changeset 0:c8e4d0b9ae8c draft

"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/anndata/ commit dc9d19d1f902f3ed54009cd0e68c8518c284b856"
author iuc
date Mon, 06 Jan 2020 13:43:38 -0500
parents
children 81a28c2705b0
files loompy_to_tsv.py macros.xml modify_loom.py modify_loom.xml test-data/adata.csv test-data/adata.tsv test-data/addlayer1.tsv test-data/addloomout1.loom test-data/addloomout2.loom test-data/addloomout3.loom test-data/addtest.loom test-data/barcodes_10x_v1.2.0.tsv test-data/barcodes_10x_v3.0.0.tsv test-data/cols.tsv test-data/converted.loom.test test-data/export.krumsiek11.X.tabular test-data/export.krumsiek11.loom test-data/export.krumsiek11.obs.tabular test-data/export.krumsiek11.obsm.tabular test-data/export.krumsiek11.var.tabular test-data/export.krumsiek11.varm.tabular test-data/export_csv_X.csv test-data/export_csv_obs.csv test-data/export_csv_obsm.csv test-data/export_csv_var.csv test-data/export_csv_varm.csv test-data/features_10x_v3.0.0.tsv test-data/finallayer.tsv test-data/firstlayer.tsv test-data/genes_10x_v1.2.0.tsv test-data/import.csv.h5ad test-data/import.loom.krumsiek11.h5ad test-data/import.mtx.legacy_10x.h5ad test-data/import.mtx.no_10x.h5ad test-data/import.mtx.v3_10x.h5ad test-data/import.tsv.h5ad test-data/import.umi_tools.h5ad test-data/inspect.X.tabular test-data/inspect.chunk_X.specified.tabular test-data/inspect.general.txt test-data/inspect.obs.tabular test-data/inspect.var.tabular test-data/krumsiek11.h5ad test-data/krumsiek11.loom test-data/loomtest.loom test-data/manipulate.add_annotation_obs.h5ad test-data/manipulate.add_annotation_var.h5ad test-data/manipulate.concatenate.h5ad test-data/manipulate.filter_obs_key.h5ad test-data/manipulate.filter_var_index.h5ad test-data/manipulate.obs_names_make_unique.h5ad test-data/manipulate.rename_categories.h5ad test-data/manipulate.save_raw.h5ad test-data/manipulate.strings_to_categoricals.h5ad test-data/manipulate.transpose.h5ad test-data/manipulate.var_names_make_unique.h5ad test-data/matrix_10x_v1.2.0.mtx test-data/matrix_10x_v3.0.0.mtx test-data/obs_add_annotation.tabular test-data/pp.neighbors_umap_euclidean.recipe_weinreb17.paul15_subsample.h5ad test-data/pp.pca.krumsiek11.h5ad test-data/rows.tsv test-data/secondlayer.tsv test-data/tl.diffmap.h5ad test-data/tl.draw_graph.h5ad test-data/tl.paga.neighbors_gauss_braycurtis.recipe_weinreb17.paul15_subsample.h5ad test-data/tl.rank_genes_groups.krumsiek11.h5ad test-data/tl.tsne.h5ad test-data/tl.umap.h5ad test-data/umi_tools.tsv test-data/var_add_annotation.tabular tsv_to_loompy.py
diffstat 72 files changed, 32330 insertions(+), 0 deletions(-) [+]
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line diff
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/loompy_to_tsv.py	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,82 @@
+#!/usr/bin/env python
+
+"""Converts a loompy file to tsv file(s). Each layer becomes a new file."""
+
+import argparse
+
+import loompy
+
+parser = argparse.ArgumentParser(description="Loompy file converter flags")
+parser.add_argument('--version', action='version', version='%(prog)s 0.1.0',
+                    help="Displays tool version")
+parser.add_argument("-f", "--file", help="loom file to import")
+args = parser.parse_args()
+
+file = args.file
+
+matrices = []
+allcols = []
+colstrings = []
+allrows = []
+
+# Build background info for all attributes and layers
+loompyfile = loompy.connect(file)
+row_attributes = loompyfile.ra.keys()  # List of row attributes
+for row in row_attributes:  # Each list represents rownames for row_attributes
+    c_row = loompyfile.ra[row]
+    c_row = [str(r) for r in c_row]
+    allrows.append(c_row)
+col_attributes = loompyfile.ca.keys()  # List of column attributes
+for col in col_attributes:  # each list represents colnames for col_attributes
+    c_col = loompyfile.ca[col]
+    c_col = [str(c) for c in c_col]
+    allcols.append(c_col)
+layers = loompyfile.layers.keys()  # List of layers
+for layer in layers:  # List with each element being a loompy layer
+    c_layer = loompyfile[layer]
+    c_layer = c_layer[:, :]
+    c_layer = c_layer.astype(str)
+    matrices.append(c_layer)
+
+# Create column attribute output
+with open("attributes/col_attr.tsv", "w") as colout:
+    col_attributes = "\t".join(col_attributes) + "\n"
+    colout.write(col_attributes)
+    for length in range(0, len(c_col)):
+        attributestring = ""
+        for col in allcols:
+            attributestring = attributestring + col[length] + "\t"
+        while attributestring[-1] == "\t":
+            attributestring = attributestring[:-1]
+        colout.write(attributestring)
+        colout.write("\n")
+# Create row attribute output
+with open("attributes/row_attr.tsv", "w") as rowout:
+    row_attributes = "\t".join(row_attributes) + "\n"
+    rowout.write(row_attributes)
+    for length in range(0, len(c_row)):
+        attributestring = ""
+        for row in allrows:
+            attributestring = attributestring + row[length] + "\t"
+        while attributestring[-1] == "\t":
+            attributestring = attributestring[:-1]
+        rowout.write(attributestring)
+        rowout.write("\n")
+
+# Build output files for each layer
+for x in range(0, len(layers)):
+    # Output file name generation
+    if layers[x] in layers[0: x]:  # Different output names if layers have same names somehow
+        repeats = layers[0, x].count(layer[x])
+        outputname = "output/" + layers[x] + repeats + ".tsv"
+    elif layers[x] == "":  # Empty layer name
+        outputname = "output/mainmatrix.tsv"
+    else:
+        outputname = "output/" + str(layers[x]) + ".tsv"  # Usual case
+# Matrix output
+    with open(outputname, "w") as outputmatrix:
+        for line in matrices[x]:
+            line = "\t".join(line)
+            line += "\n"
+            line = line
+            outputmatrix.write(line)
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/macros.xml	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,80 @@
+<macros>
+    <token name="@VERSION@">0.6.22.post1</token>
+    <token name="@GALAXY_VERSION@">galaxy1</token>
+    <xml name="requirements">
+        <requirements>
+            <requirement type="package" version="@VERSION@">anndata</requirement>
+            <requirement type="package" version="2.0.17">loompy</requirement>
+            <requirement type="package" version="2.9.0">h5py</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__); import loompy;print('\nloompy version: %s' % loompy.__version__)"]]></version_command>
+    </xml>
+    <token name="@CMD@"><![CDATA[
+cat '$script_file' &&
+python '$script_file'
+    ]]>
+    </token>
+    <token name="@LOOMCMD@"><![CDATA[
+mkdir ./output &&
+mkdir ./attributes &&
+python '$__tool_directory__/loompy_to_tsv.py' -f '${hd5_format.input}'
+    ]]>
+    </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>`__
+
+
+**Loom data**
+
+Loom files are an efficient file format for very large omics datasets, consisting of a main matrix, optional additional layers, a variable number of row and column annotations, and sparse graph objects.
+
+.. image:: https://linnarssonlab.org/loompy/_images/Loom_components.png
+
+
+Loom files to store single-cell gene expression data: the main matrix contains the actual expression values (one column per cell, one row per gene); row and column annotations contain metadata for genes
+and cells, such as Name, Chromosome, Position (for genes), and Strain, Sex, Age (for cells).
+
+    ]]>
+    </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/modify_loom.py	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,108 @@
+#!/usr/bin/env python
+"""This program adds layers, row attributes or column attributes for loom files"""
+
+import argparse
+
+import loompy
+import numpy as np
+
+parser = argparse.ArgumentParser(description="Loompy file converter flags")
+parser.add_argument('--VERSION', action='version', version='%(prog)s 0.1.0',
+                    help="Displays tool version")
+parser.add_argument('--file', '-f',
+                    help="Loom file to which data will be added")
+parser.add_argument('--rowfile', '-r', help="File of row attributes & values")
+parser.add_argument('--colfile', '-c',
+                    help="File of column attributes and values")
+parser.add_argument('--layers', '-l', nargs='*',
+                    help="Input tsv files. First file becomes main layer.")
