annotate cluster_reduce_dimension.xml @ 6:77b91b9bdf52 draft

"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
author iuc
date Thu, 20 Feb 2020 08:23:29 -0500
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1 <tool id="scanpy_cluster_reduce_dimension" name="Cluster, infer trajectories and embed" version="@galaxy_version@" 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=""/>
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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 <conditional name="pca">
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9 <param argument="chunked" type="select" label="Type of PCA?">
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10 <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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11 <option value="False" selected="true">Full PCA</option>
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12 </param>
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13 <when value="True">
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14 <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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15 </when>
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16 <when value="False">
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17 <param argument="zero_center" type="boolean" truevalue="True" falsevalue="False" checked="true"
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18 label="Compute standard PCA from covariance matrix?"
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19 help="If not, it omits zero-centering variables (uses *TruncatedSVD* from scikit-learn), which allows to handle sparse input efficiently."/>
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20 <expand macro="svd_solver"/>
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21 <param argument="random_state" type="integer" value="0" label="Initial states for the optimization" help=""/>
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22 </when>
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23 </conditional>
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24 <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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25 </xml>
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26 <xml name="param_random_state">
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27 <param argument="random_state" type="integer" value="0" label="Random state" help="Change the initialization of the optimization."/>
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28 </xml>
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29 <xml name="param_use_weights">
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30 <param argument="use_weights" type="boolean" truevalue="True" falsevalue="False" checked="false" label="Use weights from knn graph?"/>
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31 </xml>
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32 <token name="@CMD_pca_help@"><![CDATA[
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33 The PCA is computed using the implementation of *scikit-learn*.
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34
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35 The returned AnnData object contains:
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36
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37 - PCA coordinates in the multi-dimensional observation annotation (obsm)
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38 - Principal components containing the loadings in the multi-dimensional variable annotation (varm)
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39 - The variance decomposition in the unstructured annotation (uns)
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40 - Ratio of explained variance for PCA (variance)
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41 - Explained variance, equivalent to the eigenvalues of the covariance matrix
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42
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43 This data is accessible using the inspect tool for AnnData
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44 ]]></token>
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45 <token name="@CMD_pca_params@"><![CDATA[
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46 data=adata,
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47 n_comps=$method.n_comps,
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48 dtype='$method.dtype',
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49 copy=False,
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50 chunked=$method.pca.chunked,
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51 #if $method.pca.chunked == 'True'
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52 chunk_size=$method.pca.chunk_size,
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53 #else
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54 zero_center=$method.pca.zero_center,
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55 svd_solver='$method.pca.svd_solver',
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56 random_state=$method.pca.random_state,
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57 #end if
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58 use_highly_variable=$method.use_highly_variable
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59 ]]></token>
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60 </macros>
2
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61 <expand macro="requirements">
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62 <requirement type="package" version="0.6.1">louvain</requirement>
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63 </expand>
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64 <expand macro="version_command"/>
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65 <command detect_errors="exit_code"><![CDATA[
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66 @CMD@
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67 ]]></command>
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68 <configfiles>
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69 <configfile name="script_file"><![CDATA[
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70 @CMD_imports@
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71 @CMD_read_inputs@
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72
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73 #if $method.method == 'tl.louvain'
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74 sc.tl.louvain(
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75 adata=adata,
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76 flavor = '$method.flavor.flavor',
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77 #if $method.flavor.flavor == 'vtraag'
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78 resolution=$method.flavor.resolution,
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79 #end if
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80 random_state=$method.random_state,
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81 key_added='$method.key_added',
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82 directed=$method.directed,
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83 use_weights=$method.use_weights,
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84 copy=False)
1
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85
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86 #else if $method.method == 'tl.leiden'
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
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87 sc.tl.leiden(
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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88 adata=adata,
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
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89 resolution=$method.resolution,
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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90 random_state=$method.random_state,
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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91 key_added='$method.key_added',
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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92 use_weights=$method.use_weights,
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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93 n_iterations=$method.n_iterations,
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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94 copy=False)
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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95
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
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96 #else if $method.method == 'pp.pca'
0
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97 sc.pp.pca(@CMD_pca_params@)
1
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98
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iuc
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99 #else if $method.method == 'tl.pca'
0
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100 sc.tl.pca(@CMD_pca_params@)
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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101
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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102 #else if $method.method == 'tl.diffmap'
0
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103 sc.tl.diffmap(
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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104 adata=adata,
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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105 n_comps=$method.n_comps,
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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106 copy =False)
1
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107
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
