Mercurial > repos > iuc > scanpy_cluster_reduce_dimension

annotate cluster_reduce_dimension.xml @ 13:6f83f8fd381f draft

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planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 3974c0ff86bb1d6633281f29dfb4c605a74e1e6e
author iuc
date Thu, 14 Mar 2024 15:39:03 +0000
parents 6acb08931836
children 4d8f983cd751
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1 <tool id="scanpy_cluster_reduce_dimension" name="Cluster, infer trajectories and embed" version="@TOOL_VERSION@+galaxy@VERSION_SUFFIX@" profile="@profile@">
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2 <description>with scanpy</description>
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3 <macros>
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4 <import>macros.xml</import>
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5 <xml name="pca_inputs">
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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"/>
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7 <param argument="dtype" type="text" value="float32" label="Numpy data type string to which to convert the result" help="">
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8 <expand macro="sanitize_query" />
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9 </param>
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10 <conditional name="pca">
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11 <param argument="chunked" type="select" label="Type of PCA?">
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12 <option value="True">Incremental PCA on segments (incremental PCA automatically zero centers and ignores settings of 'random_seed' and 'svd_solver')</option>
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13 <option value="False" selected="true">Full PCA</option>
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14 </param>
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15 <when value="True">
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16 <param argument="chunk_size" type="integer" min="0" value="" label="chunk_size" help="Number of observations to include in each chunk"/>
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17 </when>
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18 <when value="False">
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19 <param argument="zero_center" type="boolean" truevalue="True" falsevalue="False" checked="true"
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20 label="Compute standard PCA from covariance matrix?"
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21 help="If not, it omits zero-centering variables (uses *TruncatedSVD* from scikit-learn), which allows to handle sparse input efficiently."/>
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22 <expand macro="svd_solver"/>
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23 <param argument="random_state" type="integer" value="0" label="Initial states for the optimization" help=""/>
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24 </when>
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25 </conditional>
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26 <param argument="use_highly_variable" type="boolean" truevalue="True" falsevalue="False" checked="false" label="Use highly variable genes only?" help="They should be use if they have been determined beforehand."/>
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27 </xml>
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28 <xml name="param_random_state">
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29 <param argument="random_state" type="integer" value="0" label="Random state" help="Change the initialization of the optimization."/>
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30 </xml>
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31 <xml name="param_use_weights">
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32 <param argument="use_weights" type="boolean" truevalue="True" falsevalue="False" checked="false" label="Use weights from knn graph?"/>
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33 </xml>
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34 <token name="@CMD_pca_help@"><![CDATA[
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35 The PCA is computed using the implementation of *scikit-learn*.
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37 The returned AnnData object contains:
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38
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39 - PCA coordinates in the multi-dimensional observation annotation (obsm)
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40 - Principal components containing the loadings in the multi-dimensional variable annotation (varm)
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41 - The variance decomposition in the unstructured annotation (uns)
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42 - Ratio of explained variance for PCA (variance)
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43 - Explained variance, equivalent to the eigenvalues of the covariance matrix
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44
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45 This data is accessible using the inspect tool for AnnData
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46 ]]></token>
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47 <token name="@CMD_pca_params@"><![CDATA[
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48 data=adata,
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49 n_comps=min($method.n_comps, adata.n_vars),
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50 dtype='$method.dtype',
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51 copy=False,
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52 chunked=$method.pca.chunked,
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53 #if $method.pca.chunked == 'True'
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54 chunk_size=$method.pca.chunk_size,
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55 #else
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56 zero_center=$method.pca.zero_center,
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57 svd_solver='$method.pca.svd_solver',
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58 random_state=$method.pca.random_state,
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59 #end if
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60 use_highly_variable=$method.use_highly_variable
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61 ]]></token>
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62 </macros>
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63 <expand macro="bio_tools"/>
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64 <expand macro="requirements">
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65 </expand>
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66 <expand macro="version_command"/>
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67 <command detect_errors="exit_code"><![CDATA[
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68 @CMD@
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69 ]]></command>
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70 <configfiles>
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71 <configfile name="script_file"><![CDATA[
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72 @CMD_imports@
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73 @CMD_read_inputs@
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74
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75 #if $method.method == 'tl.louvain'
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76 sc.tl.louvain(
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77 adata=adata,
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78 flavor = '$method.flavor.flavor',
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79 #if $method.flavor.flavor == 'vtraag'
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80 resolution=$method.flavor.resolution,
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81 #end if
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82 random_state=$method.random_state,
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83 key_added='$method.key_added',
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84 directed=$method.directed,
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parents: 0
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85 use_weights=$method.use_weights,
0
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86 copy=False)
1
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87
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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parents: 0
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88 #else if $method.method == 'tl.leiden'
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
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89 sc.tl.leiden(
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
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90 adata=adata,
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
