530cca81d" iuc parents: 2 diff changeset	299 <param argument="min_dist" type="float" value="0.5" label="Effective minimum distance between embedded points" help="Smaller values will result in a more clustered/clumped embedding where nearby points on the manifold are drawn closer together, while larger values will result on a more even dispersal of points. The value should be set relative to the 'spread' value, which determines the scale at which embedded points will be spread out. The default of in the 'umap-learn' package is 0.1."/>
ac8e59e87ce3 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 3b41d687ff30583540d055f6995de00530cca81d" iuc parents: 2 diff changeset	300 <param argument="spread" type="float" value="1.0" label="Effective scale of embedded points" help="In combination with 'min_dist' this determines how clustered/clumped the embedded points are."/>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	301 <param argument="n_components" type="integer" min="0" value="2" label="Number of dimensions of the embedding"/>
3 ac8e59e87ce3 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 3b41d687ff30583540d055f6995de00530cca81d" iuc parents: 2 diff changeset	302 <param argument="maxiter" type="integer" min="0" value="" optional="true" label="Number of iterations (epochs) of the optimization" help="Called 'n_epochs' in the original UMAP."/>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	303 <param argument="alpha" type="float" value="1.0" label="Initial learning rate for the embedding optimization"/>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	304 <param argument="gamma" type="float" value="1.0" label="Weighting applied to negative samples in low dimensional embedding optimization" help="Values higher than one will result in greater weight being given to negative samples."/>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	305 <param argument="negative_sample_rate" type="integer" min="0" value="5" label="The number of negative edge/1-simplex samples to use per positive edge/1-simplex sample in optimizing the low dimensional embedding"/>
3 ac8e59e87ce3 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 3b41d687ff30583540d055f6995de00530cca81d" iuc parents: 2 diff changeset	306 <param argument="init_pos" type="select" label="How to initialize the low dimensional embedding" help="Called 'init' in the original UMAP">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	307 <option value="spectral" selected="true">Spectral embedding of the graph</option>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	308 <option value="paga">Position from paga</option>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	309 <option value="random">Initial embedding positions at random</option>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	310 </param>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	311 <param argument="random_state" type="integer" value="0" label="Seed used by the random number generator"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	312 <expand macro="param_neighbors_key"/>
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	313 </when>
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	314 <when value="tl.draw_graph">
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	315 <expand macro="param_layout"/>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	316 <param argument="root" type="integer" value="" optional="true" label="Root for tree layouts"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	317 <param argument="random_state" type="integer" value="0" optional="true" label="Random state" help="For layouts with random initialization like 'fr', change this to use different intial states for the optimization."/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	318 <param argument="adjacency" type="data" format="mtx" optional="true" label="Sparse adjacency matrix of the graph" help="If not set, it uses the unstructured annotation (uns) / neighbors / connectivities"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	319 <param argument="key_added_ext" type="text" optional="true" value="" label="External key" help="If not set, it appends 'layout'">
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	320 <expand macro="sanitize_query"/>
7 b2df381a6004 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 150c96596b94f9658c8b7c44814c420d38fbee0c" iuc parents: 6 diff changeset	321 </param>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	322 <param argument="init_pos" type="text" optional="true" value="" label="Precomputed coordinates for initialization" help="It should be a valid 2d observation (e.g. paga)">
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	323 <expand macro="sanitize_query"/>
7 b2df381a6004 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 150c96596b94f9658c8b7c44814c420d38fbee0c" iuc parents: 6 diff changeset	324 </param>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	325 <expand macro="param_neighbors_key"/>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	326 </when>
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	327 <when value="tl.dpt">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	328 <param argument="n_dcs" type="integer" min="0" value="10" label="Number of diffusion components to use"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	329 <param argument="n_branchings" type="integer" min="0" value="0" label="Number of branchings to detect"/>
3 ac8e59e87ce3 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 3b41d687ff30583540d055f6995de00530cca81d" iuc parents: 2 diff changeset	330 <param argument="min_group_size" type="float" min="0" value="0.01" label="Min group size" help="During recursive splitting of branches ('dpt groups') for 'n_branchings' > 1, do not consider groups that contain less than 'min_group_size' data points. If a float, 'min_group_size' refers to a fraction of the total number of data points."/>
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	331 <param argument="allow_kendall_tau_shift" type="boolean" truevalue="True" falsevalue="False" checked="true" label="Allow Kendal tau shift?" help="If a very small branch is detected upon splitting, shift away from maximum correlation in Kendall tau criterion of Haghverdi et al (2016) to stabilize the splitting."/>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	332 <expand macro="param_neighbors_key"/>
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	333 </when>
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	334 <when value="tl.paga">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	335 <param argument="groups" type="text" optional="true" value="" label="Key for categorical in the input" help="You can pass your predefined groups by choosing any categorical annotation of observations ('adata.obs').">
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	336 <expand macro="sanitize_query"/>
7 b2df381a6004 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 150c96596b94f9658c8b7c44814c420d38fbee0c" iuc parents: 6 diff changeset	337 </param>
13 6f83f8fd381f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 3974c0ff86bb1d6633281f29dfb4c605a74e1e6e iuc parents: 12 diff changeset	338 <param argument="use_rna_velocity" type="boolean" truevalue="True" falsevalue="False" checked="false" label="Use RNA velocity to orient edges in the abstracted graph and estimate transitions?" help="Requires that 'adata.uns' contains a directed single-cell graph with key '['velocyto_transitions']'. This feature might be subject to change in the future."/>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	339 <param argument="model" type="select" label="PAGA connectivity model">
