6298 lines (6297 with data), 618.2 kB
{
"cells": [
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"## Perform clinical annotation-based comparison \n",
"## INPUTS:\n",
"# factorizations = already computed factirizations\n",
"# clinical = clinical information associated with samples\n",
"# col = columns in clinical data on which the analysis will be performed\n",
"## OUPUTS: a list containing output values\n",
"# selectivity = Selectivity (fraction of significant annotations per all significant factors)\n",
"# nonZeroFacs = Number of unique factors that were significant at least once\n",
"# total_pathways = Number of clinical annotations with at least one significant factor component\n",
"##执行基于临床注释的比较\n",
"##输入：\n",
"#factorizations=已计算的因式分解\n",
"#clinical=与样本相关的临床信息\n",
"#col=将对其执行分析的临床数据列\n",
"##输出：包含输出值的列表\n",
"#selectivity=选择性（每个重要因素的重要注释分数）\n",
"#nonZeroFacs=至少一次显著的唯一因素的数量\n",
"#total_pathways=至少有一个显著因子成分的临床注释数\n",
"clinical_comparison <- function(factorizations, clinical, col){\n",
"\n",
" # Empty containers\n",
" line <- numeric(0)\n",
" line2 <- numeric(0)\n",
" line3 <- numeric(0)\n",
"\n",
" # For each factorization\n",
" for(i in 1:length(factorizations)){\n",
"\n",
" # Extract sample association\n",
" factors <- factorizations[[i]][[1]]\n",
" if(is.null(names(factors))) { names(factors) <- 1:ncol(factors) }\n",
" if(is.null(colnames(factors))) { colnames(factors) <- 1:ncol(factors) }\n",
"\n",
" # Patient names in factorisation results\n",
" patient.names <- rownames(factors)\n",
" # Patient names in original data\n",
" patient.names.in.file <- as.character(clinical[, 1])\n",
" patient.names.in.file <- toupper(gsub('-', '\\\\.', patient.names.in.file))\n",
" # Remove non-matching patient names\n",
" is_in_file <- patient.names %in% patient.names.in.file\n",
" if(length(patient.names)!=sum(is_in_file)) {\n",
" factors <- factors[is_in_file, ]\n",
" patient.names <- patient.names[is_in_file]\n",
" rownames(factors)<-patient.names\n",
" }\n",
" # Match indices of patient names\n",
" indices <- match(patient.names, patient.names.in.file)\n",
" # Use indices to extract coresponding survival information\n",
" ordered.clinical.data <- clinical[indices,] \n",
" \n",
" # Only use column names that are really present in the data\n",
" col_new <- col[col %in% colnames(ordered.clinical.data)]\n",
"\n",
" # Stor all p-values\n",
" pvalues <- numeric(0)\n",
" # Store number of significant annotations\n",
" clin_erich <- 0 \n",
" \n",
" # Test significance association with clinical annotations\n",
" for(j in col_new){\n",
" \n",
" # Perform the analysis if there is more than one possible value in current column\n",
" table_values <- table(ordered.clinical.data[,j])\n",
" if(sum(table_values>0)>1){\n",
"\n",
" if(j == \"age_at_initial_pathologic_diagnosis\" ){\n",
" pvalues_col <- apply(factors, MARGIN=2, \n",
" function(x) kruskal.test(x~cut(as.numeric(ordered.clinical.data[,j]),\n",
" 5, include.lowest=TRUE))$p.value)\n",
" pvalues <- c(pvalues, pvalues_col)\n",
" if(min(pvalues_col)<0.05){\n",
" clin_erich <- clin_erich+1\n",
" }\n",
" }else if(j == \"days_to_new_tumor_event_after_initial_treatment\"){\n",
" pvalues_col <- apply(factors,MARGIN=2, \n",
" function(x) kruskal.test(x~cut(as.numeric(ordered.clinical.data[,j]), \n",
" 3, include.lowest=TRUE))$p.value)\n",
" pvalues <- c(pvalues, pvalues_col)\n",
" if(min(pvalues_col)<0.05){\n",
" clin_erich <- clin_erich+1\n",
" }\n",
" }else if(j == \"gender\" || j == \"history_of_neoadjuvant_treatment\"){\n",
" pvalues_col <- apply(factors, MARGIN=2, \n",
" function(x) wilcox.test(x~ordered.clinical.data[,j])$p.value)\n",
" pvalues <- c(pvalues, pvalues_col)\n",
" if(min(pvalues_col)<0.05){\n",
" clin_erich <- clin_erich+1\n",
" }\n",
" }\n",
" }\n",
" }\n",
" \n",
" # Number of clinical annotations with at least one significant p-value\n",
" line3 <- rbind(line3, clin_erich)\n",
"\n",
" # Total number of significant factors in all tested columns\n",
" column <- names(pvalues)[pvalues<0.05]\n",
" # Number of unique factors that were significant at least once\n",
" line2<-rbind(line2, length(unique(column)))\n",
"\n",
" # Number of times a p-value was found significant\n",
" signif <- length(column)\n",
" f<-length(unique(column)) \n",
" # Selectivity \n",
" if(signif!=0){\n",
" line <- rbind(line,((clin_erich/signif)+(f/signif))/2)\n",
" }else{\n",
" line <- rbind(line,0)\n",
" }\n",
"\n",
" }\n",
" \n",
" # Store and return results\n",
" out <- data.frame(selectivity=line, nonZeroFacs=line2, total_pathways=line3)\n",
"# print(out)\n",
" return(out)\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"library('survival')\n",
"\n",
"## Perform survival annotation-based comparison \n",
"## INPUTS:\n",
"# factorizations = already computed factirizations\n",
"# method = methods used for factorization\n",
"# survival = survival data associated to the cancer\n",
"# out.folder = folder where results will be written\n",
"# cancer = name of currently analysed cancer\n",
"## OUPUTS: a list containing output values\n",
"\n",
"##执行基于注释的比较\n",
"##输入：\n",
"#factorizations=已计算的因式分解\n",
"#method=用于因子分解的方法\n",
"#survival=与癌症相关的生存数据\n",
"# out.folder文件夹=将写入结果的文件夹\n",
"#cancer=当前分析癌症的名称\n",
"##输出：包含输出值的列表\n",
"survival_comparison <- function(factorizations, method, survival, out.folder, cancer){\n",
" \n",
" # Initialize result containers\n",
" factors_cancer <- numeric(0)\n",
" surv_final <- numeric(0)\n",
" \n",
" # Adjust sample names for breast survival dataset\n",
" if(cancer==\"breast\"){survival[,1] <- paste0(survival[,1],\"-01\")}\n",
" \n",
" # For each computed factorisation\n",
" for(i in 1:length(factorizations)){\n",
"\n",
" # Extract sample factors \n",
" factors <- factorizations[[i]][[1]]\n",
"\n",
" # Patient names in factorisation results\n",
" patient.names <- rownames(factors)\n",
" # Patient names in original data\n",
" patient.names.in.file <- as.character(survival[, 1])\n",
" patient.names.in.file <- toupper(gsub('-', '\\\\.', patient.names.in.file))\n",
" # Remove non-matching patient names\n",
" is_in_file <- patient.names %in% patient.names.in.file\n",
" if(length(patient.names)!=sum(is_in_file)) {\n",
" factors <- factors[is_in_file, ]\n",
" patient.names <- patient.names[is_in_file]\n",
" rownames(factors)<-patient.names\n",
" }\n",
" # Match indices of patient names\n",
" indices <- match(patient.names, patient.names.in.file)\n",
" # Use indices to extract coresponding survival information\n",
" ordered.survival.data <- survival[indices,]\n",
" # Clean data (assign 0 to NAs)\n",
" ordered.survival.data$Survival[is.na(ordered.survival.data$Survival)] <- 0\n",
" ordered.survival.data$Death[is.na(ordered.survival.data$Death)] <- 0\n",
"\n",
" # Calculate coxph\n",
" coxph_obj <- coxph(Surv(ordered.survival.data$Survival, ordered.survival.data$Death) ~ factors)\n",
" # P-values (corrected by the number of methods)\n",
" pvalues <- length(factorizations)*as.matrix(coef(summary(coxph_obj))[,5])\n",
"\n",
" # How many significant? \n",
" factors_cancer <- c(factors_cancer, sum(pvalues<0.05))\n",
" # Store p-values\n",
" surv_final <- cbind(surv_final, pvalues) \n",
" }\n",
" # Keep -log10 of p-values\n",
" surv_final<-(-log10(surv_final))\n",
" \n",
" # Plot survival pvalues for each cancer type separately\n",
" png(file=paste0(out.folder, \"survival_\", cancer, \".png\"), width = 15, height = 15, units = 'in', res = 200)\n",
" matplot(1:length(method), t(surv_final), \n",
" col=\"black\", pch=18, xlab=\"Method\", ylab=\"Pvalues survival\", xaxt=\"none\", cex=1.5)\n",
" abline(h = (-log10(0.05)), v=0, col=\"black\", lty=3, lwd=3)\n",
" #axis(1, at=1:length(method), labels=colnames(surv_final)) \n",
" axis(1, at=1:length(method), labels=c(\"AE_FAETC\",\"AE_FCTAE\",\"DAE_FAETC\",\"DAE_FCTAE\",\"VAE_FCTAE\",\"LSTMVAE_FCTAE\")) \n",
" \n",
" dev.off()\n",
"\n",
"# print(factors_cancer)\n",
" return(factors_cancer)\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"library(\"fgsea\", quietly = TRUE)\n",
"\n",
"## Perform biological annotation-based comparison \n",
"## INPUTS:\n",
"# factorizations = already computed factirizations\n",
"# path.database = path to a GMT annotation file\n",
"# pval.thr = p-value threshold (default to 0.05)\n",
"## OUPUTS: a list containing output values\n",
"# selectivity = Selectivity (fraction of significant annotations per all significant factors)\n",
"# nonZeroFacs = Number of unique factors that were significant at least once\n",
"# total_pathways = Number of clinical annotations with at least one significant factor component\n",
"biological_comparison <- function(factorizations, path.database, pval.thr=0.05){\n",
" \n",
" # Load annotation database\n",
" pathways <- gmtPathways(path.database)\n",
" \n",
" # Containers to report results\n",
" report_number <- numeric(0)\n",
" report_nnzero <- numeric(0)\n",
" report_select <- numeric(0)\n",
" \n",
" # For each factorization method\n",
" for(i in 1:length(factorizations)){\n",
" \n",
" # Extract metagenes found by factorization method\n",
" metagenes<-factorizations[[i]][[2]][[1]]\n",
" # Number of factors\n",
" num.factors <- ncol(metagenes)\n",
" # Rename columns\n",
" colnames(metagenes)<-1:num.factors\n",
" # Rename rows to remove \"|\" characters and keep only the gene name before\n",
" rownames(metagenes)<-gsub(\"\\\\|\",\".\",rownames(metagenes))\n",
" rownames(metagenes)<-gsub(\"\\\\..*\",\"\",rownames(metagenes))\n",
" # Remove duplicated gene names that could confuse fgsea\n",
" duplicated_names <- unique(rownames(metagenes)[duplicated(rownames(metagenes))])\n",
" metagenes <- metagenes[!(rownames(metagenes) %in% duplicated_names), ]\n",
"\n",
" # Variables\n",
" min_pval <- numeric(0)\n",
" path <- numeric(0)\n",
" n <- 0\n",
" \n",
" # Calculate biological annotation enrichment.\n",
" # For each factor,\n",
" for(j in 1:num.factors){\n",
" # Assign gene names\n",
" rnk <- setNames(as.matrix(metagenes[,j]), rownames(metagenes))\n",
" # Compute fgsea\n",
" fgseaRes <- fgsea(pathways, rnk, minSize=15, maxSize=500, nperm=1000)\n",
" # If at least one pathway is significant\n",
" if(sum(fgseaRes$padj < pval.thr)!=0){\n",
" # Count this factor\n",
" n <- n+1\n",
" # Keep min adjusted p-value\n",
" min_pval <- rbind(min_pval, min(fgseaRes$padj))\n",
" # Keep names of significant pathways\n",
" path <- c(path, fgseaRes[fgseaRes$padj<pval.thr, \"pathway\"])\n",
" } else {\n",
" min_pval <- rbind(min_pval, NA)\n",
" }\n",
" }\n",
"\n",
" # Report number of unique significant pathways \n",
" if(length(path)==0){\n",
" report_number <- rbind(report_number, 0)\n",
" }else{\n",
" report_number <- rbind(report_number, length(unique(path)))\n",
" }\n",
" # Report selectivity \n",
" if(length(unique(path))==0){\n",
" report_select <- rbind(report_select, NA)\n",
" }else{\n",
" al<-length(unique(path))/length(path)\n",
" fl<-length(which(!is.na(min_pval)))/length(path)\n",
" report_select <- rbind(report_select, (al+fl)/2)\n",
" }\n",
" # Report number of factors associated with at least one significant pathway\n",
" report_nnzero<-rbind(report_nnzero, n) \n",
" \n",
" }\n",
" \n",
" out <- data.frame(selectivity=report_select, nonZeroFacs=report_nnzero, total_pathways=report_number)\n",
"# print(out)\n",
" return(out)\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"# Load the function running the factorization, plus a support function\n",
"source(\"runfactorization.R\")\n",
"source(\"log2matrix.R\")\n",
"\n",
"# List downloaded cancer data.\n",
"# Folder structure should be organized as discussed above.\n",
"# Exclude first result as it's the parent folder\n",
"# cancers <- list.dirs(path = \"../data/cancertest\", full.names = TRUE, recursive = TRUE)[-1]\n",
"# cancer_names <- list.dirs(path = \"../data/cancertest\", full.names = FALSE, recursive = TRUE)[-1]\n",
"\n",
"cancers <- list.dirs(path = \"../data/cancer3\", full.names = TRUE, recursive = TRUE)[-1]\n",
"cancer_names <- list.dirs(path = \"../data/cancer3\", full.names = FALSE, recursive = TRUE)[-1]\n",
"\n",
"# Annotation databases used for biological enrichment\n",
"path.database <- \"../data/bio_annotations/c2.cp.reactome.v6.2.symbols.gmt\" #REACTOME\n",
"#path.database <- \"../data/bio_annotations/h.all.v6.2.symbols.gmt\" #Hallmarks\n",
"#path.database <- \"../data/bio_annotations/c5.all.v6.2.symbols.gmt\" #GO\n",
"\n",
"# Label to identify current run\n",
"tag <- format(Sys.time(), \"%Y%m%d%H%M%S\")\n",
"# Folder for comparison results\n",
"results_folder <- paste0(\"../results\", tag, \"/\")\n",
"# Create output folder\n",
"dir.create(results_folder, showWarnings = FALSE)\n",
"\n",
"# Number of factors used in the paper\n",
"num.factors <- 10\n",
"\n",
"# Initialize result containers\n",
"clinical_analysis <- data.frame(\n",
" matrix(data = NA, ncol=5, nrow=0, \n",
" dimnames = list(c(), c(\"methods\", \"cancer\", \"selectivity\", \"nonZeroFacs\", \"total_pathways\"))\n",
" ),\n",
" stringsAsFactors = FALSE)\n",
"\n",
"biological_analysis <- data.frame(\n",
" matrix(data = NA, ncol=5, nrow=0, \n",
" dimnames = list(c(), c(\"methods\", \"cancer\", \"selectivity\", \"nonZeroFacs\", \"total_pathways\"))\n",
" ),\n",
" stringsAsFactors = FALSE)\n",
"cancer.list <- list()\n",
"\n",
"# Clinical categories to be used for clinical tests\n",
"col <- c(\"age_at_initial_pathologic_diagnosis\",\n",
" \"gender\",\n",
" \"days_to_new_tumor_event_after_initial_treatment\",\n",
" \"history_of_neoadjuvant_treatment\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"ename": "ERROR",