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91 resolution=$method.resolution,
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
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92 random_state=$method.random_state,
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
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93 key_added='$method.key_added',
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
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94 use_weights=$method.use_weights,
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
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95 n_iterations=$method.n_iterations,
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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96 copy=False)
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97
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iuc
parents: 0
diff changeset
98 #else if $method.method == 'pp.pca'
0
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99 sc.pp.pca(@CMD_pca_params@)
1
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100
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101 #else if $method.method == 'tl.pca'
0
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102 sc.tl.pca(@CMD_pca_params@)
1
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103
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
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104 #else if $method.method == 'tl.diffmap'
0
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iuc
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105 sc.tl.diffmap(
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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106 adata=adata,
8
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107 n_comps=min($method.n_comps, adata.n_vars),
0
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108 copy =False)
1
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109
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110 #else if $method.method == 'tl.tsne'
0
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iuc
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111 sc.tl.tsne(
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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112 adata=adata,
12
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113 #if str($method.n_pcs) != ''
0
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114 n_pcs=$method.n_pcs,
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115 #end if
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116 perplexity=$method.perplexity,
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117 early_exaggeration=$method.early_exaggeration,
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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118 learning_rate=$method.learning_rate,
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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119 random_state=$method.random_state,
1
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120 use_fast_tsne=$method.use_fast_tsne,
0
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121 copy=False)
1
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122
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123 #else if $method.method == 'tl.umap'
0
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124 sc.tl.umap(
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125 adata=adata,
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126 min_dist=$method.min_dist,
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127 spread=$method.spread,
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128 n_components=$method.n_components,
12
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129 #if str($method.maxiter) != ''
0
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130 maxiter=$method.maxiter,
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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131 #end if
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132 alpha=$method.alpha,
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133 gamma=$method.gamma,
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134 negative_sample_rate=$method.negative_sample_rate,
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135 init_pos='$method.init_pos',
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136 random_state=$method.random_state,
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137 copy=False)
1
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138
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139 #else if $method.method == 'tl.draw_graph'
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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140 #if str($method.adjacency) != 'None'
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141 from scipy import io
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142 adjacency = io.mmread('$method.adjacency')
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143 #end if
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144
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145 sc.tl.draw_graph(
0
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146 adata=adata,
1
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147 layout='$method.layout',
12
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148 #if $method.root
1
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149 #set $root=([int(x.strip()) for x in str($method.root).split(',')])
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150 root=$root,
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151 #end if
0
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152 random_state=$method.random_state,
12
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153 #if $method.init_pos
1
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154 init_pos='$method.init_pos',
0
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155 #end if
1
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156 #if str($method.adjacency) != 'None'
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157 adjacency=adjacency,
0
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158 #end if
12
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159 #if $method.key_ext
1
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160 key_ext='$method.key_ext',
0
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161 #end if
1
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162 copy=False)
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163
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164 #else if $method.method == "tl.paga"
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165 sc.tl.paga(
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166 adata=adata,
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167 groups='$method.groups',
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168 use_rna_velocity=$method.use_rna_velocity,
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169 model='$method.model',
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170 copy=False)
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171
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172 #else if $method.method == "tl.dpt"
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173 sc.tl.dpt(
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174 adata=adata,
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175 n_dcs=$method.n_dcs,
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176 n_branchings=$method.n_branchings,
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177 min_group_size=$method.min_group_size,
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178 allow_kendall_tau_shift=$method.allow_kendall_tau_shift,
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179 copy=False)
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180
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181 #else if $method.method == "tl.embedding_density"
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182 sc.tl.embedding_density(
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183 adata=adata,
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184 basis='$method.basis',
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185 #if $method.groupby
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186 groupby='$method.groupby',
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187 #end if
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188 #if $method.key_added
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189 key_added='$method.key_added',
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190 #end if
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191 )
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192
0
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193 #end if
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194
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195 @CMD_anndata_write_outputs@
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196 ]]></configfile>
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197 </configfiles>
