Repository 'gsc_mannwhitney_de'
hg clone https://toolshed.g2.bx.psu.edu/repos/artbio/gsc_mannwhitney_de

Changeset 3:3d86c89f15bf (2019-08-29)
Previous changeset 2:60964af87364 (2019-07-01) Next changeset 4:6916ac5a9ef0 (2023-11-30)
Commit message:
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/gsc_mannwhitney_de commit fab41058cef186159d746c55808d0e69f252af2f"
modified:
MannWhitney_DE.R
mannwhitney_de.xml
test-data/geneMetadata_log.tsv
test-data/geneMetadata_nolog.tsv
b
diff -r 60964af87364 -r 3d86c89f15bf MannWhitney_DE.R
--- a/MannWhitney_DE.R Mon Jul 01 09:05:28 2019 -0400
+++ b/MannWhitney_DE.R Thu Aug 29 05:35:04 2019 -0400
[
@@ -138,9 +138,14 @@
 results <- merge(gene_stats, MW_test, by = "row.names")
 colnames(results)[1] <- "genes"
 
+## Annotate Significant column
+results$Significant[results$Significant == T & !is.na(results$Significant)] <- ifelse(subset(results, Significant == T)$log2FC > 0, "UP", "DOWN")
+results$Significant[results$Significant == F & !is.na(results$Significant)] <- "NS"
+
+
 # Save files
 write.table(
-  results,
+  results[order(results$p.adjust),],
   opt$output,
   sep = "\t",
   quote = F,
b
diff -r 60964af87364 -r 3d86c89f15bf mannwhitney_de.xml
--- a/mannwhitney_de.xml Mon Jul 01 09:05:28 2019 -0400
+++ b/mannwhitney_de.xml Thu Aug 29 05:35:04 2019 -0400
b
@@ -1,4 +1,4 @@
-<tool id="mannwhitney_de" name="Perform a differential analysis" version="0.9.2">
+<tool id="mannwhitney_de" name="Perform a differential analysis" version="0.9.4">
     <description>using a Mann-Whitney test</description>
     <requirements>
         <requirement type="package" version="1.3.2=r3.3.2_0">r-optparse</requirement>
@@ -120,7 +120,7 @@
            statistic W statistic of Mann-Whitney test
              p.value p-value of Mann-Whitney test
             p.adjust p-values adjusted from the BH correction
-         Significant TRUE/FALSE vector (if p-adjust inferior to FDR cut-off then the value is TRUE) 
+         Significant if p-adjust superior to FDR cut-off then the value is *NS*, if inferior then it's either *UP* or *DOWN* depending on the sign of fold change 
 ==================== ======================================================================================================
 
     </help>
b
diff -r 60964af87364 -r 3d86c89f15bf test-data/geneMetadata_log.tsv
--- a/test-data/geneMetadata_log.tsv Mon Jul 01 09:05:28 2019 -0400
+++ b/test-data/geneMetadata_log.tsv Thu Aug 29 05:35:04 2019 -0400
b