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108 #else if $method.method == 'tl.tsne'
0
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109 sc.tl.tsne(
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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110 adata=adata,
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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111 #if $method.n_pcs
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112 n_pcs=$method.n_pcs,
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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113 #end if
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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114 perplexity=$method.perplexity,
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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115 early_exaggeration=$method.early_exaggeration,
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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116 learning_rate=$method.learning_rate,
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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117 random_state=$method.random_state,
1
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118 use_fast_tsne=$method.use_fast_tsne,
0
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119 copy=False)
1
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120
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121 #else if $method.method == 'tl.umap'
0
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122 sc.tl.umap(
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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123 adata=adata,
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124 min_dist=$method.min_dist,
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125 spread=$method.spread,
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126 n_components=$method.n_components,
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127 #if $method.maxiter
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128 maxiter=$method.maxiter,
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129 #end if
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130 alpha=$method.alpha,
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131 gamma=$method.gamma,
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132 negative_sample_rate=$method.negative_sample_rate,
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133 init_pos='$method.init_pos',
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134 random_state=$method.random_state,
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135 copy=False)
1
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136
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137 #else if $method.method == 'tl.draw_graph'
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138
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139 #if str($method.adjacency) != 'None'
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140 from scipy import io
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141 adjacency = io.mmread('$method.adjacency')
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142 #end if
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143
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144 sc.tl.draw_graph(
0
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145 adata=adata,
1
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146 layout='$method.layout',
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147 #if str($method.root) != ''
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148 #set $root=([int(x.strip()) for x in str($method.root).split(',')])
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149 root=$root,
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150 #end if
0
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151 random_state=$method.random_state,
1
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152 #if str($method.init_pos) != ''
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153 init_pos='$method.init_pos',
0
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154 #end if
1
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155 #if str($method.adjacency) != 'None'
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156 adjacency=adjacency,
0
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157 #end if
1
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158 #if str($method.key_ext) != ''
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159 key_ext='$method.key_ext',
0
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160 #end if
1
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161 copy=False)
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162
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163 #else if $method.method == "tl.paga"
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164 sc.tl.paga(
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165 adata=adata,
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166 groups='$method.groups',
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167 use_rna_velocity=$method.use_rna_velocity,
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168 model='$method.model',
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169 copy=False)
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170
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171 #else if $method.method == "tl.dpt"
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172 sc.tl.dpt(
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173 adata=adata,
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174 n_dcs=$method.n_dcs,
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175 n_branchings=$method.n_branchings,
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176 min_group_size=$method.min_group_size,
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177 allow_kendall_tau_shift=$method.allow_kendall_tau_shift,
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178 copy=False)
0
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179 #end if
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180
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181 @CMD_anndata_write_outputs@
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182 ]]></configfile>
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183 </configfiles>
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184 <inputs>
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185 <expand macro="inputs_anndata"/>
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186 <conditional name="method">
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187 <param argument="method" type="select" label="Method used">
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188 <option value="tl.louvain">Cluster cells into subgroups, using 'tl.louvain'</option>
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189 <option value="tl.leiden">Cluster cells into subgroups, using 'tl.leiden'</option>
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190 <option value="pp.pca">Computes PCA (principal component analysis) coordinates, loadings and variance decomposition, using 'pp.pca'</option>
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191 <option value="tl.pca">Computes PCA (principal component analysis) coordinates, loadings and variance decomposition, using 'tl.pca'</option>
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192 <option value="tl.diffmap">Diffusion Maps, using 'tl.diffmap'</option>
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193 <option value="tl.tsne">t-distributed stochastic neighborhood embedding (tSNE), using 'tl.tsne'</option>
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194 <option value="tl.umap">Embed the neighborhood graph using UMAP, using 'tl.umap'</option>
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195 <option value="tl.draw_graph">Force-directed graph drawing, using 'tl.draw_graph'</option>
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196 <option value="tl.dpt">Infer progression of cells through geodesic distance along the graph, using 'tl.dpt'</option>
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197 <option value="tl.paga">Generate cellular maps of differentiation manifolds with complex topologies, using 'tl.paga'</option>
0
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198 </param>
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199 <when value="tl.louvain">
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200 <conditional name="flavor">
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201 <param argument="flavor" type="select" label="Flavor for the clustering" help="">
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202 <option value="vtraag">vtraag (much more powerful)</option>
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203 <option value="igraph">igraph</option>
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204 </param>
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205 <when value="vtraag">
3
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206 <param argument="resolution" type="float" value="1.0"
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207 label="Resolution"
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208 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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209 </when>
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210 <when value="igraph"/>
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211 </conditional>
1
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212 <expand macro="param_random_state"/>
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213 <param argument="key_added" type="text" value="louvain" optional="true" label="Key under which to add the cluster labels" help=""/>
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214 <param argument="directed" type="boolean" truevalue="True" falsevalue="False" checked="true" label="Interpret the adjacency matrix as directed graph?"/>