+parser.add_argument('--add', '-a', choices=["rows", "cols", "layers"],
+                    help="Selects rows, columns or layers to be added to file")
+args = parser.parse_args()
+
+lfile = args.file
+if args.rowfile:
+    rowfile = args.rowfile
+if args.colfile:
+    colfile = args.colfile
+if args.layers:
+    alllayers = args.layers
+addselect = args.add
+# Check proper flags for chosen attributes are being added
+if addselect == "cols" and not args.colfile:
+    raise Exception("To add column attributes, column flag and file must be provided")
+if addselect == "rows" and not args.rowfile:
+    raise Exception("To add row attributes, row flag and file must be provided")
+if addselect == "layers" and not args.layers:
+    raise Exception("To add layers, a layer flag and file(s) must be provided")
+
+layernames = []
+rowdict = {}
+coldict = {}
+
+with loompy.connect(lfile) as loomfile:
+    # Loom file dimensions
+    nrow = loomfile.shape[0]
+    ncol = loomfile.shape[1]
+    if addselect == "layers":
+        layernames = []
+        # Generate layer names based on file names
+        for x in range(0, len(alllayers)):
+            layer = alllayers[x]
+            layer = layer.split("/")[-1].split(".")[-2]  # Takes away path, takes off extension
+            layernames.append(layer)
+        # Add in the layers themselves
+        for layer in range(0, len(alllayers)):
+            matrix = ""
+            with open(alllayers[layer], "r") as infile:
+                rows = 0
+                count = 0
+                for line in infile:
+                    if count == 0:
+                        cols = len(line.split("\t"))
+                        if cols != ncol:
+                            raise Exception("Dimensions of new matrix incorrect for this loom file. New matrices must be %d by %d" % (nrow, ncol))
+                    matrix = matrix + line + "\t"
+                    rows += 1
+                if rows != nrow:
+                    raise Exception("Dimensions of new matrix incorrect for this loom file. New matrices must be %d by %d")
+            matrix = matrix.split("\t")
+            matrix = [float(n) for n in matrix[:-1]]
+            matrix = np.asarray(matrix).reshape(nrow, ncol)
+            loomfile[layernames[layer]] = matrix
+    elif addselect == "rows":
+        with open(rowfile, "r") as rows:
+            count = 0
+            for line in rows:
+                line = line.strip().split("\t")
+                if count == 0:  # First time through
+                    row_attributes = line
+                    for x in row_attributes:
+                        rowdict[x] = []
+                    count += 1
+                else:
+                    for x in range(0, len(line)):
+                        rowdict[row_attributes[x]].append(line[x])
+        for x in row_attributes:
+            if len(rowdict[x]) != nrow:
+                raise Exception("Incorrect length of row. Row length must be: %d" % nrow)
+            loomfile.ra[x] = rowdict[x]
+    elif addselect == "cols":
+        with open(colfile, "r") as cols:
+            count = 0
+            for line in cols:
+                line = line.replace('\"', "")
+                line = line.replace(' ', "")
+                line = line.strip().split("\t")
+                if count == 0:  # First time through
+                    col_attributes = line
+                    for x in col_attributes:
+                        coldict[x] = []
+                    count += 1
+                else:
+                    for x in range(0, len(line)):
+                        coldict[col_attributes[x]].append(line[x])
+        for y in col_attributes:
+            if len(coldict[y]) != ncol:
+                raise Exception("Incorrect length of column. Column length must be: %d" % ncol)
+            loomfile.ca[y] = coldict[y]
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/modify_loom.xml	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,72 @@
+<tool id="modify_loom" name="Manipulate loom object" version="@VERSION@+@GALAXY_VERSION@">
+    <description>Add layers, or row/column attributes to a loom file</description>
+    <macros>
+        <import>macros.xml</import>
+    </macros>
+    <expand macro="requirements"/>
+    <expand macro="version_command"/>
+    <command detect_errors="exit_code"><![CDATA[
+python '$__tool_directory__/modify_loom.py' -f '${input}'
+#if $which_add.add_type == "cols":
+    -a cols -c '${which_add.cols}'
+#else if $which_add.add_type == "cols":
+    -a rows -r '${which_add.rows}'
+#else if $which_add.add_type == "layers":
+    -a layers -l '${which_add.layers}'
+#end if
+&& cp '${input}' loom_add_out.loom
+      ]]></command>
+    <inputs>
+        <param name="input" type="data" format="loom" label="Loom file"/>
+        <conditional name="which_add">
+            <param name="add_type" type="select" label="Select data attribute to add to loom">
+                <option value="cols">Columns</option>
+                <option value="rows">Rows</option>
+                <option value="layers">Layers</option>
+            </param>
+            <when value="cols">
+                <param name="cols" type="data" format="tabular" label="Column file of same dimensions as existing file"/>
+            </when>
+            <when value="rows">
+                <param name="rows" type="data" format="tabular" label="Row file of same dimensions as existing file"/>
+            </when>
+            <when value="layers">
+                <param name="layers" type="data" multiple="true" format="tabular" label="Layer file(s) of same dimensions as existing file"/>
+            </when>
+        </conditional>
+    </inputs>
+    <outputs>
+        <data name="loomout" format="loom" from_work_dir='loom_add_out.loom' label="Expanded loom file from '${on_string}'"/>
+    </outputs>
+    <tests>
+        <test expect_num_outputs="1">
+            <param name="input" value="addtest.loom"/>
+            <param name="add_type" value="cols"/>
+            <param name="cols" value="cols.tsv"/>
+            <output name="loomout" value="addloomout1.loom" ftype="loom" compare="sim_size"/>
+        </test>
+        <test expect_num_outputs="1">
+            <param name="input" value="addtest.loom"/>
+            <param name="add_type" value="rows"/>
+            <param name="rows" value="rows.tsv"/>
+            <output name="loomout" value="addloomout2.loom" ftype="loom" compare="sim_size"/>
+        </test>
+        <test expect_num_outputs="1">
+            <param name="input" value="addtest.loom"/>
+            <param name="add_type" value="layers"/>
+            <param name="layers" value="addlayer1.tsv"/>
+            <output name="loomout" value="addloomout3.loom" ftype="loom" compare="sim_size"/>
+        </test>
+    </tests>
+    <help><![CDATA[
+This tool allows the user to modify an existing loom data file by adding column attributes, row attributes or additional layers via tsv files.
+    ]]></help>
+    <citations>
+        <citation type="bibtex">@UNPUBLISHED{Linnarsson2016,
+            author = "Linnarsson lab"
+            title = "Loompy"
+            year = "2013"
+            note = "https://github.com/linnarsson-lab/loompy"}
+        </citation>
+    </citations>
+</tool>
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/adata.csv	Mon Jan 06 13:43:38 2020 -0500
@@ -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	Mon Jan 06 13:43:38 2020 -0500
@@ -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/addlayer1.tsv	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,9 @@