"evalue": "Error in parse(text = x, srcfile = src): <text>:1:21: unexpected symbol\n1: colnames(surv_final)print\n ^\n",
"output_type": "error",
"traceback": [
"Error in parse(text = x, srcfile = src): <text>:1:21: unexpected symbol\n1: colnames(surv_final)print\n ^\nTraceback:\n"
]
}
],
"source": [
"colnames(surv_final)print(cancers)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"'character'"
],
"text/latex": [
"'character'"
],
"text/markdown": [
"'character'"
],
"text/plain": [
"[1] \"character\""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mode(cancers)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"method<-c(\"AE_FAETC\",\"AE_FCTAE\",\"DAE_FAETC\",\"DAE_FCTAE\",\"VAE_FCTAE\",\"LSTMVAE_FCTAE\")"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"factorizations<-list()\n",
"factorization1=read.table(paste(\"../data/cancer/aml\",\"/AE_FAETC_EM.txt\",sep=\"\"), sep=\" \", header=FALSE)\n",
"factorizations[[1]]<-list(factorization1)\n",
"\n",
"factorization2=read.table(paste(\"../data/cancer/aml\",\"/AE_FCTAE_EM.txt\",sep=\"\"), sep=\" \", header=FALSE)\n",
"factorizations[[2]]<-list(factorization2)\n",
"\n",
"factorization3=read.table(paste(\"../data/cancer/aml\",\"/DAE_FAETC_EM.txt\",sep=\"\"), sep=\" \", header=FALSE)\n",
"factorizations[[3]]<-list(factorization3)\n",
"\n",
"factorization4=read.table(paste(\"../data/cancer/aml\",\"/DAE_FCTAE_EM.txt\",sep=\"\"), sep=\" \", header=FALSE)\n",
"factorizations[[4]]<-list(factorization4)\n",
"\n",
"factorization5=read.table(paste(\"../data/cancer/aml\",\"/VAE_FCTAE_EM.txt\",sep=\"\"), sep=\" \", header=FALSE)\n",
"factorizations[[5]]<-list(factorization5)\n",
"\n",
"factorization6=read.table(paste(\"../data/cancer/aml\",\"/LSTMVAE_FCTAE_EM.txt\",sep=\"\"), sep=\" \", header=FALSE)\n",
"factorizations[[6]]<-list(factorization6)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
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"<ol>\n",
"\t<li><ol>\n",
"\t<li><table>\n",
"<caption>A data.frame: 169 × 10</caption>\n",
"<thead>\n",
"\t<tr><th scope=col>V1</th><th scope=col>V2</th><th scope=col>V3</th><th scope=col>V4</th><th scope=col>V5</th><th scope=col>V6</th><th scope=col>V7</th><th scope=col>V8</th><th scope=col>V9</th><th scope=col>V10</th></tr>\n",
"\t<tr><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th></tr>\n",
"</thead>\n",
"<tbody>\n",
"\t<tr><td> 2.8810773</td><td> 10.406647</td><td>-14.0121717</td><td>-16.197334</td><td> 2.99997973</td><td>-3.2869549</td><td> -5.1955185</td><td>-35.7469063</td><td> 17.462986</td><td> -8.7241240</td></tr>\n",
"\t<tr><td> 0.7618766</td><td>-17.262705</td><td>-17.8810635</td><td> -5.148212</td><td> 2.05735373</td><td>-2.6976349</td><td> 14.5709887</td><td> 4.0762081</td><td>-17.350386</td><td>-10.0630598</td></tr>\n",
"\t<tr><td>-22.0414429</td><td> 13.292408</td><td>-20.4009438</td><td> -6.880234</td><td> 1.57084727</td><td>-5.6203346</td><td> 21.7398148</td><td>-18.7686806</td><td> 29.840296</td><td> -1.4359852</td></tr>\n",
"\t<tr><td>-15.9062243</td><td> -6.075528</td><td> -2.7504244</td><td>-25.980488</td><td> 2.58203697</td><td>-4.0437365</td><td> 16.4389534</td><td> -3.5173683</td><td>-17.565653</td><td>-28.7201080</td></tr>\n",
"\t<tr><td> -3.7934496</td><td>-18.939972</td><td> 9.6689863</td><td> -5.809599</td><td> 2.95855689</td><td> 0.3694352</td><td>-25.9700947</td><td>-13.0331612</td><td> 28.688234</td><td>-20.0053425</td></tr>\n",
"\t<tr><td> 8.6433077</td><td>-12.870374</td><td> 8.6739178</td><td>-13.752110</td><td> 4.24764538</td><td>-0.9008410</td><td> 1.1938078</td><td> 2.2137711</td><td> -6.857371</td><td> 1.1909801</td></tr>\n",
"\t<tr><td> 6.0459995</td><td>-17.982733</td><td> 0.9702364</td><td> -2.719129</td><td> 3.57151914</td><td>-0.6929150</td><td> -2.1756706</td><td> 16.2547474</td><td>-20.234648</td><td>-28.1421967</td></tr>\n",
"\t<tr><td>-11.7564793</td><td> 15.442418</td><td> -1.2085484</td><td>-20.251675</td><td> 1.30802357</td><td>-3.9094818</td><td> 3.6042070</td><td>-16.8973103</td><td> 7.106338</td><td> 7.3018370</td></tr>\n",
"\t<tr><td> -9.8515005</td><td> -9.486932</td><td>-28.4124413</td><td>-10.597745</td><td> 3.41181397</td><td>-1.6938837</td><td> 12.9812670</td><td> -7.1392365</td><td> 23.111090</td><td>-26.6041374</td></tr>\n",
"\t<tr><td> 4.4796090</td><td> 1.453287</td><td> -2.9662538</td><td>-22.815350</td><td> 2.59712577</td><td>-3.8321986</td><td> 8.3863754</td><td> 2.2551441</td><td> 2.817856</td><td> 3.5161455</td></tr>\n",
"\t<tr><td> 10.7486391</td><td> -5.263302</td><td> 0.2724830</td><td>-16.335093</td><td> 0.65014857</td><td>-0.4596614</td><td>-17.1775169</td><td> 7.1944232</td><td> 5.100309</td><td> -6.8281755</td></tr>\n",
"\t<tr><td>-11.5708399</td><td> 6.762722</td><td>-24.4341812</td><td>-20.052864</td><td> 1.86413622</td><td>-3.7806585</td><td> 4.8886437</td><td>-17.5147400</td><td> -2.725641</td><td> 4.4195218</td></tr>\n",
"\t<tr><td> -2.2730594</td><td> -8.489964</td><td> 6.0248337</td><td>-23.669628</td><td> 1.99959445</td><td>-1.1601572</td><td> -3.8569818</td><td> 12.8672934</td><td>-12.655883</td><td> -9.8125000</td></tr>\n",
"\t<tr><td> -2.8928783</td><td>-11.373704</td><td>-18.6095123</td><td> -3.250823</td><td> 2.16707635</td><td>-4.3831463</td><td> 15.2709627</td><td> 8.2252207</td><td> -7.870444</td><td>-10.7856426</td></tr>\n",
"\t<tr><td> -3.3590488</td><td> -1.893792</td><td>-32.9735031</td><td>-12.888993</td><td> 4.15582418</td><td>-1.4111259</td><td> 19.5023861</td><td>-21.1542549</td><td> 9.754458</td><td> -0.9421998</td></tr>\n",
"\t<tr><td>-30.9378738</td><td> 1.761324</td><td> -6.3716621</td><td>-16.700893</td><td>-0.04121362</td><td>-5.7420921</td><td> -7.2999477</td><td>-29.5595131</td><td> 21.390732</td><td>-23.2014332</td></tr>\n",
"\t<tr><td> -9.0478525</td><td>-17.591948</td><td>-20.7273540</td><td>-11.861354</td><td> 5.54359484</td><td>-0.9535619</td><td>-15.4282160</td><td>-23.2089462</td><td> 27.022245</td><td> -2.9394307</td></tr>\n",
"\t<tr><td> -1.8827852</td><td> -8.287571</td><td> -0.7625901</td><td> 8.034063</td><td>-5.25211763</td><td>-2.8389452</td><td> 13.0806971</td><td> 19.5905819</td><td> 11.460134</td><td>-16.7271156</td></tr>\n",
"\t<tr><td>-22.5084686</td><td> -1.862485</td><td> 4.3601685</td><td>-13.204841</td><td> 1.93291223</td><td>-5.6796064</td><td> -7.2319069</td><td> 5.7895317</td><td> -9.101185</td><td> -5.1139812</td></tr>\n",
"\t<tr><td> 8.0968018</td><td> -2.097093</td><td> 7.6349835</td><td>-16.552185</td><td> 1.06931818</td><td>-0.9983138</td><td> -2.8304746</td><td> 3.2857533</td><td> 5.171278</td><td> 2.4859657</td></tr>\n",
"\t<tr><td> -0.9910342</td><td> -9.109866</td><td> 12.1566858</td><td>-10.819711</td><td> 4.38272333</td><td> 0.8079351</td><td>-22.0694580</td><td> -5.7604961</td><td> 15.258752</td><td>-29.2187042</td></tr>\n",
"\t<tr><td> 5.4620419</td><td> 4.551070</td><td> -2.5678735</td><td>-18.436680</td><td> 1.17657280</td><td>-1.9917475</td><td> 8.2561541</td><td> 0.3154357</td><td> -3.255566</td><td> 3.0542116</td></tr>\n",
"\t<tr><td>-19.1713276</td><td> -8.783378</td><td>-25.3688431</td><td>-18.444199</td><td> 1.10126388</td><td>-4.1929445</td><td> 3.6931202</td><td> -5.7318158</td><td> 27.313013</td><td> -0.2532226</td></tr>\n",
"\t<tr><td> -4.0674348</td><td> -3.971966</td><td> 11.1022062</td><td> -1.171944</td><td> 2.76013970</td><td>-2.4186618</td><td> -0.3879960</td><td> 2.5697651</td><td> 16.773949</td><td> -4.2196732</td></tr>\n",
"\t<tr><td> 3.9922876</td><td> 11.945173</td><td> -5.4594603</td><td>-16.429234</td><td> 2.80215144</td><td>-3.0187538</td><td> 5.8026304</td><td> -3.8317420</td><td> -3.547503</td><td> 4.8129997</td></tr>\n",
"\t<tr><td>-10.6386843</td><td> 4.577691</td><td> 1.2790424</td><td>-21.147682</td><td> 5.07387447</td><td>-4.1995792</td><td> 0.7997419</td><td>-13.3409472</td><td> -6.291047</td><td>-35.2378044</td></tr>\n",
"\t<tr><td> -1.1679879</td><td> 2.960698</td><td> 9.1321135</td><td>-15.222756</td><td> 0.94201237</td><td>-1.2572163</td><td>-12.4307156</td><td> -2.1370945</td><td> -8.748052</td><td>-19.7333755</td></tr>\n",
"\t<tr><td> 1.9073864</td><td>-10.306081</td><td> 1.8309432</td><td>-25.300194</td><td> 1.37544882</td><td>-0.8401431</td><td> -6.7336836</td><td> -1.5229754</td><td>-16.345936</td><td>-21.7418442</td></tr>\n",
"\t<tr><td> 6.2155695</td><td> -2.512873</td><td> 4.7434921</td><td>-21.994827</td><td> 1.01232171</td><td>-0.7582697</td><td>-10.3176184</td><td> 13.8793697</td><td> -7.116615</td><td>-15.9733467</td></tr>\n",
"\t<tr><td>-23.4135914</td><td> 10.359031</td><td> -9.4712906</td><td>-18.272491</td><td> 0.67126894</td><td>-4.3930483</td><td> 7.8205070</td><td>-27.8197708</td><td> -2.746523</td><td> -5.3146634</td></tr>\n",
"\t<tr><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
"\t<tr><td> -5.070065</td><td>-22.5344887</td><td> 1.4289047</td><td>-24.1378193</td><td> 2.94236779</td><td>-0.05564115</td><td> -7.830367</td><td>-16.438461</td><td> 26.554861</td><td>-41.358944</td></tr>\n",
"\t<tr><td>-30.669430</td><td> 1.7722883</td><td>-13.6371040</td><td> -7.9223619</td><td>-0.49968281</td><td>-5.38072109</td><td> 9.410089</td><td> -5.169520</td><td> 19.851610</td><td> 6.410556</td></tr>\n",
"\t<tr><td>-12.763963</td><td>-10.7408504</td><td>-15.1967468</td><td>-25.4971771</td><td> 1.50984406</td><td>-2.17444372</td><td> 21.978903</td><td> 1.850713</td><td> 2.809271</td><td>-36.194988</td></tr>\n",
"\t<tr><td>-17.683086</td><td> 0.4440632</td><td> -8.2338276</td><td> 8.1836147</td><td>-3.32488823</td><td>-4.04607391</td><td> -1.186088</td><td> 2.718441</td><td> 11.882679</td><td> -7.929281</td></tr>\n",
"\t<tr><td> 7.669514</td><td> 1.6122205</td><td> 2.9708309</td><td>-19.1915531</td><td> 0.32552743</td><td> 0.28552777</td><td> -1.886172</td><td> 6.762392</td><td> 3.687862</td><td> -1.918965</td></tr>\n",
"\t<tr><td>-26.522840</td><td> 2.8560719</td><td> -4.4618559</td><td> 2.7559588</td><td> 0.20864306</td><td>-2.80848145</td><td> 3.541598</td><td> 10.184651</td><td> 25.810514</td><td>-17.138975</td></tr>\n",
"\t<tr><td>-19.101725</td><td> 0.6496075</td><td>-14.4488850</td><td>-25.6807175</td><td> 1.71162093</td><td>-4.40829325</td><td> -1.390267</td><td>-16.968470</td><td> -5.158437</td><td> -6.044093</td></tr>\n",
"\t<tr><td>-10.418425</td><td>-21.8209534</td><td> -0.9191197</td><td> -5.9191318</td><td> 4.53808069</td><td>-0.35648334</td><td>-20.596191</td><td>-26.838272</td><td> 24.292513</td><td>-35.023125</td></tr>\n",
"\t<tr><td> -6.344033</td><td> 9.3890095</td><td> 7.5329523</td><td>-16.4805984</td><td> 4.31905031</td><td>-4.16660023</td><td> -8.223638</td><td> 11.297812</td><td> 6.750753</td><td>-16.368769</td></tr>\n",
"\t<tr><td> 11.120364</td><td>-15.3899908</td><td> -2.6862030</td><td> -9.7701597</td><td> 2.70597506</td><td>-0.61820614</td><td> -8.761374</td><td> 9.662440</td><td>-12.445462</td><td>-28.094248</td></tr>\n",
"\t<tr><td>-10.647862</td><td> 20.9162273</td><td> 1.5358592</td><td>-13.2354565</td><td>-0.21882461</td><td>-0.13204943</td><td> 2.032579</td><td> 1.536283</td><td> 16.278097</td><td> 1.665905</td></tr>\n",
"\t<tr><td> 8.125023</td><td>-20.0555553</td><td> -8.0006294</td><td>-12.1846590</td><td> 2.60595512</td><td>-0.85591996</td><td> -8.828656</td><td> 9.070918</td><td> 2.739609</td><td> -3.398065</td></tr>\n",
"\t<tr><td>-12.392242</td><td>-21.7302799</td><td> 3.8538446</td><td>-13.6940298</td><td> 3.78478551</td><td> 0.94616222</td><td>-25.144562</td><td>-21.669174</td><td> 13.081301</td><td>-27.037743</td></tr>\n",
"\t<tr><td>-14.506614</td><td> -6.7182055</td><td> -4.3197284</td><td> 8.0621042</td><td>-3.57218122</td><td>-2.76609397</td><td> 11.205501</td><td> 18.723967</td><td> 4.279269</td><td>-26.760254</td></tr>\n",
"\t<tr><td>-27.102129</td><td> 9.2237349</td><td> -1.8366727</td><td>-20.4689255</td><td> 3.71285844</td><td>-1.72425675</td><td>-10.011730</td><td>-13.658343</td><td> 33.602585</td><td> -2.998223</td></tr>\n",
"\t<tr><td> -5.857800</td><td>-29.9372654</td><td> -4.4351869</td><td> -9.6530313</td><td> 2.36419797</td><td>-0.26131865</td><td> -1.365691</td><td> 17.118267</td><td> -5.440400</td><td>-17.534567</td></tr>\n",
"\t<tr><td>-30.705233</td><td> 5.1619339</td><td>-25.1969109</td><td> -0.2753009</td><td>-0.05761467</td><td>-5.34373093</td><td> -2.122178</td><td>-10.061604</td><td> 13.508199</td><td> 7.310874</td></tr>\n",
"\t<tr><td>-20.436056</td><td> 4.2072458</td><td> -6.3903599</td><td>-21.6148758</td><td> 1.16634524</td><td>-4.86095238</td><td> -1.122033</td><td>-24.535759</td><td> 22.894636</td><td> 4.537404</td></tr>\n",
"\t<tr><td> -2.616973</td><td> -8.7077894</td><td> 5.4537601</td><td> 5.1153932</td><td> 1.00610673</td><td>-3.24926543</td><td> 2.457696</td><td> 22.791336</td><td> 11.133710</td><td>-20.136209</td></tr>\n",
"\t<tr><td>-21.824694</td><td> -9.2735147</td><td> -4.2521739</td><td> 0.4291345</td><td>-2.01467133</td><td>-1.10476089</td><td> -2.245723</td><td> 6.619759</td><td> 15.927721</td><td>-21.256117</td></tr>\n",
"\t<tr><td> -8.883527</td><td>-19.7769718</td><td>-12.9554996</td><td>-29.6343575</td><td> 1.16219318</td><td>-2.73923612</td><td> 26.896170</td><td>-10.595866</td><td>-12.253842</td><td>-36.910885</td></tr>\n",
"\t<tr><td>-27.334547</td><td> -0.6869442</td><td> -2.2544932</td><td> -4.6080770</td><td>-2.99569035</td><td>-2.94823241</td><td> 13.754872</td><td> 11.833433</td><td> 6.712948</td><td>-24.834682</td></tr>\n",
"\t<tr><td>-15.024641</td><td> 9.4283543</td><td>-21.2856712</td><td>-12.1390772</td><td> 1.64457703</td><td>-3.66937017</td><td> 3.812332</td><td>-33.620869</td><td> 11.414056</td><td>-26.337559</td></tr>\n",