b'@@ -1,43 +1,43 @@\n genes\tmean\tSD\tVariance\tPercentage_Detection\tmean_condition2\tmean_condition1\tlog2FC\tstatistic\tp.value\tp.adjust\tSignificant\n-ACAD9\t3.21757044598762\t6.03354965169885\t36.4037213995154\t23\t2.88532585223158\t3.38872675186193\t-0.50340089963035\t6\t0.411313791776259\t1\tFALSE\n+ACAD9\t3.21757044598762\t6.03354965169885\t36.4037213995154\t23\t2.88532585223158\t3.38872675186193\t-0.50340089963035\t6\t0.411313791776259\t1\tNS\n+APIP\t1.48573169701519\t4.42462910898839\t19.5773427521074\t11\t1.36959754030536\t1.5455583838051\t-0.175960843499742\t5\t0.723673609831763\t1\tNS\n+BAI3\t1.40915813751371\t4.12336508696455\t17.0021396403981\t11\t1.41059944781951\t1.40841564432588\t0.00218380349363256\t5\t0.723673609831763\t1\tNS\n+C3orf62\t2.21928690308303\t5.23726221704512\t27.4289155300884\t16\t1.99337186851464\t2.33566737543644\t-0.342295506921804\t2\t0.288844366346485\t1\tNS\n+CCT4\t5.58991399452656\t7.04582138621306\t49.6435990064173\t40\t5.97697998966529\t5.39051636066721\t0.586463628998078\t5.5\t0.63859207768502\t1\tNS\n+CDKN2A\t3.14847608508595\t5.97643617835182\t35.7177893939125\t22\t2.85206036997725\t3.30117508983891\t-0.449114719861661\t5\t0.8\t1\tNS\n+CHTOP\t4.95213087424945\t6.69826385145611\t44.8667386237237\t37\t5.12715074739128\t4.86196912141881\t0.265181625972471\t4.5\t1\t1\tNS\n+CLPB\t1.20688850619883\t3.94292278228986\t15.5466400671004\t9\t1.64019045303295\t0.983672351769125\t0.656518101263825\t3.5\t1\t1\tNS\n+COQ7\t1.81109934358668\t4.59246883791874\t21.0907700272547\t14\t2.81750977159578\t1.2926454867335\t1.52486428486228\t3\t0.805732790848439\t1\tNS\n+DIAPH2\t2.45173786931265\t5.19109016758801\t26.9474171280289\t19\t1.90478386205171\t2.73350205487132\t-0.828718192819611\t2\t0.288844366346485\t1\tNS\n+FAM63B\t2.44551578150534\t5.13806432586195\t26.3997050166952\t20\t1.25193652944719\t3.0603899416565\t-1.80845341220932\t3.5\t1\t1\tNS\n+GAPDH\t17.6727587681588\t4.98787838098139\t24.8789307434615\t93\t18.3959280065131\t17.3002170393096\t1.09571096720344\t0\t0.133333333333333\t1\tNS\n+H3F3C\t2.69750936927498\t4.35063868472497\t18.9280569650254\t29\t2.19689835219708\t2.95539989322421\t-0.758501541027127\t6\t0.411313791776259\t1\tNS\n+IFRD2\t1.56542610972806\t4.50279575682847\t20.2751696277125\t11\t1.73709044769323\t1.47699296592783\t0.260097481765406\t1\t0.218819415823491\t1\tNS\n+ITGB1\t5.73749610754924\t6.96917363119079\t48.569381101685\t42\t5.92731202994722\t5.63971214752604\t0.287599882421176\t2\t0.288844366346485\t1\tNS\n+LSAMP\t5.40538485683009\t7.20340373028298\t51.8890253014547\t38\t7.456451258236\t4.34877489246947\t3.10767636576653\t8\t0.133333333333333\t1\tNS\n+MUM1\t3.59113963428165\t6.20728875372071\t38.5304336720676\t26\t3.26567136238311\t3.75880510768392\t-0.493133745300816\t5.5\t0.63859207768502\t1\tNS\n+NCAPH2\t2.09924645828476\t4.9160781393554\t24.167824272248\t16\t2.7402301291671\t1.76904274904235\t0.971187380124752\t5\t0.723673609831763\t1\tNS\n+OBFC2B\t2.56257992189769\t5.37946105314442\t28.9386012222977\t19\t2.50827678586446\t2.59055426470269\t-0.0822774788382348\t3.5\t1\t1\tNS\n+PSMC3\t6.17973106872374\t7.13113762893614\t50.8531238828289\t45\t6.07099348144692\t6.23574740156331\t-0.164753920116381\t2\t0.460633522588757\t1\tNS\n+PSPH\t3.45898367616203\