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+-5.277006254183	2.42397087953038	-0.943798001822603	2.85780940799815	2.36895039654097	-2.69659967635116	1.54629605482182	-8.96928156931566	-1.64262157483957	1.43852747962271	-0.967981915016056	-0.390735428021631	-2.15024133526923	0.277271702300901	1.8053039804015	-0.535107559431625	1.67768924818208	-0.421010853147353	-1.16464550016846	-0.0251453460136133	0.436658055348297	-0.29540721194163	0.333748713475055	-0.723208532365344	0.471110811941787	0.726089991234918	-0.157382569241171	-0.379234094421878	0.748812558274635	-0.41301464848253	0.566057622213117	-1.64460356067673	0.891204658261791	-0.34932773880327	-1.30922369726531	-0.173573387498366	0.8056807178332	0.208881576008633	-1.60357889692679	0.908540313457729	-0.292428392920166	-0.0118489017469322	-0.891712950604345	1.16207204758746	0.430624050805364	-0.410051657015908	0.730349459202633	-0.331488261254584	-1.11548393909722	0.956994457204229	-0.175931934021692	-1.2036342551925	-0.231987307226876	0.750428558384009	1.32527020615915	-0.0420682884240139	-0.092958898049259	-0.0122267448532016	0.726126639304472	-0.694555932842187	-0.262226740797341	-1.0291540856062	0.0793211050194524	-0.670890710123743	2.29978649016219	-1.04786389277271	0.0673332449001132	-0.0371298860750165	-0.190086855611152	0.569211538833251	0.919033137444811	0.0635277673597158	1.00004676925338	0.463824012820739	-0.661533287421813	-0.532636001812366	0.13594592076042	0.353092106176299	0.362734586198694	0.648858597916376	-0.947487352382305	-0.890204579930725	-0.481659475836321	-0.382386249884642	-0.565389965376474	0.69470847650723	0.565209012057139	-0.594122862421382	0.374110007433118	0.906000246931211	1.14643222017558	-0.864426844788516	-0.107902667694253	-1.33878812133165	-0.648727117620733	-0.682898186419176	0.152703116395545	1.18647033835958	-0.730347642632863	0.355381103259185
Binary file test-data/addloomout1.loom has changed
Binary file test-data/addloomout2.loom has changed
Binary file test-data/addloomout3.loom has changed
Binary file test-data/addtest.loom has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/barcodes_10x_v1.2.0.tsv	Mon Jan 06 13:43:38 2020 -0500
@@ -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	Mon Jan 06 13:43:38 2020 -0500
@@ -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
+ACGATCATCCGTTGGG-1
+ACGCACGAGAGAGTGA-1
+ACGGTCGTCACTACGA-1
+ACGGTTAAGTGCTCAT-1
+ACGTAACTCATATGGC-1
+ACGTAACTCTTCGATT-1
+ACGTACAAGCTGTTCA-1
+ACGTACACAAAGCTCT-1
+ACGTACACAGACGATG-1
+ACGTAGTCACGCCACA-1
+ACGTAGTCATTAGGAA-1
+ACGTTCCGTGGGTCAA-1
+ACTATCTGTGTGTACT-1
+ACTATGGAGAAATCCA-1
+ACTCCCAAGGTTGGTG-1
+ACTCCCATCGTCCTCA-1
+ACTGATGAGCAGCGAT-1
+ACTGATGCACCAGCCA-1
+ACTGTGACAACTCGAT-1
+ACTTATCTCTAAGGAA-1
+ACTTCGCAGAACCGCA-1
+ACTTCGCGTACTCCGG-1
+ACTTTCAAGTATGACA-1
+ACTTTCAGTACGCGTC-1
+AGAAATGTCATTCGTT-1
+AGAAGCGGTCTAGATC-1
+AGAAGCGTCTGCGTCT-1
+AGACAAAGTAGCTTGT-1
+AGACCATCATTACTCT-1
+AGACTCATCAACGCTA-1
+AGACTCATCAGAGCGA-1
+AGAGAATAGAGGGTCT-1
+AGAGAATCACCCAACG-1
+AGAGAGCAGTTGTCGT-1
+AGAGCAGGTCATAAAG-1
+AGAGCAGGTTGAGTCT-1
+AGAGCAGTCGCGCTGA-1
+AGAGCCCGTCACTCGG-1
+AGATAGAGTGACACGA-1
+AGATCGTCAGGACTTT-1
+AGATGAACAGGCACAA-1
+AGATGCTGTACGGTTT-1
+AGATGCTGTGTGGTCC-1
+AGCATCAGTCGGTGTC-1
+AGCATCAGTGGTCCGT-1
+AGCCAATAGTCCCTAA-1
+AGCCACGCAGGTTCGC-1
+AGCCACGGTTCCGCGA-1
+AGCCACGTCCGAGAAG-1
+AGCCAGCGTAATGCGG-1
+AGCCAGCGTAGTTAGA-1
+AGCGTATTCAGTGGGA-1
+AGCGTCGCATTGACCA-1
+AGCTACACAGTCGGAA-1
+AGCTACAGTCGTTTCC-1
+AGGAAATTCACCATGA-1
+AGGAATACAAACTCGT-1
+AGGAATATCATTACGG-1
+AGGACGAAGACCTTTG-1
+AGGACGAAGATTAGTG-1
+AGGACGATCACTGATG-1
+AGGACGATCCAGTACA-1
+AGGACTTTCCTACCAC-1
+AGGATAAAGAACAAGG-1
+AGGCCACAGGGCCAAT-1
+AGGCTGCAGGGCTTCC-1
+AGGCTGCGTGTGTGTT-1
+AGGGAGTGTGTCGCTG-1
+AGGGCTCCAATACGCT-1
+AGGGTCCCAGGACATG-1
+AGGGTCCCAGTAGTTC-1
+AGGGTTTCAGCGTGCT-1
+AGGTAGGAGGAAGTAG-1
+AGGTAGGCAAAGCGTG-1
+AGGTCATTCAAGTCGT-1
+AGGTGTTCATTAAGCC-1
+AGGTGTTGTCGATTAC-1
+AGGTGTTTCAATGCAC-1
+AGGTGTTTCGTTACCC-1
+AGGTTACAGGTGCGAT-1
+AGGTTACGTCTGATAC-1
+AGTAACCCAAGCTCTA-1
+AGTAACCTCGTTGTAG-1
+AGTACCAGTGGGTCAA-1
+AGTACCATCAGCTTGA-1
+AGTAGCTAGGAGTACC-1
+AGTAGCTCACTGCTTC-1
+AGTAGCTCAGGCACTC-1
+AGTAGCTGTTAGAAAC-1
+AGTAGTCGTATGACAA-1
+AGTCAACAGTCATGCT-1
+AGTCAACGTACACGCC-1
+AGTCTCCCAACCGTGC-1
+AGTCTCCGTGAGTCAG-1
+AGTGCCGCATCTGGGC-1
+AGTTAGCAGTCAGGGT-1
+AGTTAGCGTACCATAC-1
+AGTTAGCGTTCATCGA-1
+AGTTCCCCAAACAGGC-1
+AGTTCCCGTTACACTG-1
+AGTTCGAGTATGCGTT-1
+ATACCGACACACGGTC-1
+ATACTTCGTACGACTT-1
+ATACTTCGTTCGGTAT-1
+ATACTTCTCAGCTGAT-1
+ATACTTCTCGCCGTGA-1
+ATAGACCTCCGCTTAC-1
+ATAGGCTGTGTTACAC-1
+ATATCCTGTATGAGCG-1
+ATCACAGAGACGTCCC-1
+ATCACAGCATGACGTT-1
+ATCACGATCCGCAACG-1
+ATCACTTGTGGCTGCT-1
+ATCCACCCAGCAGTGA-1
+ATCCACCCATGTCTAG-1
+ATCCACCGTTTGTTGG-1
+ATCCATTAGACGCAGT-1
+ATCCCTGCAATTTCTC-1
+ATCCGTCCAACTCCCT-1
+ATCCTATGTCTGTGCG-1
+ATCGATGCAACGGCTC-1
+ATCGATGGTCAATCTG-1
+ATCGGATAGGAAAGGT-1
+ATCGGCGAGTCCTACA-1
+ATCGTAGCATCGGAGA-1
+ATCGTCCAGCCTGAAG-1
+ATCGTCCGTATGAGGC-1
+ATCGTCCTCGGAGCAA-1
+ATCGTGAAGCAGATAT-1
+ATCTCTACAAGAAACT-1
+ATCTCTAGTCGTGGTC-1
+ATCTTCAAGAAGAGCA-1
+ATCTTCACATACTGAC-1
+ATCTTCAGTCTCTCCA-1
+ATCTTCATCTCATAGG-1
+ATGAAAGTCCTTATGT-1
+ATGACCAAGGCTAACG-1
+ATGACCACAATATCCG-1
+ATGAGTCTCCAGTTCC-1
+ATGATCGGTCGAACAG-1
+ATGCGATGTGCTCTTC-1
+ATGCGATGTTGTAGCT-1
+ATGGATCGTAGATTGA-1
+ATGGATCTCGACCTAA-1
+ATGGGAGAGACGTCCC-1
+ATGGGAGCACTCCGGA-1
+ATGGGAGTCCACTGAA-1
+ATGGTTGTCACGGAGA-1
+ATGTCCCCAGGAATCG-1
+ATGTCCCCATAGGTTC-1
+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
+TGGATCAGTTCTCCCA-1
+TGGATGTTCACGGGAA-1
+TGGCGTGGTGGATTTC-1
+TGGGAAGTCGATTGGT-1
+TGGGAGAAGCAAGTGC-1
+TGGGAGAAGTGGTGGT-1
+TGGGATTAGTCACGAG-1
+TGGGATTGTACGATGG-1
+TGGGCGTAGTGGAATT-1
+TGGGCTGAGAGGGTCT-1
+TGGGCTGAGCGTTAGG-1
+TGGGCTGCATCCGATA-1
+TGGGCTGGTCGCGGTT-1
+TGGGTTAGTATTGAGA-1
+TGGGTTATCAGTAGGG-1
+TGGTACACAAAGGGTC-1
+TGGTAGTCAGGCATGA-1
+TGGTAGTCATCACAGT-1
+TGGTAGTTCCCTCATG-1
+TGTACAGAGACTCGAG-1
+TGTACAGAGTGAGTTA-1
+TGTACAGGTGGATTTC-1
+TGTAGACTCCATTTAC-1
+TGTCAGACACTCACTC-1
+TGTCCACCAACTGGTT-1
+TGTCCACTCGCTTACC-1
+TGTCCCAAGCTCCATA-1
+TGTCCCAAGGTCATAA-1
+TGTCCCACATACTTTC-1
+TGTCCCAGTCAGGCAA-1
+TGTCCCAGTCGGTGTC-1
+TGTCCTGGTACTTGTG-1
+TGTCCTGGTTGGCTAT-1
+TGTGATGAGCGACTGA-1
+TGTGATGCATTCTCTA-1
+TGTGCGGGTCGTCGGT-1
+TGTGCGGTCACATACG-1
+TGTGGCGTCGTACCTC-1
+TGTGTGATCTGACAGT-1
+TGTTCATAGCTGCCTG-1
+TGTTCATGTCCTGGGT-1
+TGTTGAGCACAACGAG-1
+TGTTGAGTCTCGACCT-1
+TGTTTGTGTGGAAATT-1
+TTAATCCAGCTACTAC-1
+TTACAGGGTGATTCTG-1
+TTACCGCGTCCGAAAG-1
+TTACGCCCACGTCGTG-1
+TTACGCCTCAATGCAC-1
+TTACGTTGTTTACGAC-1
+TTACGTTTCTCGCTTG-1
+TTACTGTCATACATCG-1
+TTACTGTGTAAGAACT-1
+TTACTGTGTTAAGGGC-1
+TTAGGGTGTCACATTG-1
+TTAGTCTCACGTATAC-1
+TTATTGCCAAACGGCA-1
+TTATTGCGTACGTAGG-1
+TTATTGCGTCAACACT-1
+TTATTGCGTGTCTTCC-1
+TTCACCGCAGCCCAGT-1
+TTCACGCGTTAAGTCC-1
+TTCACGCTCTATCCAT-1
+TTCAGGAAGATTGGGC-1
+TTCAGGAGTCTACAAC-1
+TTCATGTAGGTCATAA-1
+TTCCACGGTCAACACT-1
+TTCCGTGCACTCACTC-1
+TTCCGTGGTTCCAGGC-1
+TTCCTCTGTACCTGTA-1
+TTCCTTCAGGTAGTCG-1
+TTCCTTCAGTAGTCAA-1
+TTCCTTCGTGACACGA-1
+TTCGCTGAGGGTTAGC-1
+TTCGCTGAGGTTCCGC-1
+TTCGCTGCACTAGTAC-1
+TTCGCTGTCGGACTGC-1
+TTCTCTCGTATCGTAC-1
+TTCTTGAGTCTTGCTC-1
+TTGACCCGTCTCGGGT-1
+TTGACCCTCGTAGTGT-1
+TTGATGGCATAAGATG-1
+TTGCATTGTGCCTTCT-1
+TTGCCTGAGAGTGACC-1
+TTGCCTGAGTGGAAAG-1
+TTGCCTGGTAGCTGCC-1
+TTGCTGCCATTGCCGG-1
+TTGGGATCAACGGGTA-1
+TTGGGATTCAGGAAGC-1
+TTGGGATTCTCTCTAA-1
+TTGGGCGCACGGTGAA-1
+TTGGGCGGTCGGAAAC-1
+TTGGGTAGTGCTAGCC-1
+TTGGGTATCACCGACG-1
+TTGGTTTCACTGGATT-1
+TTGTGGATCTAAGAAG-1
+TTGTGTTGTGTGTCCG-1
+TTGTTCACACTTGTGA-1
+TTGTTCACAGTCGCTG-1
+TTGTTCATCTTTACAC-1
+TTGTTTGAGGTCGACA-1
+TTGTTTGTCCAACCGG-1
+TTTACTGTCACGGGAA-1
+TTTATGCGTAACATAG-1
+TTTATGCGTTGATCGT-1
+TTTCACATCTCAGGCG-1
+TTTCATGGTGCCTAAT-1
+TTTCATGTCACTCACC-1
+TTTCCTCCACAGAGCA-1
+TTTCCTCTCCTACACC-1
+TTTCCTCTCTCTTGCG-1
+TTTGATCTCTTTGGAG-1
+TTTGGTTAGTAACCTC-1
+TTTGGTTGTAGAATAC-1
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/cols.tsv	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,101 @@