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198 <inputs>
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199 <expand macro="inputs_anndata"/>
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200 <conditional name="method">
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201 <param argument="method" type="select" label="Method used">
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202 <option value="tl.louvain">Cluster cells into subgroups, using 'tl.louvain'</option>
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203 <option value="tl.leiden">Cluster cells into subgroups, using 'tl.leiden'</option>
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204 <option value="pp.pca">Computes PCA (principal component analysis) coordinates, loadings and variance decomposition, using 'pp.pca'</option>
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205 <option value="tl.pca">Computes PCA (principal component analysis) coordinates, loadings and variance decomposition, using 'tl.pca'</option>
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206 <option value="tl.diffmap">Diffusion Maps, using 'tl.diffmap'</option>
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207 <option value="tl.tsne">t-distributed stochastic neighborhood embedding (tSNE), using 'tl.tsne'</option>
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208 <option value="tl.umap">Embed the neighborhood graph using UMAP, using 'tl.umap'</option>
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209 <option value="tl.draw_graph">Force-directed graph drawing, using 'tl.draw_graph'</option>
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210 <option value="tl.dpt">Infer progression of cells through geodesic distance along the graph, using 'tl.dpt'</option>
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211 <option value="tl.paga">Generate cellular maps of differentiation manifolds with complex topologies, using 'tl.paga'</option>
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212 <option value="tl.embedding_density">Calculate the density of cells in an embedding (per condition)</option>
0
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213 </param>
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214 <when value="tl.louvain">
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215 <conditional name="flavor">
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216 <param argument="flavor" type="select" label="Flavor for the clustering" help="">
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217 <option value="vtraag">vtraag (much more powerful)</option>
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218 <option value="igraph">igraph</option>
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219 </param>
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220 <when value="vtraag">
3
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221 <param argument="resolution" type="float" value="1.0"
0
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222 label="Resolution"
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223 help="Higher resolution means finding more and smaller clusters, which defaults to 1.0. See “Time as a resolution parameter” in Lambiotte et al, 2009"/>
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224 </when>
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225 <when value="igraph"/>
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226 </conditional>
1
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227 <expand macro="param_random_state"/>
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228 <param argument="key_added" type="text" value="louvain" optional="true" label="Key under which to add the cluster labels" help="">
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229 <expand macro="sanitize_query" />
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230 </param>
1
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231 <param argument="directed" type="boolean" truevalue="True" falsevalue="False" checked="true" label="Interpret the adjacency matrix as directed graph?"/>
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232 <expand macro="param_use_weights"/>
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233 </when>
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234 <when value="tl.leiden">
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235 <param argument="resolution" type="float" value="1" label="Coarseness of the clusterin" help="Higher values lead to more clusters"/>
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236 <expand macro="param_random_state"/>
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237 <param argument="key_added" type="text" value="leiden" label="Key under which to add the cluster labels" help="">
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238 <expand macro="sanitize_query" />
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239 </param>
1
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240 <expand macro="param_use_weights"/>
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241 <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."/>
0
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242 </when>
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243 <when value="pp.pca">
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244 <expand macro="pca_inputs"/>
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245 </when>
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246 <when value="tl.pca">
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247 <expand macro="pca_inputs"/>
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248 </when>
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249 <when value="tl.diffmap">
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250 <param argument="n_comps" type="integer" min="0" value="15" optional="true" label="Number of dimensions of the representation" help=""/>
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251 </when>
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252 <when value="tl.tsne">
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253 <param name="n_pcs" type="integer" min="0" value="" optional="true" label="Number of PCs to use" help=""/>
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254 <param name="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."/>
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255 <param name="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."/>
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256 <param name="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."/>
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257 <param name="random_state" type="integer" value="0" label="Random state" help="Change this to use different intial states for the optimization"/>
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258 <param argument="use_fast_tsne" type="boolean" truevalue="True" falsevalue="False" checked="true" label="Use the MulticoreTSNE package if possible?"/>
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259 </when>
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260 <when value="tl.umap">
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261 <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."/>
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262 <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."/>
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263 <param argument="n_components" type="integer" min="0" value="2" label="Number of dimensions of the embedding" help=""/>
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264 <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."/>
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265 <param argument="alpha" type="float" value="1.0" label="Initial learning rate for the embedding optimization" help=""/>
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266 <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."/>
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267 <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" help=""/>
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268 <param argument="init_pos" type="select" label="How to initialize the low dimensional embedding" help="Called 'init' in the original UMAP">
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269 <option value="paga">Position from paga</option>
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270 <option value="spectral" selected="true">Spectral embedding of the graph</option>
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271 <option value="random">Initial embedding positions at random</option>
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272 </param>
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273 <expand macro="param_random_state"/>
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274 </when>
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275 <when value="tl.draw_graph">
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276 <expand macro="param_layout"/>
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277 <expand macro="param_root"/>