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215 <expand macro="param_use_weights"/>
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216 </when>
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217 <when value="tl.leiden">
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218 <param argument="resolution" type="float" value="1" label="Coarseness of the clusterin" help="Higher values lead to more clusters"/>
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219 <expand macro="param_random_state"/>
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220 <param argument="key_added" type="text" value="leiden" label="Key under which to add the cluster labels" help=""/>
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221 <expand macro="param_use_weights"/>
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222 <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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223 </when>
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224 <when value="pp.pca">
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225 <expand macro="pca_inputs"/>
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226 </when>
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227 <when value="tl.pca">
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228 <expand macro="pca_inputs"/>
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229 </when>
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230 <when value="tl.diffmap">
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231 <param argument="n_comps" type="integer" min="0" value="15" optional="true" label="Number of dimensions of the representation" help=""/>
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232 </when>
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233 <when value="tl.tsne">
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234 <param name="n_pcs" type="integer" min="0" value="" optional="true" label="Number of PCs to use" help=""/>
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235 <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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236 <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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237 <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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238 <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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239 <param argument="use_fast_tsne" type="boolean" truevalue="True" falsevalue="False" checked="true" label="Use the MulticoreTSNE package if possible?"/>
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240 </when>
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241 <when value="tl.umap">
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242 <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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243 <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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244 <param argument="n_components" type="integer" min="0" value="2" label="Number of dimensions of the embedding" help=""/>
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245 <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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246 <param argument="alpha" type="float" value="1.0" label="Initial learning rate for the embedding optimization" help=""/>
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247 <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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248 <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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249 <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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250 <option value="paga">Position from paga</option>
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251 <option value="spectral" selected="true">Spectral embedding of the graph</option>
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252 <option value="random">Initial embedding positions at random</option>
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253 </param>
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254 <expand macro="param_random_state"/>
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255 </when>
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256 <when value="tl.draw_graph">
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257 <expand macro="param_layout"/>
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258 <expand macro="param_root"/>
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259 <expand macro="param_random_state"/>
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260 <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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261 <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"/>
3
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262 <param argument="key_ext" type="text" optional="true" value="" label="External key" help="If not set, it appends 'layout'"/>
0
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263 </when>
1
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264 <when value="tl.dpt">
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265 <param argument="n_dcs" type="integer" min="0" value="10" label="Number of diffusion components to use" help=""/>
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266 <param argument="n_branchings" type="integer" min="0" value="0" label="Number of branchings to detect" help=""/>
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267 <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."/>
1
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268 <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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269 </when>
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270 <when value="tl.paga">
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271 <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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272 <param argument="use_rna_velocity" type="boolean" truevalue="False" 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."/>
1
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273 <param argument="model" type="select" label="PAGA connectivity model" help="">
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274 <option value="v1.2">v1.2</option>
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275 <option value="v1.0">v1.0</option>
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276 </param>
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277 </when>
1
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278 </conditional>
6
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279 <expand macro="inputs_common_advanced"/>
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280 </inputs>
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281 <outputs>
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282 <expand macro="anndata_outputs"/>
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283 </outputs>
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284 <tests>
1
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285 <test>
6
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286 <!-- test 0 -->
1
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287 <param name="adata" value="pp.neighbors_gauss_braycurtis.recipe_weinreb17.paul15_subsample.h5ad" />
0
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288 <conditional name="method">
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289 <param name="method" value="tl.louvain"/>
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290 <conditional name="flavor">
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291 <param name="flavor" value="vtraag"/>
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292 <param name="resolution" value="1.0"/>
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293 </conditional>
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294 <param name="random_state" value="10"/>
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295 <param name="key_added" value="louvain"/>
1
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296 <param name="directed" value="true"/>
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297 <param name="use_weights" value="false"/>
0
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298 </conditional>
6
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299 <section name="advanced_common">
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300 <param name="show_log" value="true" />
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301 </section>
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302 <output name="hidden_output">
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303 <assert_contents>
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304 <has_text_matching expression="sc.tl.louvain"/>
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305 <has_text_matching expression="adata=adata"/>
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306 <has_text_matching expression="flavor = 'vtraag'"/>
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307 <has_text_matching expression="resolution=1.0"/>
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308 <has_text_matching expression="random_state=10"/>
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309 <has_text_matching expression="key_added='louvain'"/>
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310 <has_text_matching expression="directed=True"/>
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311 <has_text_matching expression="use_weights=False"/>
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312 </assert_contents>
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313 </output>
1
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314 <output name="anndata_out" file="tl.louvain.neighbors_gauss_braycurtis.recipe_weinreb17.paul15_subsample.h5ad" ftype="h5ad" compare="sim_size"/>