+Testing	testing	testing2
+PC1	0	200
+PC2	1	201
+PC3	2	202
+PC4	3	203
+PC5	4	204
+PC6	5	205
+PC7	6	206
+PC8	7	207
+PC9	8	208
+PC10	9	209
+PC11	10	210
+PC12	11	211
+PC13	12	212
+PC14	13	213
+PC15	14	214
+PC16	15	215
+PC17	16	216
+PC18	17	217
+PC19	18	218
+PC20	19	219
+PC21	20	220
+PC22	21	221
+PC23	22	222
+PC24	23	223
+PC25	24	224
+PC26	25	225
+PC27	26	226
+PC28	27	227
+PC29	28	228
+PC30	29	229
+PC31	30	230
+PC32	31	231
+PC33	32	232
+PC34	33	233
+PC35	34	234
+PC36	35	235
+PC37	36	236
+PC38	37	237
+PC39	38	238
+PC40	39	239
+PC41	40	240
+PC42	41	241
+PC43	42	242
+PC44	43	243
+PC45	44	244
+PC46	45	245
+PC47	46	246
+PC48	47	247
+PC49	48	248
+PC50	49	249
+PC51	50	250
+PC52	51	251
+PC53	52	252
+PC54	53	253
+PC55	54	254
+PC56	55	255
+PC57	56	256
+PC58	57	257
+PC59	58	258
+PC60	59	259
+PC61	60	260
+PC62	61	261
+PC63	62	262
+PC64	63	263
+PC65	64	264
+PC66	65	265
+PC67	66	266
+PC68	67	267
+PC69	68	268
+PC70	69	269
+PC71	70	270
+PC72	71	271
+PC73	72	272
+PC74	73	273
+PC75	74	274
+PC76	75	275
+PC77	76	276
+PC78	77	277
+PC79	78	278
+PC80	79	279
+PC81	80	280
+PC82	81	281
+PC83	82	282
+PC84	83	283
+PC85	84	284
+PC86	85	285
+PC87	86	286
+PC88	87	287
+PC89	88	288
+PC90	89	289
+PC91	90	290
+PC92	91	291
+PC93	92	292
+PC94	93	293
+PC95	94	294
+PC96	95	295
+PC97	96	296
+PC98	97	297
+PC99	98	298
+PC100	99	299
Binary file test-data/converted.loom.test has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/export.krumsiek11.X.tabular	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,640 @@
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+-0.0007	0.0043	-0.0017	0.001	0.0004	0.0126	1.0038	0.9318	0.0295	0.0122	0.7401
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+0.002	0.0058	-0.0027	0.0012	-0.0029	0.0137	1.0065	0.944	0.0288	0.0112	0.746
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+0.001	0.0034	0.0003	-0.0009	-0.0041	0.0157	1.005	0.9543	0.0263	0.0042	0.767
+-0.0035	0.0037	-0.0005	-0.0013	-0.0014	0.0136	1.0037	0.9554	0.0244	0.003	0.7852
+-0.0036	0.0011	-0.0017	0.0015	-0.0033	0.0083	1.0048	0.9596	0.0232	0.0023	0.8049
+-0.0045	0.0013	-0.0018	0.0058	-0.0019	0.0051	1.0035	0.9609	0.0182	0.0031	0.8223
+-0.0054	0.0006	0.0006	0.0042	0.0025	0.0081	1.0022	0.9671	0.0173	0.0013	0.8407
+-0.0044	-0.0017	0.0009	0.0039	0.002	0.0053	1.0022	0.9687	0.0191	0.0033	0.854
+-0.0062	-0.0005	0.0028	0.0042	-1e-04	0.0053	1.0035	0.9725	0.0186	0.0011	0.8643
+-0.0032	-0.0016	0.0028	0.0041	-0.003	0.0062	1.0058	0.9703	0.0221	0.0036	0.8738
+-0.0008	-0.0045	0.0032	0.0015	-0.0052	0.0076	1.0098	0.9704	0.02	0.0038	0.8789
+-0.0009	-0.0052	0.0032	0.003	-0.0049	0.0053	1.0059	0.9697	0.0174	0.0017	0.8827
+-0.0004	-0.0044	0.001	0.0014	-0.0041	0.0082	1.0084	0.9742	0.0192	0.0018	0.8915
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+0.0016	-0.0057	-0.0028	-0.0019	-0.0092	0.0088	1.0056	0.9772	0.0227	-0.0029	0.9079
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+0.0029	-0.0048	-0.0007	-0.0074	-0.0067	0.0103	1.0058	0.9793	0.0164	-1e-04	0.919
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+0.0049	1e-04	0.0076	-0.0053	-0.0099	0.003	1.004	0.9834	0.0174	0.0006	0.9442
+0.0026	0.0016	0.0087	-0.0013	-0.0097	-0.0002	1.001	0.9825	0.0152	-0.0037	0.9445
+0.001	-0.0015	0.0051	-0.0056	-0.0109	-1e-04	0.9991	0.9858	0.0147	1e-04	0.9469
+0.0017	-0.0009	0.0059	-0.0041	-0.0127	0.0027	1.0012	0.9888	0.0157	0.0004	0.9482
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+0.0027	-0.0007	0.0033	-0.0021	-0.0107	-0.0073	0.9994	0.9876	0.0167	0.004	0.9537
+0.001	-0.002	0.0027	-0.0006	-0.0094	-0.0082	0.9983	0.9895	0.0161	0.0061	0.9528
+-0.0018	0.0012	0.0018	0.001	-0.0121	-0.0074	0.9983	0.9941	0.0151	0.0051	0.9486
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+-0.0007	-0.0027	-0.0022	-0.0006	-0.0084	-0.005	1.0045	1.0011	0.0128	0.0055	0.9396
+-0.0002	-0.003	-0.0008	-0.0023	-0.0017	-0.0051	1.0037	1.0037	0.0119	0.0047	0.9403
+-0.0	-0.0031	-0.0037	-0.0025	-0.0061	-0.0018	1.0033	1.0054	0.0141	0.0054	0.9383
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+0.0018	-0.0049	1e-04	0.001	0.0	0.0044	1.0066	1.0055	0.0204	-0.0021	0.9432
+-0.0	-0.0055	-0.0014	-0.0013	-0.0025	0.002	1.0021	1.0051	0.0189	-0.0044	0.9453
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+-0.0071	-0.0056	-0.0025	0.0002	-0.002	-0.004	1.0032	1.0047	0.0155	-0.0102	0.9278
+-0.0053	-0.0073	-0.0031	0.0033	0.0006	-0.0011	1.0012	1.0025	0.0137	-0.0045	0.9215
+-0.001	-0.0068	-0.0031	0.0045	-0.0015	-0.0032	0.9998	1.0044	0.0113	-0.0052	0.9236
+-0.0017	-0.0023	-0.0046	0.0052	0.0033	-0.0023	0.9987	1.0078	0.0105	-0.007	0.9217
+-0.0025	0.0006	-1e-04	0.0069	0.0048	-0.0008	0.9951	1.005	0.0144	-0.0072	0.9174
+-0.0014	0.0029	-0.0026	0.0083	0.003	0.0	0.9967	1.0052	0.013	-0.0051	0.9144
+1e-04	0.0038	-0.0015	0.0065	0.0026	0.0015	0.9945	1.0036	0.0144	-0.003	0.9207
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+-0.0023	-0.0027	0.0013	0.0059	0.0014	-0.0077	0.9938	1.0012	0.0143	-0.0046	0.9246
+0.0004	-0.0045	0.0011	0.0046	0.0035	-0.0082	0.9927	1.0007	0.0133	-0.0049	0.9222
+-0.0006	-0.0044	0.001	0.0071	0.0049	-0.0112	0.9953	1.0034	0.0123	-0.0061	0.9246
+-0.0025	-0.0051	-0.0003	0.0076	0.003	-0.0067	0.9932	1.0029	0.014	-0.0055	0.9267
+-0.0038	-0.0068	0.0007	0.0066	-0.0003	-0.0066	0.9921	1.0051	0.013	-0.0046	0.9243
+-0.0023	-0.0119	0.0046	0.0063	0.0037	-0.0059	0.9913	1.004	0.0146	-0.0022	0.9326
+-0.0034	-0.0117	0.002	0.0028	0.003	-0.0026	0.9923	1.0021	0.0158	-0.0021	0.9364
+-0.0047	-0.0134	0.0031	0.0018	0.0046	-0.0006	0.9908	0.9996	0.0136	-0.0015	0.9376
+-0.0035	-0.0163	0.0017	0.0016	0.0035	-0.0008	0.9938	0.9976	0.013	0.0009	0.9446
+-0.002	-0.0149	-0.0009	0.0021	0.0013	-0.0018	0.9938	0.9941	0.015	-0.0055	0.9497
+-0.0036	-0.0151	0.0024	-0.0013	0.0012	0.0004	0.9976	0.9917	0.0123	-0.0032	0.9441
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+-0.001	-0.002	0.0015	0.0029	-0.0055	-0.0004	0.999	0.9915	0.0107	-0.0076	0.9119
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+0.003	-0.0035	0.0008	0.0052	-0.0066	1e-04	1.0014	0.9977	0.0125	-0.0046	0.9069
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+0.0049	0.0002	-0.0013	0.0054	-0.0036	0.0009	1.0011	0.9967	0.0066	-0.0033	0.9177
Binary file test-data/export.krumsiek11.loom has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/export.krumsiek11.obs.tabular	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,641 @@
+index	cell_type
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/export.krumsiek11.obsm.tabular	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,641 @@
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/export.krumsiek11.var.tabular	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,12 @@
+index
+Gata2
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+Fog1
+EKLF
+Fli1
+SCL
+Cebpa
+Pu.1
+cJun
+EgrNab
+Gfi1
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/export.krumsiek11.varm.tabular	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,12 @@
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/export_csv_X.csv	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,640 @@
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+-0.001	-0.002	0.0015	0.0029	-0.0055	-0.0004	0.999	0.9915	0.0107	-0.0076	0.9119
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+0.0049	0.0002	-0.0013	0.0054	-0.0036	0.0009	1.0011	0.9967	0.0066	-0.0033	0.9177
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/export_csv_obs.csv	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,641 @@
+index	cell_type
+0	progenitor
+1	progenitor
+2	progenitor
+3	progenitor
+4	progenitor
+5	progenitor
+6	progenitor
+7	progenitor
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+12	progenitor
+13	progenitor
+14	progenitor
+15	progenitor
