changeset 1:a96cc346819c draft

planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/gsc_center_scale commit 7865eb7eb9d862e9967fe519d28df705d973fbaf
author artbio
date Fri, 12 Jul 2019 11:44:50 -0400
parents bcbd7179d8ec
children 163befe5f05b
files center_scale.R center_scale.xml test-data/full_center.tab test-data/full_scale.tab test-data/full_standardize.tab test-data/fulldata.map.tsv test-data/fulldata.tsv test-data/group_center.tab test-data/group_scale.tab test-data/group_standardize.tab test-data/mini.data.counts.tsv test-data/mini.data.factor.tsv
diffstat 12 files changed, 1041 insertions(+), 232 deletions(-) [+]
line wrap: on
line diff
--- a/center_scale.R	Thu Jul 11 13:31:20 2019 -0400
+++ b/center_scale.R	Fri Jul 12 11:44:50 2019 -0400
@@ -43,7 +43,7 @@
     transfo <- scale(
         t(df),
         center=center,
-        scale=center
+        scale=scale
         )
     return(as.data.frame(t(transfo)))
 }
@@ -70,12 +70,14 @@
     data.transformed <- data.frame(row.names=rownames(data), stringsAsFactors=FALSE)
     for (group in levels(data.factor$level)){
         subcells <- as.data.frame(subset(data.factor, level==group, select=cellid))
-        subdata <- as.data.frame(subset(data, select=subcells$cellid))
-        subdata.transformed <- transform(subdata, center=opt$center, scale=opt$scale)
+        subdata <- as.data.frame(subset(data, select=as.vector(subcells$cellid)))
+        subdata.transformed <- transform(subdata, center=as.logical(opt$center),
+                                                  scale=as.logical(opt$scale))
         data.transformed <- cbind(data.transformed, subdata.transformed)
     }
 } else {
-    data.transformed <- transform(data, center=opt$center, scale=opt$scale)
+    data.transformed <- transform(data, center=as.logical(opt$center),
+                                        scale=as.logical(opt$scale))
 }
 
 
--- a/center_scale.xml	Thu Jul 11 13:31:20 2019 -0400
+++ b/center_scale.xml	Fri Jul 12 11:44:50 2019 -0400
@@ -1,4 +1,4 @@
-<tool id="center_scale" name="Center or scale (standardize) data" version="0.9.0">
+<tool id="center_scale" name="Center or scale (standardize) data" version="0.9.5">
     <description></description>
     <requirements>
         <requirement type="package" version="1.6.0">r-optparse</requirement>
@@ -45,27 +45,47 @@
     </outputs>
     <tests>
         <test>
-            <param name="input" value="mini.data.counts.tsv" ftype="tabular"/>
+            <param name="input" value="fulldata.tsv" ftype="tabular"/>
+            <param name="scale" value="TRUE"/>
+            <param name="center" value="TRUE"/>
             <output name="output" file="full_standardize.tab" ftype="tabular"/>
         </test>
         <test>
-            <param name="input" value="mini.data.counts.tsv" ftype="tabular"/>
+            <param name="input" value="fulldata.tsv" ftype="tabular"/>
             <param name="scale" value="FALSE"/>
+            <param name="center" value="TRUE"/>
             <output name="output" file="full_center.tab" ftype="tabular"/>
         </test>
         <test>
-            <param name="input" value="mini.data.counts.tsv" ftype="tabular" />
+            <param name="input" value="fulldata.tsv" ftype="tabular"/>
+            <param name="scale" value="TRUE"/>
+            <param name="center" value="FALSE"/>
+            <output name="output" file="full_scale.tab" ftype="tabular"/>