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278 <expand macro="param_random_state"/>
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279 <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)">
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280 <expand macro="sanitize_query" />
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281 </param>
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282 <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"/>
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283 <param argument="key_ext" type="text" optional="true" value="" label="External key" help="If not set, it appends 'layout'">
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284 <expand macro="sanitize_query" />
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285 </param>
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286 </when>
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287 <when value="tl.dpt">
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288 <param argument="n_dcs" type="integer" min="0" value="10" label="Number of diffusion components to use" help=""/>
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289 <param argument="n_branchings" type="integer" min="0" value="0" label="Number of branchings to detect" help=""/>
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290 <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' &gt; 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."/>
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291 <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."/>
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292 </when>
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293 <when value="tl.paga">
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294 <param argument="groups" type="text" value="louvain" label="Key for categorical in the input" help="You can pass your predefined groups by choosing any categorical annotation of observations ('adata.obs').">
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295 <expand macro="sanitize_query" />
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296 </param>
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297 <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."/>
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298 <param argument="model" type="select" label="PAGA connectivity model" help="">
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299 <option value="v1.2">v1.2</option>
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300 <option value="v1.0">v1.0</option>
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301 </param>
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302 </when>
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303 <when value="tl.embedding_density">
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304 <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]']">
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305 <expand macro="sanitize_query" />
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306 </param>
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307 <param argument="groupby" type="text" optional="true" value="" label="Key for categorical observation/cell annotation for which densities are calculated per category." >
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308 <expand macro="sanitize_query" />
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309 </param>
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310 <param argument="key_added" type="text" optional="true" value="" label="Name of the .obs covariate that will be added with the density estimates.">
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311 <expand macro="sanitize_query" />
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312 </param>
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313 </when>
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314 </conditional>
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315 <expand macro="inputs_common_advanced"/>
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316 </inputs>
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317 <outputs>
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318 <expand macro="anndata_outputs"/>
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319 </outputs>
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320 <tests>
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321 <test expect_num_outputs="2">
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322 <!-- test 1 -->
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323 <param name="adata" value="pp.neighbors_gauss_braycurtis.recipe_weinreb17.paul15_subsample.h5ad" />
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324 <conditional name="method">
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325 <param name="method" value="tl.louvain"/>
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326 <conditional name="flavor">
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327 <param name="flavor" value="vtraag"/>
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328 <param name="resolution" value="1.0"/>
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329 </conditional>
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330 <param name="random_state" value="10"/>
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331 <param name="key_added" value="louvain"/>
1
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332 <param name="directed" value="true"/>
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333 <param name="use_weights" value="false"/>
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334 </conditional>
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diff changeset
335 <section name="advanced_common">
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
336 <param name="show_log" value="true" />
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
337 </section>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
338 <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
339 <assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
340 <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
341 <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
342 <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
343 <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
344 <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
345 <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
346 <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
347 <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
348 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
349 </output>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
350 <output name="anndata_out" file="tl.louvain.neighbors_gauss_braycurtis.recipe_weinreb17.paul15_subsample.h5ad" ftype="h5ad" compare="sim_size"/>
0
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
351 </test>
11
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
352 <test expect_num_outputs="2">
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
353 <!-- test 2 -->
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
354 <param name="adata" value="pp.neighbors_gauss_braycurtis.recipe_weinreb17.paul15_subsample.h5ad" />
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
355 <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
356 <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
357 <param name="random_state" value="1"/>
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
358 <param name="random_state" value="10"/>
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
359 <param name="key_added" value="leiden"/>
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
360 <param name="use_weights" value="false"/>
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
361 <param name="n_iterations" value="-1"/>
0
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
362 </conditional>
6
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
363 <section name="advanced_common">
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
364 <param name="show_log" value="true" />
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
365 </section>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
366 <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
367 <assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
368 <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
369 <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
370 <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
371 <has_text_matching expression="key_added='leiden'"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
372 <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
373 <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
374 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
375 </output>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
376 <output name="anndata_out" file="tl.leiden.neighbors_gauss_braycurtis.recipe_weinreb17.paul15_subsample.h5ad" ftype="h5ad" compare="sim_size"/>
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
377 </test>
11
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
378 <test expect_num_outputs="2">
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