t5.82691731716674\t33.9529654210976\t27\t3.23100704116237\t3.57642618510125\t-0.345419143938882\t8\t0.133333333333333\t1\tNS\n+RABL5\t3.2703554589894\t5.97444372569743\t35.6939778315254\t24\t3.69997306551525\t3.04903729805185\t0.650935767463402\t4\t1\t1\tNS\n+RNF185\t1.46932887276529\t4.13672007089318\t17.1124529449304\t12\t1.06620456119726\t1.67699897266398\t-0.610794411466722\t2\t0.288844366346485\t1\tNS\n+SIN3A\t4.00526302988229\t6.32973969419456\t40.0656045962622\t30\t4.28049583047595\t3.86347643563706\t0.417019394838893\t2.5\t0.583882420770365\t1\tNS\n+SLC15A4\t2.6490939213568\t5.36541152568955\t28.7876408400022\t21\t2.38443898616311\t2.78543131221415\t-0.400992326051037\t5\t0.723673609831763\t1\tNS\n+SMYD3\t1.11766527425951\t3.45565630150241\t11.9415604741133\t10\t1.17955973857534\t1.08578024718772\t0.0937794913876244\t6\t0.411313791776259\t1\tNS\n+TBC1D15\t2.64803303609142\t5.30241142820209\t28.1155669539282\t21\t4.13093321985626\t1.88411475960651\t2.24681846024975\t4\t1\t1\tNS\n+ZFHX4\t2.71178769759176\t5.4146903421813\t29.3188715017114\t21\t2.51282638206758\t2.81428'..b'74\t21.0907700272547\t14\t2.81750977159578\t1.2926454867335\t1.52486428486228\t3\t0.805732790848439\t1\tFALSE\n CYTH4\t3.15940473609362\t6.446078714101\t41.5519307883859\t20\t2.52965691299695\t3.48382028132524\t-0.954163368328291\t4\tNaN\tNA\tNA\n-DIAPH2\t2.45173786931265\t5.19109016758801\t26.9474171280289\t19\t1.90478386205171\t2.73350205487132\t-0.828718192819611\t2\t0.288844366346485\t1\tFALSE\n DUSP14\t1.34957110029642\t4.17409370205428\t17.4230582335292\t10\t1.22165867778853\t1.41546537855805\t-0.193806700769524\t4\tNaN\tNA\tNA\n-FAM63B\t2.44551578150534\t5.13806432586195\t26.3997050166952\t20\t1.25193652944719\t3.0603899416565\t-1.80845341220932\t3.5\t1\t1\tFALSE\n-GAPDH\t17.6727587681588\t4.98787838098139\t24.8789307434615\t93\t18.3959280065131\t17.3002170393096\t1.09571096720344\t0\t0.133333333333333\t1\tFALSE\n-H3F3C\t2.69750936927498\t4.35063868472497\t18.9280569650254\t29\t2.19689835219708\t2.95539989322421\t-0.758501541027127\t6\t0.411313791776259\t1\tFALSE\n-IFRD2\t1.56542610972806\t4.50279575682847\t20.2751696277125\t11\t1.73709044769323\t1.47699296592783\t0.260097481765406\t1\t0.218819415823491\t1\tFALSE\n ISOC2\t1.35653919273248\t4.13500630208934\t17.0982771183186\t10\t1.16088000029635\t1.45733332216928\t-0.296453321872929\t4\tNaN\tNA\tNA\n-ITGB1\t5.73749610754924\t6.96917363119079\t48.569381101685\t42\t5.92731202994722\t5.63971214752604\t0.287599882421176\t2\t0.288844366346485\t1\tFALSE\n LAIR1\t5.14073096940228\t7.67228689265092\t58.8639861631431\t32\t3.00047442611951\t6.24328737048734\t-3.24281294436782\t4\tNaN\tNA\tNA\n-LSAMP\t5.40538485683009\t7.20340373028298\t51.8890253014547\t38\t7.456451258236\t4.34877489246947\t3.10767636576653\t8\t0.133333333333333\t1\tFALSE\n-MUM1\t3.59113963428165\t6.20728875372071\t38.5304336720676\t26\t3.26567136238311\t3.75880510768392\t-0.493133745300816\t5.5\t0.63859207768502\t1\tFALSE\n