Mercurial > repos > iuc > anndata_manipulate
changeset 0:0ef28c0963c8 draft
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/anndata/ commit 2e16aca90c4fc6f13bd024eed43bc4adbf5967da
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/macros.xml Wed Apr 10 03:25:05 2019 -0400 @@ -0,0 +1,62 @@ +<macros> + <token name="@VERSION@">0.6.19</token> + <token name="@GALAXY_VERSION@">galaxy0</token> + <xml name="requirements"> + <requirements> + <requirement type="package" version="@VERSION@">anndata</requirement> + <requirement type="package" version="1.4">scanpy</requirement> + <requirement type="package" version="2.0.17">loompy</requirement> + <yield /> + </requirements> + </xml> + <xml name="citations"> + <citations> + <citation type="doi">10.1186/s13059-017-1382-0</citation> + </citations> + </xml> + <xml name="version_command"> + <version_command><![CDATA[python -c "import anndata as ad;print('anndata version: %s' % ad.__version__)"]]></version_command> + </xml> + <token name="@CMD@"><![CDATA[ +cat '$script_file' && +python '$script_file' + ]]> + </token> + <token name="@CMD_imports@"><![CDATA[ +import anndata as ad + ]]> + </token> + <token name="@HELP@"><![CDATA[ +**AnnData** + +AnnData provides a scalable way of keeping track of data together with learned annotations. It is used within `Scanpy <https://github.com/theislab/scanpy>`__, for which it was initially developed. + +AnnData stores a data matrix `X` together with annotations of observations `obs`, variables `var` and unstructured annotations `uns`. + +.. image:: https://falexwolf.de/img/scanpy/anndata.svg + + +AnnData stores observations (samples) of variables (features) in the rows of a matrix. This is the convention of the modern classics +of statistics (`Hastie et al., 2009 <https://web.stanford.edu/~hastie/ElemStatLearn/>`__) and machine learning (Murphy, 2012), the convention of dataframes both in R and Python and the established statistics +and machine learning packages in Python (statsmodels, scikit-learn). + +More details on the `AnnData documentation +<https://anndata.readthedocs.io/en/latest/anndata.AnnData.html>`__ + ]]> + </token> + <xml name="params_chunk_X"> + <conditional name="chunk"> + <param name="info" type="select" label="How to select the chunk?"> + <option value="random">Random chunk of defined size</option> + <option value="specified">Specified indices</option> + </param> + <when value="random"> + <param name="size" type="integer" value="1000" label="Size of chunk to randomly select"/> + <param name="replace" type="boolean" truevalue="True" falsevalue="False" checked="true" label="Random sampling of indices with replacement?"/> + </when> + <when value="specified"> + <param name="list" type="text" value="" label="List of comma-separated indices to return"/> + </when> + </conditional> + </xml> +</macros>
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/manipulate.xml Wed Apr 10 03:25:05 2019 -0400 @@ -0,0 +1,217 @@ +<tool id="anndata_manipulate" name="Manipulate AnnData" version="@VERSION@+@GALAXY_VERSION@"> + <description>object</description> + <macros> + <import>macros.xml</import> + <xml name="param_join"> + <param name="join" type="select" label="The connecting string between name and integer"> + <option value="-">-</option> + <option value="_">_</option> + <option value=" "> </option> + <option value="/">/</option> + </param> + </xml> + </macros> + <expand macro="requirements"/> + <expand macro="version_command"/> + <command detect_errors="exit_code"><![CDATA[ +@CMD@ + ]]></command> + <configfiles> + <configfile name="script_file"><![CDATA[ +@CMD_imports@ + +adata = ad.read('$input') + +#if $manipulate.function == 'concatenate' + #for i, filepath in enumerate($manipulate.other_adatas) +adata_$i = ad.read('$filepath') + #end for +adata.concatenate( + #for i, filepath in enumerate($manipulate.other_adatas) + adata_$i, + #end for + join='$manipulate.join', + #if str($manipulate.index_unique) != '' + index_unique='$manipulate.index_unique', + #else + index_unique=None, + #end if + batch_key='$manipulate.batch_key') + +#else if $manipulate.function == 'var_names_make_unique' +adata.var_names_make_unique(join='$manipulate.join') + +#else if $manipulate.function == 'obs_names_make_unique' +adata.obs_names_make_unique(join='$manipulate.join') + +#else if $manipulate.function == 'rename_categories' + #set $categories = [x.strip() for x in str($manipulate.categories).split(',')] +adata.rename_categories( + key='$manipulate.key', + categories=$categories) + +#else if $manipulate.function == 'transpose' +adata.transpose() + +#else if $manipulate.function == 'strings_to_categoricals' +adata.strings_to_categoricals() +#end if + +adata.write('anndata.h5ad') +]]></configfile> + </configfiles> + <inputs> + <param name="input" type="data" format="h5ad" label="Annotated data matrix"/> + <conditional name="manipulate"> + <param name="function" type="select" label="Function of manipulate the object"> + <option value="concatenate">Concatenate along the observations axis</option> + <option value="obs_names_make_unique">Makes the obs index unique by appending '1', '2', etc</option> + <option value="var_names_make_unique">Makes the var index unique by appending '1', '2', etc</option> + <option value="rename_categories">Rename categories of annotation</option> + <option value="strings_to_categoricals">Transform string annotations to categoricals</option> + <option value="transpose">Transpose the data matrix, leaving observations and variables interchanged</option> + </param> + <when value="concatenate"> + <param name="other_adatas" type="data" format="h5ad" multiple="true" label="Annotated