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	340 <option value="v1.2" selected="true">v1.2</option>
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	341 <option value="v1.0">v1.0</option>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	342 </param>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	343 <expand macro="param_neighbors_key"/>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	344 </when>
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	345 <when value="tl.embedding_density">
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	346 <param argument="basis" type="text" value="umap" label="The embedding over which the density will be calculated." help="This embedded representation should be found in adata.obsm['X_[basis]']">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	347 <expand macro="sanitize_query"/>
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	348 </param>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	349 <param argument="groupby" type="text" optional="true" value="" label="Key for categorical observation/cell annotation for which densities are calculated per category." >
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	350 <expand macro="sanitize_query"/>
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	351 </param>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	352 <param argument="key_added" type="text" optional="true" value="" label="Name of the .obs covariate that will be added with the density estimates.">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	353 <expand macro="sanitize_query"/>
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	354 </param>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	355 </when>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	356 </conditional>
6 77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	357 <expand macro="inputs_common_advanced"/>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	358 </inputs>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	359 <outputs>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	360 <expand macro="anndata_outputs"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	361 </outputs>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	362 <tests>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	363
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	364 <!-- test 1 -->
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	365 <test expect_num_outputs="2">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	366 <param name="adata" value="pp.neighbors_gauss_braycurtis.recipe_weinreb17.paul15_subsample.h5ad"/>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	367 <conditional name="method">
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	368 <param name="method" value="tl.louvain"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	369 <param name="random_state" value="10"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	370 </conditional>
6 77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	371 <section name="advanced_common">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	372 <param name="show_log" value="true"/>
6 77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	373 </section>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	374 <output name="hidden_output">
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	375 <assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	376 <has_text_matching expression="sc.tl.louvain"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	377 <has_text_matching expression="adata=adata"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	378 <has_text_matching expression="flavor = 'vtraag'"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	379 <has_text_matching expression="resolution=1.0"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	380 <has_text_matching expression="random_state=10"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	381 <has_text_matching expression="key_added='louvain'"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	382 <has_text_matching expression="directed=True"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	383 <has_text_matching expression="use_weights=False"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	384 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	385 </output>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	386 <output name="anndata_out" ftype="h5ad">
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	387 <assert_contents>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	388 <has_h5_keys keys="obs/louvain"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	389 <has_h5_keys keys="uns/louvain"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	390 </assert_contents>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	391 </output>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	392 </test>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	393
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	394 <!-- test 2 -->
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	395 <test expect_num_outputs="2">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	396 <param name="adata" value="pp.neighbors_gauss_braycurtis.recipe_weinreb17.paul15_subsample.h5ad"/>
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	397 <conditional name="method">
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	398 <param name="method" value="tl.leiden"/>
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	399 <param name="random_state" value="10"/>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	400 </conditional>
6 77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	401 <section name="advanced_common">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	402 <param name="show_log" value="true"/>
6 77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	403 </section>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	404 <output name="hidden_output">
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	405 <assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	406 <has_text_matching expression="sc.tl.leiden"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	407 <has_text_matching expression="resolution=1"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	408 <has_text_matching expression="random_state=10"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	409 <has_text_matching expression="key_added='leiden'"/>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	410 <has_text_matching expression="use_weights=True"/>
6 77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	411 <has_text_matching expression="n_iterations=-1"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	412 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	413 </output>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	414 <output name="anndata_out" ftype="h5ad">
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	415 <assert_contents>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	416 <has_h5_keys keys="obs/leiden"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	417 <has_h5_keys keys="uns/leiden"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	418 </assert_contents>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	419 </output>