+        </test>
+        <test>
+            <param name="input" value="fulldata.tsv" ftype="tabular" />
+            <param name="scale" value="TRUE"/>
+            <param name="center" value="TRUE"/>
             <param name="factor_options" value="TRUE" />
-            <param name="file" value="mini.data.factor.tsv" ftype="tabular" />          
+            <param name="file" value="fulldata.map.tsv" ftype="tabular" />          
             <output name="output" file="group_standardize.tab" ftype="tabular"/>
         </test>
         <test>
-            <param name="input" value="mini.data.counts.tsv" ftype="tabular" />
+            <param name="input" value="fulldata.tsv" ftype="tabular" />
             <param name="scale" value="FALSE"/>
+            <param name="center" value="TRUE"/>
             <param name="factor_options" value="TRUE" />
-            <param name="file" value="mini.data.factor.tsv" ftype="tabular" />          
+            <param name="file" value="fulldata.map.tsv" ftype="tabular" />          
             <output name="output" file="group_center.tab" ftype="tabular"/>
         </test>
+        <test>
+            <param name="input" value="fulldata.tsv" ftype="tabular" />
+            <param name="scale" value="TRUE"/>
+            <param name="center" value="FALSE"/>
+            <param name="factor_options" value="TRUE" />
+            <param name="file" value="fulldata.map.tsv" ftype="tabular" />          
+            <output name="output" file="group_scale.tab" ftype="tabular"/>
+        </test>
     </tests>
     <help>
 
--- a/test-data/full_center.tab	Thu Jul 11 13:31:20 2019 -0400
+++ b/test-data/full_center.tab	Fri Jul 12 11:44:50 2019 -0400
@@ -1,24 +1,101 @@
-gene	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	V29	V30	V31	V32	V33	V34	V35	V36	V37	V38	V39	V40	V41	V42	V43	V44	V45	V46	V47	V48	V49	V50	V51	V52	V53	V54	V55	V56	V57	V58	V59	V60	V61	V62	V63	V64	V65	V66	V67	V68	V69	V70	V71	V72	V73	V74	V75	V76	V77	V78	V79	V80	V81	V82	V83	V84	V85	V86	V87	V88	V89	V90	V91	V92	V93	V94	V95	V96	V97	V98	V99	V100
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-var_2	-0.541294731712273	0.242227703329583	0.298457497163882	-1.59128040481661	0.492568820762451	-1.39513076577133	0.326846703851359	-0.00765721677150041	1.36292463524707	-1.16295544550248	-1.48399920753179	0.992534842020315	0.65782034548078	0.914972097464969	0.674982769172224	0.906021959186926	-0.430941433135481	0.579077508030049	-0.723551394152942	1.0640090777793	1.00766589564849	-1.2217881910531	1.26363116354427	0.752596538382718	1.5479746302466	0.284040522571208	1.4250198057911	-1.15253249925345	1.6598395481262	-0.948344426203957	0.884033459138658	1.41476147992376	-0.347957924430969	-1.64559941588015	1.06132163629135	-1.5878917833097	-1.29702873221215	0.16007281182391	1.35686994772062	1.26935792924921	-0.215505740939617	1.57086144476489	1.44430164224152	1.24316088063912	1.48515104059891	1.64290468769636	0.618432445070096	-0.371375964112492	-0.034557822626917	-0.29952346835281	-1.34816900807847	-1.61764908416048	-1.45111420161824	-0.812096005551296	-0.997930629277508	0.269326020526353	0.14020729154829	1.31489076490235	-0.314589723189421	-0.689536732933039	-1.04476819352643	1.09271152807006	-0.788621641964541	-0.0359206339779884	-1.37766073744226	-0.893794745124963	-1.59495927885248	-0.735358451294217	0.122548288987079	