data matrix to add"/> + <param name="join" type="select" label="Join method"> + <option value="inner">Intersection of variables</option> + <option value="outer">Union of variables</option> + </param> + <param name="batch_key" type="text" value="batch" label="Key to add the batch annotation to obs"/> + <param name="index_unique" type="select" label="Separator to join the existing index names with the batch category" help="Leave it empty to keep existing indices"> + <option value="-">-</option> + <option value="_">_</option> + <option value=" "> </option> + <option value="/">/</option> + </param> + </when> + <when value="obs_names_make_unique"> + <expand macro="param_join"/> + </when> + <when value="var_names_make_unique"> + <expand macro="param_join"/> + </when> + <when value="rename_categories"> + <param name="key" type="text" value="" label="Key for observations or variables annotation" help="Annotation key in obs or var"/> + <param name="categories" type="text" value="" label="Comma-separated list of new categories" help="It should be the same number as the old categories"/> + </when> + <when value="strings_to_categoricals"/> + <when value="transpose"/> + </conditional> + </inputs> + <outputs> + <data name="anndata" format="h5ad" from_work_dir="anndata.h5ad" label="${tool.name} on ${on_string}"/> + </outputs> + <tests> + <test> + <param name="input" value="krumsiek11.h5ad"/> + <conditional name="manipulate"> + <param name="function" value="concatenate"/> + <param name="other_adatas" value="import.csv.h5ad"/> + <param name="join" value="inner"/> + <param name="batch_key" value="batch"/> + <param name="index_unique" value="-"/> + </conditional> + <assert_stdout> + <has_text_matching expression="adata_0"/> + <has_text_matching expression="adata.concatenate"/> + <has_text_matching expression="join='inner'"/> + <has_text_matching expression="index_unique='-'"/> + <has_text_matching expression="batch_key='batch'"/> + </assert_stdout> + <output name="anndata" value="manipulate.concatenate.h5ad" ftype="h5ad" compare="sim_size"/> + </test> + <test> + <param name="input" value="krumsiek11.h5ad"/> + <conditional name="manipulate"> + <param name="function" value="obs_names_make_unique"/> + <param name="join" value="-"/> + </conditional> + <assert_stdout> + <has_text_matching expression="adata.obs_names_make_unique\(join='-'\)"/> + </assert_stdout> + <output name="anndata" value="manipulate.obs_names_make_unique.h5ad" ftype="h5ad" compare="sim_size"/> + </test> + <test> + <param name="input" value="krumsiek11.h5ad"/> + <conditional name="manipulate"> + <param name="function" value="var_names_make_unique"/> + <param name="join" value="-"/> + </conditional> + <assert_stdout> + <has_text_matching expression="adata.var_names_make_unique\(join='-'\)"/> + </assert_stdout> + <output name="anndata" value="manipulate.var_names_make_unique.h5ad" ftype="h5ad" compare="sim_size"/> + </test> + <test> + <param name="input" value="krumsiek11.h5ad"/> + <conditional name="manipulate"> + <param name="function" value="rename_categories"/> + <param name="key" value="cell_type"/> + <param name="categories" value="Er,Ml,Mt, Ne, pr"/> + </conditional> + <assert_stdout> + <has_text_matching expression="adata.rename_categories"/> + <has_text_matching expression="key='cell_type'"/> + <has_text_matching expression="categories=\['Er', 'Ml', 'Mt', 'Ne', 'pr'\]"/> + </assert_stdout> + <output name="anndata" value="manipulate.rename_categories.h5ad" ftype="h5ad" compare="sim_size"/> + </test> + <test> + <param name="input" value="krumsiek11.h5ad"/> + <conditional name="manipulate"> + <param name="function" value="strings_to_categoricals"/> + </conditional> + <assert_stdout> + <has_text_matching expression="adata.strings_to_categoricals"/> + </assert_stdout> + <output name="anndata" value="manipulate.strings_to_categoricals.h5ad" ftype="h5ad" compare="sim_size"/> + </test> + <test> + <param name="input" value="krumsiek11.h5ad"/> + <conditional name="manipulate"> + <param name="function" value="transpose"/> + </conditional> + <assert_stdout> + <has_text_matching expression="adata.transpose"/> + </assert_stdout> + <output name="anndata" value="manipulate.transpose.h5ad" ftype="h5ad" compare="sim_size"/> + </test> + </tests> + <help><![CDATA[ +**What it does** + +This tool takes a AnnData dataset, manipulates it and returns it. + +The possible manipulations are: + +- Concatenate along the observations axis (`concatenate method <https://anndata.readthedocs.io/en/latest/anndata.AnnData.concatenate.html>`__) + + The `uns`, `varm` and `obsm` attributes are ignored. + + If you use `join='outer'` this fills 0s for sparse data when variables are absent in a batch. Use this with care. Dense data is filled with `NaN` + +- Makes the obs index unique by appending '1', '2', etc (`obs_names_make_unique method <https://anndata.readthedocs.io/en/latest/anndata.AnnData.obs_names_make_unique.html>`__) + + The first occurance of a non-unique value is ignored. + +- Makes the var index unique by appending '1', '2', etc (`var_names_make_unique method <https://anndata.readthedocs.io/en/latest/anndata.AnnData.var_names_make_unique.html>`__) + + The first occurance of a non-unique value is ignored. + +- Rename categories of annotation `key` in `obs`, `var` and `uns` (`rename_categories method <https://anndata.readthedocs.io/en/latest/anndata.AnnData.rename_categories.html>`__) + + Besides calling `self.obs[key].cat.categories = categories` - similar for `var` - this also renames categories in unstructured annotation that uses the categorical annotation `key` + +- Transform string annotations to categoricals (`strings_to_categoricals method <https://anndata.readthedocs.io/en/latest/anndata.AnnData.strings_to_categoricals.html>`__) + + Only affects string annotations that lead to less categories than the total number of observations. + +- Transpose the data matrix, leaving observations and variables interchanged (`transpose method <https://anndata.readthedocs.io/en/latest/anndata.AnnData.transpose.html>`__) + + Data matrix is transposed, observations and variables are interchanged. + +@HELP@ + ]]></help> + <expand macro="citations"/> +</tool>