"\t<tr><td>-12.115424</td><td> 1.6208117</td><td> 10.5799322</td><td> -6.8097587</td><td> 0.07495327</td><td>-1.91547811</td><td> -4.428659</td><td> -4.013210</td><td> 2.257535</td><td> 3.119775</td></tr>\n",
"\t<tr><td> -7.160133</td><td>-25.7238750</td><td>-16.4752407</td><td> -5.6122141</td><td> 4.16056204</td><td>-2.34755301</td><td> -5.062680</td><td> -8.871716</td><td> -7.327192</td><td> -6.936614</td></tr>\n",
"\t<tr><td> -9.699237</td><td>-10.9341631</td><td>-10.5166531</td><td> 11.6696177</td><td>-0.03027003</td><td>-4.04362631</td><td> 4.528596</td><td> 4.153554</td><td> 4.733521</td><td>-35.689045</td></tr>\n",
"\t<tr><td>-18.215561</td><td> -9.8155622</td><td>-10.8084965</td><td>-21.4067020</td><td> 1.08629775</td><td>-2.36327434</td><td> 18.655409</td><td>-11.656319</td><td> -9.210307</td><td>-56.045368</td></tr>\n",
"\t<tr><td>-18.649025</td><td>-14.1160975</td><td>-17.1521454</td><td>-11.8827839</td><td> 0.51667672</td><td>-2.43469620</td><td> 36.594353</td><td>-25.707193</td><td> -7.499695</td><td>-36.681572</td></tr>\n",
"\t<tr><td>-17.790747</td><td>-19.1658688</td><td> -4.3228378</td><td> -9.3080502</td><td> 1.86386991</td><td> 0.64811718</td><td>-13.194781</td><td> 2.349777</td><td> -5.263332</td><td> -5.670086</td></tr>\n",
"\t<tr><td>-20.073030</td><td> -2.8545871</td><td> 0.5472971</td><td> 3.3564658</td><td>-3.47738409</td><td>-1.73952210</td><td> 6.393739</td><td> 11.653650</td><td> 3.274390</td><td>-30.142607</td></tr>\n",
"</tbody>\n",
"</table>\n",
"</li>\n",
"</ol>\n",
"</li>\n",
"\t<li><ol>\n",
"\t<li><table>\n",
"<caption>A data.frame: 169 × 10</caption>\n",
"<thead>\n",
"\t<tr><th scope=col>V1</th><th scope=col>V2</th><th scope=col>V3</th><th scope=col>V4</th><th scope=col>V5</th><th scope=col>V6</th><th scope=col>V7</th><th scope=col>V8</th><th scope=col>V9</th><th scope=col>V10</th></tr>\n",
"\t<tr><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th></tr>\n",
"</thead>\n",
"<tbody>\n",
"\t<tr><td> 1.0410293</td><td>-11.7585468</td><td> -0.2050159</td><td> -1.1775258</td><td> -2.098814487</td><td>-11.2893734</td><td>10.8684416</td><td> 3.5605228</td><td>-2.1015594</td><td>-3.9557722</td></tr>\n",
"\t<tr><td> 1.1283904</td><td> 7.8089261</td><td> 6.2081509</td><td> -1.3433204</td><td> 4.205583096</td><td> -8.4339018</td><td>-1.0159332</td><td>-6.3557515</td><td> 4.6274323</td><td>-6.1072297</td></tr>\n",
"\t<tr><td> 3.7339537</td><td> -2.4488888</td><td> -4.4596767</td><td>-10.4795599</td><td> -1.171327829</td><td> -4.0077653</td><td>16.0052433</td><td>-5.5618992</td><td>14.0691528</td><td>-0.6363747</td></tr>\n",
"\t<tr><td> 1.6910608</td><td> 1.0033990</td><td> -2.2161767</td><td> -3.3967009</td><td> -5.118409157</td><td>-17.0927238</td><td>-2.4567382</td><td> 0.5938566</td><td> 8.5029726</td><td>-3.6585162</td></tr>\n",
"\t<tr><td> -1.1563879</td><td> -0.3290326</td><td> -5.1175189</td><td> -7.6922665</td><td> 1.542842269</td><td> -0.8332673</td><td> 9.7081423</td><td>13.3580494</td><td>-5.0315704</td><td> 5.9618716</td></tr>\n",
"\t<tr><td> -4.6242890</td><td> 0.9974772</td><td> 2.1663363</td><td> 7.1646309</td><td> 0.096655741</td><td> -2.3574982</td><td> 0.2200868</td><td> 2.9724712</td><td>-0.2592146</td><td>-7.6849833</td></tr>\n",
"\t<tr><td> -2.8956420</td><td> 10.8478088</td><td> 5.5132666</td><td> -5.1589117</td><td> 0.637806833</td><td> -5.9576020</td><td>-2.3339112</td><td> 7.8304892</td><td> 0.9791941</td><td>-5.4904423</td></tr>\n",
"\t<tr><td> -9.1209965</td><td> -6.6509604</td><td> -8.4735117</td><td> 5.4246235</td><td> -6.628109932</td><td> -3.8652384</td><td> 9.3844757</td><td> 0.9831887</td><td> 6.2529793</td><td>-3.2879231</td></tr>\n",
"\t<tr><td> 0.6592682</td><td> 0.0575974</td><td> -1.1429771</td><td>-10.0470114</td><td> 9.394633293</td><td> -8.2640581</td><td>14.7109699</td><td> 4.9532413</td><td> 6.7881966</td><td>-8.0934696</td></tr>\n",
"\t<tr><td> 3.8312411</td><td> -5.6422896</td><td> -2.8944521</td><td> 6.4121776</td><td> -5.879923344</td><td> -7.1412492</td><td>-3.2761726</td><td>-0.5509760</td><td> 8.2153406</td><td>-5.7908125</td></tr>\n",
"\t<tr><td> -0.1021588</td><td> -2.6631706</td><td> 4.1497002</td><td> -0.7216164</td><td> -4.461405754</td><td> -2.6619055</td><td> 4.1631656</td><td>14.8654461</td><td>-0.7841195</td><td>-4.0611734</td></tr>\n",
"\t<tr><td> 0.3966537</td><td> -7.2281861</td><td> -7.2442236</td><td> 4.1801991</td><td> -2.556365728</td><td> -6.4130683</td><td> 5.6020360</td><td>-6.5652170</td><td> 9.2739019</td><td>-6.5588140</td></tr>\n",
"\t<tr><td> -6.8680682</td><td> 8.9539785</td><td> 4.2808204</td><td> 0.5860871</td><td> -3.078576326</td><td> -0.2035726</td><td> 1.3421323</td><td> 7.5639944</td><td> 6.3129377</td><td>-8.1490316</td></tr>\n",
"\t<tr><td> -0.6930653</td><td> 8.4891424</td><td> 3.0716057</td><td> -3.1929157</td><td> -0.001889993</td><td> -3.3244238</td><td> 5.1341977</td><td>-4.8545089</td><td>12.4673891</td><td>-7.7316146</td></tr>\n",
"\t<tr><td> 0.4018236</td><td> -7.6683078</td><td> -1.0906280</td><td> 3.5414789</td><td> 10.323601723</td><td> -4.7095265</td><td>11.7528477</td><td>-2.4390666</td><td> 0.8322284</td><td>-8.7499018</td></tr>\n",
"\t<tr><td> -4.6078916</td><td> -1.0117259</td><td>-17.7962055</td><td> -7.5787725</td><td> 0.356226027</td><td> -6.1684494</td><td> 9.8205519</td><td>-0.9655866</td><td> 3.7075908</td><td> 4.0253983</td></tr>\n",
"\t<tr><td> 9.7884960</td><td> -6.3901544</td><td> -7.6227312</td><td> -3.4738741</td><td> 7.230502129</td><td> -6.6726079</td><td> 3.2702990</td><td> 4.1894188</td><td> 1.6161507</td><td> 0.1487888</td></tr>\n",
"\t<tr><td> 4.4280467</td><td> 4.4905143</td><td> 0.7111219</td><td> -1.5457307</td><td> 3.011086464</td><td> -4.0927138</td><td>-4.6886239</td><td> 5.2580743</td><td> 6.2130766</td><td>-3.5011978</td></tr>\n",
"\t<tr><td>-10.9423513</td><td> 7.3627868</td><td> -8.4371042</td><td> 3.2027965</td><td> -0.909135461</td><td> -1.1572601</td><td> 0.6096507</td><td> 0.9504415</td><td> 5.0472450</td><td>-4.7338691</td></tr>\n",
"\t<tr><td> -1.3389541</td><td> -3.7671108</td><td> -0.3498096</td><td> 5.5245929</td><td> -3.986068964</td><td> 2.7093091</td><td> 2.4349306</td><td> 7.9193411</td><td> 4.6901522</td><td>-3.4402034</td></tr>\n",
"\t<tr><td> -2.9209402</td><td> 2.2790296</td><td> -0.2911852</td><td> -5.5189934</td><td> -7.815727234</td><td> -5.4160118</td><td> 5.0473866</td><td>13.2791443</td><td>-3.6714900</td><td> 2.3200428</td></tr>\n",
"\t<tr><td> -0.8470755</td><td> -2.3736920</td><td> 1.3130792</td><td> 7.5444889</td><td> -6.175085068</td><td> -7.2012687</td><td>-2.1243908</td><td>-0.2262135</td><td> 5.4300718</td><td>-6.4499655</td></tr>\n",
"\t<tr><td> 2.2112439</td><td> -5.3451743</td><td> -8.4605179</td><td> 2.7968509</td><td> 6.766044617</td><td> -0.8309549</td><td> 7.0219498</td><td> 7.3310099</td><td>11.1584215</td><td>-5.2571101</td></tr>\n",
"\t<tr><td> 0.2792927</td><td> -4.6270695</td><td> -6.9406414</td><td> 7.1481028</td><td> -4.302983284</td><td> -4.8684683</td><td>-2.5790298</td><td> 9.3684940</td><td> 7.7527084</td><td>-2.9527028</td></tr>\n",
"\t<tr><td> 0.1577130</td><td> -9.3429747</td><td> 0.9894799</td><td> 4.7558579</td><td> -7.982851982</td><td> -5.0975266</td><td> 6.8219213</td><td>-1.6493217</td><td> 5.6535349</td><td>-3.2788804</td></tr>\n",
"\t<tr><td> -3.4371459</td><td> 3.2704535</td><td> -4.6946592</td><td> -8.2216539</td><td> -5.633541107</td><td>-15.4268246</td><td> 2.6832328</td><td> 3.2978823</td><td> 3.1970196</td><td> 0.5271364</td></tr>\n",
"\t<tr><td> -5.8609734</td><td> 0.8635799</td><td> 1.0869747</td><td> 0.7323686</td><td>-10.380050659</td><td> -9.7810793</td><td> 1.1340339</td><td> 8.1256094</td><td>-0.3880453</td><td>-2.6574132</td></tr>\n",
"\t<tr><td>-12.0848904</td><td> 2.3275018</td><td> -0.2493690</td><td> 2.6575999</td><td> -1.285036683</td><td> -6.8414941</td><td> 4.8531322</td><td> 9.6592607</td><td>-4.7956772</td><td>-6.1800585</td></tr>\n",
"\t<tr><td> -6.6216612</td><td> 1.9803375</td><td> 6.3885221</td><td> 0.6489052</td><td> -8.028071404</td><td> -4.5074677</td><td> 5.1065826</td><td>12.2859344</td><td> 1.5917774</td><td>-6.6846066</td></tr>\n",
"\t<tr><td>-14.9571543</td><td> 1.4783053</td><td> -9.7101440</td><td> -1.5124965</td><td> 1.738823652</td><td> -5.5208325</td><td>12.5041418</td><td>-0.3177206</td><td>-1.6612455</td><td>-2.3875005</td></tr>\n",
"\t<tr><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
"\t<tr><td>-2.78979111</td><td>-4.9230094</td><td> 0.4902848</td><td> -7.8484855</td><td> 5.16060734</td><td> -8.7772408</td><td>15.937861</td><td>13.6558800</td><td>-5.0351229</td><td>-2.67157435</td></tr>\n",
"\t<tr><td>-6.27264547</td><td>-1.0092188</td><td> -5.8637037</td><td> 5.9828153</td><td> -0.01786034</td><td> 8.0455723</td><td>10.861718</td><td>-0.9601719</td><td>10.9989901</td><td>-2.20309162</td></tr>\n",
"\t<tr><td> 7.65436459</td><td> 0.5169103</td><td> 2.3364863</td><td> -9.9557867</td><td> 0.78777331</td><td>-11.8157930</td><td> 8.153403</td><td> 4.3885503</td><td>17.4356823</td><td>-8.27818966</td></tr>\n",
"\t<tr><td> 2.55960512</td><td> 2.3492796</td><td>-13.0704527</td><td> -1.7603016</td><td> 4.83998823</td><td> -1.1988672</td><td>-1.888140</td><td>-2.4321289</td><td> 7.0094876</td><td>-1.97292912</td></tr>\n",
"\t<tr><td>-1.36206496</td><td>-1.6786402</td><td> 4.3134308</td><td> 3.7544293</td><td> -6.92879295</td><td> 1.5007783</td><td> 2.976003</td><td> 7.4173574</td><td> 4.5545063</td><td>-6.60401344</td></tr>\n",
"\t<tr><td> 3.17039323</td><td> 5.4398913</td><td>-14.1586351</td><td> -7.0369725</td><td> 0.51608819</td><td> 0.7873820</td><td> 1.042267</td><td> 1.4810082</td><td>14.6699362</td><td>-0.44074741</td></tr>\n",
"\t<tr><td>-3.83138394</td><td>-3.5609546</td><td> -7.2225494</td><td> 5.2449532</td><td> 0.76761979</td><td>-11.3852835</td><td> 2.967862</td><td> 3.2212069</td><td> 6.8131027</td><td>-9.42586040</td></tr>\n",
"\t<tr><td> 0.73368591</td><td> 3.0408645</td><td> -6.8039017</td><td>-12.6774569</td><td> 7.00915337</td><td> -9.8202877</td><td> 5.157448</td><td> 6.1130371</td><td>-8.2758398</td><td> 6.77265167</td></tr>\n",
"\t<tr><td>-7.54701710</td><td> 1.4090973</td><td> -0.7860124</td><td> 0.6789402</td><td>-15.64597034</td><td> -6.7825217</td><td> 5.008194</td><td> 9.3215027</td><td>12.3857622</td><td>-5.10401249</td></tr>\n",
"\t<tr><td>-6.58689547</td><td> 5.9243813</td><td> 3.3437040</td><td> -4.5425148</td><td> 3.92354083</td><td> -3.1870227</td><td> 5.677547</td><td>10.4391918</td><td>-2.1308322</td><td>-7.10787010</td></tr>\n",
"\t<tr><td>-3.59132600</td><td>-3.6658719</td><td> -4.1630497</td><td> -1.9928038</td><td>-12.97733116</td><td> -0.5130435</td><td>11.665087</td><td> 5.2525101</td><td>16.0898113</td><td>-1.69739687</td></tr>\n",
"\t<tr><td>-0.57658690</td><td> 0.4965010</td><td> 0.3794982</td><td> 1.9000809</td><td> 6.72521257</td><td> -1.1597248</td><td> 2.975368</td><td> 9.1811819</td><td> 1.3523194</td><td>-7.28050137</td></tr>\n",
"\t<tr><td>-3.91695237</td><td> 2.4006214</td><td>-11.2447939</td><td> -6.6183662</td><td> 1.83545434</td><td> -7.6448255</td><td> 4.156444</td><td> 8.0142803</td><td>-5.6267681</td><td> 4.20122528</td></tr>\n",
"\t<tr><td> 3.08896542</td><td> 9.7296915</td><td> -5.2205009</td><td> -8.9859142</td><td> 3.95866990</td><td> -4.2776031</td><td>-2.228379</td><td> 3.1630585</td><td>10.9918146</td><td>-4.38237572</td></tr>\n",
"\t<tr><td> 0.53318030</td><td>-5.2225957</td><td>-12.8619595</td><td> -3.9605534</td><td> -4.80490828</td><td> -0.5541908</td><td>10.600764</td><td> 5.0261197</td><td> 9.7936354</td><td> 3.58023167</td></tr>\n",
"\t<tr><td>-5.57240915</td><td>13.2049103</td><td> -2.1384909</td><td> -2.9215543</td><td> 1.78164876</td><td> 1.8357056</td><td>-1.177675</td><td> 5.3269334</td><td> 7.9253087</td><td>-3.41578341</td></tr>\n",
"\t<tr><td>-3.35966945</td><td>-0.1818017</td><td>-15.0216589</td><td> 3.6991637</td><td> 6.89127302</td><td> 5.5238829</td><td> 7.011971</td><td>-6.0663409</td><td> 9.0178232</td><td>-2.78188372</td></tr>\n",
"\t<tr><td> 0.73438054</td><td>-6.5941710</td><td>-11.7343006</td><td> 1.1280773</td><td> 0.77205640</td><td> -4.1740155</td><td> 4.820271</td><td>-1.5304205</td><td> 3.3256423</td><td>-0.63192040</td></tr>\n",
"\t<tr><td> 8.43205929</td><td> 0.6585177</td><td> 0.1355806</td><td> -2.3189611</td><td> -1.38489699</td><td> -5.1379948</td><td>-4.811660</td><td> 9.8659410</td><td> 6.3781891</td><td>-1.94799697</td></tr>\n",
"\t<tr><td> 4.41983604</td><td> 1.7980815</td><td>-12.8896189</td><td> -2.1002445</td><td> 4.38335705</td><td> -5.2863641</td><td>-5.928148</td><td> 4.9941778</td><td> 3.1269755</td><td>-0.53483313</td></tr>\n",
"\t<tr><td> 5.80797052</td><td> 0.9743814</td><td> 3.5414910</td><td> -8.3410540</td><td> 2.19603229</td><td>-19.6484852</td><td> 1.296162</td><td> 0.2495690</td><td> 4.8596401</td><td>-2.51245093</td></tr>\n",
"\t<tr><td>-1.84095395</td><td>10.3780642</td><td> -8.0161772</td><td>-11.6951427</td><td> 0.37824601</td><td> -3.0416641</td><td> 4.475827</td><td>-1.2697926</td><td>13.7970781</td><td>-1.65462506</td></tr>\n",
"\t<tr><td> 0.07075628</td><td>-5.1358995</td><td> -5.0702376</td><td> -9.8968525</td><td> -0.61974233</td><td>-15.1739120</td><td>11.895419</td><td>-3.3713033</td><td> 2.9712043</td><td>-0.84245056</td></tr>\n",
"\t<tr><td>-3.86694241</td><td>-2.6053753</td><td>-11.1077719</td><td> 6.3801169</td><td> -7.43314505</td><td> -0.1866888</td><td>-1.502600</td><td> 2.2844160</td><td> 6.8869143</td><td> 0.04221996</td></tr>\n",