379 <!-- test 3 -->
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
380 <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
381 <conditional name="method">
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
382 <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
383 <param name="n_comps" value="50"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
384 <param name="dtype" value="float32"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
385 <conditional name="pca">
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
386 <param name="chunked" value="False"/>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
387 <param name="zero_center" value="true"/>
0
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
388 <param name="svd_solver" value="auto"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
389 <param name="random_state" value="0"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
390 </conditional>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
391 <param name="use_highly_variable" value="false"/>
0
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
392 </conditional>
6
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
393 <section name="advanced_common">
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
394 <param name="show_log" value="true" />
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
395 </section>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
396 <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
397 <assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
398 <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
399 <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
400 <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
401 <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
402 <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
403 <has_text_matching expression="svd_solver='auto'"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
404 <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
405 <has_text_matching expression="use_highly_variable=False"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
406 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
407 </output>
8
35bc2eb568ed "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 7b8af82cb8a3438d2a6535986e357527e5c6efec"
iuc
parents: 7
diff changeset
408 <output name="anndata_out" file="pp.pca.krumsiek11.h5ad" ftype="h5ad" compare="sim_size" delta="100000" delta_frac="0.15"/>
0
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
409 </test>
11
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
410 <test expect_num_outputs="2">
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
411 <!-- test 4 -->
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
412 <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
413 <conditional name="method">
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
414 <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
415 <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
416 <param name="dtype" value="float32"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
417 <conditional name="pca">
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
418 <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
419 <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
420 </conditional>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
421 <param name="use_highly_variable" value="false"/>
0
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
422 </conditional>
11
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
423 <section name="advanced_common">
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
424 <param name="show_log" value="true" />
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
425 </section>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
426 <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
427 <assert_contents>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
428 <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
429 <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
430 <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
431 <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
432 <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
433 <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
434 <has_text_matching expression="use_highly_variable=False"/>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
435 </assert_contents>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
436 </output>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
437 <output name="anndata_out" file="pp.pca.krumsiek11_chunk.h5ad" ftype="h5ad" compare="sim_size"/>
0
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
438 </test>
11
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
439 <test expect_num_outputs="2">
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
440 <!-- test 5 -->
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
441 <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
442 <conditional name="method">
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
443 <param name="method" value="tl.pca"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
444 <param name="n_comps" value="50"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
445 <param name="dtype" value="float32"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
446 <conditional name="pca">
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
447 <param name="chunked" value="False"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
448 <param name="zero_center" value="True"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
449 <param name="svd_solver" value="auto"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
450 <param name="random_state" value="0"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
451 </conditional>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
452 <param name="use_highly_variable" value="false"/>
0
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
453 </conditional>
6
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
454 <section name="advanced_common">
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
455 <param name="show_log" value="true" />
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
456 </section>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
457 <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
458 <assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
459 <has_text_matching expression="sc.tl.pca"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
460 <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
461 <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
462 <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
463 <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
464 <has_text_matching expression="svd_solver='auto'"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
465 <has_text_matching expression="use_highly_variable=False"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
466 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
467 </output>
8
35bc2eb568ed "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 7b8af82cb8a3438d2a6535986e357527e5c6efec"
iuc
parents: 7
diff changeset
468 <output name="anndata_out" file="tl.pca.krumsiek11.h5ad" ftype="h5ad" compare="sim_size" delta="100000" delta_frac="0.15"/>
0
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
469 </test>
11
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
470 <test expect_num_outputs="2">
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
471 <!-- test 6 -->
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
472 <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
473 <conditional name="method">
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
474 <param name="method" value="tl.diffmap"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
475 <param name="n_comps" value="15"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
476 </conditional>
6
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
477 <section name="advanced_common">
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
478 <param name="show_log" value="true" />
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
479 </section>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
480 <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
481 <assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
482 <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
483 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
484 </output>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
485 <output name="anndata_out" file="tl.diffmap.neighbors_gauss_braycurtis.recipe_weinreb17.paul15_subsample.h5ad" ftype="h5ad" compare="sim_size"/>
0
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
486 </test>
11
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
487 <test expect_num_outputs="2">
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
488 <!-- test 7 -->
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
489 <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
490 <conditional name="method">
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
491 <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