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+17	progenitor
+18	progenitor
+19	progenitor
+20	progenitor
+21	progenitor
+22	progenitor
+23	progenitor
+24	progenitor
+25	progenitor
+26	progenitor
+27	progenitor
+28	progenitor
+29	progenitor
+30	progenitor
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+35	progenitor
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+41	progenitor
+42	progenitor
+43	progenitor
+44	progenitor
+45	progenitor
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+47	progenitor
+48	progenitor
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+53	progenitor
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+55	progenitor
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+68	progenitor
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+73	progenitor
+74	progenitor
+75	progenitor
+76	progenitor
+77	progenitor
+78	progenitor
+79	progenitor
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+82	Mo
+83	Mo
+84	Mo
+85	Mo
+86	Mo
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+89	Mo
+90	Mo
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+146	Mo
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+148	Mo
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/export_csv_obsm.csv	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,641 @@
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/export_csv_var.csv	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,12 @@
+index
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+Fli1
+SCL
+Cebpa
+Pu.1
+cJun
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/export_csv_varm.csv	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,12 @@
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/features_10x_v3.0.0.tsv	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,507 @@
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+ENSG00000160209	PDXK	Gene Expression
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+ENSG00000160214	RRP1	Gene Expression
+ENSG00000215458	AATBC	Gene Expression
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+ENSG00000183255	PTTG1IP	Gene Expression
+ENSG00000160255	ITGB2	Gene Expression
+ENSG00000227039	ITGB2-AS1	Gene Expression
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+ENSG00000182586	LINC00334	Gene Expression
+ENSG00000186866	POFUT2	Gene Expression
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+ENSG00000183535	COL18A1-AS1	Gene Expression
+ENSG00000173638	SLC19A1	Gene Expression
+ENSG00000233922	AL133493.2	Gene Expression
+ENSG00000183570	PCBP3	Gene Expression
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+ENSG00000205424	AL592528.1	Gene Expression
+ENSG00000274248	AJ011932.1	Gene Expression
+ENSG00000142156	COL6A1	Gene Expression
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+ENSG00000227438	AP001471.1	Gene Expression
+ENSG00000142173	COL6A2	Gene Expression
+ENSG00000160282	FTCD	Gene Expression
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+ENSG00000160284	SPATC1L	Gene Expression
+ENSG00000228404	AP001468.58	Gene Expression
+ENSG00000160285	LSS	Gene Expression
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+ENSG00000215424	MCM3AP-AS1	Gene Expression
+ENSG00000160294	MCM3AP	Gene Expression
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+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/finallayer.tsv	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,9 @@
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/firstlayer.tsv	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,9 @@
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/genes_10x_v1.2.0.tsv	Mon Jan 06 13:43:38 2020 -0500
@@ -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
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+LOC100133286	LOC100133286
+LOC101928269	LOC101928269
+CLDN14	CLDN14
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+DSCR4	DSCR4
+KCNJ6	KCNJ6
+LINC01423	LINC01423
+BRWD1	BRWD1
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+B3GALT5	B3GALT5
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+FAM3B	FAM3B
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+BACE2	BACE2
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+COL18A1	COL18A1
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+MIR3648-2	MIR3648-2
+MIR3687-2	MIR3687-2
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+BAGE	BAGE
+BAGE4	BAGE4
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+BAGE5	BAGE5
+BAGE2	BAGE2
+MIR3156-3	MIR3156-3
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+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
Binary file test-data/import.csv.h5ad has changed
Binary file test-data/import.loom.krumsiek11.h5ad has changed
Binary file test-data/import.mtx.legacy_10x.h5ad has changed
Binary file test-data/import.mtx.no_10x.h5ad has changed
Binary file test-data/import.mtx.v3_10x.h5ad has changed
Binary file test-data/import.tsv.h5ad has changed
Binary file test-data/import.umi_tools.h5ad has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/inspect.X.tabular	Mon Jan 06 13:43:38 2020 -0500
@@ -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	0.0762	0.0084	0.0177	0.0096	0.0289	0.9655	0.1981	0.3971	0.2726	0.0492
+23	0.1556	0.0826	0.009	0.0151	0.0125	0.0374	0.9661	0.1974	0.4208	0.2965	0.0461
+24	0.1515	0.0831	0.0117	0.0169	0.0101	0.0385	0.9724	0.1936	0.445	0.3236	0.0395
+25	0.1475	0.0821	0.0123	0.0174	0.015	0.0429	0.9757	0.1898	0.4697	0.3503	0.0346
+26	0.148	0.0842	0.0137	0.0186	0.0133	0.0468	0.9751	0.19	0.4953	0.3773	0.0297
+27	0.144	0.087	0.0101	0.0184	0.0152	0.0544	0.9734	0.1893	0.5165	0.4037	0.0264
+28	0.1463	0.0892	0.009	0.0231	0.0156	0.0551	0.976	0.1906	0.532	0.4323	0.0203
+29	0.1413	0.0919	0.0085	0.0255	0.0193	0.0594	0.9795	0.1887	0.5534	0.4581	0.0198
+30	0.1415	0.0919	0.0067	0.0273	0.0218	0.0629	0.9853	0.1891	0.568	0.4826	0.0224
+31	0.1385	0.0952	0.0072	0.0306	0.0209	0.0687	0.9866	0.1904	0.5856	0.5025	0.0213
+32	0.1386	0.0993	0.0075	0.0265	0.0268	0.073	0.9878	0.1916	0.6031	0.5224	0.0198
+33	0.1337	0.1011	0.0061	0.0237	0.0242	0.0751	0.9897	0.1885	0.619	0.5403	0.0177
+34	0.1318	0.1009	0.0046	0.0278	0.0267	0.0793	0.9925	0.1892	0.6339	0.5546	0.0173
+35	0.1295	0.1035	0.0074	0.03	0.0266	0.0817	0.9967	0.1855	0.6451	0.5754	0.0171
+36	0.1284	0.1001	0.0063	0.0299	0.0293	0.0868	0.9949	0.1841	0.6546	0.5917	0.0112
+37	0.1246	0.1018	0.0112	0.0354	0.0264	0.0901	0.9949	0.1886	0.6651	0.6068	0.0119
+38	0.123	0.1057	0.0079	0.0353	0.03	0.0972	0.989	0.1858	0.6758	0.621	0.0118
+39	0.1184	0.104	0.0087	0.0357	0.0303	0.0996	0.9889	0.1861	0.6811	0.63	0.0092
+40	0.1191	0.1036	0.0092	0.0322	0.0303	0.1016	0.9881	0.1853	0.6913	0.6417	0.0084
+41	0.1198	0.1035	0.0052	0.0332	0.0306	0.1001	0.9874	0.187	0.7005	0.6513	0.0069
+42	0.1171	0.1055	0.0055	0.0339	0.0303	0.1041	0.9877	0.1889	0.7091	0.659	0.0077
+43	0.1157	0.1066	0.0084	0.0349	0.0303	0.1031	0.9882	0.1905	0.7142	0.6705	0.0064
+44	0.116	0.1097	0.0087	0.0341	0.0321	0.1078	0.9902	0.1886	0.7201	0.6802	0.0046
+45	0.1141	0.1096	0.0116	0.0362	0.0363	0.1088	0.9904	0.1884	0.7225	0.6883	0.0035
+46	0.1185	0.1081	0.0096	0.0351	0.0363	0.1055	0.9888	0.1909	0.7314	0.6989	0.0051
+47	0.1174	0.1046	0.0098	0.037	0.0369	0.1061	0.989	0.1883	0.7348	0.7054	0.0022
+48	0.1135	0.1022	0.011	0.0408	0.033	0.1091	0.9909	0.1905	0.7427	0.7131	-0.0011
+49	0.1121	0.1003	0.0074	0.0365	0.0365	0.1053	0.9905	0.1945	0.7472	0.7213	-0.0017
+50	0.1081	0.1033	0.0071	0.0346	0.0347	0.1052	0.9898	0.1982	0.751	0.7302	-0.0023
+51	0.1103	0.1027	0.0079	0.0363	0.034	0.1067	0.9896	0.1997	0.7534	0.7336	-0.0017
+52	0.1047	0.1011	0.0097	0.0364	0.0325	0.1058	0.9923	0.1992	0.7573	0.7389	-0.0003
+53	0.1025	0.0991	0.0093	0.0366	0.0337	0.1076	0.9941	0.204	0.7612	0.7454	-0.004