"\t<tr><td>-6.23311186</td><td> 4.4549937</td><td> -6.3504210</td><td> 1.2068437</td><td> 9.19550133</td><td> -2.5316942</td><td> 1.946869</td><td> 1.9802651</td><td>-2.3207397</td><td>-4.66265488</td></tr>\n",
"\t<tr><td> 1.91452241</td><td> 4.8956184</td><td> -6.4930840</td><td> -4.0989704</td><td> 9.29679775</td><td> -9.1754942</td><td>-3.591334</td><td> 2.4033687</td><td> 1.0023625</td><td>-2.85848975</td></tr>\n",
"\t<tr><td> 4.08937407</td><td> 6.8113565</td><td> -0.7892100</td><td>-17.8943729</td><td> 1.70104885</td><td>-17.2504559</td><td> 4.462620</td><td>-2.3572924</td><td> 8.1939554</td><td> 0.34351811</td></tr>\n",
"\t<tr><td>-7.42267323</td><td> 9.7720356</td><td> 3.2046726</td><td>-11.0888500</td><td> 2.96276236</td><td>-12.5393362</td><td>11.035945</td><td>-7.1310072</td><td> 7.1719055</td><td>-3.75480676</td></tr>\n",
"\t<tr><td>-3.48422742</td><td> 4.7938352</td><td> -9.6417646</td><td> 0.3134890</td><td> 1.65767145</td><td> -2.1609869</td><td>-4.690665</td><td> 6.2055569</td><td> 0.9816615</td><td>-0.28848901</td></tr>\n",
"\t<tr><td>-1.43461573</td><td> 8.9574728</td><td>-12.1073542</td><td> -9.2655535</td><td> 2.14342880</td><td> -8.0753841</td><td>-1.852984</td><td>-3.8674238</td><td> 7.5176272</td><td>-0.12466995</td></tr>\n",
"</tbody>\n",
"</table>\n",
"</li>\n",
"</ol>\n",
"</li>\n",
"\t<li><ol>\n",
"\t<li><table>\n",
"<caption>A data.frame: 169 × 10</caption>\n",
"<thead>\n",
"\t<tr><th scope=col>V1</th><th scope=col>V2</th><th scope=col>V3</th><th scope=col>V4</th><th scope=col>V5</th><th scope=col>V6</th><th scope=col>V7</th><th scope=col>V8</th><th scope=col>V9</th><th scope=col>V10</th></tr>\n",
"\t<tr><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th></tr>\n",
"</thead>\n",
"<tbody>\n",
"\t<tr><td> -6.2824082</td><td> 10.7444916</td><td>-33.046490</td><td> 2.353172</td><td>-6.159560</td><td>-1.36197329</td><td> 7.2101312</td><td> 24.841688</td><td> 13.010021</td><td>-38.6688118</td></tr>\n",
"\t<tr><td>-19.5996151</td><td>-13.6408606</td><td>-10.290182</td><td> 1.880418</td><td>-5.162912</td><td>-1.86487067</td><td> 17.8586102</td><td> 20.424803</td><td>-49.535454</td><td> 1.6314188</td></tr>\n",
"\t<tr><td> 7.9034300</td><td>-15.7829189</td><td>-28.935221</td><td> 17.642006</td><td>-6.593445</td><td>-4.45233440</td><td> 34.1285057</td><td> 7.657307</td><td> 8.143832</td><td>-29.5454960</td></tr>\n",
"\t<tr><td> -8.9385014</td><td> 0.5483213</td><td>-21.963957</td><td> 13.291377</td><td>-6.473655</td><td>-2.60528493</td><td> 8.8232965</td><td> 22.142979</td><td>-48.559643</td><td>-17.9459610</td></tr>\n",
"\t<tr><td> 6.2422080</td><td> -2.0353785</td><td> -1.690592</td><td>-23.730192</td><td>-3.809156</td><td> 1.84118700</td><td> -3.1989300</td><td> -9.226523</td><td> 13.064024</td><td>-42.3769493</td></tr>\n",
"\t<tr><td> 3.2560158</td><td> 10.1360483</td><td> -6.032849</td><td>-23.109507</td><td>-6.034745</td><td> 0.59326750</td><td> 4.5947351</td><td> -1.773853</td><td>-12.612471</td><td> 6.6323633</td></tr>\n",
"\t<tr><td>-14.8503771</td><td> -2.8052335</td><td> 1.342877</td><td>-14.115338</td><td>-5.386791</td><td> 1.07563519</td><td> -1.8115203</td><td> -6.164639</td><td>-51.070732</td><td> -5.2536635</td></tr>\n",
"\t<tr><td> 10.2944717</td><td> 13.2562189</td><td>-31.042807</td><td> 9.926071</td><td>-5.124068</td><td>-3.10046411</td><td> 7.7466373</td><td> 23.187536</td><td> 8.016758</td><td>-13.9158525</td></tr>\n",
"\t<tr><td> 0.7989347</td><td>-15.6466627</td><td>-23.524015</td><td> -6.231159</td><td>-4.224094</td><td>-3.17009068</td><td> 20.2366161</td><td> 12.663029</td><td>-23.348310</td><td>-44.8982010</td></tr>\n",
"\t<tr><td> -8.7167473</td><td> 8.7086668</td><td>-22.137556</td><td> 8.994338</td><td>-6.062103</td><td>-2.44680691</td><td> 19.4821396</td><td> 0.751577</td><td> -6.769464</td><td> 0.5035874</td></tr>\n",
"\t<tr><td>-11.2107086</td><td> 14.8871603</td><td> -9.450260</td><td>-10.812556</td><td>-3.567241</td><td> 0.03688008</td><td> 1.7037618</td><td>-24.516443</td><td> -7.082508</td><td>-12.8684349</td></tr>\n",
"\t<tr><td> 3.5100172</td><td> -2.7437277</td><td>-45.933430</td><td> 6.706909</td><td>-5.996228</td><td>-2.88297820</td><td> 14.7213087</td><td> 27.800434</td><td> 3.176910</td><td>-16.4777603</td></tr>\n",
"\t<tr><td> 0.1430087</td><td> 15.2063341</td><td>-15.343099</td><td>-15.896321</td><td>-4.456335</td><td>-0.11234203</td><td> -1.4096859</td><td>-13.240948</td><td>-28.953093</td><td> 0.4036509</td></tr>\n",
"\t<tr><td>-10.5767803</td><td> -6.5887403</td><td> -7.946043</td><td> 10.955404</td><td>-5.519101</td><td>-3.34103608</td><td> 25.3628178</td><td> 2.624748</td><td>-42.643116</td><td> 0.5415589</td></tr>\n",
"\t<tr><td> -1.5477827</td><td> -3.4451542</td><td>-37.479031</td><td>-19.937403</td><td>-3.869346</td><td>-2.85708308</td><td> 5.3664622</td><td> 29.374659</td><td> 4.882414</td><td> -5.5077562</td></tr>\n",
"\t<tr><td> 13.7923050</td><td>-11.1339951</td><td>-29.765362</td><td> 10.420513</td><td>-5.111279</td><td>-5.69865751</td><td> -0.2345493</td><td> 17.476532</td><td> 3.793153</td><td>-42.8218422</td></tr>\n",
"\t<tr><td>-10.6663074</td><td>-17.5427303</td><td>-22.313122</td><td> -7.186347</td><td>-6.566978</td><td> 1.29117501</td><td> 0.3535812</td><td> 4.604133</td><td> 21.428926</td><td>-33.3523788</td></tr>\n",
"\t<tr><td>-11.2851295</td><td> -9.7532082</td><td> 5.115913</td><td> -4.378832</td><td> 2.320780</td><td>-7.54387188</td><td> 30.2139301</td><td>-21.806520</td><td>-25.883442</td><td>-19.1424789</td></tr>\n",
"\t<tr><td> 22.0964699</td><td> 2.3638883</td><td>-12.374824</td><td> -6.936020</td><td>-5.553666</td><td>-4.05849648</td><td> -7.5412850</td><td>-10.125605</td><td>-16.328661</td><td> -0.1978182</td></tr>\n",
"\t<tr><td> -3.3968372</td><td> 19.3888760</td><td>-10.313503</td><td>-10.300917</td><td>-3.909331</td><td>-0.21043047</td><td> 9.9955769</td><td>-15.397833</td><td> 1.046835</td><td> -2.9006352</td></tr>\n",
"\t<tr><td> 4.5176454</td><td> 15.6100655</td><td>-14.817023</td><td>-10.774177</td><td>-5.454837</td><td> 2.49109554</td><td> -2.6094668</td><td>-10.438076</td><td> -6.473087</td><td>-38.6733513</td></tr>\n",
"\t<tr><td> -6.9240451</td><td> 12.9953108</td><td>-19.499414</td><td> 5.494254</td><td>-4.549621</td><td>-1.82115459</td><td> 14.0404768</td><td> 5.508837</td><td> -8.784235</td><td> 4.1156492</td></tr>\n",
"\t<tr><td> 11.9290562</td><td> -4.0719457</td><td>-16.791449</td><td>-15.313445</td><td>-4.810540</td><td>-3.64754391</td><td> 18.3617992</td><td>-11.171664</td><td> 13.607197</td><td>-20.0586319</td></tr>\n",
"\t<tr><td> 13.6804514</td><td> 7.6216984</td><td> -5.113508</td><td>-16.182219</td><td>-5.215762</td><td>-0.02040491</td><td> 18.2757282</td><td> -7.473731</td><td> 3.754273</td><td>-13.0522165</td></tr>\n",
"\t<tr><td> -1.6119411</td><td> 17.2979546</td><td>-28.008266</td><td> 7.242004</td><td>-5.742413</td><td>-1.19060111</td><td> 13.1731844</td><td> 11.932279</td><td> 3.330305</td><td> 1.9559551</td></tr>\n",
"\t<tr><td> 7.8888693</td><td> 13.8293533</td><td>-25.359850</td><td> 1.029733</td><td>-8.957951</td><td>-0.39662841</td><td> -5.9116850</td><td> 21.795877</td><td>-25.700851</td><td>-30.9639626</td></tr>\n",
"\t<tr><td> 5.5760121</td><td> 16.8885803</td><td>-12.301908</td><td> -3.882379</td><td>-3.488446</td><td>-0.66404551</td><td>-16.3514729</td><td> 2.422608</td><td>-17.170137</td><td>-10.3226528</td></tr>\n",
"\t<tr><td> -5.5112643</td><td> 13.9574728</td><td>-13.195344</td><td>-19.172989</td><td>-4.038696</td><td> 0.01423034</td><td>-12.8225508</td><td> 1.964963</td><td>-28.134623</td><td>-10.9849234</td></tr>\n",
"\t<tr><td> -4.0729017</td><td> 18.6793537</td><td>-15.671216</td><td>-13.479798</td><td>-3.540120</td><td>-0.30645925</td><td> -2.5148563</td><td>-17.456934</td><td>-21.299194</td><td> -2.3321109</td></tr>\n",
"\t<tr><td> 19.3296795</td><td> 0.9937058</td><td>-31.651724</td><td> 5.380752</td><td>-4.469111</td><td>-4.56080198</td><td> -2.3048890</td><td> 35.528328</td><td> -5.347984</td><td>-19.4308624</td></tr>\n",
"\t<tr><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
"\t<tr><td> -3.8716047</td><td> 3.3879299</td><td>-19.2100811</td><td>-23.2292061</td><td>-3.52804255</td><td> 1.58567214</td><td> 3.944803</td><td> 6.148225</td><td> -8.8882618</td><td>-56.985260</td></tr>\n",
"\t<tr><td> 23.7431660</td><td> -5.6810541</td><td>-21.7164040</td><td> 0.6794933</td><td>-4.51707792</td><td>-6.24813271</td><td> 19.935863</td><td> -4.689059</td><td> 13.9278698</td><td> -7.590843</td></tr>\n",
"\t<tr><td> -9.8812237</td><td> -9.3359919</td><td>-23.5815773</td><td> 10.4357853</td><td>-4.11378050</td><td>-1.36964536</td><td> 23.394854</td><td> 7.464385</td><td>-38.2173271</td><td>-28.480822</td></tr>\n",
"\t<tr><td> 4.8468356</td><td>-13.9817343</td><td> -2.9710207</td><td> 6.3711967</td><td> 0.18103483</td><td>-8.93186665</td><td> 9.532080</td><td> -6.711535</td><td> -2.7299037</td><td>-17.788425</td></tr>\n",
"\t<tr><td> -5.6132493</td><td> 20.1602497</td><td>-14.2810602</td><td> -7.4427505</td><td>-2.65064168</td><td>-0.22125348</td><td> 10.713824</td><td>-15.122432</td><td> -4.8310823</td><td> -2.563133</td></tr>\n",
"\t<tr><td> 3.9470086</td><td>-18.0384007</td><td> -8.1439095</td><td> 10.2597904</td><td>-3.66117811</td><td>-3.18297672</td><td> 20.663378</td><td>-23.026678</td><td> -6.5779052</td><td>-28.611279</td></tr>\n",
"\t<tr><td> -1.0234501</td><td> -3.1980870</td><td>-37.6102257</td><td> 9.1554842</td><td>-5.86014652</td><td>-3.23914790</td><td> 8.824554</td><td> 20.891535</td><td> -8.9005871</td><td>-26.045862</td></tr>\n",
"\t<tr><td> 1.1041334</td><td>-15.7489462</td><td> -2.5792534</td><td>-16.2018909</td><td>-6.19932890</td><td> 1.97643232</td><td>-11.883547</td><td> 13.009725</td><td> 0.3732181</td><td>-51.845654</td></tr>\n",
"\t<tr><td> 14.9652615</td><td> 17.3001766</td><td>-20.1604481</td><td> 1.9331261</td><td>-7.17890978</td><td>-1.77035427</td><td> 1.788574</td><td>-14.132769</td><td>-18.1142941</td><td>-15.571809</td></tr>\n",
"\t<tr><td>-11.7525883</td><td> 4.7836800</td><td> -3.9391026</td><td>-16.8542633</td><td>-3.75357127</td><td> 0.91479403</td><td> -4.930438</td><td>-12.226983</td><td>-35.7889595</td><td>-11.947185</td></tr>\n",
"\t<tr><td> 14.8841820</td><td> 12.3080130</td><td>-21.3554020</td><td> 13.9346600</td><td>-3.41819000</td><td>-2.67548847</td><td> 17.022333</td><td>-14.751111</td><td> 6.1156116</td><td>-11.285943</td></tr>\n",
"\t<tr><td>-13.2838955</td><td> 0.2841588</td><td> -6.5379810</td><td>-19.0527134</td><td>-3.96622205</td><td> 0.09829783</td><td> 7.325163</td><td>-22.802811</td><td> -9.7113094</td><td> -3.567957</td></tr>\n",
"\t<tr><td> 6.6070533</td><td> -6.3079691</td><td> -5.8287563</td><td>-22.5580082</td><td>-4.21321058</td><td> 3.26739502</td><td>-17.795713</td><td> 7.908912</td><td> -1.9072413</td><td>-37.238766</td></tr>\n",
"\t<tr><td> -5.4907727</td><td>-17.9781322</td><td> -0.4209221</td><td> 3.5437462</td><td> 1.16115487</td><td>-8.61662388</td><td> 23.750443</td><td>-15.862616</td><td>-32.9724274</td><td>-23.780001</td></tr>\n",
"\t<tr><td> 16.1357155</td><td> 1.4242946</td><td>-31.4067173</td><td> 13.7559423</td><td>-3.75929713</td><td>-3.07257843</td><td> 10.174242</td><td> -6.531331</td><td> 22.4629078</td><td>-34.803612</td></tr>\n",
"\t<tr><td> -5.4943280</td><td>-11.5851049</td><td> 0.5195963</td><td>-17.6127110</td><td>-3.26755357</td><td> 0.88909835</td><td> 6.506074</td><td>-15.975520</td><td>-28.6405430</td><td> -3.093547</td></tr>\n",
"\t<tr><td> 24.3055229</td><td>-17.5913582</td><td>-21.5207882</td><td> -0.7591125</td><td>-4.56947803</td><td>-5.67428303</td><td> 8.798208</td><td> 5.289920</td><td> 15.1698360</td><td>-10.674131</td></tr>\n",
"\t<tr><td> 12.2684689</td><td> -2.8580351</td><td>-32.6791573</td><td> 6.9592061</td><td>-5.11990404</td><td>-3.93899202</td><td> 5.483820</td><td> 16.428902</td><td> 21.0615063</td><td>-20.626488</td></tr>\n",
"\t<tr><td>-15.0576715</td><td>-10.3640318</td><td> 1.5823108</td><td> -4.3892002</td><td>-5.19857502</td><td>-2.32307124</td><td> 21.992807</td><td>-25.282606</td><td>-21.3201122</td><td>-21.981129</td></tr>\n",
"\t<tr><td> 0.7619367</td><td>-19.5161304</td><td> -1.5978075</td><td> 1.4952322</td><td> 1.06837285</td><td>-6.12653255</td><td> 9.460658</td><td>-10.363363</td><td>-14.8924265</td><td>-29.871742</td></tr>\n",
"\t<tr><td>-16.0821857</td><td> -4.9978132</td><td>-24.4130917</td><td> 6.3541837</td><td>-4.36072588</td><td>-1.45090795</td><td> 12.568801</td><td> 31.434223</td><td>-48.5013885</td><td>-29.167763</td></tr>\n",
"\t<tr><td> 1.0881402</td><td>-17.6712914</td><td>-11.2675562</td><td> 9.7421103</td><td>-0.07058046</td><td>-8.40677357</td><td> 22.994421</td><td> -8.233282</td><td>-29.8655033</td><td>-23.850750</td></tr>\n",
"\t<tr><td> 3.7974708</td><td>-10.7000790</td><td>-37.2311974</td><td> 9.7199497</td><td>-5.84247732</td><td>-3.09887028</td><td> 4.911623</td><td> 33.399765</td><td> -5.7733908</td><td>-45.442852</td></tr>\n",
"\t<tr><td> 19.6130180</td><td> 10.9624567</td><td>-11.4691734</td><td> -9.6727009</td><td>-4.15985250</td><td>-3.16346645</td><td> 9.376679</td><td> -2.564439</td><td> 4.2342334</td><td>-10.654403</td></tr>\n",
"\t<tr><td> -7.7057967</td><td>-10.5620813</td><td> -6.8799038</td><td>-17.9980106</td><td>-5.18170404</td><td>-2.86691737</td><td> -4.466183</td><td> 1.315882</td><td>-12.6433506</td><td>-18.160822</td></tr>\n",