492 <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
493 <param name="perplexity" value="30"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
494 <param name="early_exaggeration" value="12.0"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
495 <param name="learning_rate" value="1000"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
496 <param name="random_state" value="0"/>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
497 <param name="use_fast_tsne" value="true"/>
0
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
498 </conditional>
6
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
499 <section name="advanced_common">
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
500 <param name="show_log" value="true" />
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
501 </section>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
502 <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
503 <assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
504 <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
505 <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
506 <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
507 <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
508 <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
509 <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
510 <has_text_matching expression="use_fast_tsne=True"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
511 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
512 </output>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
513 <output name="anndata_out" file="tl.tsne.krumsiek11.h5ad" ftype="h5ad" compare="sim_size"/>
0
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
514 </test>
11
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
515 <test expect_num_outputs="2">
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
516 <!-- test 8 -->
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
517 <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
518 <conditional name="method">
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
519 <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
520 <param name="min_dist" value="0.5"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
521 <param name="spread" value="1.0"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
522 <param name="n_components" value="2"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
523 <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
524 <param name="alpha" value="1.0"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
525 <param name="gamma" value="1.0"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
526 <param name="negative_sample_rate" value="5"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
527 <param name="init_pos" value="spectral"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
528 <param name="random_state" value="0"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
529 </conditional>
6
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
530 <section name="advanced_common">
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
531 <param name="show_log" value="true" />
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
532 </section>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
533 <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
534 <assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
535 <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
536 <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
537 <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
538 <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
539 <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
540 <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
541 <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
542 <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
543 <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
544 <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
545 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
546 </output>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
547 <output name="anndata_out" file="tl.umap.neighbors_umap_euclidean.recipe_weinreb17.paul15_subsample.h5ad" ftype="h5ad" compare="sim_size">
0
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
548 <assert_contents>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
549 <has_h5_keys keys="X, obs, obsm, uns, var" />
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
550 </assert_contents>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
551 </output>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
552 </test>
11
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
553 <test expect_num_outputs="2">
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
554 <!-- test 9 -->
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
555 <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
556 <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
557 <param name="method" 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
558 <param name="layout" value="fa"/>
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
559 <param name="random_state" value="0"/>
0
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
560 </conditional>
6
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
561 <section name="advanced_common">
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
562 <param name="show_log" value="true" />
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
563 </section>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
564 <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
565 <assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
566 <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
567 <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
568 <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
569 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
570 </output>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
571 <output name="anndata_out" file="tl.draw_graph.pp.neighbors_umap_euclidean.recipe_weinreb17.paul15_subsample.h5ad" ftype="h5ad" compare="sim_size"/>
0
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
572 </test>
11
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
573 <test expect_num_outputs="2">
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
574 <!-- test 10 -->
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
575 <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
576 <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
577 <param name="method" value="tl.paga"/>
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
578 <param name="groups" value="paul15_clusters"/>
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
579 <param name="use_rna_velocity" value="False"/>
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
580 <param name="model" value="v1.2"/>
0
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
581 </conditional>
6
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
582 <section name="advanced_common">
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
583 <param name="show_log" value="true" />
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
584 </section>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
585 <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
586 <assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
587 <has_text_matching expression="sc.tl.paga"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
588 <has_text_matching expression="groups='paul15_clusters'"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
589 <has_text_matching expression="use_rna_velocity=False"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
590 <has_text_matching expression="model='v1.2'"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
591 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
592 </output>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
593 <output name="anndata_out" file="tl.paga.neighbors_gauss_braycurtis.recipe_weinreb17.paul15_subsample.h5ad" ftype="h5ad" compare="sim_size"/>
0
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
594 </test>
11
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
595 <test expect_num_outputs="2">
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
596 <!-- test 11 -->
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
597 <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
598 <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
599 <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
600 <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
601 <param name="n_branchings" value="1"/>
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
602 <param name="min_group_size" value="0.01"/>
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
603 <param name="allow_kendall_tau_shift" value="True"/>
0
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
604 </conditional>
6
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
605 <section name="advanced_common">
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
606 <param name="show_log" value="true" />
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
607 </section>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