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	420 </test>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	421
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	422 <!-- test 3 -->
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	423 <test expect_num_outputs="2">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	424 <param name="adata" value="krumsiek11.h5ad"/>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	425 <conditional name="method">
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	426 <param name="method" value="pp.pca"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	427 </conditional>
6 77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	428 <section name="advanced_common">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	429 <param name="show_log" value="true"/>
6 77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	430 </section>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	431 <output name="hidden_output">
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	432 <assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	433 <has_text_matching expression="sc.pp.pca"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	434 <has_text_matching expression="dtype='float32'"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	435 <has_text_matching expression="copy=False"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	436 <has_text_matching expression="chunked=False"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	437 <has_text_matching expression="zero_center=True"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	438 <has_text_matching expression="random_state=0"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	439 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	440 </output>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	441 <output name="anndata_out" ftype="h5ad">
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	442 <assert_contents>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	443 <has_h5_keys keys="uns/pca"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	444 <has_h5_keys keys="obsm/X_pca"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	445 <has_h5_keys keys="varm/PCs"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	446 </assert_contents>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	447 </output>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	448 </test>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	449
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	450 <!-- test 4 -->
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	451 <test expect_num_outputs="2">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	452 <param name="adata" value="krumsiek11.h5ad"/>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	453 <conditional name="method">
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	454 <param name="method" value="pp.pca"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	455 <param name="n_comps" value="20"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	456 <conditional name="pca">
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	457 <param name="chunked" value="True"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	458 <param name="chunk_size" value="50"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	459 </conditional>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	460 </conditional>
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	461 <section name="advanced_common">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	462 <param name="show_log" value="true"/>
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	463 </section>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	464 <output name="hidden_output">
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	465 <assert_contents>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	466 <has_text_matching expression="sc.pp.pca"/>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	467 <has_text_matching expression="data=adata"/>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	468 <has_text_matching expression="dtype='float32'"/>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	469 <has_text_matching expression="copy=False"/>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	470 <has_text_matching expression="chunked=True"/>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	471 <has_text_matching expression="chunk_size=50"/>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	472 </assert_contents>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	473 </output>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	474 <output name="anndata_out" ftype="h5ad">
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	475 <assert_contents>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	476 <has_h5_keys keys="uns/pca"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	477 <has_h5_keys keys="obsm/X_pca"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	478 <has_h5_keys keys="varm/PCs"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	479 </assert_contents>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	480 </output>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	481 </test>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	482
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	483 <!-- test 5 -->
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	484 <test expect_num_outputs="2">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	485 <param name="adata" value="pp.neighbors_gauss_braycurtis.recipe_weinreb17.paul15_subsample.h5ad"/>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	486 <conditional name="method">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	487 <param name="method" value="tl.diffmap"/>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	488 </conditional>
6 77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	489 <section name="advanced_common">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	490 <param name="show_log" value="true"/>
6 77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	491 </section>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	492 <output name="hidden_output">
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	493 <assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	494 <has_text_matching expression="sc.tl.diffmap"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	495 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	496 </output>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	497 <output name="anndata_out" ftype="h5ad">
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	498 <assert_contents>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	499 <has_h5_keys keys="obsm/X_diffmap"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	500 <has_h5_keys keys="uns/diffmap_evals"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	501 </assert_contents>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	502 </output>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	503 </test>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	504
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	505 <!-- test 6 -->
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	506 <test expect_num_outputs="2">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	507 <param name="adata" value="krumsiek11.h5ad"/>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	508 <conditional name="method">