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/adata.csv Wed Apr 10 03:25:05 2019 -0400 @@ -0,0 +1,4 @@ +,c1,c2 +r1,1.0,0.0 +r2,3.0,0.0 +r3,5.0,6.0 \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/adata.tsv Wed Apr 10 03:25:05 2019 -0400 @@ -0,0 +1,6 @@ +# A regular comment +# The next comment is actually colnames +# c1 c2 +r1 1.0 0.0 +r2 3.0 0.0 +r3 5.0 6.0
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/barcodes_10x_v1.2.0.tsv Wed Apr 10 03:25:05 2019 -0400 @@ -0,0 +1,12 @@ +AACACGTGTACGCTGC-1 +AAGGAGCTCCGATATG-1 +AGGCCGTAGTGAAGTT-1 +CCTATTACAACGCACC-1 +CCTTTCTAGGGCTTCC-1 +CGTGTAAAGGATGGAA-1 +GACGCGTCAATGTAAG-1 +GACTACAAGATCACGG-1 +GGTGCGTGTTAAGACA-1 +TAGCCGGGTTAGATGA-1 +TCCACACCATGAGCGA-1 +TTTATGCCATCCGTGG-1
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/barcodes_10x_v3.0.0.tsv Wed Apr 10 03:25:05 2019 -0400 @@ -0,0 +1,1107 @@ +AAACCCAAGGAGAGTA-1 +AAACGCTTCAGCCCAG-1 +AAAGAACAGACGACTG-1 +AAAGAACCAATGGCAG-1 +AAAGAACGTCTGCAAT-1 +AAAGGATAGTAGACAT-1 +AAAGGATCACCGGCTA-1 +AAAGGATTCAGCTTGA-1 +AAAGGATTCCGTTTCG-1 +AAAGGGCTCATGCCCT-1 +AAAGGGCTCCGTAGGC-1 +AAAGGTACAACTGCTA-1 +AAAGTCCAGCGGGTTA-1 +AAAGTCCCACCAGCCA-1 +AAAGTGATCGTACACA-1 +AAATGGAAGCCGCTTG-1 +AAATGGACAATGCTCA-1 +AAATGGAGTACCGCGT-1 +AAATGGATCCTATTTG-1 +AACAAAGGTGATGAAT-1 +AACAACCCACGCTATA-1 +AACAAGAGTTATAGAG-1 +AACAGGGGTGGGAGAG-1 +AACCCAACAACTGATC-1 +AACCCAAGTGGGCTTC-1 +AACCCAATCTTACCGC-1 +AACCTGACATCCTATT-1 +AACCTTTGTTTCGGCG-1 +AACGAAAAGGTTGGTG-1 +AACGAAACAGCGTTTA-1 +AACGAAATCCATTTAC-1 +AACGGGAGTCGCTCGA-1 +AACGTCAAGACGCCCT-1 +AAGAACAAGACCATTC-1 +AAGAACAAGCCTCAGC-1 +AAGAACATCTTGCAAG-1 +AAGACAACACTTCAGA-1 +AAGACAACAGATCACT-1 +AAGACAATCCGCGAGT-1 +AAGCATCAGGTCCGAA-1 +AAGCATCCAGTCTTCC-1 +AAGCGTTCACTGATTG-1 +AAGCGTTTCGCTATTT-1 +AAGGTAAAGGAAGTAG-1 +AAGGTAAAGGCCACCT-1 +AAGGTAAGTCCTTAAG-1 +AAGTACCAGCGCCTTG-1 +AAGTACCAGCTCCATA-1 +AAGTACCCAAAGAACT-1 +AAGTGAACATCAGCAT-1 +AAGTGAATCGGAAGGT-1 +AAGTTCGAGGATACAT-1 +AAGTTCGGTCAACACT-1 +AATCGACGTGAGACGT-1 +AATGAAGCAGTATGAA-1 +AATGACCGTGTCATCA-1 +AATGGAACACTCATAG-1 +AATGGAATCTGATGGT-1 +AATTCCTTCCATTGGA-1 +ACAAAGAAGCCTCAAT-1 +ACAAAGAGTTCCATTT-1 +ACAACCATCTATCCAT-1 +ACAACCATCTGCCCTA-1 +ACAAGCTGTAGGTCAG-1 +ACACCAAAGAGTCAGC-1 +ACACGCGGTGTTGCCG-1 +ACACGCGTCACCTCGT-1 +ACACGCGTCGCCGTGA-1 +ACACTGATCACTGATG-1 +ACACTGATCTTTCCGG-1 +ACAGAAAAGTATTAGG-1 +ACAGAAACACCAGCGT-1 +ACAGCCGTCGCTGTTC-1 +ACATCCCCACAAATGA-1 +ACATCCCGTAAGATTG-1 +ACATCGATCTAAGAAG-1 +ACATCGATCTGAGAGG-1 +ACATCGATCTTGGGCG-1 +ACATGCAGTTGCTTGA-1 +ACATTTCGTGCCGAAA-1 +ACATTTCGTTTCTTAC-1 +ACCACAAAGGCCTTGC-1 +ACCACAAGTCTGTGGC-1 +ACCATTTCATTGGGAG-1 +ACCCAAAGTTGGGAAC-1 +ACCCTTGGTATCGTAC-1 +ACCCTTGTCATTTCGT-1 +ACCTACCCAACGGTAG-1 +ACCTGAACATGAGAAT-1 +ACCTGTCTCAAGTCTG-1 +ACCTGTCTCTCAACGA-1 +ACGATCAGTCGTTCAA-1 +ACGATCATCCACGGAC-1 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+ATGTCCCGTCCTACGG-1 +ATTACTCCAGCTTTGA-1 +ATTACTCGTTGCAACT-1 +ATTCACTAGAAGGCTC-1 +ATTCACTTCTCCGCAT-1 +ATTCAGGCAAGTATCC-1 +ATTCAGGCATAGCTGT-1 +ATTCAGGTCTTCGTGC-1 +ATTCCCGAGTCACTCA-1 +ATTCCTACATGAGATA-1 +ATTCGTTCAGTCTTCC-1 +ATTCGTTGTAACACCT-1 +ATTCGTTGTGTAGCAG-1 +ATTCGTTGTGTTCAGT-1 +ATTCGTTGTTCTTGTT-1 +ATTCTACTCTCGTGAA-1 +ATTCTTGAGTTCCAGT-1 +ATTCTTGGTACAATAG-1 +ATTTCACAGTGCAAAT-1 +ATTTCACGTGGATACG-1 +ATTTCTGCAAGGTCTT-1 +ATTTCTGGTATCCTCC-1 +ATTTCTGTCGATGCAT-1 +ATTTCTGTCGGCCAAC-1 +CAAAGAACACATATCG-1 +CAAAGAACAGCTGTTA-1 +CAAAGAAGTTCTCCCA-1 +CAACAACTCGATACTG-1 +CAACAGTCATCCGTTC-1 +CAACAGTTCGAGCACC-1 +CAACCAAGTTAGAAAC-1 +CAACCTCGTATCGGTT-1 +CAACGATAGACGGAAA-1 +CAACGATAGCCTAGGA-1 +CAACGATCAAAGCACG-1 +CAACGATTCAAGCCCG-1 +CAAGACTAGTGGAAAG-1 +CAAGACTTCAATCGGT-1 +CAAGAGGTCTTCACGC-1 +CAAGCTAGTGGCTGCT-1 +CAAGGGAAGAGTCGAC-1 +CAATCGAAGAGGATCC-1 +CAATCGATCCGTACGG-1 +CAATGACTCAAGCCCG-1 +CAATTTCAGATTGCGG-1 +CACACAACAAGAAACT-1 +CACACAACACGAGGAT-1 +CACAGATCACTCCGAG-1 +CACAGATCATCATGAC-1 +CACAGATGTTCCGTTC-1 +CACAGGCCAACGATCT-1 +CACATGAGTTTCGACA-1 +CACCAAAAGGACATCG-1 +CACCGTTCACCCTAGG-1 +CACGAATCACATAGCT-1 +CACGAATTCAAGTCGT-1 +CACGGGTAGCATTTGC-1 +CACGGGTTCCCGATCT-1 +CACGTTCCAGCTTCCT-1 +CACGTTCTCTATCACT-1 +CACTAAGGTGATAGTA-1 +CACTGAAGTCTTTCTA-1 +CACTGAATCCTGATAG-1 +CACTGGGAGGCGACAT-1 +CACTGGGAGTTACTCG-1 +CACTGGGGTCGCACAC-1 +CACTGTCCACATATGC-1 +CACTTCGTCACCTACC-1 +CAGAGCCGTGCCCGTA-1 +CAGATACTCGTTCCCA-1 +CAGATTGAGAACGTGC-1 +CAGATTGAGCTGAGCA-1 +CAGATTGGTGACTAAA-1 +CAGCAATGTATCGTTG-1 +CAGCAGCTCAGAGTTC-1 +CAGCCAGGTGGGTTGA-1 +CAGCGTGTCCATCACC-1 +CAGGCCAGTTCAATCG-1 +CAGGCCATCACTCACC-1 +CAGGCCATCCACTAGA-1 +CAGGGCTAGATTGGGC-1 +CAGGGCTTCGACGAGA-1 +CAGGTATGTCAGTCTA-1 +CAGGTATGTGTAAATG-1 +CAGTTAGTCGGCCCAA-1 +CAGTTCCCAATCGTCA-1 +CATAAGCGTAGCGCTC-1 +CATAAGCTCCGTGTGG-1 +CATACTTTCAACGAGG-1 +CATCAAGAGCGCCGTT-1 +CATCAAGGTATGGTTC-1 +CATCAAGGTTGTCCCT-1 +CATCCGTGTATCGCTA-1 +CATCGGGTCGCTACAA-1 +CATCGTCTCCGTTGAA-1 +CATGAGTCACCATTCC-1 +CATGCCTCAATTGCTG-1 +CATGCCTCAGGCTATT-1 +CATGCCTGTTCCGCAG-1 +CATTCTAGTAGCTTGT-1 +CATTCTATCAGTAGGG-1 +CATTGAGAGGGACCAT-1 +CATTTCATCTCTCTTC-1 +CCAAGCGAGCTAATCC-1 +CCAAGCGAGGTTCATC-1 +CCAATGAAGGTCACTT-1 +CCAATTTCAAAGGCTG-1 +CCAATTTCATTCGATG-1 +CCACACTCAGGACTTT-1 +CCACCATAGGTCATCT-1 +CCACGAGTCTTCCTAA-1 +CCACGTTTCATCAGTG-1 +CCACGTTTCGTGAGAG-1 +CCACGTTTCTGCTGAA-1 +CCACTTGCAGCTATTG-1 +CCACTTGTCGCAGAGA-1 +CCATAAGGTGAGGAAA-1 +CCATCACCATTAAAGG-1 +CCATCACTCTAACACG-1 +CCCGGAATCAAACCCA-1 +CCCTAACCAGGTTCGC-1 +CCCTAACGTAACTGCT-1 +CCCTTAGGTTTCCAAG-1 +CCGAACGAGCTAAGTA-1 +CCGAACGAGGAACGCT-1 +CCGATCTGTGGAGGTT-1 +CCGATGGGTTCTCGCT-1 +CCGATGGTCACCTCTG-1 +CCGATGGTCTGTCGCT-1 +CCGCAAGCATTCAGGT-1 +CCGCAAGGTACCAGAG-1 +CCGGACAGTGATACCT-1 +CCGGGTACACTCCGAG-1 +CCGGTAGGTAGTACGG-1 +CCGTAGGGTTCCCACT-1 +CCGTAGGTCATACAGC-1 +CCGTGAGAGAGGTCAC-1 +CCGTGAGTCGCCTTTG-1 +CCGTTCACAGAAGCTG-1 +CCTAAGAAGACTCTAC-1 +CCTATCGAGACAGCGT-1 +CCTCAACTCTTAGCCC-1 +CCTCAGTAGCAAGGAA-1 +CCTCAGTCATGATGCT-1 +CCTCAGTTCCGAGCTG-1 +CCTCATGCACTATGTG-1 +CCTCATGGTTTCGCTC-1 +CCTCATGTCTCTCAAT-1 +CCTCCAAAGGCCCGTT-1 +CCTCCAACAACCCTCT-1 +CCTCCAACACAATGAA-1 +CCTCCTCAGTCCCGAC-1 +CCTCCTCCATTCAGGT-1 +CCTCCTCTCAAGCGTT-1 +CCTCTAGCAGACCTAT-1 +CCTCTCCTCGTTCCTG-1 +CCTGCATAGTGGTGAC-1 +CCTGCATCAACGGGTA-1 +CCTGCATGTTCTTAGG-1 +CCTGTTGGTGTGCCTG-1 +CCTGTTGTCAAGAGTA-1 +CCTTCAGAGGAACGTC-1 +CCTTCAGCACAGAGCA-1 +CGAAGGATCGACGCGT-1 +CGAATTGGTCTGTTAG-1 +CGAGAAGTCAAGTTGC-1 +CGAGAAGTCCAATGCA-1 +CGAGGAAAGTCGCGAA-1 +CGAGGAACACTGATTG-1 +CGAGGCTCAGATCACT-1 +CGAGGCTCAGCATGCC-1 +CGAGTGCGTTCCGCGA-1 +CGAGTTAGTCGAGTTT-1 +CGATCGGCAATTGGTC-1 +CGATCGGCAGCGTGAA-1 +CGATGCGAGCAGAAAG-1 +CGATGCGTCGAACCAT-1 +CGATGGCCACTCGATA-1 +CGATGGCGTAGCGTCC-1 +CGCAGGTGTGCTTCAA-1 +CGCATAAAGTGATGGC-1 +CGGAACCGTATCACGT-1 +CGGAACCGTTTGCAGT-1 +CGGACACAGGACAGCT-1 +CGGGACTGTTTCACTT-1 +CGGGTGTTCCGTGACG-1 +CGTAAGTGTGATAGTA-1 +CGTAGTATCAGCCCAG-1 +CGTCAAACAGAATGTA-1 +CGTCCATGTTTGGAAA-1 +CGTGAATAGTCGGCCT-1 +CGTGCTTAGCTTTGTG-1 +CGTGCTTCAAGCGCTC-1 +CGTGCTTGTTTAGACC-1 +CGTGTCTCACAGTACT-1 +CGTGTCTCATGGGTTT-1 +CGTGTCTGTCAGTTTG-1 +CGTTAGATCAGCCTCT-1 +CGTTAGATCATTATCC-1 +CGTTAGATCCAAGAGG-1 +CGTTCTGTCAGCGCAC-1 +CGTTCTGTCCCGAACG-1 +CTAACCCAGCCGCTTG-1 +CTAACCCCACTTCAAG-1 +CTAAGTGCACAATGCT-1 +CTAAGTGGTCCACTCT-1 +CTACAGACAACAAAGT-1 +CTACCTGTCTCGAACA-1 +CTACGGGTCGTTCAGA-1 +CTAGACAGTCGTGGTC-1 +CTAGACAGTCTAACTG-1 +CTAGGTATCTAACGCA-1 +CTATCCGAGCTGTTAC-1 +CTCAACCGTGGATGAC-1 +CTCAACCGTGTGTCGC-1 +CTCAAGAAGATTACCC-1 +CTCAAGAGTCAAAGAT-1 +CTCAATTTCGGAAGGT-1 +CTCACTGCACCTTCCA-1 +CTCAGAACAATTGTGC-1 +CTCAGGGGTCATCGCG-1 +CTCAGGGTCTCACCCA-1 +CTCAGTCAGGGACAGG-1 +CTCATCGAGAGGCGTT-1 +CTCATCGTCGTACCTC-1 +CTCATTAAGGAAGTGA-1 +CTCATTATCGTACACA-1 +CTCCAACCAATCTCTT-1 +CTCCAACGTAGTGTGG-1 +CTCCATGAGACAGCTG-1 +CTCCATGGTGTTGACT-1 +CTCCATGTCATCGTAG-1 +CTCCATGTCGTCGATA-1 +CTCCCAATCAATCAGC-1 +CTCCCTCAGCGCGTTC-1 +CTCCCTCCACCGGAAA-1 +CTCCCTCGTTTACGAC-1 +CTCCCTCTCATCGCTC-1 +CTCCGATTCCTTTAGT-1 +CTCCGATTCTTTCTAG-1 +CTCCTCCTCACCTCTG-1 +CTCCTTTAGATGCTGG-1 +CTCCTTTTCTACACTT-1 +CTCGAGGAGCCTATTG-1 +CTCGAGGAGGAAAGGT-1 +CTCTCAGGTTAAGCAA-1 +CTCTCGATCCATAGGT-1 +CTCTGGTAGTAGGATT-1 +CTGAATGAGCTCTATG-1 +CTGAATGAGGCGAACT-1 +CTGAGGCGTTCAGCGC-1 +CTGATCCGTCGCGTCA-1 +CTGATCCTCCCTCTAG-1 +CTGATCCTCTCTCCGA-1 +CTGCAGGAGCCATTGT-1 +CTGCATCAGCGTCAAG-1 +CTGCATCGTAAGCTCT-1 +CTGCCATTCAGTGTTG-1 +CTGCCATTCGGAACTT-1 +CTGCCTACAAGACTGG-1 +CTGCCTATCTTGATTC-1 +CTGCGAGAGATTAGAC-1 +CTGCGAGAGTGCACTT-1 +CTGCGAGCAGATTCGT-1 +CTGCGAGGTAGGTTTC-1 +CTGCTCACAGCGTTTA-1 +CTGGACGCAACGATTC-1 +CTGGACGCACACGGTC-1 +CTGGACGGTTCCCAAA-1 +CTGGACGTCTCATTTG-1 +CTGGCAGGTTGCAAGG-1 +CTGGCAGTCGTCTCAC-1 +CTGTCGTAGCTGGCCT-1 +CTGTGAAAGGAACGCT-1 +CTGTGAATCATCGCTC-1 +CTGTGGGGTCGTGATT-1 +CTTCAATGTTGGACTT-1 +CTTCGGTCACGTTCGG-1 +CTTCGGTTCCAAGAGG-1 +CTTCTCTTCCTACAAG-1 +CTTGAGAAGAATTGCA-1 +CTTGATTAGGTAGGCT-1 +GAAACCTAGGAGGTTC-1 +GAACACTGTTGGACTT-1 +GAACGTTGTCAGGAGT-1 +GAACTGTCATCGAACT-1 +GAACTGTTCTCAAAGC-1 +GAAGAATAGGTACAAT-1 +GAAGCCCCAGGAACCA-1 +GAAGCGATCAGTAGGG-1 +GAAGGACGTCTGCCTT-1 +GAAGGGTTCGCAGATT-1 +GAAGTAAGTCTAGATC-1 +GAATCACCAGTGGTGA-1 +GACACGCCAGTCCGTG-1 +GACACGCGTTCCAAAC-1 +GACAGCCGTATCGTGT-1 +GACCCTTCAGCGTATT-1 +GACCCTTCATCATCTT-1 +GACCTTCCACCTGCGA-1 +GACCTTCGTCGAGCTC-1 +GACTATGCATCATTGG-1 +GACTATGTCCAAGGGA-1 +GACTCAATCTCCCAAC-1 +GACTGATTCATCCTAT-1 +GACTTCCTCCTCTAGC-1 +GAGAAATCATTGGATC-1 +GAGACCCAGTAGGATT-1 +GAGACTTAGTCACTCA-1 +GAGACTTCAGGCTATT-1 +GAGAGGTTCATAGACC-1 +GAGATGGCATGTAACC-1 +GAGCCTGAGGCAGCTA-1 +GAGCCTGCAGTCTCTC-1 +GAGCCTGGTCCACGCA-1 +GAGCTGCGTCGGATTT-1 +GAGGCAAAGTCACGAG-1 +GAGGGATCACTTGGCG-1 +GAGGGTACAGTTTCAG-1 +GAGGGTAGTCAACACT-1 +GAGGGTATCTGTCCCA-1 +GAGTCATAGGGTTGCA-1 +GAGTGAGGTCGGCTAC-1 +GAGTGTTCACAAGCTT-1 +GAGTGTTGTACGTAGG-1 +GAGTTACAGACGACGT-1 +GAGTTGTAGCGTTACT-1 +GAGTTGTAGTGCGTCC-1 +GAGTTGTCACGGTGCT-1 +GATAGCTGTCGGAAAC-1 +GATAGCTGTCTGTTAG-1 +GATAGCTTCGTGCAGC-1 +GATCACACACCCTGTT-1 +GATCAGTAGGAACATT-1 +GATCAGTAGTGCGCTC-1 +GATCAGTGTTACAGCT-1 +GATCATGAGGCCTAAG-1 +GATCCCTAGAGGATGA-1 +GATCCCTGTAATTAGG-1 +GATCGTACAGCGCGTT-1 +GATCGTATCTCTGGTC-1 +GATGACTTCGTGGCGT-1 +GATGACTTCTCTAGGA-1 +GATGAGGCAAATGCGG-1 +GATGATCGTATGGAAT-1 +GATGATCGTGTAACGG-1 +GATGCTAGTACAGGTG-1 +GATGCTATCCTACGAA-1 +GATGGAGAGCCAGACA-1 +GATGGAGCACTTGAAC-1 +GATGGAGTCTGCGGCA-1 +GATGGAGTCTTCCAGC-1 +GATTCTTGTACAGTCT-1 +GATTGGTGTTGAGAGC-1 +GATTTCTCAAGTGGGT-1 +GATTTCTTCCTTCAGC-1 +GCAACCGTCATTTCCA-1 +GCAACCGTCGAACGGA-1 +GCACGGTAGTAGTCTC-1 +GCACGGTCACCCAACG-1 +GCACGTGTCAGACATC-1 +GCAGCCAAGAGGTCAC-1 +GCAGCCACATACATCG-1 +GCAGCCAGTTGCGTAT-1 +GCAGCCATCACCGGGT-1 +GCAGCTGGTAAGTTAG-1 +GCAGCTGGTGGGTCAA-1 +GCAGCTGTCAAAGCCT-1 +GCAGCTGTCCTTCTGG-1 +GCAGTTACACATTCTT-1 +GCAGTTATCTCTCTTC-1 +GCATCGGGTAACGATA-1 +GCCAACGTCTAACGCA-1 +GCCAACGTCTGCATAG-1 +GCCAGGTGTTAGAAAC-1 +GCCAGTGAGTCCTACA-1 +GCCGATGAGTAACCTC-1 +GCCGATGCATCTTTCA-1 +GCCGTGACAACGACTT-1 +GCCGTGACATGCCGGT-1 +GCCGTGAGTCAGTCCG-1 +GCCTGTTCACAGTCAT-1 +GCGAGAAAGTTGTAGA-1 +GCGAGAATCCTCAGAA-1 +GCGGAAAGTGTGTCCG-1 +GCGGATCAGCAACTTC-1 +GCTACCTCACGCACCA-1 +GCTACCTGTCCTACAA-1 +GCTGAATAGCACTCTA-1 +GCTGAATCACACGGAA-1 +GCTGAATTCGTTAGTG-1 +GCTGCAGAGGGCAGAG-1 +GCTGCAGGTGCTGATT-1 +GCTGCAGGTTGACGGA-1 +GCTGGGTAGTACAACA-1 +GCTTCACCAACACGAG-1 +GCTTGGGAGAAGGTAG-1 +GCTTTCGAGTGCAAAT-1 +GCTTTCGGTTCGGGTC-1 +GCTTTCGTCCGGTAGC-1 +GCTTTCGTCTGGGTCG-1 +GGAACCCAGCCATTTG-1 +GGAACCCTCTAATTCC-1 +GGAAGTGCAACCCTCT-1 +GGAATCTCAAACTGCT-1 +GGAATCTTCAATCTCT-1 +GGAATGGAGGACTAAT-1 +GGAATGGCACGACGCT-1 +GGACGTCGTTCAACGT-1 +GGAGAACGTGCCCACA-1 +GGAGGATGTATGAAAC-1 +GGAGGTAAGGCGTTGA-1 +GGAGGTATCTGGTGCG-1 +GGATCTAGTGCCTGCA-1 +GGATCTATCACCTACC-1 +GGATCTATCATAAGGA-1 +GGATGTTAGCCGGATA-1 +GGCTGTGCAAAGCTAA-1 +GGCTGTGCACGGTGAA-1 +GGCTGTGGTCCACATA-1 +GGCTTGGCACCGAATT-1 +GGCTTGGGTAGATCGG-1 +GGCTTGGTCTTCTTCC-1 +GGGACAATCCGATCTC-1 +GGGACCTGTTCTTGTT-1 +GGGACTCCACATATCG-1 +GGGACTCCACGGGCTT-1 +GGGAGATCACGGGTAA-1 +GGGAGATTCACGGACC-1 +GGGAGTAAGCAGGCAT-1 +GGGAGTATCACCTCGT-1 +GGGAGTATCTTAGCCC-1 +GGGATCCAGGGCAATC-1 +GGGATGAAGGGAGGGT-1 +GGGATGAAGTCCCGAC-1 +GGGCCATTCAGACCGC-1 +GGGCTACAGACCAAAT-1 +GGGCTACAGGCAGTCA-1 +GGGCTCATCGCAATTG-1 +GGGTAGAAGTAGGGTC-1 +GGGTCACCAGGAGGTT-1 +GGGTCACGTCCTTAAG-1 +GGGTCACTCACAAGGG-1 +GGGTCTGGTTTGAAAG-1 +GGGTCTGTCCCGTTCA-1 +GGGTGAACATAAGCAA-1 +GGGTTATCAGCCATTA-1 +GGGTTTACACAGAGCA-1 +GGGTTTACACTAAACC-1 +GGTAATCCAAAGGAGA-1 +GGTAATCCACAGCATT-1 +GGTAATCCATACCACA-1 +GGTAATCTCAAGTTGC-1 +GGTAGAGAGACCAGCA-1 +GGTCACGCAATGGCCC-1 +GGTCACGGTCGTGATT-1 +GGTCTGGTCAGACATC-1 +GGTCTGGTCTCCCAAC-1 +GGTGATTAGCTGTACT-1 +GGTGATTCAGCTCGGT-1 +GGTGGCTGTGCGCTCA-1 +GGTGTCGCAACGATCT-1 +GGTGTCGGTGTTATCG-1 +GGTGTTAGTGGATTTC-1 +GGTTCTCCAGGTTCCG-1 +GGTTGTATCGAAGGAC-1 +GTAACACAGCTCCGAC-1 +GTAACACGTAGATGTA-1 +GTAACACGTGGCGTAA-1 +GTAAGTCTCGATTGGT-1 +GTAATCGCAGTTTCGA-1 +GTAATCGGTTGCGAAG-1 +GTAATGCCACCAGTAT-1 +GTACAACAGATAGCTA-1 +GTAGAAACATGGACAG-1 +GTAGAAATCTGAGATC-1 +GTAGAGGCAACTTCTT-1 +GTAGATCCATCCCGTT-1 +GTAGCTATCTCATGGA-1 +GTAGGAGTCCGTCACT-1 +GTAGGTTCAGAAGCGT-1 +GTAGGTTGTGTTCGTA-1 +GTAGTACCACCCTATC-1 +GTAGTACTCTGTGTGA-1 +GTATTTCAGAAGAGCA-1 +GTCAAACCAAGCACCC-1 +GTCACGGAGCGGGTTA-1 +GTCACGGCACCGTACG-1 +GTCACTCTCTTGAACG-1 +GTCATGAAGTTTGGCT-1 +GTCATGACATTGGATC-1 +GTCATTTCAAGAGAGA-1 +GTCATTTTCCTAGAGT-1 +GTCCCATCATGCCGAC-1 +GTCCTCAAGTCACGAG-1 +GTCGAATAGGAGTATT-1 +GTCGAATCAGAACCGA-1 +GTCGAATGTCAAGCGA-1 +GTCGCGAAGCAGCGAT-1 +GTCGCGAGTTTACCTT-1 +GTCTACCCAGGAAGTC-1 +GTCTAGAGTATGTCAC-1 +GTCTAGATCGAGAGAC-1 +GTCTGTCAGATACGAT-1 +GTCTGTCTCGAGCCTG-1 +GTGAGCCGTGATCGTT-1 +GTGAGCCTCTGGAAGG-1 +GTGAGGAAGCATTGAA-1 +GTGAGGACACAACATC-1 +GTGAGGACACTTTAGG-1 +GTGAGTTTCCAATGCA-1 +GTGATGTAGACATCAA-1 +GTGCGTGAGCTTCTAG-1 +GTGCTGGCAGGCTACC-1 +GTGCTGGTCAAACCTG-1 +GTGCTTCAGACCATAA-1 +GTGCTTCCACTCATAG-1 +GTGCTTCGTCGCTTGG-1 +GTGGAAGAGCCAAGTG-1 +GTGGCGTAGAATAACC-1 +GTGGCGTCAATCGAAA-1 +GTGGGAAAGGTCGTAG-1 +GTGGGAACATGAGTAA-1 +GTGGTTAAGTAACCGG-1 +GTGTAACTCTTGGTGA-1 +GTGTCCTAGTCGGCCT-1 +GTGTCCTCAGTTGTTG-1 +GTGTCCTGTGGCCTCA-1 +GTGTGATCACTACGGC-1 +GTGTGATTCTTACGTT-1 +GTGTGGCAGGTACTGG-1 +GTGTGGCAGGTAGTCG-1 +GTGTGGCTCACCACAA-1 +GTGTTCCGTAGTTCCA-1 +GTTACAGAGTGTAGTA-1 +GTTACAGCAAATCAGA-1 +GTTACGAGTATGAGAT-1 +GTTAGTGAGAACGTGC-1 +GTTAGTGCACCTCTAC-1 +GTTATGGTCGTTCCTG-1 +GTTCCGTAGTTGCCCG-1 +GTTCCGTCACCCGTAG-1 +GTTCTATCAAATGAGT-1 +GTTCTATCACGTGTGC-1 +GTTCTATTCTACACTT-1 +GTTGAACAGGAACATT-1 +GTTGAACGTACCCGCA-1 +GTTGCGGAGCTGCCTG-1 +GTTGCTCAGTTTCGAC-1 +GTTGCTCTCATTTCCA-1 +GTTGTAGCAGTTCTAG-1 +GTTGTGATCTCGGTCT-1 +GTTTGGAGTGTATACC-1 +TAACGACCACATATGC-1 +TAACGACGTGCCTACG-1 +TAACTTCGTTGTGGAG-1 +TAAGCACAGAAGCTGC-1 +TAAGCACTCACCATAG-1 +TAAGCCATCTGGCCTT-1 +TAAGCGTTCGTTGCCT-1 +TAAGCGTTCTGTCGTC-1 +TAATTCCCACTCCGGA-1 +TAATTCCGTATTGACC-1 +TAATTCCGTCAGTCCG-1 +TACAACGCAAAGGTTA-1 +TACAACGCATAGATCC-1 +TACACCCTCGACTCCT-1 +TACAGGTTCCTTACCG-1 +TACATTCGTGGCTTAT-1 +TACCTCGCACCCAACG-1 +TACCTGCAGTCTGCAT-1 +TACCTGCTCCAAGCTA-1 +TACGCTCTCTCGGTCT-1 +TACGCTCTCTTAAGGC-1 +TACGGGCTCAACGAGG-1 +TACGGGCTCTACCACC-1 +TACGTCCCAAGTGATA-1 +TACGTCCCATGTGTCA-1 +TACTTCATCATGCCGG-1 +TAGACCAGTCTCGGGT-1 +TAGACTGAGATTGTGA-1 +TAGACTGGTCTTGAAC-1 +TAGACTGTCGCCGAGT-1 +TAGAGTCGTTGTGTAC-1 +TAGATCGCAAATGGTA-1 +TAGATCGCACACGCCA-1 +TAGATCGTCACAACCA-1 +TAGCACAAGTACTCGT-1 +TAGGAGGCAAGACCTT-1 +TAGGAGGGTTCCAGGC-1 +TAGGGTTAGAGAGCGG-1 +TAGGGTTAGGAACATT-1 +TAGGTACGTGTCATCA-1 +TAGGTACTCGAAGCAG-1 +TAGTGCACACTCGATA-1 +TAGTGCACAGAGGAAA-1 +TATACCTGTTCTCGTC-1 +TATACCTTCTGTCCGT-1 +TATATCCCATGCGTGC-1 +TATCGCCTCTCCCAAC-1 +TATCTTGTCCATCTCG-1 +TATGTTCAGTATGGAT-1 +TATTGCTTCTCGAACA-1 +TCAAGCATCCACTTTA-1 +TCAATCTAGAGGTTTA-1 +TCAATCTGTTTCCCAC-1 +TCACAAGGTAGTGGCA-1 +TCACAAGGTGGATACG-1 +TCACACCCACCAGCCA-1 +TCACACCGTCTCACGG-1 +TCACACCGTTAAACCC-1 +TCACACCTCTGGGAGA-1 +TCACACCTCTTACCAT-1 +TCACATTCAGAACTAA-1 +TCACATTCATGCCATA-1 +TCACGCTAGGACATCG-1 +TCACGCTGTCTGCCTT-1 +TCACGCTTCACTAGCA-1 +TCACGCTTCGGACTGC-1 +TCACGGGCAACCGACC-1 +TCACTATGTTTAGACC-1 +TCACTCGCAAAGCAAT-1 +TCACTCGGTCAACCAT-1 +TCACTCGTCGGTCATA-1 +TCAGCAACAAATCAAG-1 +TCAGCAAGTATGACAA-1 +TCAGGGCTCATGCGGC-1 +TCAGGTACAATCGCAT-1 +TCAGGTAGTATGGTAA-1 +TCAGTCCGTAAGATCA-1 +TCAGTCCGTCTCTCAC-1 +TCAGTTTAGGATATAC-1 +TCATACTCAGGTACGA-1 +TCATACTTCAGAGCAG-1 +TCATATCCATGCTGCG-1 +TCATCATAGCACACAG-1 +TCATCATGTTGCACGC-1 +TCATCCGTCCAACTGA-1 +TCATGCCCAAAGCGTG-1 +TCATGCCGTGTCTTAG-1 +TCATGTTAGAGGCGGA-1 +TCATGTTGTGTGTGTT-1 +TCATTACGTGCATGAG-1 +TCATTGTGTGAGCAGT-1 +TCCATCGGTTTAGTCG-1 +TCCCACACAGACCAAG-1 +TCCCAGTAGACCGTTT-1 +TCCCAGTTCGACATAC-1 +TCCCATGTCGGCCCAA-1 +TCCGATCTCAAACCTG-1 +TCCTCCCAGTCTAACC-1 +TCCTCGATCTCTCGAC-1 +TCCTCTTAGAGTGAAG-1 +TCCTCTTAGCCAAGGT-1 +TCCTTCTCAACTCGTA-1 +TCCTTTCTCGCTGTCT-1 +TCGAAGTGTATCAGGG-1 +TCGACCTCAAAGACTA-1 +TCGACCTCAAGTAGTA-1 +TCGACGGTCGAAGTGG-1 +TCGATTTGTACGCTTA-1 +TCGCAGGAGATTGACA-1 +TCGCAGGGTAGGCTCC-1 +TCGCAGGGTTCTAACG-1 +TCGCTCACAAGATTGA-1 +TCGCTTGAGAGACAAG-1 +TCGCTTGAGCATTTGC-1 +TCGGGACGTAACGGTG-1 +TCGGGACTCTAGATCG-1 +TCGGGCATCCGATTAG-1 +TCGGGCATCTGAACGT-1 +TCGGGTGCAGTCTGGC-1 +TCGGTCTTCATTGCTT-1 +TCGGTCTTCGACATAC-1 +TCGTAGACAATGAAAC-1 +TCGTGCTGTGATCATC-1 +TCTAACTAGGTCCAGA-1 +TCTACCGCAGTCGTTA-1 +TCTACCGTCCACGGAC-1 +TCTATACGTTATCCAG-1 +TCTATCAGTATGCTAC-1 +TCTATCAGTTGCCGAC-1 +TCTCACGAGGCTCCCA-1 +TCTCCGAAGTCAATCC-1 +TCTCCGATCTCTCTTC-1 +TCTCTGGCAAAGCAAT-1 +TCTGCCAAGTTACGGG-1 +TCTGCCAGTAACGCGA-1 +TCTGCCAGTAGATGTA-1 +TCTGGCTCATCCTGTC-1 +TCTGTCGAGACTAGAT-1 +TCTGTCGCACCAGCGT-1 +TCTTAGTAGGCCTGCT-1 +TCTTAGTCAACACGAG-1 +TCTTAGTGTTGCCAAT-1 +TCTTAGTTCAGAATAG-1 +TCTTGCGAGATGAAGG-1 +TCTTGCGCACTACTTT-1 +TCTTGCGCAGAGGAAA-1 +TCTTGCGGTCCAGCCA-1 +TCTTTGAGTGGAGAAA-1 +TGAACGTCAAATGAAC-1 +TGAACGTGTAACTAAG-1 +TGAATGCGTGGACTAG-1 +TGAATGCTCGACGAGA-1 +TGAATGCTCGCCGTGA-1 +TGACAGTTCGAGATGG-1 +TGACCCTTCTCATTGT-1 +TGACGCGGTGGCTTAT-1 +TGACTCCAGTCTCCTC-1 +TGACTCCCACCATAAC-1 +TGAGACTAGGCTGAAC-1 +TGAGCATTCCATTGCC-1 +TGAGCATTCCTTCACG-1 +TGAGCATTCGATACTG-1 +TGAGCATTCTGTCTCG-1 +TGAGCGCCACTATGTG-1 +TGAGCGCCAGCATACT-1 +TGAGCGCTCGTCTAAG-1 +TGAGGAGTCCATCGTC-1 +TGAGGGATCAAACGTC-1 +TGAGGGATCATAAGGA-1 +TGAGGTTCAAACTAGA-1 +TGAGGTTCAGGACATG-1 +TGAGGTTGTAGCTTTG-1 +TGAGTCACAGAACGCA-1 +TGAGTCAGTAACCCTA-1 +TGAGTCAGTCACTCTC-1 +TGATCAGAGGATTCAA-1 +TGATGCACAGGGCTTC-1 +TGATGGTAGACCCGCT-1 +TGCAGGCAGCGTTCAT-1 +TGCAGGCCAGGAATAT-1 +TGCAGTAAGTAGTCCT-1 +TGCAGTATCCACATAG-1 +TGCATCCCACCCAACG-1 +TGCATGAAGCACCCAC-1 +TGCGACGAGCGACAGT-1 +TGCGATAAGAATCGCG-1 +TGCGGCAAGTGGTGAC-1 +TGCGGCACAAAGACGC-1 +TGCTCCACAATCTAGC-1 +TGCTCGTAGACGAGCT-1 +TGCTCGTTCCCATTTA-1 +TGCTGAACAGCACAAG-1 +TGCTTCGCATAGCTGT-1 +TGCTTGCGTGAACTAA-1 +TGGAACTAGCGTCTCG-1 +TGGAGAGCAGTCAGTT-1 +TGGAGGAAGTAGGAAG-1 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/export_csv_var.csv Wed Apr 10 03:25:05 2019 -0400 @@ -0,0 +1,12 @@ +index +Gata2 +Gata1 +Fog1 +EKLF +Fli1 +SCL +Cebpa +Pu.1 +cJun +EgrNab +Gfi1
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Gene Expression +ENSG00000160181 TFF2 Gene Expression +ENSG00000160182 TFF1 Gene Expression +ENSG00000160183 TMPRSS3 Gene Expression +ENSG00000160185 UBASH3A Gene Expression +ENSG00000160188 RSPH1 Gene Expression +ENSG00000160190 SLC37A1 Gene Expression +ENSG00000235772 AP001625.6 Gene Expression +ENSG00000225431 AP001626.1 Gene Expression +ENSG00000235023 AP001626.2 Gene Expression +ENSG00000160191 PDE9A Gene Expression +ENSG00000225731 AP001627.1 Gene Expression +ENSG00000283051 KB-51A8.1 Gene Expression +ENSG00000233754 AP001628.7 Gene Expression +ENSG00000225218 AP001628.6 Gene Expression +ENSG00000160193 WDR4 Gene Expression +ENSG00000160194 NDUFV3 Gene Expression +ENSG00000233056 ERVH48-1 Gene Expression +ENSG00000224100 AP001630.5 Gene Expression +ENSG00000160199 PKNOX1 Gene Expression +ENSG00000160200 CBS Gene Expression +ENSG00000160201 U2AF1 Gene Expression +ENSG00000236663 FRGCA Gene Expression +ENSG00000228120 AP001631.10 Gene Expression +ENSG00000160202 CRYAA Gene Expression +ENSG00000237864 LINC00322 Gene Expression +ENSG00000237989 AP001046.5 Gene Expression +ENSG00000225637 AP001046.6 Gene Expression +ENSG00000142178 SIK1 Gene Expression +ENSG00000188660 LINC00319 Gene Expression +ENSG00000185186 LINC00313 Gene Expression +ENSG00000223975 AP001048.4 Gene Expression +ENSG00000160207 HSF2BP Gene Expression +ENSG00000234289 H2BFS Gene Expression +ENSG00000160208 RRP1B Gene Expression +ENSG00000160209 PDXK Gene Expression +ENSG00000160213 CSTB Gene Expression +ENSG00000160214 RRP1 Gene Expression +ENSG00000215458 AATBC Gene Expression +ENSG00000160216 AGPAT3 Gene Expression +ENSG00000160218 TRAPPC10 Gene Expression +ENSG00000241945 PWP2 Gene Expression +ENSG00000160221 C21orf33 Gene Expression +ENSG00000225331 AP001055.6 Gene Expression +ENSG00000237604 AP001056.1 Gene Expression +ENSG00000232124 AP001057.1 Gene Expression +ENSG00000232698 AP001058.3 Gene Expression +ENSG00000160223 ICOSLG Gene Expression +ENSG00000278158 AP001059.6 Gene Expression +ENSG00000275799 AP001059.7 Gene Expression +ENSG00000142182 DNMT3L Gene Expression +ENSG00000232010 AP001059.5 Gene Expression +ENSG00000160224 AIRE Gene Expression +ENSG00000141959 PFKL Gene Expression +ENSG00000160226 C21orf2 Gene Expression +ENSG00000184441 AP001062.7 Gene Expression +ENSG00000232969 AP001062.9 Gene Expression +ENSG00000260256 AP001063.1 Gene Expression +ENSG00000142185 TRPM2 Gene Expression +ENSG00000230061 TRPM2-AS Gene Expression +ENSG00000229356 LRRC3-AS1 Gene Expression +ENSG00000160233 LRRC3 Gene Expression +ENSG00000274225 KB-68A7.1 Gene Expression +ENSG00000228709 AP001065.15 Gene Expression +ENSG00000277352 KB-68A7.2 Gene Expression +ENSG00000175894 TSPEAR Gene Expression +ENSG00000235890 TSPEAR-AS1 Gene Expression +ENSG00000182912 TSPEAR-AS2 Gene Expression +ENSG00000215455 KRTAP10-1 Gene Expression +ENSG00000205445 KRTAP10-2 Gene Expression +ENSG00000212935 KRTAP10-3 Gene Expression +ENSG00000215454 KRTAP10-4 Gene Expression +ENSG00000241123 KRTAP10-5 Gene Expression +ENSG00000188155 KRTAP10-6 Gene Expression +ENSG00000272804 KRTAP10-7 Gene Expression +ENSG00000187766 KRTAP10-8 Gene Expression +ENSG00000221837 KRTAP10-9 Gene Expression +ENSG00000221859 KRTAP10-10 Gene Expression +ENSG00000243489 KRTAP10-11 Gene Expression +ENSG00000205439 KRTAP12-3 Gene Expression +ENSG00000212933 KRTAP12-4 Gene Expression +ENSG00000221864 KRTAP12-2 Gene Expression +ENSG00000187175 KRTAP12-1 Gene Expression +ENSG00000189169 KRTAP10-12 Gene Expression +ENSG00000184787 UBE2G2 Gene Expression +ENSG00000236519 LINC01424 Gene Expression +ENSG00000184900 SUMO3 Gene Expression +ENSG00000183255 PTTG1IP Gene Expression +ENSG00000160255 ITGB2 Gene Expression +ENSG00000227039 ITGB2-AS1 Gene Expression +ENSG00000183250 LINC01547 Gene Expression +ENSG00000272825 LL21NC02-1C16.2 Gene Expression +ENSG00000160256 FAM207A Gene Expression +ENSG00000276529 AP001505.10 Gene Expression +ENSG00000234880 LINC00163 Gene Expression +ENSG00000261706 LINC00165 