MYO7A\t2.08943827729343\t5.13674406841985\t26.3861396244465\t15\t2.09929129953666\t2.084362477956\t0.0149288215806527\t4\tNaN\tNA\tNA\n-NCAPH2\t2.09924645828476\t4.9160781393554\t24.167824272248\t16\t2.7402301291671\t1.76904274904235\t0.971187380124752\t5\t0.723673609831763\t1\tFALSE\n-OBFC2B\t2.56257992189769\t5.37946105314442\t28.9386012222977\t19\t2.50827678586446\t2.59055426470269\t-0.0822774788382348\t3.5\t1\t1\tFALSE\n PARVB\t2.21851609168455\t4.93366814223579\t24.3410813377123\t18\t2.08303594275959\t2.28830889567619\t-0.205272952916603\t4\tNaN\tNA\tNA\n-PSMC3\t6.17973106872374\t7.13113762893614\t50.8531238828289\t45\t6.07099348144692\t6.23574740156331\t-0.164753920116381\t2\t0.460633522588757\t1\tFALSE\n-PSPH\t3.45898367616203\t5.82691731716674\t33.9529654210976\t27\t3.23100704116237\t3.57642618510125\t-0.345419143938882\t8\t0.133333333333333\t1\tFALSE\n-RABL5\t3.2703554589894\t5.97444372569743\t35.6939778315254\t24\t3.69997306551525\t3.04903729805185\t0.650935767463402\t4\t1\t1\tFALSE\n-RNF185\t1.46932887276529\t4.13672007089318\t17.1124529449304\t12\t1.06620456119726\t1.67699897266398\t-0.610794411466722\t2\t0.288844366346485\t1\tFALSE\n-SIN3A\t4.00526302988229\t6.32973969419456\t40.0656045962622\t30\t4.28049583047595\t3.86347643563706\t0.417019394838893\t2.5\t0.583882420770365\t1\tFALSE\n-SLC15A4\t2.6490939213568\t5.36541152568955\t28.7876408400022\t21\t2.38443898616311\t2.78543131221415\t-0.400992326051037\t5\t0.723673609831763\t1\tFALSE\n SLC4A5\t1.85823253159878\t4.89934798569655\t24.0036106849488\t13\t2.14955177017941\t1.70815898445118\t0.441392785728234\t4\tNaN\tNA\tNA\n-SMYD3\t1.11766527425951\t3.45565630150241\t11.9415604741133\t10\t1.17955973857534\t1.08578024718772\t0.0937794913876244\t6\t0.411313791776259\t1\tFALSE\n-TBC1D15\t2.64803303609142\t5.30241142820209\t28.1155669539282\t21\t4.13093321985626\t1.88411475960651\t2.24681846024975\t4\t1\t1\tFALSE\n TMEM132C\t0.822592049405892\t3.30504805041197\t10.923342615532\t6\t2.0849055246802\t0.172309350022156\t1.91259617465805\t4\tNaN\tNA\tNA\n-ZFHX4\t2.71178769759176\t5.4146903421813\t29.3188715017114\t21\t2.51282638206758\t2.81428292074058\t-0.301456538672999\t4\t1\t1\tFALSE\n-ZNF454\t0.922860300134436\t3.46176149331655\t11.9837926366092\t7\t2.03306973832583\t0.350934225914629\t1.6821355124112\t5\t0.723673609831763\t1\tFALSE\n-ZNF780B\t1.00358719015216\t3.48539676962484\t12.1479906417113\t8\t1.5525594677108\t0.720783289591644\t0.831776178119159\t5\t0.723673609831763\t1\tFALSE\n'
b
diff -r 60964af87364 -r 3d86c89f15bf test-data/geneMetadata_nolog.tsv
--- a/test-data/geneMetadata_nolog.tsv Mon Jul 01 09:05:28 2019 -0400
+++ b/test-data/geneMetadata_nolog.tsv Thu Aug 29 05:35:04 2019 -0400
b