+54	0.1005	0.0926	0.0114	0.0321	0.0336	0.109	0.9901	0.2098	0.7634	0.7517	-0.0053
+55	0.0997	0.0921	0.0115	0.0339	0.0349	0.1073	0.9903	0.2147	0.7698	0.7554	-0.0021
+56	0.0951	0.0846	0.0111	0.0332	0.0301	0.1033	0.9878	0.2235	0.7738	0.7626	0.0029
+57	0.0924	0.0828	0.0075	0.0315	0.026	0.1016	0.987	0.2298	0.7837	0.7651	0.0008
+58	0.0834	0.0783	0.0061	0.0319	0.0253	0.0989	0.9901	0.2409	0.7928	0.7706	0.0024
+59	0.0813	0.0749	0.0031	0.0287	0.0255	0.0924	0.9896	0.2546	0.7998	0.7774	-0.0016
+60	0.0768	0.0739	0.0021	0.0278	0.0231	0.0906	0.9857	0.2699	0.8083	0.7835	-0.0024
+61	0.0722	0.068	0.0031	0.0277	0.0217	0.0858	0.9876	0.2841	0.8176	0.7923	0.0003
+62	0.0674	0.0627	0.0038	0.0277	0.0194	0.0808	0.9897	0.3011	0.8278	0.8008	-0.0021
+63	0.0631	0.0582	0.0021	0.0274	0.015	0.0737	0.9927	0.3201	0.8357	0.8083	1e-04
+64	0.0613	0.0532	0.0057	0.0297	0.013	0.0709	0.9939	0.3414	0.8409	0.8186	-0.0032
+65	0.0579	0.0485	0.0053	0.0274	0.0107	0.0615	0.9973	0.3643	0.8514	0.8257	-0.0039
+66	0.0535	0.0452	0.005	0.0238	0.0132	0.0566	0.9986	0.3888	0.8545	0.8368	0.0008
+67	0.0477	0.04	0.0042	0.0218	0.0116	0.0498	0.9957	0.4158	0.8616	0.8432	0.0028
+68	0.0469	0.0364	0.0036	0.0232	0.0097	0.0487	0.9951	0.4458	0.8701	0.8508	0.0007
+69	0.0389	0.0306	0.0076	0.0225	0.01	0.0461	0.995	0.4745	0.8801	0.8617	-0.001
+70	0.0382	0.0282	0.0055	0.021	0.0079	0.0401	0.9959	0.5078	0.8884	0.8711	-0.001
+71	0.0349	0.0258	0.0073	0.0155	0.0071	0.0379	0.9961	0.5373	0.8909	0.8802	-0.0034
+72	0.032	0.0208	0.0082	0.0151	0.008	0.0346	0.9989	0.5653	0.8929	0.8879	-0.0034
+73	0.0293	0.0187	0.0041	0.0176	0.0085	0.0329	1.0026	0.5954	0.9017	0.897	-0.001
+74	0.024	0.0158	0.0022	0.0167	0.005	0.0303	1.0038	0.6247	0.9094	0.903	0.0002
+75	0.022	0.009	-0.0012	0.0165	0.0034	0.0272	1.007	0.6518	0.9158	0.9111	0.0011
+76	0.0211	0.0078	0.0003	0.0161	0.0044	0.0248	1.0038	0.6807	0.9249	0.9182	-0.0004
+77	0.0172	0.0098	-0.0039	0.0135	0.0038	0.0226	1.0018	0.7108	0.9311	0.9203	0.0011
+78	0.0169	0.0092	-0.0026	0.0159	0.0003	0.0222	1.0008	0.7342	0.9365	0.9253	-0.0024
+79	0.0167	0.0094	-0.0009	0.0104	0.0012	0.0208	1.0022	0.7559	0.9428	0.9311	0.0006
+80	0.0185	0.0098	-0.0003	0.0101	-0.0013	0.0189	0.9999	0.7761	0.946	0.9362	0.003
+81	0.0154	0.0114	0.0026	0.0074	-0.0037	0.0172	0.9994	0.794	0.9499	0.9424	-0.0009
+82	0.0126	0.0088	0.0024	0.0053	1e-04	0.0156	1.0002	0.8087	0.9503	0.9475	-0.0
+83	0.0134	0.0109	0.0041	0.0088	-0.0014	0.0132	0.9984	0.8265	0.949	0.9501	-0.0007
+84	0.0125	0.0123	0.0074	0.0102	-0.0061	0.0118	0.9963	0.8391	0.9515	0.9545	-0.0025
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+117	0.0018	-0.0049	1e-04	0.001	0.0	0.0044	1.0066	1.0055	0.0204	-0.0021	0.9432
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+124	-0.0025	0.0006	-1e-04	0.0069	0.0048	-0.0008	0.9951	1.005	0.0144	-0.0072	0.9174
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+126	1e-04	0.0038	-0.0015	0.0065	0.0026	0.0015	0.9945	1.0036	0.0144	-0.003	0.9207
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+142	-0.0034	-0.0117	0.002	0.0028	0.003	-0.0026	0.9923	1.0021	0.0158	-0.0021	0.9364
+143	-0.0047	-0.0134	0.0031	0.0018	0.0046	-0.0006	0.9908	0.9996	0.0136	-0.0015	0.9376
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+149	-0.001	-0.006	0.0022	0.0034	-0.0011	-0.0018	0.9997	0.9933	0.0132	-0.0049	0.9404
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+151	0.0007	-0.0051	0.0008	0.0036	-0.003	-0.0012	1.0006	0.9932	0.0161	-0.0076	0.9372
+152	-0.0008	-0.0076	0.0025	0.0028	-0.0048	-0.0003	1.0016	0.992	0.015	-0.0095	0.9325
+153	-0.0029	-0.0045	0.0027	0.0051	-0.0046	-0.0039	0.9989	0.9913	0.0177	-0.0087	0.9232
+154	0.0002	-0.002	0.0061	0.0048	-0.0043	-0.0016	0.9989	0.9911	0.0152	-0.0072	0.916
+155	-0.001	-0.002	0.0015	0.0029	-0.0055	-0.0004	0.999	0.9915	0.0107	-0.0076	0.9119
+156	0.0028	-0.003	0.0009	0.0049	-0.0073	0.002	1.0	0.9946	0.0127	-0.0082	0.9095
+157	0.003	-0.0035	0.0008	0.0052	-0.0066	1e-04	1.0014	0.9977	0.0125	-0.0046	0.9069
+158	0.0063	-0.0023	-0.0005	0.0081	-0.0046	-0.0006	0.9983	0.997	0.0109	-0.003	0.9118
+159	0.0049	0.0002	-0.0013	0.0054	-0.0036	0.0009	1.0011	0.9967	0.0066	-0.0033	0.9177
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/inspect.chunk_X.specified.tabular	Mon Jan 06 13:43:38 2020 -0500
@@ -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	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,3 @@
+AnnData object with n_obs × n_vars = 640 × 11 
+    obs: 'cell_type'
+    uns: 'cell_type_colors', 'highlights', 'iroot'
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/inspect.obs.tabular	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,641 @@
+index	cell_type
+0	progenitor
+1	progenitor
+2	progenitor
+3	progenitor
+4	progenitor
+5	progenitor
+6	progenitor
+7	progenitor
+8	progenitor
+9	progenitor
+10	progenitor
+11	progenitor
+12	progenitor
+13	progenitor
+14	progenitor
+15	progenitor
+16	progenitor
+17	progenitor
+18	progenitor
+19	progenitor
+20	progenitor
+21	progenitor
+22	progenitor
+23	progenitor
+24	progenitor
+25	progenitor
+26	progenitor
+27	progenitor
+28	progenitor
+29	progenitor
+30	progenitor
+31	progenitor
+32	progenitor
+33	progenitor
+34	progenitor
+35	progenitor
+36	progenitor
+37	progenitor
+38	progenitor
+39	progenitor
+40	progenitor
+41	progenitor
+42	progenitor
+43	progenitor
+44	progenitor
+45	progenitor
+46	progenitor
+47	progenitor
+48	progenitor
+49	progenitor
+50	progenitor
+51	progenitor
+52	progenitor
+53	progenitor
+54	progenitor
+55	progenitor
+56	progenitor
+57	progenitor
+58	progenitor
+59	progenitor
+60	progenitor
+61	progenitor
+62	progenitor
+63	progenitor
+64	progenitor
+65	progenitor
+66	progenitor
+67	progenitor
+68	progenitor
+69	progenitor
+70	progenitor
+71	progenitor
+72	progenitor
+73	progenitor
+74	progenitor
+75	progenitor
+76	progenitor
+77	progenitor
+78	progenitor
+79	progenitor
+80	Mo
+81	Mo
+82	Mo
+83	Mo
+84	Mo
+85	Mo
+86	Mo
+87	Mo
+88	Mo
+89	Mo
+90	Mo
+91	Mo
+92	Mo
+93	Mo
+94	Mo
+95	Mo
+96	Mo
+97	Mo
+98	Mo
+99	Mo
+100	Mo
+101	Mo
+102	Mo
+103	Mo
+104	Mo
+105	Mo
+106	Mo
+107	Mo
+108	Mo
+109	Mo
+110	Mo
+111	Mo
+112	Mo
+113	Mo
+114	Mo
+115	Mo
+116	Mo
+117	Mo
+118	Mo
+119	Mo
+120	Mo
+121	Mo
+122	Mo
+123	Mo
+124	Mo
+125	Mo
+126	Mo
+127	Mo
+128	Mo
+129	Mo
+130	Mo
+131	Mo
+132	Mo
+133	Mo
+134	Mo
+135	Mo
+136	Mo
+137	Mo
+138	Mo
+139	Mo
+140	Mo
+141	Mo
+142	Mo
+143	Mo
+144	Mo
+145	Mo
+146	Mo
+147	Mo
+148	Mo
+149	Mo
+150	Mo
+151	Mo
+152	Mo
+153	Mo
+154	Mo
+155	Mo
+156	Mo
+157	Mo
+158	Mo
+159	Mo
+0	progenitor
+1	progenitor
+2	progenitor
+3	progenitor
+4	progenitor
+5	progenitor
+6	progenitor
+7	progenitor
+8	progenitor
+9	progenitor
+10	progenitor
+11	progenitor
+12	progenitor
+13	progenitor
+14	progenitor
+15	progenitor
+16	progenitor
+17	progenitor
+18	progenitor
+19	progenitor
+20	progenitor
+21	progenitor
+22	progenitor
+23	progenitor
+24	progenitor
+25	progenitor
+26	progenitor
+27	progenitor
+28	progenitor
+29	progenitor
+30	progenitor
+31	progenitor
+32	progenitor
+33	progenitor
+34	progenitor
+35	progenitor
+36	progenitor
+37	progenitor
+38	progenitor
+39	progenitor
+40	progenitor
+41	progenitor
+42	progenitor
+43	progenitor
+44	progenitor
+45	progenitor
+46	progenitor
+47	progenitor
+48	progenitor
+49	progenitor
+50	progenitor
+51	progenitor
+52	progenitor
+53	progenitor
+54	progenitor
+55	progenitor
+56	progenitor
+57	progenitor
+58	progenitor
+59	progenitor
+60	progenitor
+61	progenitor
+62	progenitor
+63	progenitor
+64	progenitor
+65	progenitor
+66	progenitor
+67	progenitor
+68	progenitor
+69	progenitor
+70	progenitor
+71	progenitor
+72	progenitor
+73	progenitor
+74	progenitor
+75	progenitor
+76	progenitor
+77	progenitor
+78	progenitor
+79	progenitor
+80	Ery
+81	Ery
+82	Ery
+83	Ery
+84	Ery
+85	Ery
+86	Ery
+87	Ery
+88	Ery
+89	Ery
+90	Ery
+91	Ery