Gene Expression +ENSG00000275874 LINC00162 Gene Expression +ENSG00000197381 ADARB1 Gene Expression +ENSG00000267857 RP5-1023B21.1 Gene Expression +ENSG00000182586 LINC00334 Gene Expression +ENSG00000186866 POFUT2 Gene Expression +ENSG00000223768 LINC00205 Gene Expression +ENSG00000184274 LINC00315 Gene Expression +ENSG00000229382 BX322557.13 Gene Expression +ENSG00000237664 LINC00316 Gene Expression +ENSG00000228355 BX322559.3 Gene Expression +ENSG00000273796 LL21NC02-21A1.1 Gene Expression +ENSG00000182871 COL18A1 Gene Expression +ENSG00000224574 COL18A1-AS2 Gene Expression +ENSG00000183535 COL18A1-AS1 Gene Expression +ENSG00000173638 SLC19A1 Gene Expression +ENSG00000233922 AL133493.2 Gene Expression +ENSG00000183570 PCBP3 Gene Expression +ENSG00000275139 RP1-101D8.1 Gene Expression +ENSG00000205424 AL592528.1 Gene Expression +ENSG00000274248 AJ011932.1 Gene Expression +ENSG00000142156 COL6A1 Gene Expression +ENSG00000224413 AP001476.2 Gene Expression +ENSG00000228235 AP001476.4 Gene Expression +ENSG00000226115 AP001476.3 Gene Expression +ENSG00000227438 AP001471.1 Gene Expression +ENSG00000142173 COL6A2 Gene Expression +ENSG00000160282 FTCD Gene Expression +ENSG00000237338 FTCD-AS1 Gene Expression +ENSG00000160284 SPATC1L Gene Expression +ENSG00000228404 AP001468.58 Gene Expression +ENSG00000160285 LSS Gene Expression +ENSG00000223901 AP001469.5 Gene Expression +ENSG00000215424 MCM3AP-AS1 Gene Expression +ENSG00000160294 MCM3AP Gene Expression +ENSG00000228137 AP001469.7 Gene Expression +ENSG00000239415 AP001469.9 Gene Expression +ENSG00000182362 YBEY Gene Expression +ENSG00000160298 C21orf58 Gene Expression +ENSG00000160299 PCNT Gene Expression +ENSG00000160305 DIP2A Gene Expression +ENSG00000160307 S100B Gene Expression +ENSG00000160310 PRMT2 Gene Expression
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/genes_10x_v1.2.0.tsv Wed Apr 10 03:25:05 2019 -0400 @@ -0,0 +1,343 @@ +DSCAM DSCAM +MIR99AHG MIR99AHG +APP APP +USP16 USP16 +ADAMTS5 ADAMTS5 +TIAM1 TIAM1 +LOC339622 LOC339622 +IFNAR2 IFNAR2 +DYRK1A DYRK1A +MORC3 MORC3 +ERG ERG +RRP1B RRP1B +TEKT4P2 TEKT4P2 +ANKRD30BP2 ANKRD30BP2 +RBM11 RBM11 +ANKRD20A11P ANKRD20A11P +SAMSN1 SAMSN1 +NRIP1 NRIP1 +LOC388813 LOC388813 +USP25 USP25 +CHODL CHODL +TMPRSS15 TMPRSS15 +MIR548XHG MIR548XHG +NCAM2 NCAM2 +LINC00320 LINC00320 +LOC101927843 LOC101927843 +LOC101927869 LOC101927869 +GABPA GABPA +CYYR1 CYYR1 +MIR5009 MIR5009 +LINC00113 LINC00113 +LOC284825 LOC284825 +LOC101927973 LOC101927973 +GRIK1 GRIK1 +MAP3K7CL MAP3K7CL +CLDN8 CLDN8 +HUNK HUNK +SYNJ1 SYNJ1 +URB1 URB1 +TCP10L TCP10L +EVA1C EVA1C +MRAP MRAP +ITSN1 ITSN1 +CRYZL1 CRYZL1 +RUNX1 RUNX1 +RCAN1 RCAN1 +CLIC6 CLIC6 +DOPEY2 DOPEY2 +LOC100506403 LOC100506403 +LOC100133286 LOC100133286 +LOC101928269 LOC101928269 +CLDN14 CLDN14 +TTC3 TTC3 +HLCS HLCS +DSCR4 DSCR4 +KCNJ6 KCNJ6 +LINC01423 LINC01423 +BRWD1 BRWD1 +WRB WRB +B3GALT5 B3GALT5 +PCP4 PCP4 +IGSF5 IGSF5 +FAM3B FAM3B +TMPRSS2 TMPRSS2 +BACE2 BACE2 +UMODL1 UMODL1 +PRDM15 PRDM15 +ABCG1 ABCG1 +RSPH1 RSPH1 +PDE9A PDE9A +PKNOX1 PKNOX1 +HSF2BP HSF2BP +AGPAT3 AGPAT3 +TRAPPC10 TRAPPC10 +TSPEAR TSPEAR +PFKL PFKL +RRP1 RRP1 +ADARB1 ADARB1 +COL18A1 COL18A1 +YBEY YBEY +PCBP3 PCBP3 +DIP2A DIP2A +PCNT PCNT +MIR3648-1 MIR3648-1 +MIR3687-1 MIR3687-1 +MIR3648-2 MIR3648-2 +MIR3687-2 MIR3687-2 +TPTE TPTE +BAGE BAGE +BAGE4 BAGE4 +BAGE3 BAGE3 +BAGE5 BAGE5 +BAGE2 BAGE2 +MIR3156-3 MIR3156-3 +LOC102724188 LOC102724188 +MIR3118-1 MIR3118-1 +POTED POTED +MIR8069-1 MIR8069-1 +MIR8069-2 MIR8069-2 +CYP4F29P CYP4F29P +LIPI LIPI +ABCC13 ABCC13 +HSPA13 HSPA13 +SAMSN1-AS1 SAMSN1-AS1 +MIR99A MIR99A +MIRLET7C MIRLET7C +MIR125B2 MIR125B2 +LINC01549 LINC01549 +CXADR CXADR +BTG3 BTG3 +C21orf91 C21orf91 +CHODL-AS1 CHODL-AS1 +C21orf91-OT1 C21orf91-OT1 +LINC00317 LINC00317 +LINC01425 LINC01425 +LINC00308 LINC00308 +D21S2088E D21S2088E +LINC00158 LINC00158 +MRPL39 MRPL39 +LINC00515 LINC00515 +MIR155 MIR155 +MIR155HG MIR155HG +ATP5J ATP5J +JAM2 JAM2 +ADAMTS1 ADAMTS1 +MIR4759 MIR4759 +LINC00314 LINC00314 +LINC00161 LINC00161 +N6AMT1 N6AMT1 +LTN1 LTN1 +RWDD2B RWDD2B +CCT8 CCT8 +LINC00189 LINC00189 +BACH1 BACH1 +BACH1-IT2 BACH1-IT2 +GRIK1-AS2 GRIK1-AS2 +GRIK1-AS1 GRIK1-AS1 +CLDN17 CLDN17 +LINC00307 LINC00307 +KRTAP27-1 KRTAP27-1 +KRTAP25-1 KRTAP25-1 +KRTAP24-1 KRTAP24-1 +KRTAP26-1 KRTAP26-1 +KRTAP13-4 KRTAP13-4 +KRTAP15-1 KRTAP15-1 +KRTAP13-3 KRTAP13-3 +MIR4327 MIR4327 +KRTAP13-1 KRTAP13-1 +KRTAP23-1 KRTAP23-1 +KRTAP13-2 KRTAP13-2 +KRTAP6-2 KRTAP6-2 +KRTAP19-7 KRTAP19-7 +KRTAP19-5 KRTAP19-5 +KRTAP19-4 KRTAP19-4 +KRTAP19-3 KRTAP19-3 +KRTAP19-2 KRTAP19-2 +KRTAP19-6 KRTAP19-6 +KRTAP22-2 KRTAP22-2 +KRTAP6-3 KRTAP6-3 +KRTAP22-1 KRTAP22-1 +KRTAP19-1 KRTAP19-1 +KRTAP6-1 KRTAP6-1 +KRTAP20-2 KRTAP20-2 +KRTAP20-1 KRTAP20-1 +KRTAP20-4 KRTAP20-4 +KRTAP20-3 KRTAP20-3 +KRTAP21-3 KRTAP21-3 +KRTAP21-1 KRTAP21-1 +KRTAP21-2 KRTAP21-2 +KRTAP8-1 KRTAP8-1 +KRTAP7-1 KRTAP7-1 +KRTAP11-1 KRTAP11-1 +KRTAP19-8 KRTAP19-8 +SCAF4 SCAF4 +SOD1 SOD1 +LINC00159 LINC00159 +MIS18A MIS18A +URB1-AS1 URB1-AS1 +SNORA80A SNORA80A +C21orf59 C21orf59 +PAXBP1 PAXBP1 +C21orf62 C21orf62 +C21orf62-AS1 C21orf62-AS1 +PAXBP1-AS1 PAXBP1-AS1 +OLIG1 OLIG1 +OLIG2 OLIG2 +LINC00945 LINC00945 +LINC01548 LINC01548 +LOC101928107 LOC101928107 +IFNAR1 IFNAR1 +IL10RB IL10RB +IL10RB-AS1 IL10RB-AS1 +DNAJC28 DNAJC28 +TMEM50B TMEM50B +IFNGR2 IFNGR2 +GART GART +SON SON +DONSON DONSON +MIR6501 MIR6501 +ATP5O ATP5O +LINC00649 LINC00649 +MRPS6 MRPS6 +SLC5A3 SLC5A3 +LINC00310 LINC00310 +KCNE2 KCNE2 +C21orf140 C21orf140 +SMIM11A SMIM11A +SMIM11B SMIM11B +KCNE1 KCNE1 +LINC00160 LINC00160 +LINC01426 LINC01426 +RUNX1-IT1 RUNX1-IT1 +MIR802 MIR802 +SETD4 SETD4 +CBR1 CBR1 +LINC01436 LINC01436 +CBR3 CBR3 +CBR3-AS1 CBR3-AS1 +CHAF1B CHAF1B +SIM2 SIM2 +RIPPLY3 RIPPLY3 +PIGP PIGP +LOC105372795 LOC105372795 +DSCR3 DSCR3 +DSCR9 DSCR9 +DSCR10 DSCR10 +DSCR8 DSCR8 +KCNJ15 KCNJ15 +ETS2 ETS2 +LOC101928398 LOC101928398 +LINC00114 LINC00114 +LOC101928435 LOC101928435 +LOC400867 LOC400867 +PSMG1 PSMG1 +BRWD1-AS1 BRWD1-AS1 +HMGN1 HMGN1 +BRWD1-IT2 BRWD1-IT2 +LCA5L LCA5L +SH3BGR SH3BGR +MIR6508 MIR6508 +B3GALT5-AS1 B3GALT5-AS1 +MIR4760 MIR4760 +DSCAM-AS1 DSCAM-AS1 +DSCAM-IT1 DSCAM-IT1 +MIR3197 MIR3197 +LINC00323 LINC00323 +PLAC4 PLAC4 +MX2 MX2 +MX1 MX1 +LINC00111 LINC00111 +RIPK4 RIPK4 +MIR6814 MIR6814 +LINC00112 LINC00112 +LINC00479 LINC00479 +C2CD2 C2CD2 +SNORA91 SNORA91 +ZBTB21 ZBTB21 +ZNF295-AS1 ZNF295-AS1 +UMODL1-AS1 UMODL1-AS1 +TFF3 TFF3 +TFF2 TFF2 +UBASH3A UBASH3A +TMPRSS3 TMPRSS3 +TFF1 TFF1 +SLC37A1 SLC37A1 +LOC101928233 LOC101928233 +WDR4 WDR4 +NDUFV3 NDUFV3 +ERVH48-1 ERVH48-1 +U2AF1 U2AF1 +CBS CBS +FRGCA FRGCA +LOC106780825 LOC106780825 +LOC102724652 LOC102724652 +CRYAA CRYAA +LINC00322 LINC00322 +TCONS_00029157 TCONS_00029157 +SIK1 SIK1 +LINC00313 LINC00313 +LINC00319 LINC00319 +MIR6070 MIR6070 +PDXK PDXK +CSTB CSTB +AATBC AATBC +C21orf33 C21orf33 +PWP2 PWP2 +ICOSLG ICOSLG +DNMT3L DNMT3L +AIRE AIRE +C21orf2 C21orf2 +TRPM2 TRPM2 +TRPM2-AS TRPM2-AS +LRRC3-AS1 LRRC3-AS1 +TSPEAR-AS1 TSPEAR-AS1 +KRTAP10-3 KRTAP10-3 +KRTAP10-1 KRTAP10-1 +LRRC3 LRRC3 +TSPEAR-AS2 TSPEAR-AS2 +KRTAP10-4 KRTAP10-4 +KRTAP10-5 KRTAP10-5 +KRTAP10-2 KRTAP10-2 +KRTAP10-12 KRTAP10-12 +KRTAP12-4 KRTAP12-4 +KRTAP12-3 KRTAP12-3 +KRTAP10-7 KRTAP10-7 +KRTAP12-1 KRTAP12-1 +KRTAP10-8 KRTAP10-8 +KRTAP10-11 KRTAP10-11 +KRTAP10-9 KRTAP10-9 +KRTAP12-2 KRTAP12-2 +KRTAP10-10 KRTAP10-10 +KRTAP10-6 KRTAP10-6 +SUMO3 SUMO3 +UBE2G2 UBE2G2 +LINC01424 LINC01424 +FAM207A FAM207A +ITGB2 ITGB2 +PTTG1IP PTTG1IP +LINC01547 LINC01547 +ITGB2-AS1 ITGB2-AS1 +SSR4P1 SSR4P1 +LINC00163 LINC00163 +LINC00162 LINC00162 +POFUT2 POFUT2 +LINC00316 LINC00316 +LOC642852 LOC642852 +COL18A1-AS1 COL18A1-AS1 +COL18A1-AS2 COL18A1-AS2 +MIR6815 MIR6815 +SLC19A1 SLC19A1 +LOC100129027 LOC100129027 +LOC101928796 LOC101928796 +COL6A1 COL6A1 +FTCD FTCD +COL6A2 COL6A2 +SPATC1L SPATC1L +LSS LSS +MCM3AP-AS1 MCM3AP-AS1 +MCM3AP MCM3AP +C21orf58 C21orf58 +DIP2A-IT1 DIP2A-IT1 +PRMT2 PRMT2 +S100B S100B
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/inspect.X.tabular Wed Apr 10 03:25:05 2019 -0400 @@ -0,0 +1,641 @@ +index Gata2 Gata1 Fog1 EKLF Fli1 SCL Cebpa Pu.1 cJun EgrNab Gfi1 +0 0.8032 -0.0005 -1e-04 0.0003 0.0013 0.0011 0.7997 0.8017 0.0006 0.0009 0.0002 +1 0.7239 0.0016 -0.0003 -0.001 0.0011 0.0022 0.8195 0.7256 0.0784 0.0077 0.0941 +2 0.6578 0.0013 -0.001 -0.0027 0.0025 0.0011 0.8358 0.6624 0.1105 0.0239 0.1497 +3 0.5972 0.0038 -0.0009 -0.0064 0.0007 -0.0036 0.8534 0.5992 0.1271 0.0311 0.1702 +4 0.5396 0.0071 -0.0029 -0.0063 0.0011 -0.007 0.8656 0.547 0.1385 0.0379 0.1752 +5 0.4897 0.011 -0.0023 -0.0061 0.0013 -0.0034 0.8759 0.4998 0.1496 0.0459 0.1747 +6 0.4449 0.0153 -0.002 -0.0089 0.0003 -0.0057 0.8854 0.4516 0.1569 0.0489 0.1727 +7 0.4078 0.0131 -0.0013 -0.0121 -0.0024 -0.0076 0.8986 0.4096 0.1666 0.0556 0.1661 +8 0.3719 0.0156 0.0021 -0.0105 -0.0007 -0.0066 0.9062 0.3742 0.1731 0.0631 0.1623 +9 0.3424 0.0175 0.0027 -0.0083 -0.0045 -0.0017 0.9135 0.3433 0.1781 0.0698 0.1565 +10 0.3143 0.0179 -1e-04 -0.01 -0.0042 -0.0039 0.9191 0.3175 0.1891 0.0785 0.1473 +11 0.29 0.0215 -0.0007 -0.0069 -0.0034 -0.0018 0.928 0.2934 0.1988 0.0844 0.1371 +12 0.2674 0.0255 -0.002 -0.0074 -0.003 -0.0013 0.9373 0.2749 0.2103 0.0942 0.1301 +13 0.2519 0.0284 -0.0011 -0.0029 -0.0037 -0.0022 0.9424 0.26 0.2211 0.102 0.1193 +14 0.2353 0.0371 0.0009 -0.0017 -0.0018 0.0 0.9492 0.2439 0.2336 0.1114 0.1089 +15 0.221 0.0413 0.0009 -0.0028 0.0019 0.0025 0.9503 0.2353 0.2473 0.1219 0.1018 +16 0.2077 0.0423 0.0003 -0.0016 0.0047 0.0057 0.9527 0.2248 0.2645 0.1389 0.0915 +17 0.1986 0.0464 -0.0005 0.0012 0.0025 0.0081 0.9551 0.2187 0.2866 0.1572 0.0846 +18 0.1914 0.0531 0.002 0.0035 0.0022 0.0143 0.9573 0.2117 0.3103 0.1756 0.0761 +19 0.1818 0.0613 0.0037 0.0063 0.0018 0.0179 0.9579 0.2034 0.3332 0.2 0.0722 +20 0.1734 0.0666 0.0069 0.0066 0.0053 0.0218 0.9585 0.2051 0.3505 0.2227 0.0672 +21 0.172 0.0715 0.0052 0.0112 0.0066 0.026 0.9586 0.2025 0.3742 0.2433 0.0567 +22 0.1638 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/inspect.chunk_X.specified.tabular Wed Apr 10 03:25:05 2019 -0400 @@ -0,0 +1,4 @@ + 0 1 2 3 4 5 6 7 8 9 10 +0 0.5972 0.0038 -0.0009 -0.0064 0.0007 -0.0036 0.8534 0.5992 0.1271 0.0311 0.1702 +1 0.4897 0.011 -0.0023 -0.0061 0.0013 -0.0034 0.8759 0.4998 0.1496 0.0459 0.1747 +2 0.3719 0.0156 0.0021 -0.0105 -0.0007 -0.0066 0.9062 0.3742 0.1731 0.0631 0.1623
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/inspect.general.txt Wed Apr 10 03:25:05 2019 -0400 @@ -0,0 +1,3 @@ +AnnData object with n_obs × n_vars = 640 × 11 + obs: 'cell_type' + uns: 'cell_type_colors', 'highlights', 'iroot'
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/umi_tools.tsv Wed Apr 10 03:25:05 2019 -0400 @@ -0,0 +1,23 @@ +gene cell count +ENSG00000011304.18 ACAAGG 33 +ENSG00000011304.18 TTCACG 24 +ENSG00000065268.10 ACAAGG 4 +ENSG00000065268.10 TTCACG 11 +ENSG00000070404.9 TTCACG 1 +ENSG00000070423.17 ACAAGG 2 +ENSG00000070423.17 TTCACG 4 +ENSG00000099804.8 ACAAGG 5 +ENSG00000099804.8 TTCACG 4 +ENSG00000099821.13 ACAAGG 6 +ENSG00000099821.13 TTCACG 1 +ENSG00000099864.17 TTCACG 2 +ENSG00000105556.11 ACAAGG 2 +ENSG00000105556.11 TTCACG 3 +ENSG00000116017.10 ACAAGG 7 +ENSG00000116017.10 TTCACG 18 +ENSG00000172270.18 ACAAGG 9 +ENSG00000172270.18 TTCACG 3 +ENSG00000175221.14 ACAAGG 1 +ENSG00000175221.14 TTCACG 3 +ENSG00000198858.9 ACAAGG 1 +ENSG00000267751.5 TTCACG 1