0
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315 </test>
1
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316 <test>
6
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317 <!-- test 1 -->
1
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318 <param name="adata" value="pp.neighbors_gauss_braycurtis.recipe_weinreb17.paul15_subsample.h5ad" />
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319 <conditional name="method">
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320 <param name="method" value="tl.leiden"/>
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321 <param name="random_state" value="1"/>
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322 <param name="random_state" value="10"/>
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323 <param name="key_added" value="leiden"/>
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324 <param name="use_weights" value="false"/>
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325 <param name="n_iterations" value="-1"/>
0
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326 </conditional>
6
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327 <section name="advanced_common">
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328 <param name="show_log" value="true" />
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329 </section>
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330 <output name="hidden_output">
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331 <assert_contents>
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332 <has_text_matching expression="sc.tl.leiden"/>
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333 <has_text_matching expression="resolution=1"/>
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334 <has_text_matching expression="random_state=10"/>
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335 <has_text_matching expression="key_added='leiden'"/>
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336 <has_text_matching expression="use_weights=False"/>
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parents: 5
diff changeset
337 <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
338 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
339 </output>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
340 <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
341 </test>
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
342 <test>
6
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
343 <!-- test 1 -->
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
344 <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
345 <conditional name="method">
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
346 <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
347 <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
348 <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
349 <conditional name="pca">
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
350 <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
351 <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
352 <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
353 <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
354 </conditional>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
355 <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
356 </conditional>
6
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
357 <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
358 <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
359 </section>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
360 <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
361 <assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
362 <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
363 <has_text_matching expression="n_comps=50"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
364 <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
365 <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
366 <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
367 <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
368 <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
369 <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
370 <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
371 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
372 </output>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
373 <output name="anndata_out" file="pp.pca.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
374 </test>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
375 <!--<test>
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
376 < test 3 >
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
377 <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
378 <conditional name="method">
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
379 <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
380 <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
381 <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
382 <conditional name="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="chunked" value="True"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
384 <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
385 </conditional>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
386 <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
387 </conditional>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
388 <assert_stdout>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
389 <has_text_matching expression="sc.pp.pca"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
390 <has_text_matching expression="data=adata"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
391 <has_text_matching expression="n_comps=20"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
392 <has_text_matching expression="dtype='float32'"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
393 <has_text_matching expression="copy=False"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
394 <has_text_matching expression="chunked=True"/>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
395 <has_text_matching expression="chunk_size=50"/>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
396 <has_text_matching expression="use_highly_variable=False"/>
0
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
397 </assert_stdout>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
398 <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
399 </test>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
400 -->
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
401 <test>
6
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
402 <!-- 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
403 <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
404 <conditional name="method">
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
405 <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
406 <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
407 <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
408 <conditional name="pca">
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
409 <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
410 <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
411 <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
412 <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
413 </conditional>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
414 <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
415 </conditional>
6
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
416 <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
417 <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
418 </section>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
419 <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
420 <assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
421 <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
422 <has_text_matching expression="n_comps=50"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
423 <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
424 <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
425 <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
426 <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
427 <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
428 <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
429 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
430 </output>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
431 <output name="anndata_out" file="tl.pca.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
432 </test>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
433 <test>
6
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
434 <!-- 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
435 <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
436 <conditional name="method">
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
437 <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
438 <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
439 </conditional>
6
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
440 <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
441 <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
442 </section>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
443 <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
444 <assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
445 <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
446 <has_text_matching expression="n_comps=15"/>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
447 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
448 </output>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
449 <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
450 </test>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
451 <test>
6
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
452 <!-- 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
453 <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
454 <conditional name="method">
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