b'@@ -1,1441 +1,17196 @@\n genes\tmean\tSD\tVariance\tPercentage_Detection\tmean_condition2\tmean_condition1\tlog2FC\tstatistic\tp.value\tp.adjust\tSignificant\n-1/2-SBSRNA4\t1.42\t8.57902068767735\t73.599595959596\t5\t2.31818181818182\t1.16666666666667\t0.990601301997751\t862\t0.938532388043819\t1\tFALSE\n-A1BG\t16.31\t35.7029537866394\t1274.70090909091\t35\t20.3636363636364\t15.1666666666667\t0.425091163942767\t695.5\t0.113486402825499\t0.38108208955687\tFALSE\n-A1BG-AS1\t0.91\t5.25721245797455\t27.6382828282828\t6\t1.86363636363636\t0.641025641025641\t1.53966641506831\t822\t0.472969642559525\t0.933964658308623\tFALSE\n+CHTOP\t60.47\t118.911600728772\t14139.9687878788\t55\t163.318181818182\t31.4615384615385\t2.37602428656421\t175\t2.57033171062643e-09\t6.00635114139184e-05\tUP\n+GALNS\t35.44\t78.0910269163397\t6098.20848484848\t32\t113.818181818182\t13.3333333333333\t3.09362163412911\t303.5\t2.58580026024812e-08\t0.000158156330665433\tUP\n+PPP1CA\t115.66\t136.955070417752\t18756.6913131313\t68\t274.954545454545\t70.7307692307692\t1.95878328044117\t197\t2.29268329304412e-08\t0.000158156330665433\tUP\n+STT3A\t83.61\t112.034166415627\t12551.6544444444\t73\t206.545454545455\t48.9358974358974\t2.07749424851407\t196\t2.70722921371847e-08\t0.000158156330665433\tUP\n+CALR\t159.63\t202.286458301393\t40919.8112121212\t82\t389.454545454545\t94.8076923076923\t2.03837893298878\t207.5\t5.80141758382607e-08\t0.000225945876831413\tUP\n+CLIC4\t327.59\t384.665251165927\t147967.355454545\t89\t725.454545454545\t215.371794871795\t1.75205589604189\t202.5\t4.92765558547744e-08\t0.000225945876831413\tUP\n+HLA-A\t473.68\t534.845977640273\t286060.21979798\t90\t1110.63636363636\t294.025641025641\t1.91737265904105\t209.5\t6.86227724892689e-08\t0.000226705983157064\tUP\n+QSOX1\t16.98\t45.629597872655\t2082.0602020202\t23\t59.7727272727273\t4.91025641025641\t3.60561710247966\t381.5\t7.76124557196385e-08\t0.000226705983157064\tUP\n+ACAD9\t58.95\t108.585336268417\t11790.7752525253\t50\t140.909090909091\t35.8333333333333\t1.975390532656\t264\t1.29568560680755e-07\t0.000288927726822268\tUP\n+CD59\t229.24\t320.388877346378\t102649.032727273\t76\t550.545454545455\t138.615384615385\t1.98977429367599\t228.5\t1.3600671837748e-07\t0.000288927726822268\tUP\n+PDIA3\t140.98\t172.160659052097\t29639.2925252525\t78\t333.909090909091\t86.5641025641026\t1.94761459224942\t226.5\t1.29965189511026e-07\t0.000288927726822268\tUP\n+P4HB\t236.06\t325.508609639584\t105955.854949495\t75\t592.227272727273\t135.602564102564\t2.12676647117757\t235\t1.78273807482546e-07\t0.000347158527771011\tUP\n+APLP2\t225.47\t262.262435261886\t68781.584949495\t80\t475.318181818182\t155\t1.61662537300636\t247\t3.38841618327491e-07\t0.000404577578641395\tUP\n+BOD1\t42.64\t72.2448865758929\t5219.32363636364\t43\t111.772727272727\t23.1410256410256\t2.2720434980465\t303\t3.19745392726432e-07\t0.000404577578641395\tUP\n+CDKN2A\t292.13\t424.457220959006\t180163