+92	Ery
+93	Ery
+94	Ery
+95	Ery
+96	Ery
+97	Ery
+98	Ery
+99	Ery
+100	Ery
+101	Ery
+102	Ery
+103	Ery
+104	Ery
+105	Ery
+106	Ery
+107	Ery
+108	Ery
+109	Ery
+110	Ery
+111	Ery
+112	Ery
+113	Ery
+114	Ery
+115	Ery
+116	Ery
+117	Ery
+118	Ery
+119	Ery
+120	Ery
+121	Ery
+122	Ery
+123	Ery
+124	Ery
+125	Ery
+126	Ery
+127	Ery
+128	Ery
+129	Ery
+130	Ery
+131	Ery
+132	Ery
+133	Ery
+134	Ery
+135	Ery
+136	Ery
+137	Ery
+138	Ery
+139	Ery
+140	Ery
+141	Ery
+142	Ery
+143	Ery
+144	Ery
+145	Ery
+146	Ery
+147	Ery
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+150	Ery
+151	Ery
+152	Ery
+153	Ery
+154	Ery
+155	Ery
+156	Ery
+157	Ery
+158	Ery
+159	Ery
+0	progenitor
+1	progenitor
+2	progenitor
+3	progenitor
+4	progenitor
+5	progenitor
+6	progenitor
+7	progenitor
+8	progenitor
+9	progenitor
+10	progenitor
+11	progenitor
+12	progenitor
+13	progenitor
+14	progenitor
+15	progenitor
+16	progenitor
+17	progenitor
+18	progenitor
+19	progenitor
+20	progenitor
+21	progenitor
+22	progenitor
+23	progenitor
+24	progenitor
+25	progenitor
+26	progenitor
+27	progenitor
+28	progenitor
+29	progenitor
+30	progenitor
+31	progenitor
+32	progenitor
+33	progenitor
+34	progenitor
+35	progenitor
+36	progenitor
+37	progenitor
+38	progenitor
+39	progenitor
+40	progenitor
+41	progenitor
+42	progenitor
+43	progenitor
+44	progenitor
+45	progenitor
+46	progenitor
+47	progenitor
+48	progenitor
+49	progenitor
+50	progenitor
+51	progenitor
+52	progenitor
+53	progenitor
+54	progenitor
+55	progenitor
+56	progenitor
+57	progenitor
+58	progenitor
+59	progenitor
+60	progenitor
+61	progenitor
+62	progenitor
+63	progenitor
+64	progenitor
+65	progenitor
+66	progenitor
+67	progenitor
+68	progenitor
+69	progenitor
+70	progenitor
+71	progenitor
+72	progenitor
+73	progenitor
+74	progenitor
+75	progenitor
+76	progenitor
+77	progenitor
+78	progenitor
+79	progenitor
+80	Mk
+81	Mk
+82	Mk
+83	Mk
+84	Mk
+85	Mk
+86	Mk
+87	Mk
+88	Mk
+89	Mk
+90	Mk
+91	Mk
+92	Mk
+93	Mk
+94	Mk
+95	Mk
+96	Mk
+97	Mk
+98	Mk
+99	Mk
+100	Mk
+101	Mk
+102	Mk
+103	Mk
+104	Mk
+105	Mk
+106	Mk
+107	Mk
+108	Mk
+109	Mk
+110	Mk
+111	Mk
+112	Mk
+113	Mk
+114	Mk
+115	Mk
+116	Mk
+117	Mk
+118	Mk
+119	Mk
+120	Mk
+121	Mk
+122	Mk
+123	Mk
+124	Mk
+125	Mk
+126	Mk
+127	Mk
+128	Mk
+129	Mk
+130	Mk
+131	Mk
+132	Mk
+133	Mk
+134	Mk
+135	Mk
+136	Mk
+137	Mk
+138	Mk
+139	Mk
+140	Mk
+141	Mk
+142	Mk
+143	Mk
+144	Mk
+145	Mk
+146	Mk
+147	Mk
+148	Mk
+149	Mk
+150	Mk
+151	Mk
+152	Mk
+153	Mk
+154	Mk
+155	Mk
+156	Mk
+157	Mk
+158	Mk
+159	Mk
+0	progenitor
+1	progenitor
+2	progenitor
+3	progenitor
+4	progenitor
+5	progenitor
+6	progenitor
+7	progenitor
+8	progenitor
+9	progenitor
+10	progenitor
+11	progenitor
+12	progenitor
+13	progenitor
+14	progenitor
+15	progenitor
+16	progenitor
+17	progenitor
+18	progenitor
+19	progenitor
+20	progenitor
+21	progenitor
+22	progenitor
+23	progenitor
+24	progenitor
+25	progenitor
+26	progenitor
+27	progenitor
+28	progenitor
+29	progenitor
+30	progenitor
+31	progenitor
+32	progenitor
+33	progenitor
+34	progenitor
+35	progenitor
+36	progenitor
+37	progenitor
+38	progenitor
+39	progenitor
+40	progenitor
+41	progenitor
+42	progenitor
+43	progenitor
+44	progenitor
+45	progenitor
+46	progenitor
+47	progenitor
+48	progenitor
+49	progenitor
+50	progenitor
+51	progenitor
+52	progenitor
+53	progenitor
+54	progenitor
+55	progenitor
+56	progenitor
+57	progenitor
+58	progenitor
+59	progenitor
+60	progenitor
+61	progenitor
+62	progenitor
+63	progenitor
+64	progenitor
+65	progenitor
+66	progenitor
+67	progenitor
+68	progenitor
+69	progenitor
+70	progenitor
+71	progenitor
+72	progenitor
+73	progenitor
+74	progenitor
+75	progenitor
+76	progenitor
+77	progenitor
+78	progenitor
+79	progenitor
+80	Neu
+81	Neu
+82	Neu
+83	Neu
+84	Neu
+85	Neu
+86	Neu
+87	Neu
+88	Neu
+89	Neu
+90	Neu
+91	Neu
+92	Neu
+93	Neu
+94	Neu
+95	Neu
+96	Neu
+97	Neu
+98	Neu
+99	Neu
+100	Neu
+101	Neu
+102	Neu
+103	Neu
+104	Neu
+105	Neu
+106	Neu
+107	Neu
+108	Neu
+109	Neu
+110	Neu
+111	Neu
+112	Neu
+113	Neu
+114	Neu
+115	Neu
+116	Neu
+117	Neu
+118	Neu
+119	Neu
+120	Neu
+121	Neu
+122	Neu
+123	Neu
+124	Neu
+125	Neu
+126	Neu
+127	Neu
+128	Neu
+129	Neu
+130	Neu
+131	Neu
+132	Neu
+133	Neu
+134	Neu
+135	Neu
+136	Neu
+137	Neu
+138	Neu
+139	Neu
+140	Neu
+141	Neu
+142	Neu
+143	Neu
+144	Neu
+145	Neu
+146	Neu
+147	Neu
+148	Neu
+149	Neu
+150	Neu
+151	Neu
+152	Neu
+153	Neu
+154	Neu
+155	Neu
+156	Neu
+157	Neu
+158	Neu
+159	Neu
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/inspect.var.tabular	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,12 @@
+index
+Gata2
+Gata1
+Fog1
+EKLF
+Fli1
+SCL
+Cebpa
+Pu.1
+cJun
+EgrNab
+Gfi1
Binary file test-data/krumsiek11.h5ad has changed
Binary file test-data/krumsiek11.loom has changed
Binary file test-data/loomtest.loom has changed
Binary file test-data/manipulate.add_annotation_obs.h5ad has changed
Binary file test-data/manipulate.add_annotation_var.h5ad has changed
Binary file test-data/manipulate.concatenate.h5ad has changed
Binary file test-data/manipulate.filter_obs_key.h5ad has changed
Binary file test-data/manipulate.filter_var_index.h5ad has changed
Binary file test-data/manipulate.obs_names_make_unique.h5ad has changed
Binary file test-data/manipulate.rename_categories.h5ad has changed
Binary file test-data/manipulate.save_raw.h5ad has changed
Binary file test-data/manipulate.strings_to_categoricals.h5ad has changed
Binary file test-data/manipulate.transpose.h5ad has changed
Binary file test-data/manipulate.var_names_make_unique.h5ad has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/matrix_10x_v1.2.0.mtx	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,15 @@
+%%MatrixMarket matrix coordinate integer general
+%
+343 12 12
+201 1 1
+123 2 1
+283 3 1
+318 4 1
+175 5 1
+12 6 1
+132 7 1
+197 8 1
+222 9 1
+236 10 1
+317 11 1
+127 12 1
\ No newline at end of file
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/matrix_10x_v3.0.0.mtx	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,23869 @@
+%%MatrixMarket matrix coordinate integer general
+%metadata_json: {"format_version": 2, "software_version": "4009.30.5"}
+507 1107 23866
+458 1 3
+456 1 1
+409 1 1
+406 1 2
+391 1 2
+386 1 1
+376 1 1
+314 1 1
+295 1 2
+293 1 1
+289 1 2
+263 1 1
+262 1 1
+258 1 1
+257 1 1
+253 1 2
+250 1 1
+217 1 1
+216 1 1
+215 1 1
+169 1 3
+166 1 2
+162 1 1
+141 1 1
+140 1 1
+139 1 1
+499 2 1
+470 2 1
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+385 2 1
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+314 2 1
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+253 2 2
+252 2 1
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+215 2 1
+61 2 1
+458 3 5
+406 3 1
+404 3 1
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+332 3 1
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+70 3 1
+507 4 1
+499 4 1
+336 4 1
+311 4 1
+263 4 1
+258 4 1
+254 4 1
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+215 4 2
+165 4 1
+139 4 1
+507 5 2
+458 5 4
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+314 5 1
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+237 5 2
+215 5 1
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+139 5 4
+90 5 1
+62 5 1
+462 6 1
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+423 6 1
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+404 6 1
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+376 6 1
+348 6 1
+336 6 2
+311 6 1
+295 6 1
+293 6 2
+263 6 2
+257 6 1
+253 6 2
+252 6 1
+215 6 1
+166 6 1
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+139 6 3
+87 6 1
+499 7 1
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+477 8 1
+458 8 19
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+212 8 2
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+141 8 1
+139 8 2