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	509 <param name="method" value="tl.tsne"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	510 <param name="n_pcs" value="10"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	511 </conditional>
6 77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	512 <section name="advanced_common">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	513 <param name="show_log" value="true"/>
6 77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	514 </section>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	515 <output name="hidden_output">
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	516 <assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	517 <has_text_matching expression="sc.tl.tsne"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	518 <has_text_matching expression="n_pcs=10"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	519 <has_text_matching expression="perplexity=30.0"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	520 <has_text_matching expression="early_exaggeration=12.0"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	521 <has_text_matching expression="learning_rate=1000.0"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	522 <has_text_matching expression="random_state=0"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	523 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	524 </output>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	525 <output name="anndata_out" ftype="h5ad">
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	526 <assert_contents>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	527 <has_h5_keys keys="uns/tsne"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	528 <has_h5_keys keys="obsm/X_tsne"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	529 </assert_contents>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	530 </output>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	531 </test>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	532
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	533 <!-- test 7 -->
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	534 <test expect_num_outputs="2">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	535 <param name="adata" value="pp.neighbors_umap_euclidean.recipe_weinreb17.paul15_subsample.h5ad"/>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	536 <conditional name="method">
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	537 <param name="method" value="tl.umap"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	538 <param name="maxiter" value="2"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	539 </conditional>
6 77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	540 <section name="advanced_common">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	541 <param name="show_log" value="true"/>
6 77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	542 </section>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	543 <output name="hidden_output">
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	544 <assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	545 <has_text_matching expression="sc.tl.umap"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	546 <has_text_matching expression="min_dist=0.5"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	547 <has_text_matching expression="spread=1.0"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	548 <has_text_matching expression="n_components=2"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	549 <has_text_matching expression="maxiter=2"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	550 <has_text_matching expression="alpha=1.0"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	551 <has_text_matching expression="gamma=1.0"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	552 <has_text_matching expression="negative_sample_rate=5"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	553 <has_text_matching expression="init_pos='spectral'"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	554 <has_text_matching expression="random_state=0"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	555 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	556 </output>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	557 <output name="anndata_out" ftype="h5ad">
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	558 <assert_contents>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	559 <has_h5_keys keys="uns/umap"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	560 <has_h5_keys keys="obsm/X_umap"/>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	561 </assert_contents>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	562 </output>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	563 </test>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	564
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	565 <!-- test 8 -->
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	566 <test expect_num_outputs="2">
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	567 <param name="adata" value="pp.neighbors_umap_euclidean.recipe_weinreb17.paul15_subsample.h5ad"/>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	568 <conditional name="method">
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	569 <param name="method" value="tl.draw_graph"/>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	570 </conditional>
6 77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	571 <section name="advanced_common">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	572 <param name="show_log" value="true"/>
6 77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	573 </section>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	574 <output name="hidden_output">
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	575 <assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	576 <has_text_matching expression="sc.tl.draw_graph"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	577 <has_text_matching expression="layout='fa'"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	578 <has_text_matching expression="random_state=0"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	579 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	580 </output>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	581 <output name="anndata_out" ftype="h5ad">
6 77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	582 <assert_contents>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	583 <has_h5_keys keys="uns/draw_graph"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	584 <has_h5_keys keys="obsm/X_draw_graph_fr"/>
6 77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	585 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	586 </output>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	587 </test>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	588
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	589 <!-- test 9 -->
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	590 <test expect_num_outputs="2">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	591 <param name="adata" value="tl.diffmap.neighbors_gauss_braycurtis.recipe_weinreb17.paul15_subsample.h5ad"/>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	592 <conditional name="method">