"\t<tr><td> -7.7250667</td><td>-19.7661877</td><td> 4.8428922</td><td> -6.8423238</td><td>-4.45247316</td><td>-4.54782963</td><td> 8.053572</td><td> 3.645778</td><td>-31.0109081</td><td>-30.170111</td></tr>\n",
"\t<tr><td> -5.3872042</td><td> -9.6534252</td><td>-21.4219952</td><td> 16.4435253</td><td>-3.88086534</td><td>-1.80408633</td><td> 1.301786</td><td> 45.304413</td><td>-53.0993004</td><td>-31.455046</td></tr>\n",
"\t<tr><td> -6.2323804</td><td>-19.8346577</td><td>-24.5197506</td><td> 6.3324857</td><td>-4.08937836</td><td>-2.35941648</td><td> 16.758846</td><td> 55.465836</td><td>-54.2535706</td><td>-31.946339</td></tr>\n",
"\t<tr><td> -4.0648952</td><td>-19.4440880</td><td> -5.2698932</td><td>-14.9015722</td><td>-3.09154820</td><td> 2.05565858</td><td>-12.552717</td><td> -9.574351</td><td>-12.0024042</td><td> -6.947841</td></tr>\n",
"\t<tr><td> -2.3550708</td><td>-19.2336388</td><td> -5.0111980</td><td> 8.6994905</td><td> 1.74908292</td><td>-6.18192005</td><td> 12.158188</td><td> -3.121787</td><td>-33.2718544</td><td>-26.089869</td></tr>\n",
"</tbody>\n",
"</table>\n",
"</li>\n",
"</ol>\n",
"</li>\n",
"\t<li><ol>\n",
"\t<li><table>\n",
"<caption>A data.frame: 169 × 10</caption>\n",
"<thead>\n",
"\t<tr><th scope=col>V1</th><th scope=col>V2</th><th scope=col>V3</th><th scope=col>V4</th><th scope=col>V5</th><th scope=col>V6</th><th scope=col>V7</th><th scope=col>V8</th><th scope=col>V9</th><th scope=col>V10</th></tr>\n",
"\t<tr><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th></tr>\n",
"</thead>\n",
"<tbody>\n",
"\t<tr><td> 4.0860920</td><td>-14.4252281</td><td>11.98324203</td><td> 18.019682</td><td>-12.3274174</td><td> 2.466130</td><td> 5.478288174</td><td>-11.274000168</td><td> -2.1346047</td><td> 0.66576326</td></tr>\n",
"\t<tr><td> 10.9241858</td><td> -7.0832882</td><td> 0.87653083</td><td>-14.260842</td><td> -6.9710402</td><td> 2.499300</td><td> 0.608455777</td><td> 7.603403568</td><td>-11.5802956</td><td>-0.08107243</td></tr>\n",
"\t<tr><td> -2.1017776</td><td>-22.8552399</td><td> 6.47792292</td><td> 3.656676</td><td> -2.7780225</td><td>13.331654</td><td> 4.485697746</td><td> 0.767603517</td><td> 9.0031567</td><td>-2.90961504</td></tr>\n",
"\t<tr><td> 3.0975013</td><td>-11.4205570</td><td> 8.06077194</td><td> -1.063366</td><td> -9.9123192</td><td> 8.757249</td><td>-7.431104660</td><td> 0.301699311</td><td>-14.6442327</td><td>-6.80043602</td></tr>\n",
"\t<tr><td> -4.6966276</td><td>-17.8455849</td><td> 2.09205651</td><td> 9.407426</td><td> -0.1433659</td><td> 5.569108</td><td> 1.483169794</td><td>-21.399084091</td><td> 4.0440464</td><td>14.05651951</td></tr>\n",
"\t<tr><td> 1.5605543</td><td> 7.2448912</td><td>-0.01328798</td><td> -6.677853</td><td>-15.1598577</td><td>-1.260946</td><td> 4.252259254</td><td> -0.004189158</td><td> -2.1630425</td><td> 7.76188612</td></tr>\n",
"\t<tr><td> 2.9595723</td><td> -8.2219839</td><td> 0.68740177</td><td>-21.222792</td><td> -1.0218385</td><td> 3.385209</td><td> 0.328077078</td><td> -9.928186417</td><td> -9.5400505</td><td>15.93699265</td></tr>\n",
"\t<tr><td> -8.0533781</td><td> -5.5998750</td><td> 9.95648956</td><td> 11.352372</td><td>-21.2109833</td><td> 8.510541</td><td> 0.897266030</td><td> -1.212929010</td><td> 0.6395547</td><td>-3.72208524</td></tr>\n",
"\t<tr><td> 4.8111057</td><td>-31.3983154</td><td> 4.73755836</td><td> -3.990925</td><td> -9.0247116</td><td> 5.373771</td><td> 0.522335887</td><td> -6.445250034</td><td> -0.1484027</td><td>11.54176617</td></tr>\n",
"\t<tr><td> 0.4194794</td><td> -0.7931352</td><td> 0.43852493</td><td> 5.445500</td><td>-12.1794052</td><td> 3.507902</td><td>-7.448865891</td><td> 6.003879547</td><td> -5.0154128</td><td>-7.32968616</td></tr>\n",
"\t<tr><td> 7.3433690</td><td> -7.9440775</td><td> 3.20553708</td><td> 6.731055</td><td> -5.5627532</td><td> 3.025438</td><td>-6.639527798</td><td>-13.770394325</td><td> 1.5125710</td><td>11.18650723</td></tr>\n",
"\t<tr><td> -8.2820406</td><td>-11.0851421</td><td> 6.30469131</td><td> 10.961207</td><td>-17.6677723</td><td>-1.058028</td><td> 2.280968189</td><td> 6.347533703</td><td> -0.1708570</td><td>-8.58655834</td></tr>\n",
"\t<tr><td> 0.5237191</td><td> -1.7075691</td><td> 4.96227264</td><td>-14.217394</td><td>-10.1124916</td><td> 4.431547</td><td>-7.359550476</td><td> -8.393218994</td><td> -1.9697819</td><td>11.69335651</td></tr>\n",
"\t<tr><td> 8.6575403</td><td>-10.3436918</td><td> 3.97203088</td><td>-12.074841</td><td> -9.2678080</td><td> 8.050932</td><td>-4.297759056</td><td> 7.595139027</td><td> -2.7573929</td><td>-2.98137355</td></tr>\n",
"\t<tr><td> 2.1230524</td><td>-13.7164621</td><td>-0.11954249</td><td> 7.620635</td><td>-16.0300732</td><td>-7.071808</td><td>11.474037170</td><td> 0.996919930</td><td> 0.2535536</td><td> 3.21195841</td></tr>\n",
"\t<tr><td>-18.8049145</td><td>-21.6103210</td><td> 8.61343002</td><td> 7.144731</td><td> -7.7582994</td><td> 8.424991</td><td> 5.012792587</td><td> -7.120287895</td><td> 0.8381903</td><td>-1.68454826</td></tr>\n",
"\t<tr><td> -4.8955889</td><td>-18.9671860</td><td>-5.06100178</td><td> 12.490136</td><td> -7.8778934</td><td> 0.854123</td><td> 2.085899353</td><td> -4.889215469</td><td> -1.6831751</td><td> 0.07229318</td></tr>\n",
"\t<tr><td> 5.8281031</td><td> -9.4712391</td><td>-9.12151909</td><td> -7.653932</td><td> -0.9635174</td><td> 4.579563</td><td>-7.315145016</td><td> 3.256890059</td><td> -5.8026257</td><td> 3.73498940</td></tr>\n",
"\t<tr><td>-15.6015196</td><td> 4.3095040</td><td> 1.82905340</td><td>-14.890132</td><td>-14.9654093</td><td> 4.282575</td><td>-0.069178104</td><td> 0.764690936</td><td> -3.2169025</td><td> 3.33763456</td></tr>\n",
"\t<tr><td> -1.0501717</td><td> 2.3778598</td><td> 1.06144583</td><td> 5.470951</td><td> -9.9102192</td><td> 3.497682</td><td>-7.825729370</td><td> -3.291562080</td><td> 7.9638138</td><td> 7.90025091</td></tr>\n",
"\t<tr><td> -3.1115179</td><td> -8.7364340</td><td>10.57388306</td><td> 2.959691</td><td> 0.0278980</td><td> 7.935127</td><td>-1.127241492</td><td>-22.137151718</td><td> -0.2913508</td><td>12.83097839</td></tr>\n",
"\t<tr><td> 4.4223161</td><td> 3.1753092</td><td> 5.44927263</td><td> 3.701434</td><td>-14.1398468</td><td> 2.726471</td><td>-2.525809765</td><td> 3.216607094</td><td> -4.6207752</td><td>-5.02580690</td></tr>\n",
"\t<tr><td> -7.8098583</td><td>-16.0401459</td><td>-3.81361294</td><td> 7.809141</td><td>-13.6321812</td><td> 3.129925</td><td>-6.143472672</td><td> -0.873709381</td><td> 11.4574432</td><td> 8.58319569</td></tr>\n",
"\t<tr><td> -8.0464945</td><td> 2.1818144</td><td> 2.97084451</td><td> 3.553914</td><td>-17.7008743</td><td> 5.277554</td><td> 1.156954408</td><td> -1.732079983</td><td> 3.8215361</td><td> 7.11119986</td></tr>\n",
"\t<tr><td> 3.6646867</td><td> -0.3920534</td><td> 5.84096956</td><td> 9.949285</td><td>-11.6885853</td><td> 4.793525</td><td>-0.824993849</td><td> 3.498047352</td><td> 1.9211080</td><td>-7.02828217</td></tr>\n",
"\t<tr><td> -4.4308896</td><td>-11.8766899</td><td>16.40900803</td><td> -1.837713</td><td> -9.8018990</td><td>11.257766</td><td> 0.002127051</td><td>-13.163508415</td><td>-13.3699694</td><td> 0.04337277</td></tr>\n",
"\t<tr><td> -7.2986593</td><td> 3.9516561</td><td>12.84958076</td><td> -4.179538</td><td> -8.2807512</td><td> 7.744224</td><td>-1.036109805</td><td>-14.413312912</td><td> -8.4711046</td><td> 2.52698255</td></tr>\n",
"\t<tr><td> -5.1029282</td><td> -1.0820276</td><td> 9.35623360</td><td> -7.002765</td><td>-16.4530792</td><td> 0.733879</td><td> 4.564764977</td><td>-18.079555511</td><td> -8.5301609</td><td>14.63280106</td></tr>\n",
"\t<tr><td> 3.6918893</td><td> -0.6620367</td><td> 9.08234787</td><td> -2.862789</td><td>-11.7872677</td><td> 5.882008</td><td>-8.221327782</td><td>-13.538128853</td><td> 1.0302603</td><td>12.01116848</td></tr>\n",
"\t<tr><td>-14.0608511</td><td>-10.9579420</td><td>14.37761307</td><td> -3.645902</td><td>-18.5987110</td><td> 5.481987</td><td>16.696447372</td><td> -8.413783073</td><td> -1.1809959</td><td> 2.24674916</td></tr>\n",
"\t<tr><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
"\t<tr><td> 6.1883974</td><td>-24.7832794</td><td> 8.6719398</td><td> 9.6868162</td><td> -5.898173</td><td> 7.325923</td><td> 2.1059966</td><td>-23.0809727</td><td> -0.9506686</td><td>15.1916552</td></tr>\n",
"\t<tr><td> -8.1366243</td><td> -9.6988726</td><td>-2.1245155</td><td> 1.3996197</td><td> -7.733691</td><td> 8.137405</td><td> 2.0411682</td><td> 2.4366097</td><td> 17.0158443</td><td> 5.7971807</td></tr>\n",
"\t<tr><td> 10.4551077</td><td>-23.4173203</td><td> 6.1335006</td><td> -1.0759202</td><td> -7.293189</td><td>11.355780</td><td>-11.0547228</td><td> -3.8481071</td><td> -5.2943749</td><td>-0.7053570</td></tr>\n",
"\t<tr><td>-12.7551165</td><td> -7.1112156</td><td>-9.1678104</td><td> -2.3679862</td><td> -6.471099</td><td> 6.813552</td><td> -0.8696743</td><td> 7.7266603</td><td> 0.1417951</td><td>-4.0748363</td></tr>\n",
"\t<tr><td> 3.1753583</td><td> 3.2657712</td><td> 4.3146858</td><td> 2.2101648</td><td>-11.357645</td><td> 4.095959</td><td> -9.8454075</td><td> -2.6468740</td><td> 5.9728813</td><td> 5.6707673</td></tr>\n",
"\t<tr><td>-12.4298544</td><td>-12.9770079</td><td>-6.1611977</td><td> -5.0168958</td><td> -5.259470</td><td>12.237176</td><td> -8.9519396</td><td> 4.1785779</td><td> 2.3461759</td><td>-1.7917155</td></tr>\n",
"\t<tr><td> -7.5028911</td><td> -8.8358517</td><td> 8.3389549</td><td> 1.2298664</td><td>-22.271971</td><td>-1.785529</td><td> 3.8358240</td><td> -1.7518387</td><td> -5.7188058</td><td> 2.5431774</td></tr>\n",
"\t<tr><td> -6.9947910</td><td>-18.3483772</td><td> 2.3324614</td><td> 2.6877701</td><td> 0.183629</td><td> 1.144093</td><td> 8.6764708</td><td>-16.8475933</td><td> -9.2634468</td><td> 8.2427320</td></tr>\n",
"\t<tr><td> -4.8791561</td><td> 0.4554510</td><td>15.1125307</td><td> -1.4809409</td><td>-18.055725</td><td>15.519946</td><td>-12.0436697</td><td> -9.1012220</td><td> 2.6303399</td><td> 0.7626796</td></tr>\n",
"\t<tr><td> 5.5226192</td><td>-11.4916658</td><td> 1.8483253</td><td>-11.7230978</td><td> -8.062325</td><td> 1.450011</td><td> 1.0678250</td><td>-14.8619261</td><td> -5.3777733</td><td>19.8313541</td></tr>\n",
"\t<tr><td> -5.5850687</td><td> -4.3738017</td><td>11.8602591</td><td> 5.6027651</td><td>-10.400018</td><td>13.044312</td><td>-10.6828165</td><td> -3.8040757</td><td> 12.7400160</td><td>-3.8148918</td></tr>\n",
"\t<tr><td> 3.2195072</td><td> -7.7419810</td><td>-4.6765752</td><td> -2.0441687</td><td> -8.473351</td><td>-2.245783</td><td> -4.9121261</td><td> -5.2875090</td><td> 2.3888483</td><td>15.3970613</td></tr>\n",
"\t<tr><td>-16.2096958</td><td>-11.7067423</td><td> 4.8244820</td><td> 2.2145011</td><td> -3.596221</td><td> 3.810458</td><td> 6.2787838</td><td>-20.0449524</td><td> -6.8127041</td><td> 9.7885923</td></tr>\n",
"\t<tr><td> 0.2745796</td><td>-15.1356430</td><td>-4.1161737</td><td>-13.7914495</td><td> -3.190181</td><td> 9.990631</td><td> -7.4537821</td><td> 1.4730310</td><td> -6.1761127</td><td> 0.7212127</td></tr>\n",
"\t<tr><td>-12.3413076</td><td>-17.2270679</td><td> 5.0329928</td><td> 13.0516367</td><td> -7.361431</td><td>11.947992</td><td> -5.1903329</td><td> -6.9797730</td><td> 10.0865631</td><td> 1.6196609</td></tr>\n",
"\t<tr><td> -6.4744377</td><td> -5.5922503</td><td>-3.5296571</td><td>-20.7480831</td><td> -3.997658</td><td> 4.105295</td><td> -0.5994484</td><td> -3.2462800</td><td> -0.9836445</td><td>14.4899864</td></tr>\n",
"\t<tr><td>-18.2210026</td><td> -9.2848711</td><td>-5.2969513</td><td> 3.5993085</td><td>-12.265322</td><td> 3.472478</td><td> 4.7536311</td><td> 7.8368125</td><td> 9.1500769</td><td>-0.7244469</td></tr>\n",
"\t<tr><td>-12.3440781</td><td>-11.0172491</td><td> 3.6859548</td><td> 13.3618250</td><td>-11.339480</td><td> 1.730904</td><td> 8.0261955</td><td> -1.2389889</td><td> 3.0132329</td><td>-4.0242248</td></tr>\n",
"\t<tr><td> 4.4644213</td><td>-10.1884375</td><td>-7.7217493</td><td> -2.4468100</td><td> -3.260070</td><td> 5.501181</td><td>-12.1490622</td><td> -1.3046451</td><td> -6.7584791</td><td> 4.0488710</td></tr>\n",
"\t<tr><td>-12.3252888</td><td> -9.8150673</td><td>-7.3600311</td><td> -0.5119569</td><td> -8.477378</td><td> 7.274896</td><td> -4.3867617</td><td> 0.9388626</td><td> -5.0178661</td><td>-1.6047180</td></tr>\n",
"\t<tr><td> 9.8372984</td><td>-19.4123058</td><td> 5.6216345</td><td> 0.1547402</td><td> -6.461980</td><td> 4.286777</td><td> -3.4368739</td><td> -3.6285770</td><td>-17.4930267</td><td> 0.5804324</td></tr>\n",
"\t<tr><td> -5.6274328</td><td>-16.2485199</td><td> 0.8004049</td><td>-12.7868614</td><td> -4.349170</td><td>12.894879</td><td> -5.2897072</td><td> 0.7991062</td><td> -0.5613756</td><td>-1.8003055</td></tr>\n",
"\t<tr><td> -0.5825047</td><td>-25.3534946</td><td>14.8332157</td><td> 9.1762524</td><td> -7.712357</td><td> 8.656785</td><td> 7.8880625</td><td> -7.6317554</td><td> -5.6858492</td><td>-4.9645853</td></tr>\n",
"\t<tr><td>-13.6433668</td><td> 3.6315064</td><td> 0.8772873</td><td> 4.5471344</td><td>-15.397349</td><td> 7.042117</td><td> -2.0897503</td><td> 3.4469562</td><td> 2.1962838</td><td>-2.7668421</td></tr>\n",
"\t<tr><td>-11.0067368</td><td> -4.9998951</td><td>-4.2983274</td><td> -8.1880121</td><td>-13.307404</td><td>-5.132148</td><td> 7.9186230</td><td> -1.4856628</td><td> -2.4279823</td><td>11.3857069</td></tr>\n",
"\t<tr><td> -3.9019227</td><td>-13.5913534</td><td>-6.9096947</td><td>-10.1452341</td><td> -4.818024</td><td> 2.928582</td><td> -0.8805889</td><td> 1.2925615</td><td>-10.3868504</td><td> 2.9545698</td></tr>\n",