.932424242\t92\t733.181818181818\t167.730769230769\t2.12802364246519\t243.5\t3.21435910950314e-07\t0.000404577578641395\tUP\n+CFL1\t610.28\t532.430620130478\t283482.365252525\t95\t1147.81818181818\t458.666666666667\t1.32337616314475\t244\t3.30381731831549e-07\t0.000404577578641395\tUP\n+CHUK\t9.77\t38.721188050477\t1499.3304040404\t13\t35.8636363636364\t2.41025641025641\t3.89526323856077\t499\t3.31663050726648e-07\t0.000404577578641395\tUP\n+CPNE4\t6.83\t31.7261180363524\t1006.54656565657\t9\t31\t0.0128205128205128\t11.2395985292491\t553.5\t3.47743032646583e-07\t0.000404577578641395\tUP\n+DRAP1\t41.71\t52.5265291317279\t2759.03626262626\t78\t92.4545454545455\t27.3974358974359\t1.75470337142264\t248\t3.41235083703636e-07\t0.000404577578641395\tUP\n+ENO1\t791.6\t886.202886226148\t785355.555555556\t89\t1683.81818181818\t539.948717948718\t1.64084206723023\t243\t3.1109486520715e-07\t0.000404577578641395\tUP\n+LPHN2\t4.84\t17.7688411882069\t315.731717171717\t9\t20.7272727272727\t0.358974358974359\t5.85150569233209\t554\t3.63579645304232e-07\t0.000404577578641395\tUP\n+GUK1\t303.35\t334.56772577658\t111935.563131313\t86\t674.272727272727\t198.730769230769\t1.76251698475578\t251.5\t4.43117570448923e-07\t0.000450207451576106\tUP\n+TMED2\t105.52\t144.516433653615\t20884.9995959596\t58\t226.590909090909\t71.3717948717949\t1.66666402164468\t273.5\t4.41739919749107e-07\t0.000450'..b'1818\t5.47435897435897\t-2.74219665795323\t826\t0.524267012354626\t0.993316154786423\tFALSE\n-ZSCAN20\t4.43\t32.8969173588829\t1082.20717171717\t4\t4.86363636363636\t4.30769230769231\t0.175120163847338\t803\t0.181649514338153\t0.530180113586893\tFALSE\n-ZSCAN21\t11.63\t30.1838323838067\t911.063737373737\t20\t14.8636363636364\t10.7179487179487\t0.471758293642151\t740\t0.161642297533166\t0.490425501006884\tFALSE\n-ZSCAN22\t3.08\t10.954156076738\t119.993535353535\t12\t3.86363636363636\t2.85897435897436\t0.434461636442348\t883.5\t0.712440567316822\t1\tFALSE\n-ZSCAN23\t0.92\t5.28898225874632\t27.9733333333333\t6\t0.863636363636364\t0.935897435897436\t-0.115926445211481\t826\t0.524267012354626\t0.993316154786423\tFALSE\n-ZSCAN29\t13.46\t44.2366044324965\t1956.87717171717\t24\t23.2272727272727\t10.7051282051282\t1.11751769380116\t704\t0.0881511485647073\t0.320024156433632\tFALSE\n-ZSCAN30\t19.76\t44.8298962296323\t2009.7195959596\t37\t29.6818181818182\t16.9615384615385\t0.807312435492705\t747\t0.28835039962238\t0.727402603613833\tFALSE\n