-0.272600295676175	0.228717881291509	0.272130161363657	1.43964717470135	0.120524068606268	-0.521467807510908	-0.573733985374251	0.62940506053399	-1.0972800288116	1.05936837733075	-1.05847160961555	1.62005588218622	-0.187743541207902	-0.529256421403206	1.41482790762811	-0.91322796400769	-0.481318233441152	1.12599404818718	-0.458520040074382	-0.326683777382395	0.063673926711384	0.33634397052215	-0.391935123347221	-0.347679969762858	-1.66415455450474	-1.4105070877922	-1.57122334443858	0.0207060807317143	0.790029465599748	-0.709276246121835	0.010616296847664
-var_3	0.828679126763805	-1.31436590033886	-0.936059531319347	-0.756825170473032	-0.878038176234384	0.129721330372601	0.567286029053015	-0.149033923252748	0.0164349136912808	0.636331490569958	2.25513195953757	0.745117105537781	-2.09575578911293	-0.467442155317868	-0.731554403243438	-0.688780168352447	2.61744500839296	1.0076224407424	-0.955460087535743	-0.385928532728328	-0.456410748799656	1.81753220261037	1.58108096237827	-1.31982919111739	-1.25200853654515	1.70530961837567	0.78124521454655	-0.918332286658345	0.172110142759496	-0.432473890953326	-0.180824734926549	-1.24900167993743	-0.104643688293381	0.448101077918828	0.0258454734114866	0.883981512253873	-0.260671364395439	0.443657123316603	0.694599978531318	0.150752995809882	-0.879236057761994	1.51156661300589	-0.420671435574607	1.82603036294378	-0.088723076515399	-0.151915620976093	-1.13437375688035	0.56110096649141	-0.383513636485153	0.183499944322951	0.413910404978128	0.95999065708525	0.148828580741724	-1.36457642822887	0.734525796207191	-1.33442489767532	0.585605698774797	0.613936494746417	-0.419331935204972	0.0666188646250627	-0.932206093063733	0.0647799677261241	0.48947202085126	3.15416455186692	-0.871111586405689	-1.14470374278961	-1.25831186570738	1.45048709629642	0.123456728128873	-0.45951669999386	-1.27439867456517	1.00839101361375	0.965105491160971	-0.100733702633268	-0.114029848360004	0.872578248439622	-2.44573717649276	1.07579564179439	-1.22008819885551	-0.549462113787089	-1.36154999740461	0.2411130367276	0.6657518611908	-0.80642238631606	-0.330703275441858	-0.964909549003239	-0.876496108507171	0.596684655690397	0.528215082290121	0.420773930698013	-0.506073429427802	0.364004117157493	0.139413668560793	-0.470387168679385	-0.430967829944663	-0.225649722628602	0.747186684974797	-1.40629731082984	1.48766254740408	-0.0486731493928695
-var_4	0.570882716569773	-1.34996657693053	0.882426417475764	-0.354628538764074	0.123010066600641	-2.04905956489049	-0.765767467476612	-1.46390766921689	0.322082355773827	0.232250358936151	-1.35356973128321	-0.44264837062556	-0.991460246418388	0.0423773985255568	0.125257491643957	-2.38674825420891	-2.37494032502422	0.0295997771599167	-0.387988114645446	0.347738943510966	1.30218797083728	0.778763762023523	-0.0285795845337616	0.452104014022311	-0.0519204586678151	0.0986247000919088	0.473753466565958	0.912964311617811	-1.01016153912967	-1.56928895530399	1.85434676537891	-0.921677356144738	1.89160144994239	0.722717074957377	-0.674372535315653	-0.718924427982797	0.332745790994934	2.18620834443533	0.63032169461092	-0.290649130863158	0.918239711202058	-0.241010267423069	-0.159265145041944	-0.724560239501209	-0.0937534052676546	1.24648293234835	0.855922342184137	-0.639975612379489	0.926871857754904	-0.70338959377306	-0.140253522232597	-0.634257349065764	1.97657450513486	1.2245279482502	-1.13577216133295	