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	593 <param name="method" value="tl.dpt"/>
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	594 <param name="n_dcs" value="15"/>
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	595 <param name="n_branchings" value="1"/>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	596 </conditional>
6 77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	597 <section name="advanced_common">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	598 <param name="show_log" value="true"/>
6 77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	599 </section>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	600 <output name="hidden_output">
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	601 <assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	602 <has_text_matching expression="sc.tl.dpt"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	603 <has_text_matching expression="n_dcs=15"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	604 <has_text_matching expression="n_branchings=1"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	605 <has_text_matching expression="min_group_size=0.01"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	606 <has_text_matching expression="allow_kendall_tau_shift=True"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	607 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452" iuc parents: 5 diff changeset	608 </output>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	609 <output name="anndata_out" ftype="h5ad">
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	610 <assert_contents>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	611 <has_h5_keys keys="obs/dpt_groups,obs/dpt_order,obs/dpt_order_indices"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	612 <has_h5_keys keys="uns/dpt_changepoints,uns/dpt_grouptips"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	613 </assert_contents>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	614 </output>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	615 </test>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	616
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	617 <!-- test 10 -->
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	618 <test expect_num_outputs="2">
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	619 <param name="adata" value="pp.neighbors_gauss_braycurtis.recipe_weinreb17.paul15_subsample.h5ad"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	620 <conditional name="method">
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	621 <param name="method" value="tl.paga"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	622 <param name="groups" value="paul15_clusters"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	623 </conditional>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	624 <section name="advanced_common">
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	625 <param name="show_log" value="true"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	626 </section>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	627 <output name="hidden_output">
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	628 <assert_contents>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	629 <has_text_matching expression="sc.tl.paga"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	630 <has_text_matching expression="groups='paul15_clusters'"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	631 <has_text_matching expression="use_rna_velocity=False"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	632 <has_text_matching expression="model='v1.2'"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	633 </assert_contents>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	634 </output>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	635 <output name="anndata_out" ftype="h5ad">
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	636 <assert_contents>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	637 <has_h5_keys keys="uns/paga,uns/paul15_clusters_sizes"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	638 </assert_contents>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	639 </output>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	640 </test>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	641
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	642 <!-- test 11 -->
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	643 <test expect_num_outputs="2">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	644 <param name="adata" value="tl.umap.neighbors_umap_euclidean.recipe_weinreb17.paul15_subsample.h5ad"/>
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	645 <conditional name="method">
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	646 <param name="method" value="tl.embedding_density"/>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	647 <param name="key_added" value="umap_density"/>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	648 </conditional>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	649 <section name="advanced_common">
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	650 <param name="show_log" value="true"/>
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	651 </section>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	652 <output name="hidden_output">
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	653 <assert_contents>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	654 <has_text_matching expression="sc.tl.embedding_density"/>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	655 <has_text_matching expression="basis='umap'"/>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	656 <has_text_matching expression="key_added='umap_density'"/>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	657 </assert_contents>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	658 </output>
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	659 <output name="anndata_out" ftype="h5ad">
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	660 <assert_contents>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	661 <has_h5_keys keys="obs/umap_density"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	662 <has_h5_keys keys="uns/umap_density_params"/>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	663 </assert_contents>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	664 </output>
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	665 </test>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	666 </tests>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	667 <help><![CDATA[
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	668
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	669 Cluster cells into subgroups (`tl.louvain`)
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	670 ===========================================
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	671
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	672 Cluster cells using the Louvain algorithm (Blondel et al, 2008) in the implementation
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	673 of Traag et al,2017. The Louvain algorithm has been proposed for single-cell
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	674 analysis by Levine et al, 2015.
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	675
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	676 This requires to run `pp.neighbors`, first.