608 <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
609 <assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
610 <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
611 <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
612 <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
613 <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
614 <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
615 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
616 </output>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
617 <output name="anndata_out" file="tl.dpt.diffmap.neighbors_gauss_braycurtis.recipe_weinreb17.paul15_subsample.h5ad" ftype="h5ad" compare="sim_size"/>
0
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
618 </test>
11
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
619 <test expect_num_outputs="2">
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
620 <!-- test 12 -->
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
621 <param name="adata" value="tl.umap.neighbors_umap_euclidean.recipe_weinreb17.paul15_subsample.h5ad" />
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
622 <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
623 <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
624 <param name="basis" value="umap"/>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
625 <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
626 </conditional>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
627 <section name="advanced_common">
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
628 <param name="show_log" value="true" />
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
629 </section>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
630 <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
631 <assert_contents>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
632 <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
633 <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
634 <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
635 </assert_contents>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
636 </output>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
637 <output name="anndata_out" file="tl.embedding_density.umap.neighbors_umap_euclidean.recipe_weinreb17.paul15_subsample.h5ad" ftype="h5ad" compare="sim_size"/>
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
638 </test>
0
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
639 </tests>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
640 <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
641 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
642 ===========================================
0
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
643
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
644 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
645 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
646 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
647
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
648 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
649
5
6f2d2c7f77ee "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6b5d0d6f038ebd0fae5dbca02ada51555518ed85"
iuc
parents: 4
diff changeset
650 More details on the `tl.louvain scanpy documentation
11
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
651 <https://icb-scanpy.readthedocs-hosted.com/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
652
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
653 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
654 ==========================================
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
655
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
656 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
657
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
658 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
659
5
6f2d2c7f77ee "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6b5d0d6f038ebd0fae5dbca02ada51555518ed85"
iuc
parents: 4
diff changeset
660 More details on the `tl.leiden scanpy documentation
11
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
661 <https://icb-scanpy.readthedocs-hosted.com/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
662
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
663 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
664 ============================================================================================================
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
665
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
666 @CMD_pca_outputs@
0
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
667
5
6f2d2c7f77ee "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6b5d0d6f038ebd0fae5dbca02ada51555518ed85"
iuc
parents: 4
diff changeset
668 More details on the `pp.pca scanpy documentation
11
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
669 <https://icb-scanpy.readthedocs-hosted.com/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
670
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
671 Computes PCA (principal component analysis) coordinates, loadings and variance decomposition, using `tl.pca`
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
672 ============================================================================================================
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
673
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
674 @CMD_pca_outputs@
0
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
675
5
6f2d2c7f77ee "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6b5d0d6f038ebd0fae5dbca02ada51555518ed85"
iuc
parents: 4
diff changeset
676 More details on the `tl.pca scanpy documentation
11
edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
iuc
parents: 10
diff changeset
677 <https://icb-scanpy.readthedocs-hosted.com/en/stable/api/scanpy.tl.pca.html>`__
0
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
678
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
679 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
680 ==================================
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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681
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682 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
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683 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
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684 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
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685
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diff changeset
686 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
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687 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
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688 `pp.neighbors`. To reproduce the original implementation
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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689 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
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690 `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
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691 `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
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692 dramatic.
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693
11
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694 The diffusion map representation of data are added to the return AnnData in the multi-dimensional
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diff changeset
695 observations annotation (obsm). It is the right eigen basis of the transition matrix with eigenvectors
1
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diff changeset
696 as colum. It can be accessed using the inspect tool for AnnData
0
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697
5
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diff changeset
698 More details on the `tl.diffmap scanpy documentation
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699 <https://icb-scanpy.readthedocs-hosted.com/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
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700
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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701 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
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702 =======================================================================
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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703
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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704 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
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parents:
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705 proposed for visualizating single-cell data by (Amir et al, 2013). Here, by default,
11
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diff changeset
706 we use the implementation of *scikit-learn* (Pedregosa et al, 2011).