1.25417205836626	1.00188343740811	0.0164610299117465	0.487830104097486	0.783809056801044	0.639233832024887	0.263073784235967	-0.645408629871763	2.7103043457555	0.82423515246283	-0.744465752990466	-0.980987816785612	0.0830193188085329	0.16178247193395	-0.0438718653545216	-0.555231437729293	0.0266362772244007	-0.074041554051169	-1.0858785472466	0.307719275776737	-0.911039168065625	-0.124968691055027	-1.89010333125783	-0.547434603500344	-0.787294165148244	-0.35151736513404	-1.27402446865972	1.11293261341547	0.485089679103526	-0.830394097225205	0.311010390643514	-0.39036287062895	-0.625425500763337	1.01552170639303	-1.22499971401974	-0.38498550511866	1.22644786020278	-0.492563186943068	0.658944987278176	-0.570542653102809	1.33254858861935	-1.50442146282735	0.549660238748154	1.95422493129708	1.03133322186475
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/full_scale.tab	Fri Jul 12 11:44:50 2019 -0400
@@ -0,0 +1,101 @@
+gene	Obs_1	Obs_2	Obs_3	Obs_4	Obs_5	Obs_6	Obs_7	Obs_8	Obs_9	Obs_10	Obs_11	Obs_12	Obs_13	Obs_14	Obs_15	Obs_16	Obs_17	Obs_18	Obs_19	Obs_20	Obs_21	Obs_22	Obs_23	Obs_24	Obs_25	Obs_26	Obs_27	Obs_28	Obs_29	Obs_30	Obs_31	Obs_32	Obs_33	Obs_34	Obs_35	Obs_36	Obs_37	Obs_38	Obs_39	Obs_40	Obs_41	Obs_42	Obs_43	Obs_44	Obs_45	Obs_46	Obs_47	Obs_48	Obs_49	Obs_50	Obs_51	Obs_52	Obs_53	Obs_54	Obs_55	Obs_56	Obs_57	Obs_58	Obs_59	Obs_60	Obs_61	Obs_62	Obs_63	Obs_64	Obs_65	Obs_66	Obs_67	Obs_68	Obs_69	Obs_70	Obs_71	Obs_72	Obs_73	Obs_74	Obs_75	Obs_76	Obs_77	Obs_78	Obs_79	Obs_80	Obs_81	Obs_82	Obs_83	Obs_84	Obs_85	Obs_86	Obs_87	Obs_88	Obs_89	Obs_90	Obs_91	Obs_92	Obs_93	Obs_94	Obs_95	Obs_96	Obs_97	Obs_98	Obs_99	Obs_100	Obs_101	Obs_102	Obs_103	Obs_104	Obs_105	Obs_106	Obs_107	Obs_108	Obs_109	Obs_110	Obs_111	Obs_112	Obs_113	Obs_114	Obs_115	Obs_116	Obs_117	Obs_118	Obs_119	Obs_120	Obs_121	Obs_122	Obs_123	Obs_124	Obs_125	Obs_126	Obs_127	Obs_128	Obs_129	Obs_130	Obs_131	Obs_132	Obs_133	Obs_134	Obs_135	Obs_136	Obs_137	Obs_138	Obs_139	Obs_140	Obs_141	Obs_142	Obs_143	Obs_144	Obs_145	Obs_146	Obs_147	Obs_148	Obs_149	Obs_150	Obs_151	Obs_152	Obs_153	Obs_154	Obs_155	Obs_156	Obs_157	Obs_158	Obs_159	Obs_160	Obs_161	Obs_162	Obs_163	Obs_164	Obs_165	Obs_166	Obs_167	Obs_168	Obs_169	Obs_170	Obs_171	Obs_172	Obs_173	Obs_174	Obs_175	Obs_176	Obs_177	Obs_178	Obs_179	Obs_180	Obs_181	Obs_182	Obs_183	Obs_184	Obs_185	Obs_186	Obs_187	Obs_188	Obs_189	Obs_190	Obs_191	Obs_192	Obs_193	Obs_194	Obs_195	Obs_196	Obs_197	Obs_198	Obs_199	Obs_200	Obs_201	Obs_202	Obs_203	Obs_204	Obs_205	Obs_206	Obs_207	Obs_208	Obs_209	Obs_210	Obs_211	Obs_212	Obs_213	Obs_214	Obs_215	Obs_216	Obs_217	Obs_218	Obs_219	Obs_220	Obs_221	Obs_222	Obs_223	Obs_224	Obs_225	Obs_226	Obs_227	Obs_228	Obs_229	Obs_230	Obs_231	Obs_232	Obs_233	Obs_234	Obs_235	Obs_236	Obs_237	Obs_238	Obs_239	Obs_240	Obs_241	Obs_242	Obs_243	Obs_244	Obs_245	Obs_246	Obs_247	Obs_248	Obs_249	Obs_250	Obs_251	Obs_252	Obs_253	Obs_254	Obs_255	Obs_256	Obs_257	Obs_258	Obs_259	Obs_260	Obs_261	Obs_262	Obs_263	Obs_264	Obs_265	Obs_266	Obs_267	Obs_268	Obs_269	Obs_270	Obs_271	Obs_272	Obs_273	Obs_274	Obs_275	Obs_276	Obs_277	Obs_278	Obs_279	Obs_280	Obs_281	Obs_282	Obs_283	Obs_284	Obs_285	Obs_286	Obs_287	Obs_288	Obs_289	Obs_290	Obs_291	Obs_292	Obs_293	Obs_294	Obs_295	Obs_296	Obs_297	Obs_298	Obs_299	Obs_300
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--- a/test-data/full_standardize.tab	Thu Jul 11 13:31:20 2019 -0400
+++ b/test-data/full_standardize.tab	Fri Jul 12 11:44:50 2019 -0400