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	677
5 6f2d2c7f77ee "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6b5d0d6f038ebd0fae5dbca02ada51555518ed85" iuc parents: 4 diff changeset	678 More details on the `tl.louvain scanpy documentation
14 4d8f983cd751 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 9d49b2a98de059ae9a053dc1c5a23537cf0311de iuc parents: 13 diff changeset	679 <https://scanpy.readthedocs.io/en/stable/api/scanpy.tl.louvain.html>`_
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	680
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	681
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	682 Cluster cells into subgroups (`tl.leiden`)
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	683 ==========================================
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	684
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	685 Cluster cells using the Leiden algorithm (Traag et al, 2018), an improved version of the Louvain algorithm (Blondel et al, 2008).
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	686
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	687 The Louvain algorithm has been proposed for single-cell analysis by Levine et al, 2015.
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	688
5 6f2d2c7f77ee "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6b5d0d6f038ebd0fae5dbca02ada51555518ed85" iuc parents: 4 diff changeset	689 More details on the `tl.leiden scanpy documentation
14 4d8f983cd751 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 9d49b2a98de059ae9a053dc1c5a23537cf0311de iuc parents: 13 diff changeset	690 <https://scanpy.readthedocs.io/en/stable/api/scanpy.tl.leiden.html>`_
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	691
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	692
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	693 Computes PCA (principal component analysis) coordinates, loadings and variance decomposition, using `pp.pca`
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	694 ============================================================================================================
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	695
5 6f2d2c7f77ee "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6b5d0d6f038ebd0fae5dbca02ada51555518ed85" iuc parents: 4 diff changeset	696 More details on the `pp.pca scanpy documentation
14 4d8f983cd751 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 9d49b2a98de059ae9a053dc1c5a23537cf0311de iuc parents: 13 diff changeset	697 <https://scanpy.readthedocs.io/en/stable/api/scanpy.pp.pca.html>`__
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	698
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	699
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	700 Diffusion Maps, using `tl.diffmap`
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	701 ==================================
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	702
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	703 Diffusion maps (Coifman et al 2005) has been proposed for visualizing single-cell
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	704 data by Haghverdi et al (2015). The tool uses the adapted Gaussian kernel suggested
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	705 by Haghverdi et al (2016) in the implementation of Wolf et al (2017).
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	706
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	707 The width ("sigma") of the connectivity kernel is implicitly determined by
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	708 the number of neighbors used to compute the single-cell graph in
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	709 `pp.neighbors`. To reproduce the original implementation
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	710 using a Gaussian kernel, use `method=='gauss'` in
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	711 `pp.neighbors`. To use an exponential kernel, use the default
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	712 `method=='umap'`. Differences between these options shouldn't usually be
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	713 dramatic.
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	714
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	715 The diffusion map representation of data are added to the return AnnData in the multi-dimensional
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	716 observations annotation (obsm). It is the right eigen basis of the transition matrix with eigenvectors
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	717 as colum. It can be accessed using the inspect tool for AnnData
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	718
5 6f2d2c7f77ee "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6b5d0d6f038ebd0fae5dbca02ada51555518ed85" iuc parents: 4 diff changeset	719 More details on the `tl.diffmap scanpy documentation
14 4d8f983cd751 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 9d49b2a98de059ae9a053dc1c5a23537cf0311de iuc parents: 13 diff changeset	720 <https://scanpy.readthedocs.io/en/stable/api/scanpy.tl.diffmap.html>`__
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	721
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	722
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	723 t-distributed stochastic neighborhood embedding (tSNE), using `tl.tsne`
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	724 =======================================================================
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	725
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	726 t-distributed stochastic neighborhood embedding (tSNE) (Maaten et al, 2008) has been
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	727 proposed for visualizating single-cell data by (Amir et al, 2013). Here, by default,
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	728 we use the implementation of scikit-learn (Pedregosa et al, 2011).
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	729
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	730 It returns `X_tsne`, tSNE coordinates of data.