455 <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
456 <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
457 <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
458 <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
459 <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
460 <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
461 <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
462 </conditional>
6
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
463 <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
464 <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
465 </section>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
466 <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
467 <assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
468 <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
469 <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
470 <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
471 <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
472 <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
473 <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
474 <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
475 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
476 </output>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
477 <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
478 </test>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
479 <test>
6
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
480 <!-- 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
481 <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
482 <conditional name="method">
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
483 <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
484 <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
485 <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
486 <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
487 <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
488 <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
489 <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
490 <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
491 <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
492 <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
493 </conditional>
6
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
494 <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
495 <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
496 </section>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
497 <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
498 <assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
499 <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
500 <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
501 <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
502 <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
503 <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
504 <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
505 <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
506 <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
507 <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
508 <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
509 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
510 </output>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
511 <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
512 <assert_contents>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
513 <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
514 </assert_contents>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
515 </output>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
516 </test>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
517 <test>
6
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
518 <!-- 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
519 <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
520 <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
521 <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
522 <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
523 <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
524 </conditional>
6
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
525 <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
526 <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
527 </section>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
528 <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
529 <assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
530 <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
531 <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
532 <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
533 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
534 </output>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
535 <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
536 </test>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
537 <test>
6
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
538 <!-- 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
539 <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
540 <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
541 <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
542 <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
543 <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
544 <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
545 </conditional>
6
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
546 <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
547 <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
548 </section>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
549 <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
550 <assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
551 <has_text_matching expression="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
552 <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
553 <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
554 <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
555 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
556 </output>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
557 <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
558 </test>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
559 <test>
6
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
560 <!-- 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
561 <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
562 <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
563 <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
564 <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
565 <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
566 <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
567 <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
568 </conditional>
6
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
569 <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
570 <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
571 </section>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
572 <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
573 <assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
574 <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
575 <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
576 <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
577 <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
578 <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
579 </assert_contents>
77b91b9bdf52 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 5a90fd345b43ca12366f4475f4cfd88ef197e452"
iuc
parents: 5
diff changeset
580 </output>
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
581 <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
582 </test>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
583 </tests>
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
584 <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
585 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
586 ===========================================
0
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
587
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
588 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
589 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
590 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
591
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
iuc
parents:
diff changeset
592 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
593
5
6f2d2c7f77ee "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6b5d0d6f038ebd0fae5dbca02ada51555518ed85"
iuc
parents: 4
diff changeset
594 More details on the `tl.louvain scanpy documentation
6f2d2c7f77ee "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6b5d0d6f038ebd0fae5dbca02ada51555518ed85"
iuc
parents: 4
diff changeset
595 <https://icb-scanpy.readthedocs-hosted.com/en/@version@/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
596
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
iuc
parents: 0
diff changeset
597 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
598 ==========================================
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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599
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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600 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"
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601
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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602 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"
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603
5
6f2d2c7f77ee "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6b5d0d6f038ebd0fae5dbca02ada51555518ed85"
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604 More details on the `tl.leiden scanpy documentation
6f2d2c7f77ee "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6b5d0d6f038ebd0fae5dbca02ada51555518ed85"