@@ -1,24 +1,101 @@
-gene	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	V29	V30	V31	V32	V33	V34	V35	V36	V37	V38	V39	V40	V41	V42	V43	V44	V45	V46	V47	V48	V49	V50	V51	V52	V53	V54	V55	V56	V57	V58	V59	V60	V61	V62	V63	V64	V65	V66	V67	V68	V69	V70	V71	V72	V73	V74	V75	V76	V77	V78	V79	V80	V81	V82	V83	V84	V85	V86	V87	V88	V89	V90	V91	V92	V93	V94	V95	V96	V97	V98	V99	V100
-var_1	-1.34519843888756	0.698880913024298	-0.628559770715729	1.63755934449727	1.60685561791045	-0.228923200579707	-1.69715568015008	-0.812629755155866	-0.282038367558667	-1.57088292103097	1.26290574185616	-0.464084354453581	-1.01104210205559	-0.9335544690403	0.963077164678624	-0.476482550518231	1.15870318542339	-0.823946066915483	0.581163347541696	1.05070805650817	0.932107603186604	-1.4331951893289	0.238060911297142	-1.18465888402829	-0.570608650646044	1.71741318940125	0.91440131502539	1.16738017051852	0.621003385167315	1.54768105659566	-0.295061352083041	-0.789064980754403	-0.856060986814414	0.362215762949185	-0.885700679681756	-1.27383716603478	0.359224592750698	-1.12293421059729	-1.34635022873143	1.61168184627004	1.27026318161586	0.616066745301555	0.168313740489517	-1.49016484484468	0.313479262134367	1.42309132597302	0.475064867840512	0.248588706511115	0.95118301737876	1.34298115531614	-0.883864592621377	-0.924502192940244	-0.524888645650033	-1.16072881935938	-1.48361625627296	0.241957901539258	-1.52449243383252	0.991817430559662	-1.26338149094279	-0.844119545261828	1.29350876043674	-1.23598724332188	-0.145429324041219	-1.34970969341984	-0.209022302961414	1.47854633480592	-0.144166847501461	-1.32305842783621	1.58663674469207	0.261045199517866	-0.781230165218332	0.864705252145515	-1.12693762086976	-1.16221892434518	0.747288338375851	1.15585812626905	-0.658386202265977	0.396171769052355	-0.68073664036422	-1.1142157902591	0.18246433654176	-0.360934584891474	-0.577177077375399	0.466760187492657	-1.00804905534084	1.14600809557787	-0.392100119028983	1.6774229651472	0.206583276084397	0.433954232720239	1.01738760637713	0.955998443929282	-0.60610945099699	0.35498743779774	-0.771756490361123	0.719002215562561	1.19985500836092	1.04271993579902	0.935410122383927	-0.817190140444411
-var_2	-0.541294731712273	0.242227703329583	0.298457497163882	-1.59128040481661	0.492568820762451	-1.39513076577133	0.326846703851359	-0.00765721677150041	1.36292463524707	-1.16295544550248	-1.48399920753179	0.992534842020315	0.65782034548078	0.914972097464969	0.674982769172224	0.906021959186926	-0.430941433135481	0.579077508030049	-0.723551394152942	1.0640090777793	1.00766589564849	-1.2217881910531	1.26363116354427	0.752596538382718	1.5479746302466	0.284040522571208	1.4250198057911	-1.15253249925345	1.6598395481262	-0.948344426203957	0.884033459138658	1.41476147992376	-0.347957924430969	-1.64559941588015	1.06132163629135	-1.5878917833097	-1.29702873221215	0.16007281182391	1.35686994772062	1.26935792924921	-0.215505740939617	1.57086144476489	1.44430164224152	1.24316088063912	1.48515104059891	1.64290468769636	0.618432445070096	-0.371375964112492	-0.034557822626917	-0.29952346835281	-1.34816900807847	-1.61764908416048	-1.45111420161824	-0.812096005551296	-0.997930629277508	0.269326020526353	0.14020729154829	1.31489076490235	-0.314589723189421	-0.689536732933039	-1.04476819352643	1.09271152807006	-0.788621641964541	-0.0359206339779884	-1.37766073744226	-0.893794745124963	-1.59495927885248	