"\t<tr><td> 3.2902136</td><td>-22.0580921</td><td> 8.0790825</td><td> -8.6402054</td><td> -1.979208</td><td>10.660329</td><td> -2.2756596</td><td> -2.4824805</td><td>-14.6496048</td><td>-3.3899028</td></tr>\n",
"\t<tr><td> 4.1037436</td><td>-17.8025627</td><td>13.3373346</td><td>-20.6480923</td><td> -4.559277</td><td> 8.868491</td><td> 12.6353827</td><td> -2.8432052</td><td> -7.1292191</td><td> 2.3740027</td></tr>\n",
"\t<tr><td>-13.2205467</td><td> 0.7566348</td><td>-3.4804754</td><td> -9.3915873</td><td> -7.002367</td><td> 1.218458</td><td> 1.2144637</td><td> -3.1597633</td><td> -3.9285133</td><td> 8.3536682</td></tr>\n",
"\t<tr><td> -9.6016130</td><td>-10.8872194</td><td>-3.2881882</td><td>-14.2027903</td><td> -5.174086</td><td> 9.831669</td><td> -2.2136316</td><td> 4.8033357</td><td> -8.3621454</td><td>-5.2651367</td></tr>\n",
"</tbody>\n",
"</table>\n",
"</li>\n",
"</ol>\n",
"</li>\n",
"\t<li><ol>\n",
"\t<li><table>\n",
"<caption>A data.frame: 169 × 10</caption>\n",
"<thead>\n",
"\t<tr><th scope=col>V1</th><th scope=col>V2</th><th scope=col>V3</th><th scope=col>V4</th><th scope=col>V5</th><th scope=col>V6</th><th scope=col>V7</th><th scope=col>V8</th><th scope=col>V9</th><th scope=col>V10</th></tr>\n",
"\t<tr><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th></tr>\n",
"</thead>\n",
"<tbody>\n",
"\t<tr><td>-45.49354</td><td>10.271285</td><td>-34.02845</td><td>-59.87865</td><td>74.37150</td><td>-41.13669</td><td>66.24897</td><td>72.92897</td><td> 9.779143</td><td>44.77406</td></tr>\n",
"\t<tr><td>-38.92210</td><td> 7.144536</td><td>-29.02451</td><td>-52.58760</td><td>67.92719</td><td>-35.35289</td><td>60.72297</td><td>71.02681</td><td> 2.451348</td><td>45.95819</td></tr>\n",
"\t<tr><td>-49.11715</td><td>11.038592</td><td>-39.73127</td><td>-67.55258</td><td>84.47587</td><td>-47.81419</td><td>75.90913</td><td>83.11778</td><td> 9.799087</td><td>50.71218</td></tr>\n",
"\t<tr><td>-42.87258</td><td> 8.407557</td><td>-32.33490</td><td>-58.60831</td><td>73.36226</td><td>-38.76622</td><td>67.13020</td><td>76.48759</td><td> 4.181691</td><td>48.04294</td></tr>\n",
"\t<tr><td>-49.31564</td><td>10.524783</td><td>-35.52813</td><td>-65.75393</td><td>78.70566</td><td>-42.24020</td><td>73.51507</td><td>80.85871</td><td> 8.578660</td><td>48.41556</td></tr>\n",
"\t<tr><td>-27.75585</td><td> 5.805619</td><td>-27.30441</td><td>-45.15851</td><td>54.52329</td><td>-31.48760</td><td>52.76369</td><td>57.64008</td><td> 3.262794</td><td>34.24680</td></tr>\n",
"\t<tr><td>-37.66658</td><td> 7.148740</td><td>-31.10196</td><td>-54.41286</td><td>69.21779</td><td>-37.44476</td><td>63.97071</td><td>73.50440</td><td> 2.083276</td><td>46.34421</td></tr>\n",
"\t<tr><td>-36.15949</td><td> 8.516509</td><td>-33.22435</td><td>-55.13078</td><td>65.89053</td><td>-38.15442</td><td>62.65382</td><td>66.34203</td><td> 7.785148</td><td>38.35661</td></tr>\n",
"\t<tr><td>-44.36531</td><td> 9.583041</td><td>-34.34728</td><td>-59.96879</td><td>75.90633</td><td>-41.79398</td><td>67.83153</td><td>75.74939</td><td> 7.561439</td><td>47.29943</td></tr>\n",
"\t<tr><td>-32.85958</td><td> 7.580615</td><td>-30.90720</td><td>-50.72804</td><td>61.50645</td><td>-35.53164</td><td>58.08647</td><td>62.39399</td><td> 6.142350</td><td>36.70797</td></tr>\n",
"\t<tr><td>-34.59069</td><td> 7.241639</td><td>-30.21391</td><td>-50.92496</td><td>63.73124</td><td>-35.76325</td><td>59.25299</td><td>65.69968</td><td> 4.393188</td><td>39.97757</td></tr>\n",
"\t<tr><td>-39.92204</td><td> 9.323163</td><td>-35.67813</td><td>-59.62868</td><td>71.43421</td><td>-40.92023</td><td>67.34155</td><td>71.82094</td><td> 8.517165</td><td>41.86917</td></tr>\n",
"\t<tr><td>-35.16388</td><td> 7.082801</td><td>-32.32359</td><td>-54.51045</td><td>67.18785</td><td>-38.00804</td><td>63.97603</td><td>71.45907</td><td> 3.062079</td><td>43.32484</td></tr>\n",
"\t<tr><td>-38.66023</td><td> 7.571494</td><td>-31.08687</td><td>-54.32721</td><td>69.15381</td><td>-37.49048</td><td>62.64455</td><td>71.28836</td><td> 4.007518</td><td>44.76179</td></tr>\n",
"\t<tr><td>-41.27729</td><td> 9.203893</td><td>-33.92253</td><td>-57.98418</td><td>71.60835</td><td>-40.42276</td><td>65.35955</td><td>71.21240</td><td> 8.364930</td><td>43.00990</td></tr>\n",
"\t<tr><td>-51.01891</td><td>11.587977</td><td>-40.97490</td><td>-72.39734</td><td>84.76175</td><td>-47.55968</td><td>80.98681</td><td>86.32921</td><td>10.826432</td><td>49.74858</td></tr>\n",
"\t<tr><td>-43.55880</td><td>10.172172</td><td>-33.03411</td><td>-58.72416</td><td>70.60156</td><td>-39.61134</td><td>64.82916</td><td>69.54282</td><td>10.265141</td><td>41.09245</td></tr>\n",
"\t<tr><td>-37.50303</td><td> 7.816970</td><td>-30.78894</td><td>-54.38253</td><td>65.68991</td><td>-36.01881</td><td>62.57281</td><td>68.81827</td><td> 4.996339</td><td>40.83868</td></tr>\n",
"\t<tr><td>-35.23098</td><td> 7.469371</td><td>-34.04422</td><td>-57.48534</td><td>67.54711</td><td>-38.82536</td><td>67.19630</td><td>72.96661</td><td> 3.752770</td><td>42.38305</td></tr>\n",
"\t<tr><td>-26.28443</td><td> 6.047393</td><td>-28.04198</td><td>-44.20294</td><td>53.39212</td><td>-32.15287</td><td>51.71381</td><td>54.90075</td><td> 4.792605</td><td>31.63237</td></tr>\n",
"\t<tr><td>-45.81162</td><td> 9.721707</td><td>-34.19328</td><td>-62.15326</td><td>75.19992</td><td>-40.60457</td><td>70.06463</td><td>77.39492</td><td> 7.384017</td><td>46.60483</td></tr>\n",
"\t<tr><td>-30.82201</td><td> 6.981528</td><td>-28.57598</td><td>-46.84834</td><td>57.30175</td><td>-32.88684</td><td>53.63269</td><td>57.91602</td><td> 5.742953</td><td>34.27131</td></tr>\n",
"\t<tr><td>-39.60843</td><td> 9.553201</td><td>-36.39592</td><td>-59.89606</td><td>72.17908</td><td>-42.18673</td><td>67.90466</td><td>71.62431</td><td> 9.181939</td><td>41.36892</td></tr>\n",
"\t<tr><td>-30.20046</td><td> 6.894681</td><td>-29.77108</td><td>-48.24269</td><td>57.61592</td><td>-34.30478</td><td>55.24226</td><td>58.04337</td><td> 6.516065</td><td>33.33548</td></tr>\n",
"\t<tr><td>-30.74398</td><td> 7.311389</td><td>-30.97247</td><td>-47.46552</td><td>59.97203</td><td>-35.79037</td><td>54.58107</td><td>58.52866</td><td> 7.033944</td><td>34.97210</td></tr>\n",
"\t<tr><td>-44.47579</td><td> 8.889024</td><td>-34.26537</td><td>-61.26492</td><td>75.89451</td><td>-40.82996</td><td>70.03011</td><td>78.88535</td><td> 5.337667</td><td>48.78677</td></tr>\n",
"\t<tr><td>-33.15494</td><td> 6.681777</td><td>-29.90252</td><td>-51.36388</td><td>61.53490</td><td>-34.64684</td><td>59.85143</td><td>66.03577</td><td> 3.358953</td><td>39.36917</td></tr>\n",
"\t<tr><td>-37.53636</td><td> 7.648639</td><td>-33.15662</td><td>-57.04066</td><td>69.42493</td><td>-38.57396</td><td>66.40997</td><td>73.94489</td><td> 3.542287</td><td>44.70710</td></tr>\n",
"\t<tr><td>-34.69331</td><td> 7.227141</td><td>-32.08368</td><td>-53.89653</td><td>65.89645</td><td>-37.40850</td><td>62.98103</td><td>69.54364</td><td> 3.828292</td><td>41.71645</td></tr>\n",
"\t<tr><td>-45.79834</td><td>10.336738</td><td>-38.47902</td><td>-66.57122</td><td>79.62824</td><td>-44.65425</td><td>75.36214</td><td>81.14357</td><td> 8.710250</td><td>47.65771</td></tr>\n",
"\t<tr><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
"\t<tr><td>-52.69049</td><td>11.190913</td><td>-37.65535</td><td>-69.03002</td><td>84.68005</td><td>-45.27689</td><td>77.36452</td><td>86.25737</td><td> 9.053014</td><td>52.86576</td></tr>\n",
"\t<tr><td>-38.59199</td><td> 9.481286</td><td>-36.52728</td><td>-59.35108</td><td>71.01367</td><td>-42.05063</td><td>67.10311</td><td>70.12289</td><td> 9.435576</td><td>39.94884</td></tr>\n",
"\t<tr><td>-42.70473</td><td> 8.593385</td><td>-32.25883</td><td>-57.99387</td><td>73.21780</td><td>-38.98065</td><td>66.24454</td><td>75.14627</td><td> 4.819789</td><td>47.21669</td></tr>\n",
"\t<tr><td>-35.21010</td><td> 8.060588</td><td>-32.07604</td><td>-55.16277</td><td>63.39269</td><td>-36.36379</td><td>62.98857</td><td>66.53489</td><td> 6.360057</td><td>37.26314</td></tr>\n",
"\t<tr><td>-24.95764</td><td> 5.737927</td><td>-26.67376</td><td>-42.01494</td><td>50.89442</td><td>-30.55045</td><td>49.25283</td><td>52.66982</td><td> 4.293275</td><td>30.38769</td></tr>\n",
"\t<tr><td>-42.13750</td><td> 9.290286</td><td>-37.00338</td><td>-64.36059</td><td>75.24275</td><td>-42.51905</td><td>73.75808</td><td>79.17422</td><td> 6.643094</td><td>45.61506</td></tr>\n",
"\t<tr><td>-41.71394</td><td> 9.476150</td><td>-36.16705</td><td>-61.36320</td><td>73.90451</td><td>-41.84591</td><td>69.66553</td><td>75.10975</td><td> 7.612187</td><td>44.46447</td></tr>\n",
"\t<tr><td>-50.26046</td><td>10.711581</td><td>-35.15514</td><td>-66.18369</td><td>78.83035</td><td>-41.90383</td><td>73.70929</td><td>81.40619</td><td> 8.525378</td><td>48.92882</td></tr>\n",
"\t<tr><td>-35.73077</td><td> 7.674382</td><td>-33.08658</td><td>-55.53320</td><td>66.44391</td><td>-38.33228</td><td>64.28457</td><td>69.37239</td><td> 5.509799</td><td>40.50552</td></tr>\n",
"\t<tr><td>-36.26744</td><td> 7.116885</td><td>-30.26275</td><td>-52.70859</td><td>66.33720</td><td>-36.26700</td><td>61.60786</td><td>69.98145</td><td> 2.893443</td><td>43.78046</td></tr>\n",
"\t<tr><td>-33.30143</td><td> 8.069606</td><td>-33.42714</td><td>-53.51068</td><td>64.24609</td><td>-38.23400</td><td>61.43053</td><td>64.53101</td><td> 7.410892</td><td>36.94320</td></tr>\n",
"\t<tr><td>-31.91962</td><td> 6.717641</td><td>-29.62625</td><td>-49.28335</td><td>60.80076</td><td>-34.82944</td><td>57.47783</td><td>63.06065</td><td> 4.155478</td><td>37.83196</td></tr>\n",
"\t<tr><td>-50.29758</td><td>10.669818</td><td>-37.10697</td><td>-68.49155</td><td>80.64528</td><td>-43.62380</td><td>76.84206</td><td>83.99176</td><td> 8.629096</td><td>49.45376</td></tr>\n",
"\t<tr><td>-43.25099</td><td> 9.074817</td><td>-35.52128</td><td>-63.15716</td><td>75.77695</td><td>-41.46027</td><td>72.43549</td><td>79.61818</td><td> 5.552402</td><td>47.37774</td></tr>\n",
"\t<tr><td>-46.40273</td><td>11.314044</td><td>-40.15354</td><td>-68.38288</td><td>79.84600</td><td>-46.30713</td><td>76.31602</td><td>79.48168</td><td>11.834373</td><td>44.87900</td></tr>\n",
"\t<tr><td>-36.68867</td><td> 7.488414</td><td>-32.57604</td><td>-56.44068</td><td>68.22108</td><td>-38.16037</td><td>65.87198</td><td>72.84273</td><td> 3.513913</td><td>43.71309</td></tr>\n",
"\t<tr><td>-38.82969</td><td> 9.456101</td><td>-36.84208</td><td>-60.94589</td><td>70.88132</td><td>-41.65754</td><td>68.80947</td><td>71.20840</td><td> 9.465775</td><td>39.71969</td></tr>\n",
"\t<tr><td>-42.22292</td><td>10.036233</td><td>-36.25331</td><td>-61.35592</td><td>73.27808</td><td>-42.11162</td><td>68.73171</td><td>72.81651</td><td> 9.971797</td><td>42.20918</td></tr>\n",
"\t<tr><td>-37.74448</td><td> 7.976100</td><td>-31.02889</td><td>-54.83425</td><td>66.09692</td><td>-36.33205</td><td>62.92582</td><td>69.30338</td><td> 5.078483</td><td>41.17245</td></tr>\n",
"\t<tr><td>-39.30078</td><td> 8.482947</td><td>-33.62782</td><td>-59.70767</td><td>69.04123</td><td>-38.39140</td><td>68.35043</td><td>73.62398</td><td> 5.661458</td><td>42.27761</td></tr>\n",
"\t<tr><td>-47.04184</td><td> 9.035445</td><td>-33.64672</td><td>-62.67968</td><td>78.11491</td><td>-40.46999</td><td>71.54539</td><td>81.97639</td><td> 4.265302</td><td>51.58977</td></tr>\n",
"\t<tr><td>-44.97682</td><td> 9.492888</td><td>-37.38285</td><td>-66.69491</td><td>78.67154</td><td>-43.26910</td><td>76.59556</td><td>83.55997</td><td> 5.737994</td><td>48.93972</td></tr>\n",
"\t<tr><td>-51.91233</td><td>11.190833</td><td>-38.65912</td><td>-68.53681</td><td>85.88260</td><td>-46.96522</td><td>76.69015</td><td>85.63019</td><td> 9.460196</td><td>53.25460</td></tr>\n",
"\t<tr><td>-29.84014</td><td> 7.084659</td><td>-30.81056</td><td>-50.12502</td><td>57.20768</td><td>-34.50891</td><td>57.28700</td><td>59.04918</td><td> 6.964293</td><td>32.35861</td></tr>\n",
"\t<tr><td>-36.99175</td><td> 8.012156</td><td>-32.39187</td><td>-55.34067</td><td>66.64310</td><td>-37.46987</td><td>63.72959</td><td>69.35648</td><td> 5.378104</td><td>41.10004</td></tr>\n",
"\t<tr><td>-42.84057</td><td> 8.944297</td><td>-34.51508</td><td>-62.07970</td><td>73.92428</td><td>-40.08157</td><td>71.03031</td><td>78.15872</td><td> 5.318585</td><td>46.44754</td></tr>\n",
"\t<tr><td>-49.71298</td><td> 9.354491</td><td>-34.75991</td><td>-65.09045</td><td>82.77754</td><td>-42.54467</td><td>74.38881</td><td>86.84276</td><td> 3.849776</td><td>55.88385</td></tr>\n",
"\t<tr><td>-52.54739</td><td> 9.756282</td><td>-35.42966</td><td>-67.16290</td><td>85.93193</td><td>-43.76659</td><td>76.53800</td><td>89.56317</td><td> 4.463496</td><td>58.01137</td></tr>\n",
"\t<tr><td>-33.53165</td><td> 7.116670</td><td>-30.33268</td><td>-52.58580</td><td>61.70869</td><td>-35.04008</td><td>60.88377</td><td>66.16159</td><td> 4.181972</td><td>38.69858</td></tr>\n",
"\t<tr><td>-42.71537</td><td> 8.931834</td><td>-35.44920</td><td>-63.86202</td><td>74.27504</td><td>-40.62624</td><td>73.22176</td><td>79.76437</td><td> 5.274875</td><td>46.36724</td></tr>\n",
"</tbody>\n",
"</table>\n",
"</li>\n",
"</ol>\n",
"</li>\n",
"\t<li><ol>\n",
"\t<li><table>\n",
"<caption>A data.frame: 169 × 10</caption>\n",
"<thead>\n",
"\t<tr><th scope=col>V1</th><th scope=col>V2</th><th scope=col>V3</th><th scope=col>V4</th><th scope=col>V5</th><th scope=col>V6</th><th scope=col>V7</th><th scope=col>V8</th><th scope=col>V9</th><th scope=col>V10</th></tr>\n",
"\t<tr><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th></tr>\n",
"</thead>\n",
"<tbody>\n",
"\t<tr><td>-0.9135264</td><td>-0.1284797</td><td>-0.1071690</td><td>-0.4606112</td><td>-0.3612420</td><td>-0.2246760</td><td>0.01288197</td><td>0.6090459</td><td>-0.3486418</td><td>0.2677680</td></tr>\n",