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+212 9 1
+169 9 1
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+141 9 1
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+507 10 4
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+458 10 2
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+352 10 1
+336 10 4
+311 10 2
+306 10 1
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+258 10 2
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+258 11 1
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+90 11 1
+87 11 1
+507 12 3
+470 12 1
+458 12 8
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+456 12 2
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+409 12 2
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+386 12 1
+352 12 1
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+307 12 2
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+303 12 2
+289 12 1
+263 12 2
+262 12 1
+258 12 4
+257 12 2
+253 12 2
+252 12 1
+250 12 2
+217 12 1
+215 12 1
+169 12 1
+166 12 3
+141 12 2
+140 12 2
+139 12 2
+76 12 1
+507 13 4
+494 13 1
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+336 13 1
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+385 14 1
+337 14 2
+336 14 6
+331 14 2
+307 14 1
+293 14 2
+289 14 2
+282 14 2
+267 14 1
+263 14 3
+258 14 3
+257 14 1
+253 14 2
+252 14 1
+215 14 1
+167 14 2
+165 14 1
+141 14 1
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+87 14 1
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+391 15 1
+307 15 1
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+263 15 1
+257 15 1
+252 15 1
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+215 15 2
+166 15 2
+162 15 1
+140 15 1
+139 15 2
+507 16 1
+502 16 1
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+405 16 1
+391 16 2
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+332 16 3
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+295 16 1
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+235 16 1
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+311 17 1
+307 17 4
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+287 17 1
+266 17 1
+263 17 3
+261 17 1
+254 17 1
+217 17 1
+215 17 2
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/obs_add_annotation.tabular	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,641 @@
+annot1	annot2
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Binary file test-data/pp.neighbors_umap_euclidean.recipe_weinreb17.paul15_subsample.h5ad has changed
Binary file test-data/pp.pca.krumsiek11.h5ad has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/rows.tsv	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,10 @@
+Gene	Protein	Testing	Testing2
+0	0	3	15
+1	1	4	16
+2	2	5	17
+3	3	6	18
+4	4	7	19
+5	5	8	20
+6	6	9	21
+7	7	10	22
+8	8	11	23
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/secondlayer.tsv	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,9 @@
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Binary file test-data/tl.diffmap.h5ad has changed
Binary file test-data/tl.draw_graph.h5ad has changed
Binary file test-data/tl.paga.neighbors_gauss_braycurtis.recipe_weinreb17.paul15_subsample.h5ad has changed
Binary file test-data/tl.rank_genes_groups.krumsiek11.h5ad has changed
Binary file test-data/tl.tsne.h5ad has changed
Binary file test-data/tl.umap.h5ad has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/umi_tools.tsv	Mon Jan 06 13:43:38 2020 -0500
@@ -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
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/var_add_annotation.tabular	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,12 @@
+annot1	annot2
+1	a
+2	b
+3	c
+4	d
+5	e
+6	f
+7	g
+8	h
+9	i
+10	j
+11	k
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/tsv_to_loompy.py	Mon Jan 06 13:43:38 2020 -0500
@@ -0,0 +1,109 @@
+#!/usr/bin/env python
+"""This module converts a tsv file into a binary loom file"""
+
+import argparse
+import os
+
+import loompy
+import numpy as np
+
+parser = argparse.ArgumentParser(description="Loompy file converter flags")
+parser.add_argument('--VERSION', action='version', version='%(prog)s 0.1.0',
+                    help="Displays tool version")
+parser.add_argument('--rowfile', '-r', help="File of row attributes & values")
+parser.add_argument('--colfile', '-c',
+                    help="File of column attributes and values")
+parser.add_argument('--output', '-o', help="Output file name")
+parser.add_argument('--files', '-f', nargs='*',
+                    help="Input tsv files. First file becomes main layer.")
+args = parser.parse_args()
+
+colsfile = args.colfile
+rowsfile = args.rowfile
+if args.output:
+    filename = args.output
+else:
+    filename = "converted.loom"
+alldata = args.files
+alayers = []
+layernames = []
+rowdict = {}
+coldict = {}
+
+#  Creates dictionary based on row file
+#  For each attribute:
+#  Attribute: [attribute values]
+with open(rowsfile, "r") as rows:
+    count = 0
+    for line in rows:
+        line = line.strip().split("\t")
+        if count == 0:  # First time through
+            row_attributes = line
+            for x in row_attributes:
+                rowdict[x] = []
+            count += 1
+        else:
+            for x in range(0, len(line)):
+                rowdict[row_attributes[x]].append(line[x])
+#  Same as above, but for columns
+with open(colsfile, "r") as cols:
+    count = 0
+    for line in cols:
+        line = line.replace('\"', "")
+        line = line.replace(' ', "")
+        line = line.strip().split("\t")
+        if count == 0:  # First time through
+            col_attributes = line
+            for x in col_attributes:
+                coldict[x] = []
+            count += 1
+        else:
+            for x in range(0, len(line)):
+                coldict[col_attributes[x]].append(line[x])
+#  Finding dimensions for the loom layers
+rowshape = len(rowdict[list(rowdict.keys())[0]])
+colshape = len(coldict[list(coldict.keys())[0]])
+
+#  Creates a list with each element being entire matrix of
+#  each layer file as floats
+for file in range(0, len(alldata)):
+    layer = alldata[file][:-4]
+    layer = layer.split("/")[-1]
+    if layer == "":
+        raise Exception("Please only use named files")
+    layernames.append(layer)
+    cfile = alldata[file]
+    with open(cfile, "r") as tsv:
+        cmatrix = []
+        for line in tsv:
+            line = line.strip().split("\t")
+            line = [float(i) for i in line]
+            cmatrix += line
+        alayers.append(cmatrix)
+
+#  Loompy cannot overwright existing files. If somehow it finds
+#  a second file with the same name, it must be deleted
+if os.path.isfile(filename):
+    os.remove(filename)
+#  To create the file properly, the first row and column attributes must be
+#  added separately in the form of individual dictionaries
+row_attrs = {row_attributes[0]: np.asarray(rowdict[row_attributes[0]])}
+col_attrs = {col_attributes[0]: np.asarray(coldict[col_attributes[0]])}
+matrix = np.asarray(alayers[0])
+matrix = matrix.astype(float)
+matrix = matrix.reshape(rowshape, colshape)
+#  Creation of initial loom file
+if "loom" not in filename[-5:]:
+    filename = filename + ".loom"
+loompy.create(filename, matrix, row_attrs, col_attrs)
+#  Adding all row and column attributes, then all layers
+with loompy.connect(filename) as loomfile:
+    for x in row_attributes:
+        loomfile.ra[x] = rowdict[x]
+    for y in col_attributes:
+        loomfile.ca[y] = coldict[y]
+    for z in range(1, len(alayers)):
+        matrix = np.asarray(alayers[z])
+        matrix = matrix.astype(float)
+        matrix = matrix.reshape(rowshape, colshape)
+        loomfile[layernames[z]] = matrix