-0.735358451294217	0.122548288987079	-0.272600295676175	0.228717881291509	0.272130161363657	1.43964717470135	0.120524068606268	-0.521467807510908	-0.573733985374251	0.62940506053399	-1.0972800288116	1.05936837733075	-1.05847160961555	1.62005588218622	-0.187743541207902	-0.529256421403206	1.41482790762811	-0.91322796400769	-0.481318233441152	1.12599404818718	-0.458520040074382	-0.326683777382395	0.063673926711384	0.33634397052215	-0.391935123347221	-0.347679969762858	-1.66415455450474	-1.4105070877922	-1.57122334443858	0.0207060807317143	0.790029465599748	-0.709276246121835	0.010616296847664
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+Obs_276	c
+Obs_277	c
+Obs_278	c
+Obs_279	c
+Obs_280	c
+Obs_281	c
+Obs_282	c
+Obs_283	c
+Obs_284	c
+Obs_285	c
+Obs_286	c
+Obs_287	c
+Obs_288	c
+Obs_289	c
+Obs_290	c
+Obs_291	c
+Obs_292	c
+Obs_293	c
+Obs_294	c
+Obs_295	c
+Obs_296	c
+Obs_297	c
+Obs_298	c
+Obs_299	c
+Obs_300	c
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/fulldata.tsv	Fri Jul 12 11:44:50 2019 -0400
@@ -0,0 +1,101 @@
+gene	Obs_1	Obs_2	Obs_3	Obs_4	Obs_5	Obs_6	Obs_7	Obs_8	Obs_9	Obs_10	Obs_11	Obs_12	Obs_13	Obs_14	Obs_15	Obs_16	Obs_17	Obs_18	Obs_19	Obs_20	Obs_21	Obs_22	Obs_23	Obs_24	Obs_25	Obs_26	Obs_27	Obs_28	Obs_29	Obs_30	Obs_31	Obs_32	Obs_33	Obs_34	Obs_35	Obs_36	Obs_37	Obs_38	Obs_39	Obs_40	Obs_41	Obs_42	Obs_43	Obs_44	Obs_45	Obs_46	Obs_47	Obs_48	Obs_49	Obs_50	Obs_51	Obs_52	Obs_53	Obs_54	Obs_55	Obs_56	Obs_57	Obs_58	Obs_59	Obs_60	Obs_61	Obs_62	Obs_63	Obs_64	Obs_65	Obs_66	Obs_67	Obs_68	Obs_69	Obs_70	Obs_71	Obs_72	Obs_73	Obs_74	Obs_75	Obs_76	Obs_77	Obs_78	Obs_79	Obs_80	Obs_81	Obs_82	Obs_83	Obs_84	Obs_85	Obs_86	Obs_87	Obs_88	Obs_89	Obs_90	Obs_91	Obs_92	Obs_93	Obs_94	Obs_95	Obs_96	Obs_97	Obs_98	Obs_99	Obs_100	Obs_101	Obs_102	Obs_103	Obs_104	Obs_105	Obs_106	Obs_107	Obs_108	Obs_109	Obs_110	Obs_111	Obs_112	Obs_113	Obs_114	Obs_115	Obs_116	Obs_117	Obs_118	Obs_119	Obs_120	Obs_121	Obs_122	Obs_123	Obs_124	Obs_125	Obs_126	Obs_127	Obs_128	Obs_129	Obs_130	Obs_131	Obs_132	Obs_133	Obs_134	Obs_135	Obs_136	Obs_137	Obs_138	Obs_139	Obs_140	Obs_141	Obs_142	Obs_143	Obs_144	Obs_145	Obs_146	Obs_147	Obs_148	Obs_149	Obs_150	Obs_151	Obs_152	Obs_153	Obs_154	Obs_155	Obs_156	Obs_157	Obs_158	Obs_159	Obs_160	Obs_161	Obs_162	Obs_163	Obs_164	Obs_165	Obs_166	Obs_167	Obs_168	Obs_169	Obs_170	Obs_171	Obs_172	Obs_173	Obs_174	Obs_175	Obs_176	Obs_177	Obs_178	Obs_179	Obs_180	Obs_181	Obs_182	Obs_183	Obs_184	Obs_185	Obs_186	Obs_187	Obs_188	Obs_189	Obs_190	Obs_191	Obs_192	Obs_193	Obs_194	Obs_195	Obs_196	Obs_197	Obs_198	Obs_199	Obs_200	Obs_201	Obs_202	Obs_203	Obs_204	Obs_205	Obs_206	Obs_207	Obs_208	Obs_209	Obs_210	Obs_211	Obs_212	Obs_213	Obs_214	Obs_215	Obs_216	Obs_217	Obs_218	Obs_219	Obs_220	Obs_221	Obs_222	Obs_223	Obs_224	Obs_225	Obs_226	Obs_227	Obs_228	Obs_229	Obs_230	Obs_231	Obs_232	Obs_233	Obs_234	Obs_235	Obs_236	Obs_237	Obs_238	Obs_239	Obs_240	Obs_241	Obs_242	Obs_243	Obs_244	Obs_245	Obs_246	Obs_247	Obs_248	Obs_249	Obs_250	Obs_251	Obs_252	Obs_253	Obs_254	Obs_255	Obs_256	Obs_257	Obs_258	Obs_259	Obs_260	Obs_261	Obs_262	Obs_263	Obs_264	Obs_265	Obs_266	Obs_267	Obs_268	Obs_269	Obs_270	Obs_271	Obs_272	Obs_273	Obs_274	Obs_275	Obs_276	Obs_277	Obs_278	Obs_279	Obs_280	Obs_281	Obs_282	Obs_283	Obs_284	Obs_285	Obs_286	Obs_287	Obs_288	Obs_289	Obs_290	Obs_291	Obs_292	Obs_293	Obs_294	Obs_295	Obs_296	Obs_297	Obs_298	Obs_299	Obs_300
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5	579.933129319731	837.798064941744	658.02236364553	1213.83759178181