"\t<tr><td>-0.9192395</td><td>-0.1314228</td><td>-0.1131136</td><td>-0.4698231</td><td>-0.3578964</td><td>-0.2193068</td><td>0.01600154</td><td>0.6207227</td><td>-0.3501044</td><td>0.2672426</td></tr>\n",
"\t<tr><td>-0.9224746</td><td>-0.1332678</td><td>-0.1163372</td><td>-0.4758148</td><td>-0.3575157</td><td>-0.2154000</td><td>0.01703493</td><td>0.6254920</td><td>-0.3508973</td><td>0.2666653</td></tr>\n",
"\t<tr><td>-0.9114648</td><td>-0.1292376</td><td>-0.1069696</td><td>-0.4613160</td><td>-0.3589045</td><td>-0.2221066</td><td>0.01655970</td><td>0.6133325</td><td>-0.3503808</td><td>0.2613819</td></tr>\n",
"\t<tr><td>-0.9163428</td><td>-0.1309561</td><td>-0.1093774</td><td>-0.4655113</td><td>-0.3594342</td><td>-0.2209778</td><td>0.01570913</td><td>0.6163566</td><td>-0.3504009</td><td>0.2651690</td></tr>\n",
"\t<tr><td>-0.9217521</td><td>-0.1354902</td><td>-0.1168728</td><td>-0.4710887</td><td>-0.3565133</td><td>-0.2165120</td><td>0.01575898</td><td>0.6254900</td><td>-0.3488246</td><td>0.2678722</td></tr>\n",
"\t<tr><td>-0.9299977</td><td>-0.1366230</td><td>-0.1242748</td><td>-0.4938786</td><td>-0.3512470</td><td>-0.2042817</td><td>0.02589493</td><td>0.6463723</td><td>-0.3564071</td><td>0.2593617</td></tr>\n",
"\t<tr><td>-0.9210776</td><td>-0.1340266</td><td>-0.1167435</td><td>-0.4768700</td><td>-0.3553388</td><td>-0.2131880</td><td>0.02013078</td><td>0.6295598</td><td>-0.3521397</td><td>0.2618001</td></tr>\n",
"\t<tr><td>-0.9216696</td><td>-0.1334345</td><td>-0.1158148</td><td>-0.4759067</td><td>-0.3566340</td><td>-0.2147384</td><td>0.01863547</td><td>0.6272316</td><td>-0.3517911</td><td>0.2641292</td></tr>\n",
"\t<tr><td>-0.9150118</td><td>-0.1305062</td><td>-0.1097856</td><td>-0.4650118</td><td>-0.3591606</td><td>-0.2207702</td><td>0.01570781</td><td>0.6156889</td><td>-0.3498927</td><td>0.2643972</td></tr>\n",
"\t<tr><td>-0.9225739</td><td>-0.1346847</td><td>-0.1179670</td><td>-0.4788904</td><td>-0.3553212</td><td>-0.2120786</td><td>0.02011611</td><td>0.6311526</td><td>-0.3522555</td><td>0.2623332</td></tr>\n",
"\t<tr><td>-0.9123201</td><td>-0.1307257</td><td>-0.1082110</td><td>-0.4575865</td><td>-0.3577997</td><td>-0.2241166</td><td>0.01453861</td><td>0.6133849</td><td>-0.3479936</td><td>0.2654217</td></tr>\n",
"\t<tr><td>-0.9207722</td><td>-0.1350479</td><td>-0.1159910</td><td>-0.4698369</td><td>-0.3568888</td><td>-0.2172123</td><td>0.01555553</td><td>0.6240051</td><td>-0.3486920</td><td>0.2675990</td></tr>\n",
"\t<tr><td>-0.9148675</td><td>-0.1321956</td><td>-0.1101590</td><td>-0.4606108</td><td>-0.3593094</td><td>-0.2223106</td><td>0.01331185</td><td>0.6138688</td><td>-0.3475674</td><td>0.2671118</td></tr>\n",
"\t<tr><td>-0.9134249</td><td>-0.1303234</td><td>-0.1077689</td><td>-0.4629092</td><td>-0.3597706</td><td>-0.2213142</td><td>0.01589612</td><td>0.6139344</td><td>-0.3503451</td><td>0.2626489</td></tr>\n",
"\t<tr><td>-0.9159503</td><td>-0.1304610</td><td>-0.1097348</td><td>-0.4651887</td><td>-0.3586236</td><td>-0.2212977</td><td>0.01590827</td><td>0.6168175</td><td>-0.3502113</td><td>0.2652837</td></tr>\n",
"\t<tr><td>-0.9124454</td><td>-0.1305275</td><td>-0.1072412</td><td>-0.4555818</td><td>-0.3602043</td><td>-0.2257197</td><td>0.01186130</td><td>0.6089953</td><td>-0.3468128</td><td>0.2681610</td></tr>\n",
"\t<tr><td>-0.9161053</td><td>-0.1309611</td><td>-0.1106442</td><td>-0.4671997</td><td>-0.3580894</td><td>-0.2194790</td><td>0.01708024</td><td>0.6188079</td><td>-0.3508168</td><td>0.2634238</td></tr>\n",
"\t<tr><td>-0.9197530</td><td>-0.1327638</td><td>-0.1151107</td><td>-0.4739765</td><td>-0.3552458</td><td>-0.2154649</td><td>0.01970492</td><td>0.6275200</td><td>-0.3519095</td><td>0.2625308</td></tr>\n",
"\t<tr><td>-0.9231505</td><td>-0.1347979</td><td>-0.1186673</td><td>-0.4800228</td><td>-0.3547344</td><td>-0.2115600</td><td>0.02063721</td><td>0.6325758</td><td>-0.3524923</td><td>0.2622468</td></tr>\n",
"\t<tr><td>-0.9272646</td><td>-0.1364238</td><td>-0.1222635</td><td>-0.4854146</td><td>-0.3540992</td><td>-0.2089165</td><td>0.02077111</td><td>0.6372454</td><td>-0.3525994</td><td>0.2641468</td></tr>\n",
"\t<tr><td>-0.9221181</td><td>-0.1334613</td><td>-0.1165928</td><td>-0.4765534</td><td>-0.3561899</td><td>-0.2145606</td><td>0.01869753</td><td>0.6280653</td><td>-0.3516228</td><td>0.2646143</td></tr>\n",
"\t<tr><td>-0.9215043</td><td>-0.1332659</td><td>-0.1161073</td><td>-0.4761684</td><td>-0.3558597</td><td>-0.2145964</td><td>0.01927230</td><td>0.6282915</td><td>-0.3519711</td><td>0.2636355</td></tr>\n",
"\t<tr><td>-0.9121368</td><td>-0.1271621</td><td>-0.1056805</td><td>-0.4633190</td><td>-0.3599612</td><td>-0.2229794</td><td>0.01670160</td><td>0.6118301</td><td>-0.3516564</td><td>0.2622889</td></tr>\n",
"\t<tr><td>-0.9216608</td><td>-0.1343700</td><td>-0.1170398</td><td>-0.4774526</td><td>-0.3555450</td><td>-0.2127154</td><td>0.01995883</td><td>0.6299530</td><td>-0.3522383</td><td>0.2619521</td></tr>\n",
"\t<tr><td>-0.9185982</td><td>-0.1324778</td><td>-0.1130603</td><td>-0.4706140</td><td>-0.3575450</td><td>-0.2173733</td><td>0.01749026</td><td>0.6224911</td><td>-0.3509387</td><td>0.2638981</td></tr>\n",
"\t<tr><td>-0.9163589</td><td>-0.1303778</td><td>-0.1102453</td><td>-0.4660537</td><td>-0.3583353</td><td>-0.2209989</td><td>0.01612004</td><td>0.6175746</td><td>-0.3503173</td><td>0.2654200</td></tr>\n",
"\t<tr><td>-0.9269598</td><td>-0.1367241</td><td>-0.1218311</td><td>-0.4847188</td><td>-0.3542492</td><td>-0.2089895</td><td>0.02075422</td><td>0.6369655</td><td>-0.3526104</td><td>0.2637644</td></tr>\n",
"\t<tr><td>-0.9125441</td><td>-0.1308250</td><td>-0.1072879</td><td>-0.4557510</td><td>-0.3606806</td><td>-0.2254574</td><td>0.01160302</td><td>0.6085874</td><td>-0.3467407</td><td>0.2681689</td></tr>\n",
"\t<tr><td>-0.9161390</td><td>-0.1325192</td><td>-0.1120427</td><td>-0.4628865</td><td>-0.3579708</td><td>-0.2212391</td><td>0.01411372</td><td>0.6169417</td><td>-0.3477202</td><td>0.2674112</td></tr>\n",
"\t<tr><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
"\t<tr><td>-0.9142272</td><td>-0.1299726</td><td>-0.1106107</td><td>-0.4661082</td><td>-0.3571052</td><td>-0.2198562</td><td>0.017645514</td><td>0.6186185</td><td>-0.3505771</td><td>0.2622694</td></tr>\n",
"\t<tr><td>-0.9173738</td><td>-0.1324030</td><td>-0.1124303</td><td>-0.4632865</td><td>-0.3578898</td><td>-0.2218622</td><td>0.013594516</td><td>0.6173526</td><td>-0.3475600</td><td>0.2692995</td></tr>\n",
"\t<tr><td>-0.9168286</td><td>-0.1306625</td><td>-0.1110400</td><td>-0.4659780</td><td>-0.3586782</td><td>-0.2211158</td><td>0.015135424</td><td>0.6170850</td><td>-0.3494975</td><td>0.2668553</td></tr>\n",
"\t<tr><td>-0.9201989</td><td>-0.1310517</td><td>-0.1145080</td><td>-0.4762594</td><td>-0.3564527</td><td>-0.2155937</td><td>0.019636625</td><td>0.6259038</td><td>-0.3527417</td><td>0.2630267</td></tr>\n",
"\t<tr><td>-0.9237185</td><td>-0.1343168</td><td>-0.1180585</td><td>-0.4782556</td><td>-0.3560900</td><td>-0.2135602</td><td>0.018409133</td><td>0.6296377</td><td>-0.3514353</td><td>0.2655979</td></tr>\n",
"\t<tr><td>-0.9249323</td><td>-0.1335868</td><td>-0.1183662</td><td>-0.4838988</td><td>-0.3554633</td><td>-0.2108539</td><td>0.021358518</td><td>0.6333606</td><td>-0.3541838</td><td>0.2623289</td></tr>\n",
"\t<tr><td>-0.9099230</td><td>-0.1299456</td><td>-0.1052486</td><td>-0.4527729</td><td>-0.3618258</td><td>-0.2264977</td><td>0.010972274</td><td>0.6046603</td><td>-0.3464206</td><td>0.2668780</td></tr>\n",
"\t<tr><td>-0.9156697</td><td>-0.1321238</td><td>-0.1117197</td><td>-0.4691259</td><td>-0.3568954</td><td>-0.2167722</td><td>0.019085223</td><td>0.6221697</td><td>-0.3516625</td><td>0.2598131</td></tr>\n",
"\t<tr><td>-0.9243648</td><td>-0.1330073</td><td>-0.1184176</td><td>-0.4834326</td><td>-0.3546307</td><td>-0.2113304</td><td>0.021819640</td><td>0.6337993</td><td>-0.3541545</td><td>0.2621738</td></tr>\n",
"\t<tr><td>-0.9254259</td><td>-0.1372267</td><td>-0.1203074</td><td>-0.4769127</td><td>-0.3555065</td><td>-0.2132284</td><td>0.016804127</td><td>0.6311505</td><td>-0.3495117</td><td>0.2682368</td></tr>\n",
"\t<tr><td>-0.9339143</td><td>-0.1382753</td><td>-0.1271985</td><td>-0.4987543</td><td>-0.3515713</td><td>-0.2018166</td><td>0.025335927</td><td>0.6494102</td><td>-0.3563598</td><td>0.2614073</td></tr>\n",
"\t<tr><td>-0.9192227</td><td>-0.1347726</td><td>-0.1157306</td><td>-0.4692288</td><td>-0.3565593</td><td>-0.2168557</td><td>0.016147252</td><td>0.6235349</td><td>-0.3487429</td><td>0.2658730</td></tr>\n",
"\t<tr><td>-0.9132875</td><td>-0.1304559</td><td>-0.1066829</td><td>-0.4543976</td><td>-0.3628138</td><td>-0.2270761</td><td>0.008958369</td><td>0.6045374</td><td>-0.3456121</td><td>0.2716315</td></tr>\n",
"\t<tr><td>-0.9184409</td><td>-0.1316571</td><td>-0.1129275</td><td>-0.4698777</td><td>-0.3583977</td><td>-0.2184284</td><td>0.016141379</td><td>0.6200750</td><td>-0.3502285</td><td>0.2657419</td></tr>\n",
"\t<tr><td>-0.9235966</td><td>-0.1316704</td><td>-0.1164512</td><td>-0.4796525</td><td>-0.3564786</td><td>-0.2148420</td><td>0.019112239</td><td>0.6282573</td><td>-0.3527920</td><td>0.2658572</td></tr>\n",
"\t<tr><td>-0.9114898</td><td>-0.1300128</td><td>-0.1069142</td><td>-0.4549339</td><td>-0.3597653</td><td>-0.2259855</td><td>0.012239715</td><td>0.6088108</td><td>-0.3468627</td><td>0.2674352</td></tr>\n",
"\t<tr><td>-0.9194295</td><td>-0.1352445</td><td>-0.1157930</td><td>-0.4700891</td><td>-0.3564250</td><td>-0.2159848</td><td>0.016837204</td><td>0.6247834</td><td>-0.3492644</td><td>0.2646988</td></tr>\n",
"\t<tr><td>-0.9298186</td><td>-0.1378202</td><td>-0.1245574</td><td>-0.4888686</td><td>-0.3539801</td><td>-0.2069145</td><td>0.020719605</td><td>0.6399640</td><td>-0.3525800</td><td>0.2650998</td></tr>\n",
"\t<tr><td>-0.9134096</td><td>-0.1293248</td><td>-0.1072188</td><td>-0.4615172</td><td>-0.3597231</td><td>-0.2232317</td><td>0.015090341</td><td>0.6126236</td><td>-0.3498509</td><td>0.2647385</td></tr>\n",
"\t<tr><td>-0.9282769</td><td>-0.1348920</td><td>-0.1215995</td><td>-0.4887528</td><td>-0.3540463</td><td>-0.2083769</td><td>0.022327913</td><td>0.6386867</td><td>-0.3546120</td><td>0.2631358</td></tr>\n",
"\t<tr><td>-0.9107243</td><td>-0.1293475</td><td>-0.1080292</td><td>-0.4624521</td><td>-0.3573186</td><td>-0.2207866</td><td>0.018141983</td><td>0.6155425</td><td>-0.3506681</td><td>0.2593567</td></tr>\n",
"\t<tr><td>-0.9201909</td><td>-0.1347200</td><td>-0.1150585</td><td>-0.4682557</td><td>-0.3580629</td><td>-0.2181104</td><td>0.014336716</td><td>0.6213933</td><td>-0.3481993</td><td>0.2683613</td></tr>\n",
"\t<tr><td>-0.9138634</td><td>-0.1319787</td><td>-0.1102199</td><td>-0.4608305</td><td>-0.3577856</td><td>-0.2217091</td><td>0.015017411</td><td>0.6159419</td><td>-0.3482042</td><td>0.2648278</td></tr>\n",
"\t<tr><td>-0.9275650</td><td>-0.1365725</td><td>-0.1231995</td><td>-0.4865598</td><td>-0.3530195</td><td>-0.2081130</td><td>0.021687945</td><td>0.6394393</td><td>-0.3529271</td><td>0.2634746</td></tr>\n",
"\t<tr><td>-0.9229866</td><td>-0.1336018</td><td>-0.1182783</td><td>-0.4845116</td><td>-0.3529707</td><td>-0.2091493</td><td>0.024775343</td><td>0.6370118</td><td>-0.3556913</td><td>0.2572370</td></tr>\n",
"\t<tr><td>-0.9182203</td><td>-0.1315606</td><td>-0.1133421</td><td>-0.4703706</td><td>-0.3572468</td><td>-0.2180830</td><td>0.017199926</td><td>0.6218033</td><td>-0.3505511</td><td>0.2648137</td></tr>\n",
"\t<tr><td>-0.9214171</td><td>-0.1354740</td><td>-0.1170493</td><td>-0.4716280</td><td>-0.3562195</td><td>-0.2159085</td><td>0.016332641</td><td>0.6262591</td><td>-0.3491287</td><td>0.2668341</td></tr>\n",
"\t<tr><td>-0.9069405</td><td>-0.1270321</td><td>-0.1032548</td><td>-0.4549678</td><td>-0.3596959</td><td>-0.2255962</td><td>0.015509976</td><td>0.6069593</td><td>-0.3495462</td><td>0.2606877</td></tr>\n",
"\t<tr><td>-0.9249080</td><td>-0.1336019</td><td>-0.1179035</td><td>-0.4835092</td><td>-0.3556653</td><td>-0.2111876</td><td>0.021301676</td><td>0.6328994</td><td>-0.3542369</td><td>0.2624328</td></tr>\n",
"\t<tr><td>-0.9162958</td><td>-0.1311729</td><td>-0.1113813</td><td>-0.4681433</td><td>-0.3578594</td><td>-0.2187000</td><td>0.017330172</td><td>0.6198176</td><td>-0.3508525</td><td>0.2630017</td></tr>\n",
"</tbody>\n",
"</table>\n",
"</li>\n",
"</ol>\n",
"</li>\n",
"</ol>\n"
],
"text/latex": [
"\\begin{enumerate}\n",
"\\item \\begin{enumerate}\n",
"\\item A data.frame: 169 × 10\n",
"\\begin{tabular}{llllllllll}\n",
" V1 & V2 & V3 & V4 & V5 & V6 & V7 & V8 & V9 & V10\\\\\n",
" <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n",
"\\hline\n",
"\t 2.8810773 & 10.406647 & -14.0121717 & -16.197334 & 2.99997973 & -3.2869549 & -5.1955185 & -35.7469063 & 17.462986 & -8.7241240\\\\\n",
"\t 0.7618766 & -17.262705 & -17.8810635 & -5.148212 & 2.05735373 & -2.6976349 & 14.5709887 & 4.0762081 & -17.350386 & -10.0630598\\\\\n",
"\t -22.0414429 & 13.292408 & -20.4009438 & -6.880234 & 1.57084727 & -5.6203346 & 21.7398148 & -18.7686806 & 29.840296 & -1.4359852\\\\\n",
"\t -15.9062243 & -6.075528 & -2.7504244 & -25.980488 & 2.58203697 & -4.0437365 & 16.4389534 & -3.5173683 & -17.565653 & -28.7201080\\\\\n",
"\t -3.7934496 & -18.939972 & 9.6689863 & -5.809599 & 2.95855689 & 0.3694352 & -25.9700947 & -13.0331612 & 28.688234 & -20.0053425\\\\\n",
"\t 8.6433077 & -12.870374 & 8.6739178 & -13.752110 & 4.24764538 & -0.9008410 & 1.1938078 & 2.2137711 & -6.857371 & 1.1909801\\\\\n",
"\t 6.0459995 & -17.982733 & 0.9702364 & -2.719129 & 3.57151914 & -0.6929150 & -2.1756706 & 16.2547474 & -20.234648 & -28.1421967\\\\\n",