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605 <https://icb-scanpy.readthedocs-hosted.com/en/@version@/api/scanpy.tl.leiden.html>`_
0
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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606
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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607 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
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608 ============================================================================================================
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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609
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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610 @CMD_pca_outputs@
0
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611
5
6f2d2c7f77ee "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6b5d0d6f038ebd0fae5dbca02ada51555518ed85"
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612 More details on the `pp.pca scanpy documentation
6f2d2c7f77ee "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6b5d0d6f038ebd0fae5dbca02ada51555518ed85"
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613 <https://icb-scanpy.readthedocs-hosted.com/en/@version@/api/scanpy.pp.pca.html>`__
0
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614
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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615 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
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616 ============================================================================================================
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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617
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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618 @CMD_pca_outputs@
0
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619
5
6f2d2c7f77ee "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6b5d0d6f038ebd0fae5dbca02ada51555518ed85"
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620 More details on the `tl.pca scanpy documentation
6f2d2c7f77ee "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6b5d0d6f038ebd0fae5dbca02ada51555518ed85"
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621 <https://icb-scanpy.readthedocs-hosted.com/en/@version@/api/scanpy.tl.pca.html>`__
0
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622
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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623 Diffusion Maps, using `tl.diffmap`
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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624 ==================================
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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625
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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626 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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627 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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628 by Haghverdi et al (2016) in the implementation of Wolf et al (2017).
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629
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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630 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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631 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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632 `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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633 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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634 `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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635 `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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636 dramatic.
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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637
1
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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638 The diffusion map representation of data are added to the return AnnData in the multi-dimensional
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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639 observations annotation (obsm). It is the right eigen basis of the transition matrix with eigenvectors
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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640 as colum. It can be accessed using the inspect tool for AnnData
0
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641
5
6f2d2c7f77ee "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6b5d0d6f038ebd0fae5dbca02ada51555518ed85"
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642 More details on the `tl.diffmap scanpy documentation
6f2d2c7f77ee "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6b5d0d6f038ebd0fae5dbca02ada51555518ed85"
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643 <https://icb-scanpy.readthedocs-hosted.com/en/@version@/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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644
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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645 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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646 =======================================================================
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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diff changeset
647
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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648 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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649 proposed for visualizating single-cell data by (Amir et al, 2013). Here, by default,
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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650 we use the implementation of *scikit-learn* (Pedregosa et al, 2011).
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651
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652 It returns `X_tsne`, tSNE coordinates of data.
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653
5
6f2d2c7f77ee "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6b5d0d6f038ebd0fae5dbca02ada51555518ed85"
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654 More details on the `tl.tsne scanpy documentation
6f2d2c7f77ee "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6b5d0d6f038ebd0fae5dbca02ada51555518ed85"
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655 <https://icb-scanpy.readthedocs-hosted.com/en/@version@/api/scanpy.tl.tsne.html>`__
0
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656
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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657 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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658 ========================================================
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659
0e212e42ef88 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 92f85afaed0097d1879317a9f513093fce5481d6
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660 UMAP (Uniform Manifold Approximation and Projection) is a manifold learning
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661 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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662 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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663 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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664 neighborhood graph. tSNE, by contrast, optimizes the distribution of
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665 nearest-neighbor distances in the embedding such that these best match the
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666 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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667 implementation of `umap-learn <https://github.com/lmcinnes/umap>`__
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668 (McInnes et al, 2018). For a few comparisons of UMAP with tSNE, see this `preprint
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669 <https://doi.org/10.1101/298430>`__.
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670
1
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671 The UMAP coordinates of data are added to the return AnnData in the multi-dimensional
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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672 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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673
5
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674 More details on the `tl.umap scanpy documentation
6f2d2c7f77ee "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6b5d0d6f038ebd0fae5dbca02ada51555518ed85"
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675 <https://icb-scanpy.readthedocs-hosted.com/en/@version@/api/scanpy.tl.umap.html>`__
1
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676
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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677 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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678 ===================================================
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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679
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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680 Force-directed graph drawing describes a class of long-established algorithms for visualizing graphs.