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--- a/test-data/group_center.tab	Thu Jul 11 13:31:20 2019 -0400
+++ b/test-data/group_center.tab	Fri Jul 12 11:44:50 2019 -0400
@@ -1,24 +1,101 @@
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/group_scale.tab	Fri Jul 12 11:44:50 2019 -0400
@@ -0,0 +1,101 @@
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--- a/test-data/group_standardize.tab	Thu Jul 11 13:31:20 2019 -0400
+++ b/test-data/group_standardize.tab	Fri Jul 12 11:44:50 2019 -0400
@@ -1,24 +1,101 @@
-gene	V1	V13	V24	V35	V46	V57	V68	V15	V16	V17	V18	V19	V20	V21	V37	V38	V39	V40	V41	V42	V43	V59	V60	V61	V62	V63	V64	V65	V81	V82	V83	V84	V85	V86	V87	V79	V90	V2	V4	V5	V6	V7	V22	V23	V25	V26	V27	V28	V29	V44	V45	V47	V48	V49	V50	V51	V66	V67	V69	V70	V71	V72	V73	V88	V89	V91	V92	V93	V94	V95	V8	V9	V10	V11	V12	V14	V30	V31	V32	V33	V34	V36	V52	V53	V54	V55	V56	V58	V74	V75	V76	V77	V78	V80	V96	V97	V98	V99	V100	V3
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+Var_100	1.07132107193267	-0.205864100601376	0.722329293730754	0.0216846957768035	-0.809959101805955	0.381239460728309	-1.24787956381511	0.283144461667381	-0.144636547856654	0.546842942537591	0.260003314296305	-2.09150730214079	1.29618832809854	-0.246356319017696	1.4483342823642	-0.767314095753834	1.95913970394041	0.349141526675964	0.52762038096833	-0.288902281282411	0.1527832003432	0.561562408176896	-0.688293422151487	-0.670352776512789	2.31545306465017	0.146016827537399	-0.238581228849953	-0.619575017647973	-0.510713061818638	0.154774088222323	1.14686118286495	-0.0694279153115127	-0.741271699803681	-0.204611474225803	-0.344754335645222	-1.98244500637261	-0.883422307339838	0.187549635803124	1.31240281297149	-0.241386824234219	-0.778673974909495	1.02045636645159	0.524218715095517	0.148423333242898	-1.37776809098584	0.416339284900991	1.26086914030084	-0.500981500804315	0.887959410803091	-2.18410263166963	-0.680033593001402	0.028114126953771	-0.842908939916314	0.938547076906342	0.275848816115593	0.399779135995947	0.246542807176652	0.858829745546138	-0.0823135755019285	-0.337480804864101	3.14685842801592	0.976396082549614	-0.442626650117857	0.290972324442032	0.372961399214991	0.697870096658224	-0.0159359402813185	-0.061006155046427	-0.359909824192203	0.0424677072327413	-1.13383320497495	-0.741145733450127	-1.35061876650346	-1.86152191130719	0.728829973630475	0.595060753202099	1.13016128654343	0.635835013379611	-0.509900971874016	1.58368698537398	-0.739656946608732	-1.19174373092125	-0.722076961338147	1.77919368405387	-1.91109227474042	0.32562768580505	0.133578837290217	-1.0670367597863	-0.281604302189071	-2.51935414756888	0.496604813524348	1.00155332957638	-0.198401789022452	-1.62628146174903	-1.92054162847946	0.591306358906023	0.245979280788829	0.15264680315521	0.79042418662492	0.867470981247698	0.874323028282724	-0.0242855179016633	-0.655296388368174	0.992817538845715	1.45975709689939	0.106143039671887	0.909484243017832	-0.684012352145992	-1.13329973609217	-2.22895802448755	-0.401362750341624	0.579964281233161	1.06014610384493	-0.85417596433571	-0.93044828229823	2.43822692800635	0.056376474869496	1.50089104794762	0.266892212314072	0.610872530633442	-0.595436132163969	-0.240329216584669	-0.711627270668376	-0.142096905987982	0.764114063633185	0.334177893545609	-0.155764836487401	-0.775270315558134	1.13070850716977	-1.04798349205954	