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	731
5 6f2d2c7f77ee "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6b5d0d6f038ebd0fae5dbca02ada51555518ed85" iuc parents: 4 diff changeset	732 More details on the `tl.tsne scanpy documentation
14 4d8f983cd751 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 9d49b2a98de059ae9a053dc1c5a23537cf0311de iuc parents: 13 diff changeset	733 <https://scanpy.readthedocs.io/en/stable/api/scanpy.tl.tsne.html>`__
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	734
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	735
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	736 Embed the neighborhood graph using UMAP, using `tl.umap`
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	737 ========================================================
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	738
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	739 UMAP (Uniform Manifold Approximation and Projection) is a manifold learning
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	740 technique suitable for visualizing high-dimensional data. Besides tending to
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	741 be faster than tSNE, it optimizes the embedding such that it best reflects
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	742 the topology of the data, which we represent throughout Scanpy using a
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	743 neighborhood graph. tSNE, by contrast, optimizes the distribution of
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	744 nearest-neighbor distances in the embedding such that these best match the
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	745 distribution of distances in the high-dimensional space. We use the
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	746 implementation of `umap-learn <https://github.com/lmcinnes/umap>`__
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	747 (McInnes et al, 2018). For a few comparisons of UMAP with tSNE, see this `paper
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	748 <https://www.nature.com/articles/nbt.4314>`__.
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	749
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	750 The UMAP coordinates of data are added to the return AnnData in the multi-dimensional
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	751 observations annotation (obsm). This data is accessible using the inspect tool for AnnData
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	752
5 6f2d2c7f77ee "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6b5d0d6f038ebd0fae5dbca02ada51555518ed85" iuc parents: 4 diff changeset	753 More details on the `tl.umap scanpy documentation
14 4d8f983cd751 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 9d49b2a98de059ae9a053dc1c5a23537cf0311de iuc parents: 13 diff changeset	754 <https://scanpy.readthedocs.io/en/stable/api/scanpy.tl.umap.html>`__
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	755
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	756
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	757 Force-directed graph drawing, using `tl.draw_graph`
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	758 ===================================================
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	759
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	760 Force-directed graph drawing describes a class of long-established algorithms for visualizing graphs.
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	761 It has been suggested for visualizing single-cell data by Islam et al, 11.
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	762 Many other layouts as implemented in igraph are available. Similar approaches have been used by
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	763 Zunder et al, 2015 or Weinreb et al, 2016.
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	764
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	765 This is an alternative to tSNE that often preserves the topology of the data better.
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	766 This requires to run `pp.neighbors`, first.
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	767
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	768 The default layout (ForceAtlas2) uses the package fa2.
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	769
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	770 The coordinates of graph layout are added to the return AnnData in the multi-dimensional
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	771 observations annotation (obsm). This data is accessible using the inspect tool for AnnData.
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	772
5 6f2d2c7f77ee "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6b5d0d6f038ebd0fae5dbca02ada51555518ed85" iuc parents: 4 diff changeset	773 More details on the `tl.draw_graph scanpy documentation
14 4d8f983cd751 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 9d49b2a98de059ae9a053dc1c5a23537cf0311de iuc parents: 13 diff changeset	774 <https://scanpy.readthedocs.io/en/stable/api/scanpy.tl.draw_graph.html>`__
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	775
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	776
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	777 Infer progression of cells through geodesic distance along the graph (`tl.dpt`)
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	778 ===============================================================================
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	779
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	780 Reconstruct the progression of a biological process from snapshot
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	781 data. `Diffusion Pseudotime` has been introduced by Haghverdi et al (2016) and
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	782 implemented within Scanpy (Wolf et al, 2017). Here, we use a further developed
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	783 version, which is able to deal with disconnected graphs (Wolf et al, 2017) and can
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	784 be run in a `hierarchical` mode by setting the parameter
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	785 `n_branchings>1`. We recommend, however, to only use
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	786 `tl.dpt` for computing pseudotime (`n_branchings=0`) and
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	787 to detect branchings via `paga`. For pseudotime, you need
11 edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d iuc parents: 10 diff changeset	788 to annotate your data with a root cell.