0
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parents:
diff changeset
707
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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parents:
diff changeset
708 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
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diff changeset
709
5
6f2d2c7f77ee "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6b5d0d6f038ebd0fae5dbca02ada51555518ed85"
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diff changeset
710 More details on the `tl.tsne scanpy documentation
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711 <https://icb-scanpy.readthedocs-hosted.com/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
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diff changeset
712
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
713 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
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714 ========================================================
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
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diff changeset
715
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
716 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
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parents:
diff changeset
717 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
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diff changeset
718 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
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diff changeset
719 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
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720 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
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diff changeset
721 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
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diff changeset
722 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
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723 implementation of `umap-learn <https://github.com/lmcinnes/umap>`__
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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724 (McInnes et al, 2018). For a few comparisons of UMAP with tSNE, see this `preprint
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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725 <https://doi.org/10.1101/298430>`__.
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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726
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727 The UMAP coordinates of data are added to the return AnnData in the multi-dimensional
1
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728 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"
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729
5
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730 More details on the `tl.umap scanpy documentation
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731 <https://icb-scanpy.readthedocs-hosted.com/en/stable/api/scanpy.tl.umap.html>`__
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732
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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733 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"
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734 ===================================================
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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735
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736 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
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737 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
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738 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"
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739 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"
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740
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741 This is an alternative to tSNE that often preserves the topology of the data better.
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20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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742 This requires to run `pp.neighbors`, first.
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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743
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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744 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"
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745
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746 The coordinates of graph layout are added to the return AnnData in the multi-dimensional
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20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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747 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
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748
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749 More details on the `tl.draw_graph scanpy documentation
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750 <https://icb-scanpy.readthedocs-hosted.com/en/stable/api/scanpy.tl.draw_graph.html>`__
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751
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752 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"
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753 ===============================================================================
0
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754
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20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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755 Reconstruct the progression of a biological process from snapshot
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756 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"
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757 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"
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758 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"
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759 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"
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760 `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"
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761 `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"
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762 to detect branchings via `paga`. For pseudotime, you need
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edec35114f72 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit aba2a85f5da6e1094f382d1f0d94c4b8f2544a7d
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763 to annotate your data with a root cell.
0
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764
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765 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"
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766 reproduce the original implementation of DPT, use `method=='gauss'` in
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767 this. Using the default `method=='umap'` only leads to minor quantitative
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768 differences, though.
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769
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770
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771 If `n_branchings==0`, no field `dpt_groups` will be written.
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772
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773 - 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.
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774 - 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.
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775
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776 The tool is similar to the R package `destiny` of Angerer et al (2016).
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777
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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778 More details on the `tl.dpt scanpy documentation
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779 <https://icb-scanpy.readthedocs-hosted.com/en/stable/api/scanpy.tl.dpt.html>`_
0
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780
1
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781
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782 Generate cellular maps of differentiation manifolds with complex topologies (`tl.paga`)
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783 =======================================================================================
0
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784
1
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785 By quantifying the connectivity of partitions (groups, clusters) of the
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786 single-cell graph, partition-based graph abstraction (PAGA) generates a much
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787 simpler abstracted graph (*PAGA graph*) of partitions, in which edge weights
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788 represent confidence in the presence of connections. By tresholding this
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789 confidence in `paga`, a much simpler representation of data
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790 can be obtained.
0
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791
1
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792 The confidence can be interpreted as the ratio of the actual versus the
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793 expected value of connetions under the null model of randomly connecting
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794 partitions. We do not provide a p-value as this null model does not
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795 precisely capture what one would consider "connected" in real data, hence it
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796 strongly overestimates the expected value. See an extensive discussion of
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797 this in Wolf et al (2017).
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798
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799 Together with a random walk-based distance measure, this generates a partial
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800 coordinatization of data useful for exploring and explaining its variation.
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801
1
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802 The returned AnnData object contains:
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803
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804 - Full adjacency matrix of the abstracted graph, weights correspond to confidence in the connectivities of partition (connectivities)
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805 - Adjacency matrix of the tree-like subgraph that best explains the topology (connectivities_tree)
0
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806
1
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807 These datasets are stored in the unstructured annotation (uns) and can be accessed using the inspect tool for AnnData objects
0
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808
1
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809 More details on the `tl.paga scanpy documentation
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810 <https://icb-scanpy.readthedocs-hosted.com/en/stable/api/scanpy.tl.paga.html>`_
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811 ]]></help>
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812 <expand macro="citations"/>
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813 </tool>