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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681 It has been suggested for visualizing single-cell data by Islam et al, 11.
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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682 Many other layouts as implemented in igraph are available. Similar approaches have been used by
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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683 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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684
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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685 This is an alternative to tSNE that often preserves the topology of the data better.
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686 This requires to run `pp.neighbors`, first.
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687
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688 The default layout (ForceAtlas2) uses the package fa2.
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689
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690 The coordinates of graph layout are added to the return AnnData in the multi-dimensional
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691 observations annotation (obsm). This data is accessible using the inspect tool for AnnData.
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692
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693 More details on the `tl.draw_graph scanpy documentation
6f2d2c7f77ee "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 6b5d0d6f038ebd0fae5dbca02ada51555518ed85"
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694 <https://icb-scanpy.readthedocs-hosted.com/en/@version@/api/scanpy.tl.draw_graph.html>`__
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695
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696 Infer progression of cells through geodesic distance along the graph (`tl.dpt`)
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697 ===============================================================================
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698
1
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699 Reconstruct the progression of a biological process from snapshot
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700 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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701 implemented within Scanpy (Wolf et al, 2017). Here, we use a further developed
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702 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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703 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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704 `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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705 `tl.dpt` for computing pseudotime (`n_branchings=0`) and
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706 to detect branchings via `paga`. For pseudotime, you need
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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diff changeset
707 to annotate your data with a root cell.
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708
1
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diff changeset
709 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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710 reproduce the original implementation of DPT, use `method=='gauss'` in
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711 this. Using the default `method=='umap'` only leads to minor quantitative
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712 differences, though.
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713
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714
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diff changeset
715 If `n_branchings==0`, no field `dpt_groups` will be written.
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diff changeset
716
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717 - dpt_pseudotime : Array of dim (number of samples) that stores the pseudotime of each cell, that is, the DPT distance with respect to the root cell.
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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718 - 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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719
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720 The tool is similar to the R package `destiny` of Angerer et al (2016).
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721
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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722 More details on the `tl.dpt scanpy documentation
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723 <https://icb-scanpy.readthedocs-hosted.com/en/@version@/api/scanpy.tl.dpt.html>`_
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724
1
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725
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726 Generate cellular maps of differentiation manifolds with complex topologies (`tl.paga`)
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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727 =======================================================================================
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728
1
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729 By quantifying the connectivity of partitions (groups, clusters) of the
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730 single-cell graph, partition-based graph abstraction (PAGA) generates a much
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731 simpler abstracted graph (*PAGA graph*) of partitions, in which edge weights
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732 represent confidence in the presence of connections. By tresholding this
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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733 confidence in `paga`, a much simpler representation of data
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734 can be obtained.
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735
1
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736 The confidence can be interpreted as the ratio of the actual versus the
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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737 expected value of connetions under the null model of randomly connecting
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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738 partitions. We do not provide a p-value as this null model does not
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739 precisely capture what one would consider "connected" in real data, hence it
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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740 strongly overestimates the expected value. See an extensive discussion of
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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741 this in Wolf et al (2017).
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742
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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743 Together with a random walk-based distance measure, this generates a partial
20cfb9f3dded "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scanpy/ commit 8ef5f7c6f8728608a3f05bb51e11b642b84a05f5"
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744 coordinatization of data useful for exploring and explaining its variation.
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745
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746 The returned AnnData object contains:
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747
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748 - Full adjacency matrix of the abstracted graph, weights correspond to confidence in the connectivities of partition (connectivities)
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749 - Adjacency matrix of the tree-like subgraph that best explains the topology (connectivities_tree)
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750
1
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751 These datasets are stored in the unstructured annotation (uns) and can be accessed using the inspect tool for AnnData objects
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752
1
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753 More details on the `tl.paga scanpy documentation
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754 <https://icb-scanpy.readthedocs-hosted.com/en/@version@/api/scanpy.tl.paga.html>`_
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755 ]]></help>
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756 <expand macro="citations"/>
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757 </tool>