1.34306441873612	0.400037945197258	0.306001342541849	0.135116014927891	1.12558554320538	0.192119452332264	-1.59300615782462	-0.315218399672497	0.348112717429088	-0.434773416656917	-1.57896024652787	-0.513076513725508	0.51350691992402	-0.361704592631859	-0.260459150569316	0.151576179266292	0.91624477559179	-1.88836550387593	1.49185687867326	-0.404910574364284	0.242114674300872	0.908859809512852	-1.04207071740175	0.405272612079058	0.189891118745615	2.23035665029737	0.694989626184258	-2.61570618289232	-0.573332202339587	0.0501966333888581	0.249747236046626	-1.39463064476181	-0.323697275644497	-0.502348115996811	-0.229663610099929	-0.199978049061097	-0.396206685716157	0.786806382397928	1.32670652750543	2.25840052180085	0.157594144157265	-0.0167597995374941	-1.0104883799033	1.38621857067227	-1.08415629289497	-0.927089692229471	0.75129848319025	-0.739130119204432	-0.0119496418859388	-0.246839772811722	1.43685565931086	-0.855897364005034	-0.396967431427643	-0.510750293420787	-0.610312100718937	1.07435941403385	0.177352600320414	0.439627315830266	0.847171442084288	-0.975522640304559	-0.751458457092868	2.01412829403842	-0.39924681826498	-1.71501179137745	0.185387373632246	0.969616595425464	0.0915001911532465	-0.902183080563502	-2.65065511792067	0.130304964958767	0.298709333376595	-1.15459068686742	-0.831857040588978	1.13291184565799	0.754124378155768	0.318525515374646	0.924083691271089	0.324208628122482	0.175647077022946	-0.356233679613639	-0.837896942156517	0.0958886183351983	-0.465692361195269	0.902331344468077	-1.50548004695629	-0.587300324586459	0.449577233720138	0.756563568757677	0.904122049618768	-1.36584104783134	-0.3044343320791	-0.20702618670071	0.485869638630877	-1.20520256238557	0.407933032353209	-1.21465053042213	-1.04641997185898	-1.3758439840394	1.43928002328894	0.793944609054728	1.10437875095093	0.378676947903408	-0.0823993604668632	-0.441520071122658	-0.620380971120915	0.142254808243773	-1.55464999838199	-1.83092257840024	-0.314596305294318	-1.70811970784822	1.04994860106878	-0.702217276942896	0.281602773362263	-0.299583073127897	-1.90105044844578	1.34549997636013	1.5301881452522	1.18307475694084	0.320720914216742	0.0265745327389503	0.406905595408578	0.0442373644187174	-1.28314960563326	-0.73974048959918	-0.0909310225570891	0.0986549990444816	0.477175115497669	0.186355224941424	-1.23658615379289	0.876793980903741	-2.05629663729386	-0.490275067628304	0.593666668092625	0.286808803637355	0.470155271112839	0.430496376123444	1.00821664808718	-0.756856439956903	0.974815067901143	-1.67505688159851	-0.200860189142447	0.193186849803169	2.11096107674492	0.399291242125071	1.634451687282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--- a/test-data/mini.data.counts.tsv	Thu Jul 11 13:31:20 2019 -0400
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,24 +0,0 @@
-gene	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	V29	V30	V31	V32	V33	V34	V35	V36	V37	V38	V39	V40	V41	V42	V43	V44	V45	V46	V47	V48	V49	V50	V51	V52	V53	V54	V55	V56	V57	V58	V59	V60	V61	V62	V63	V64	V65	V66	V67	V68	V69	V70	V71	V72	V73	V74	V75	V76	V77	V78	V79	V80	V81	V82	V83	V84	V85	V86	V87	V88	V89	V90	V91	V92	V93	V94	V95	V96	V97	V98	V99	V100
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--- a/test-data/mini.data.factor.tsv	Thu Jul 11 13:31:20 2019 -0400
+++ /dev/null	Thu Jan 01 00:00:00 1970 +0000
@@ -1,101 +0,0 @@
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