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	789
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	790 This requires to run `pp.neighbors`, first. In order to
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	791 reproduce the original implementation of DPT, use `method=='gauss'` in
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	792 this. Using the default `method=='umap'` only leads to minor quantitative
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	793 differences, though.
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	794
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	795
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	796 If `n_branchings==0`, no field `dpt_groups` will be written.
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	797
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	798 - dpt_pseudotime : Array of dim (number of samples) that stores the pseudotime of each cell, that is, the DPT distance with respect to the root cell.
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	799 - dpt_groups : Array of dim (number of samples) that stores the subgroup id ('0','1', ...) for each cell. The groups typically correspond to 'progenitor cells', 'undecided cells' or 'branches' of a process.
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	800
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	801 The tool is similar to the R package `destiny` of Angerer et al (2016).
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	802
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	803 More details on the `tl.dpt scanpy documentation
14 4d8f983cd751 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 9d49b2a98de059ae9a053dc1c5a23537cf0311de iuc parents: 13 diff changeset	804 <https://scanpy.readthedocs.io/en/stable/api/scanpy.tl.dpt.html>`_
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	805
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	806
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	807 Generate cellular maps of differentiation manifolds with complex topologies (`tl.paga`)
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	808 =======================================================================================
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	809
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	810 By quantifying the connectivity of partitions (groups, clusters) of the
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	811 single-cell graph, partition-based graph abstraction (PAGA) generates a much
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	812 simpler abstracted graph (PAGA graph) of partitions, in which edge weights
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	813 represent confidence in the presence of connections. By tresholding this
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	814 confidence in `paga`, a much simpler representation of data
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	815 can be obtained.
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	816
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	817 The confidence can be interpreted as the ratio of the actual versus the
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	818 expected value of connetions under the null model of randomly connecting
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	819 partitions. We do not provide a p-value as this null model does not
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	820 precisely capture what one would consider "connected" in real data, hence it
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	821 strongly overestimates the expected value. See an extensive discussion of
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	822 this in Wolf et al (2017).
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	823
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	824 Together with a random walk-based distance measure, this generates a partial
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	825 coordinatization of data useful for exploring and explaining its variation.
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	826
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	827 The returned AnnData object contains:
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	828
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	829 - Full adjacency matrix of the abstracted graph, weights correspond to confidence in the connectivities of partition (connectivities)
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	830 - Adjacency matrix of the tree-like subgraph that best explains the topology (connectivities_tree)
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	831
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	832 These datasets are stored in the unstructured annotation (uns) and can be accessed using the inspect tool for AnnData objects
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	833
1 20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5" iuc parents: 0 diff changeset	834 More details on the `tl.paga scanpy documentation
14 4d8f983cd751 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 9d49b2a98de059ae9a053dc1c5a23537cf0311de iuc parents: 13 diff changeset	835 <https://scanpy.readthedocs.io/en/stable/api/scanpy.tl.paga.html>`_
17 178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	836
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	837
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	838 Calculates the density of cells in an embedding (per condition). (`tl.embedding_density`)
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	839 =========================================================================================
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	840
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	841 Gaussian kernel density estimation is used to calculate the density of cells in an embedded space. This can be performed per category over a categorical cell annotation.
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	842
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	843 Note that density values are scaled to be between 0 and 1. Thus, the density value at each cell is only comparable to densities in the same category.
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	844
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	845 More details on the `tl.embedding_density scanpy documentation
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	846 <https://scanpy.readthedocs.io/en/stable/generated/scanpy.tl.embedding_density.html>`_
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	847 ]]>
178242b82297 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 91121b1e72696f17478dae383badaa71e9f96dbb iuc parents: 14 diff changeset	848 </help>
0 0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	849 <expand macro="citations"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6 iuc parents: diff changeset	850 </tool>

Mercurial > repos > iuc > scanpy_cluster_reduce_dimension

annotate cluster_reduce_dimension.xml @ 17:178242b82297 draft default tip