ZSCAN4\t0\t0\t0\t0\t0\t0\tNA\t858\tNaN\tNA\tNA\n-ZSCAN5A\t3.47\t15.643409558861\t244.716262626263\t6\t12.6363636363636\t0.884615384615385\t3.83638721617029\t721\t0.00579098041021862\t0.0592225952848966\tFALSE\n-ZSCAN5B\t0.02\t0.2\t0.04\t1\t0.0909090909090909\t0\tInf\t819\t0.0630558447149376\t0.252399828906917\tFALSE\n-ZSWIM1\t1.98\t11.6705448099742\t136.201616161616\t11\t8.68181818181818\t0.0897435897435897\t6.5960445062031\t714.5\t0.0284480431513299\t0.163415406184926\tFALSE\n-ZSWIM2\t2.18\t16.307883697987\t265.947070707071\t2\t0\t2.79487179487179\t-Inf\t880\t0.460699420081267\t0.916301306363014\tFALSE\n-ZSWIM3\t3.15\t16.2003709896416\t262.45202020202\t5\t3.59090909090909\t3.02564102564103\t0.247108299040213\t815\t0.349081829073833\t0.800436942927817\tFALSE\n-ZSWIM4\t3.18\t12.9039810629405\t166.512727272727\t13\t1.22727272727273\t3.73076923076923\t-1.60401724051986\t902\t0.535665778056976\t0.993316154786423\tFALSE\n-ZSWIM5\t4.56\t30.2762766748643\t916.652929292929\t4\t11.0454545454545\t2.73076923076923\t2.01607348360489\t752.5\t0.0100718068248359\t0.0809903585281367\tFALSE\n-ZSWIM6\t3.85\t13.3184576108239\t177.381313131313\t16\t8.36363636363636\t2.57692307692308\t1.69848086510304\t676.5\t0.0182787891343748\t0.121547319770558\tFALSE\n-ZSWIM7\t15.03\t40.1047756545655\t1608.39303030303\t21\t16.5909090909091\t14.5897435897436\t0.185438411685749\t628\t0.00731899248545088\t0.0679230406672026\tFALSE\n-ZUFSP\t1.71\t7.7045113374889\t59.359494949495\t8\t1.81818181818182\t1.67948717948718\t0.114475693574863\t848\t0.866562196838596\t1\tFALSE\n-ZW10\t9.9\t35.4670141245227\t1257.90909090909\t13\t12.4545454545455\t9.17948717948718\t0.440186905921221\t753\t0.136770991678465\t0.43769714236406\tFALSE\n-ZWILCH\t14.89\t48.8286831998397\t2384.2403030303\t16\t22\t12.8846153846154\t0.771854051433255\t782.5\t0.328153798010868\t0.798697838966562\tFALSE\n-ZWINT\t4.58\t33.4423006796404\t1118.38747474747\t4\t6\t4.17948717948718\t0.521636565352327\t753.5\t0.0108079989925571\t0.0848008530185495\tFALSE\n-ZXDA\t5.79\t32.737799794023\t1071.76353535354\t12\t15.1363636363636\t3.15384615384615\t2.26283446195697\t792\t0.334208664703236\t0.799577485898251\tFALSE\n-ZXDB\t11.4\t43.095852761635\t1857.25252525253\t15\t2.27272727272727\t13.974358974359\t-2.62028562966461\t929.5\t0.341586693677617\t0.800436942927817\tFALSE\n-ZXDC\t45.35\t91.3180008143371\t8338.97727272727\t50\t71.1818181818182\t38.0641025641026\t0.903077719529336\t583\t0.0146130770202724\t0.104876653504215\tFALSE\n-ZYG11A\t0.08\t0.706106124166799\t0.498585858585859\t2\t0.318181818181818\t0.0128205128205128\t4.63332552228256\t829.5\t0.336693018711006\t0.799577485898251\tFALSE\n-ZYG11B\t17.75\t45.9502091091185\t2111.42171717172\t25\t37.1363636363636\t12.2820512820513\t1.59628102263445\t538\t0.000471451541486177\t0.0138881306355884\tFALSE\n-ZYX\t181.24\t272.330834156405\t74164.0832323232\t66\t327.681818181818\t139.935897435897\t1.22752952419782\t474\t0.00113107260496839\t0.0221921953256938\tFALSE\n-ZZEF1\t15.34\t51.7181991296306\t2674.77212121212\t20\t12.8181818181818\t16.0512820512821\t-0.324496894308874\t927.5\t0.411156780918533\t0.887157124330959\tFALSE\n-ZZZ3\t15.38\t37.4448496815886\t1402.11676767677\t31\t26.9545454545455\t12.1153846153846\t1.15368837566252\t635\t0.0238567349022538\t0.145785612237413\tFALSE\n'