"\t -11.7564793 & 15.442418 & -1.2085484 & -20.251675 & 1.30802357 & -3.9094818 & 3.6042070 & -16.8973103 & 7.106338 & 7.3018370\\\\\n",
"\t -9.8515005 & -9.486932 & -28.4124413 & -10.597745 & 3.41181397 & -1.6938837 & 12.9812670 & -7.1392365 & 23.111090 & -26.6041374\\\\\n",
"\t 4.4796090 & 1.453287 & -2.9662538 & -22.815350 & 2.59712577 & -3.8321986 & 8.3863754 & 2.2551441 & 2.817856 & 3.5161455\\\\\n",
"\t 10.7486391 & -5.263302 & 0.2724830 & -16.335093 & 0.65014857 & -0.4596614 & -17.1775169 & 7.1944232 & 5.100309 & -6.8281755\\\\\n",
"\t -11.5708399 & 6.762722 & -24.4341812 & -20.052864 & 1.86413622 & -3.7806585 & 4.8886437 & -17.5147400 & -2.725641 & 4.4195218\\\\\n",
"\t -2.2730594 & -8.489964 & 6.0248337 & -23.669628 & 1.99959445 & -1.1601572 & -3.8569818 & 12.8672934 & -12.655883 & -9.8125000\\\\\n",
"\t -2.8928783 & -11.373704 & -18.6095123 & -3.250823 & 2.16707635 & -4.3831463 & 15.2709627 & 8.2252207 & -7.870444 & -10.7856426\\\\\n",
"\t -3.3590488 & -1.893792 & -32.9735031 & -12.888993 & 4.15582418 & -1.4111259 & 19.5023861 & -21.1542549 & 9.754458 & -0.9421998\\\\\n",
"\t -30.9378738 & 1.761324 & -6.3716621 & -16.700893 & -0.04121362 & -5.7420921 & -7.2999477 & -29.5595131 & 21.390732 & -23.2014332\\\\\n",
"\t -9.0478525 & -17.591948 & -20.7273540 & -11.861354 & 5.54359484 & -0.9535619 & -15.4282160 & -23.2089462 & 27.022245 & -2.9394307\\\\\n",
"\t -1.8827852 & -8.287571 & -0.7625901 & 8.034063 & -5.25211763 & -2.8389452 & 13.0806971 & 19.5905819 & 11.460134 & -16.7271156\\\\\n",
"\t -22.5084686 & -1.862485 & 4.3601685 & -13.204841 & 1.93291223 & -5.6796064 & -7.2319069 & 5.7895317 & -9.101185 & -5.1139812\\\\\n",
"\t 8.0968018 & -2.097093 & 7.6349835 & -16.552185 & 1.06931818 & -0.9983138 & -2.8304746 & 3.2857533 & 5.171278 & 2.4859657\\\\\n",
"\t -0.9910342 & -9.109866 & 12.1566858 & -10.819711 & 4.38272333 & 0.8079351 & -22.0694580 & -5.7604961 & 15.258752 & -29.2187042\\\\\n",
"\t 5.4620419 & 4.551070 & -2.5678735 & -18.436680 & 1.17657280 & -1.9917475 & 8.2561541 & 0.3154357 & -3.255566 & 3.0542116\\\\\n",
"\t -19.1713276 & -8.783378 & -25.3688431 & -18.444199 & 1.10126388 & -4.1929445 & 3.6931202 & -5.7318158 & 27.313013 & -0.2532226\\\\\n",
"\t -4.0674348 & -3.971966 & 11.1022062 & -1.171944 & 2.76013970 & -2.4186618 & -0.3879960 & 2.5697651 & 16.773949 & -4.2196732\\\\\n",
"\t 3.9922876 & 11.945173 & -5.4594603 & -16.429234 & 2.80215144 & -3.0187538 & 5.8026304 & -3.8317420 & -3.547503 & 4.8129997\\\\\n",
"\t -10.6386843 & 4.577691 & 1.2790424 & -21.147682 & 5.07387447 & -4.1995792 & 0.7997419 & -13.3409472 & -6.291047 & -35.2378044\\\\\n",
"\t -1.1679879 & 2.960698 & 9.1321135 & -15.222756 & 0.94201237 & -1.2572163 & -12.4307156 & -2.1370945 & -8.748052 & -19.7333755\\\\\n",
"\t 1.9073864 & -10.306081 & 1.8309432 & -25.300194 & 1.37544882 & -0.8401431 & -6.7336836 & -1.5229754 & -16.345936 & -21.7418442\\\\\n",
"\t 6.2155695 & -2.512873 & 4.7434921 & -21.994827 & 1.01232171 & -0.7582697 & -10.3176184 & 13.8793697 & -7.116615 & -15.9733467\\\\\n",
"\t -23.4135914 & 10.359031 & -9.4712906 & -18.272491 & 0.67126894 & -4.3930483 & 7.8205070 & -27.8197708 & -2.746523 & -5.3146634\\\\\n",
"\t ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
"\t -5.070065 & -22.5344887 & 1.4289047 & -24.1378193 & 2.94236779 & -0.05564115 & -7.830367 & -16.438461 & 26.554861 & -41.358944\\\\\n",
"\t -30.669430 & 1.7722883 & -13.6371040 & -7.9223619 & -0.49968281 & -5.38072109 & 9.410089 & -5.169520 & 19.851610 & 6.410556\\\\\n",
"\t -12.763963 & -10.7408504 & -15.1967468 & -25.4971771 & 1.50984406 & -2.17444372 & 21.978903 & 1.850713 & 2.809271 & -36.194988\\\\\n",
"\t -17.683086 & 0.4440632 & -8.2338276 & 8.1836147 & -3.32488823 & -4.04607391 & -1.186088 & 2.718441 & 11.882679 & -7.929281\\\\\n",
"\t 7.669514 & 1.6122205 & 2.9708309 & -19.1915531 & 0.32552743 & 0.28552777 & -1.886172 & 6.762392 & 3.687862 & -1.918965\\\\\n",
"\t -26.522840 & 2.8560719 & -4.4618559 & 2.7559588 & 0.20864306 & -2.80848145 & 3.541598 & 10.184651 & 25.810514 & -17.138975\\\\\n",
"\t -19.101725 & 0.6496075 & -14.4488850 & -25.6807175 & 1.71162093 & -4.40829325 & -1.390267 & -16.968470 & -5.158437 & -6.044093\\\\\n",
"\t -10.418425 & -21.8209534 & -0.9191197 & -5.9191318 & 4.53808069 & -0.35648334 & -20.596191 & -26.838272 & 24.292513 & -35.023125\\\\\n",
"\t -6.344033 & 9.3890095 & 7.5329523 & -16.4805984 & 4.31905031 & -4.16660023 & -8.223638 & 11.297812 & 6.750753 & -16.368769\\\\\n",
"\t 11.120364 & -15.3899908 & -2.6862030 & -9.7701597 & 2.70597506 & -0.61820614 & -8.761374 & 9.662440 & -12.445462 & -28.094248\\\\\n",
"\t -10.647862 & 20.9162273 & 1.5358592 & -13.2354565 & -0.21882461 & -0.13204943 & 2.032579 & 1.536283 & 16.278097 & 1.665905\\\\\n",
"\t 8.125023 & -20.0555553 & -8.0006294 & -12.1846590 & 2.60595512 & -0.85591996 & -8.828656 & 9.070918 & 2.739609 & -3.398065\\\\\n",
"\t -12.392242 & -21.7302799 & 3.8538446 & -13.6940298 & 3.78478551 & 0.94616222 & -25.144562 & -21.669174 & 13.081301 & -27.037743\\\\\n",
"\t -14.506614 & -6.7182055 & -4.3197284 & 8.0621042 & -3.57218122 & -2.76609397 & 11.205501 & 18.723967 & 4.279269 & -26.760254\\\\\n",
"\t -27.102129 & 9.2237349 & -1.8366727 & -20.4689255 & 3.71285844 & -1.72425675 & -10.011730 & -13.658343 & 33.602585 & -2.998223\\\\\n",
"\t -5.857800 & -29.9372654 & -4.4351869 & -9.6530313 & 2.36419797 & -0.26131865 & -1.365691 & 17.118267 & -5.440400 & -17.534567\\\\\n",
"\t -30.705233 & 5.1619339 & -25.1969109 & -0.2753009 & -0.05761467 & -5.34373093 & -2.122178 & -10.061604 & 13.508199 & 7.310874\\\\\n",
"\t -20.436056 & 4.2072458 & -6.3903599 & -21.6148758 & 1.16634524 & -4.86095238 & -1.122033 & -24.535759 & 22.894636 & 4.537404\\\\\n",
"\t -2.616973 & -8.7077894 & 5.4537601 & 5.1153932 & 1.00610673 & -3.24926543 & 2.457696 & 22.791336 & 11.133710 & -20.136209\\\\\n",
"\t -21.824694 & -9.2735147 & -4.2521739 & 0.4291345 & -2.01467133 & -1.10476089 & -2.245723 & 6.619759 & 15.927721 & -21.256117\\\\\n",
"\t -8.883527 & -19.7769718 & -12.9554996 & -29.6343575 & 1.16219318 & -2.73923612 & 26.896170 & -10.595866 & -12.253842 & -36.910885\\\\\n",
"\t -27.334547 & -0.6869442 & -2.2544932 & -4.6080770 & -2.99569035 & -2.94823241 & 13.754872 & 11.833433 & 6.712948 & -24.834682\\\\\n",
"\t -15.024641 & 9.4283543 & -21.2856712 & -12.1390772 & 1.64457703 & -3.66937017 & 3.812332 & -33.620869 & 11.414056 & -26.337559\\\\\n",
"\t -12.115424 & 1.6208117 & 10.5799322 & -6.8097587 & 0.07495327 & -1.91547811 & -4.428659 & -4.013210 & 2.257535 & 3.119775\\\\\n",
"\t -7.160133 & -25.7238750 & -16.4752407 & -5.6122141 & 4.16056204 & -2.34755301 & -5.062680 & -8.871716 & -7.327192 & -6.936614\\\\\n",
"\t -9.699237 & -10.9341631 & -10.5166531 & 11.6696177 & -0.03027003 & -4.04362631 & 4.528596 & 4.153554 & 4.733521 & -35.689045\\\\\n",
"\t -18.215561 & -9.8155622 & -10.8084965 & -21.4067020 & 1.08629775 & -2.36327434 & 18.655409 & -11.656319 & -9.210307 & -56.045368\\\\\n",
"\t -18.649025 & -14.1160975 & -17.1521454 & -11.8827839 & 0.51667672 & -2.43469620 & 36.594353 & -25.707193 & -7.499695 & -36.681572\\\\\n",
"\t -17.790747 & -19.1658688 & -4.3228378 & -9.3080502 & 1.86386991 & 0.64811718 & -13.194781 & 2.349777 & -5.263332 & -5.670086\\\\\n",
"\t -20.073030 & -2.8545871 & 0.5472971 & 3.3564658 & -3.47738409 & -1.73952210 & 6.393739 & 11.653650 & 3.274390 & -30.142607\\\\\n",
"\\end{tabular}\n",
"\n",
"\\end{enumerate}\n",
"\n",
"\\item \\begin{enumerate}\n",
"\\item A data.frame: 169 × 10\n",
"\\begin{tabular}{llllllllll}\n",
" V1 & V2 & V3 & V4 & V5 & V6 & V7 & V8 & V9 & V10\\\\\n",
" <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n",
"\\hline\n",
"\t 1.0410293 & -11.7585468 & -0.2050159 & -1.1775258 & -2.098814487 & -11.2893734 & 10.8684416 & 3.5605228 & -2.1015594 & -3.9557722\\\\\n",
"\t 1.1283904 & 7.8089261 & 6.2081509 & -1.3433204 & 4.205583096 & -8.4339018 & -1.0159332 & -6.3557515 & 4.6274323 & -6.1072297\\\\\n",
"\t 3.7339537 & -2.4488888 & -4.4596767 & -10.4795599 & -1.171327829 & -4.0077653 & 16.0052433 & -5.5618992 & 14.0691528 & -0.6363747\\\\\n",
"\t 1.6910608 & 1.0033990 & -2.2161767 & -3.3967009 & -5.118409157 & -17.0927238 & -2.4567382 & 0.5938566 & 8.5029726 & -3.6585162\\\\\n",
"\t -1.1563879 & -0.3290326 & -5.1175189 & -7.6922665 & 1.542842269 & -0.8332673 & 9.7081423 & 13.3580494 & -5.0315704 & 5.9618716\\\\\n",
"\t -4.6242890 & 0.9974772 & 2.1663363 & 7.1646309 & 0.096655741 & -2.3574982 & 0.2200868 & 2.9724712 & -0.2592146 & -7.6849833\\\\\n",
"\t -2.8956420 & 10.8478088 & 5.5132666 & -5.1589117 & 0.637806833 & -5.9576020 & -2.3339112 & 7.8304892 & 0.9791941 & -5.4904423\\\\\n",
"\t -9.1209965 & -6.6509604 & -8.4735117 & 5.4246235 & -6.628109932 & -3.8652384 & 9.3844757 & 0.9831887 & 6.2529793 & -3.2879231\\\\\n",
"\t 0.6592682 & 0.0575974 & -1.1429771 & -10.0470114 & 9.394633293 & -8.2640581 & 14.7109699 & 4.9532413 & 6.7881966 & -8.0934696\\\\\n",
"\t 3.8312411 & -5.6422896 & -2.8944521 & 6.4121776 & -5.879923344 & -7.1412492 & -3.2761726 & -0.5509760 & 8.2153406 & -5.7908125\\\\\n",
"\t -0.1021588 & -2.6631706 & 4.1497002 & -0.7216164 & -4.461405754 & -2.6619055 & 4.1631656 & 14.8654461 & -0.7841195 & -4.0611734\\\\\n",
"\t 0.3966537 & -7.2281861 & -7.2442236 & 4.1801991 & -2.556365728 & -6.4130683 & 5.6020360 & -6.5652170 & 9.2739019 & -6.5588140\\\\\n",
"\t -6.8680682 & 8.9539785 & 4.2808204 & 0.5860871 & -3.078576326 & -0.2035726 & 1.3421323 & 7.5639944 & 6.3129377 & -8.1490316\\\\\n",
"\t -0.6930653 & 8.4891424 & 3.0716057 & -3.1929157 & -0.001889993 & -3.3244238 & 5.1341977 & -4.8545089 & 12.4673891 & -7.7316146\\\\\n",
"\t 0.4018236 & -7.6683078 & -1.0906280 & 3.5414789 & 10.323601723 & -4.7095265 & 11.7528477 & -2.4390666 & 0.8322284 & -8.7499018\\\\\n",
"\t -4.6078916 & -1.0117259 & -17.7962055 & -7.5787725 & 0.356226027 & -6.1684494 & 9.8205519 & -0.9655866 & 3.7075908 & 4.0253983\\\\\n",
"\t 9.7884960 & -6.3901544 & -7.6227312 & -3.4738741 & 7.230502129 & -6.6726079 & 3.2702990 & 4.1894188 & 1.6161507 & 0.1487888\\\\\n",
"\t 4.4280467 & 4.4905143 & 0.7111219 & -1.5457307 & 3.011086464 & -4.0927138 & -4.6886239 & 5.2580743 & 6.2130766 & -3.5011978\\\\\n",
"\t -10.9423513 & 7.3627868 & -8.4371042 & 3.2027965 & -0.909135461 & -1.1572601 & 0.6096507 & 0.9504415 & 5.0472450 & -4.7338691\\\\\n",
"\t -1.3389541 & -3.7671108 & -0.3498096 & 5.5245929 & -3.986068964 & 2.7093091 & 2.4349306 & 7.9193411 & 4.6901522 & -3.4402034\\\\\n",
"\t -2.9209402 & 2.2790296 & -0.2911852 & -5.5189934 & -7.815727234 & -5.4160118 & 5.0473866 & 13.2791443 & -3.6714900 & 2.3200428\\\\\n",
"\t -0.8470755 & -2.3736920 & 1.3130792 & 7.5444889 & -6.175085068 & -7.2012687 & -2.1243908 & -0.2262135 & 5.4300718 & -6.4499655\\\\\n",
"\t 2.2112439 & -5.3451743 & -8.4605179 & 2.7968509 & 6.766044617 & -0.8309549 & 7.0219498 & 7.3310099 & 11.1584215 & -5.2571101\\\\\n",
"\t 0.2792927 & -4.6270695 & -6.9406414 & 7.1481028 & -4.302983284 & -4.8684683 & -2.5790298 & 9.3684940 & 7.7527084 & -2.9527028\\\\\n",
"\t 0.1577130 & -9.3429747 & 0.9894799 & 4.7558579 & -7.982851982 & -5.0975266 & 6.8219213 & -1.6493217 & 5.6535349 & -3.2788804\\\\\n",
"\t -3.4371459 & 3.2704535 & -4.6946592 & -8.2216539 & -5.633541107 & -15.4268246 & 2.6832328 & 3.2978823 & 3.1970196 & 0.5271364\\\\\n",
"\t -5.8609734 & 0.8635799 & 1.0869747 & 0.7323686 & -10.380050659 & -9.7810793 & 1.1340339 & 8.1256094 & -0.3880453 & -2.6574132\\\\\n",
"\t -12.0848904 & 2.3275018 & -0.2493690 & 2.6575999 & -1.285036683 & -6.8414941 & 4.8531322 & 9.6592607 & -4.7956772 & -6.1800585\\\\\n",
"\t -6.6216612 & 1.9803375 & 6.3885221 & 0.6489052 & -8.028071404 & -4.5074677 & 5.1065826 & 12.2859344 & 1.5917774 & -6.6846066\\\\\n",
"\t -14.9571543 & 1.4783053 & -9.7101440 & -1.5124965 & 1.738823652 & -5.5208325 & 12.5041418 & -0.3177206 & -1.6612455 & -2.3875005\\\\\n",
"\t ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
"\t -2.78979111 & -4.9230094 & 0.4902848 & -7.8484855 & 5.16060734 & -8.7772408 & 15.937861 & 13.6558800 & -5.0351229 & -2.67157435\\\\\n",
"\t -6.27264547 & -1.0092188 & -5.8637037 & 5.9828153 & -0.01786034 & 8.0455723 & 10.861718 & -0.9601719 & 10.9989901 & -2.20309162\\\\\n",
"\t 7.65436459 & 0.5169103 & 2.3364863 & -9.9557867 & 0.78777331 & -11.8157930 & 8.153403 & 4.3885503 & 17.4356823 & -8.27818966\\\\\n",
"\t 2.55960512 & 2.3492796 & -13.0704527 & -1.7603016 & 4.83998823 & -1.1988672 & -1.888140 & -2.4321289 & 7.0094876 & -1.97292912\\\\\n",
"\t -1.36206496 & -1.6786402 & 4.3134308 & 3.7544293 & -6.92879295 & 1.5007783 & 2.976003 & 7.4173574 & 4.5545063 & -6.60401344\\\\\n",
"\t 3.17039323 & 5.4398913 & -14.1586351 & -7.0369725 & 0.51608819 & 0.7873820 & 1.042267 & 1.4810082 & 14.6699362 & -0.44074741\\\\\n",
"\t -3.83138394 & -3.5609546 & -7.2225494 & 5.2449532 & 0.76761979 & -11.3852835 & 2.967862 & 3.2212069 & 6.8131027 & -9.42586040\\\\\n",
"\t 0.73368591 & 3.0408645 & -6.8039017 & -12.6774569 & 7.00915337 & -9.8202877 & 5.157448 & 6.1130371 & -8.2758398 & 6.77265167\\\\\n",
"\t -7.54701710 & 1.4090973 & -0.7860124 & 0.6789402 & -15.64597034 & -6.7825217 & 5.008194 & 9.3215027 & 12.3857622 & -5.10401249\\\\\n",
"\t -6.58689547 & 5.9243813 & 3.3437040 & -4.5425148 & 3.92354083 & -3.1870227 & 5.677547 & 10.4391918 & -2.1308322 & -7.10787010\\\\\n",
"\t -3.59132600 & -3.6658719 & -4.1630497 & -1.9928038 & -12.97733116 & -0.5130435 & 11.665087 & 5.2525101 & 16.0898113 & -1.69739687\\\\\n",
"\t -0.57658690 & 0.4965010 & 0.3794982 & 1.9000809 & 6.72521257 & -1.1597248 & 2.975368 & 9.1811819 & 1.3523194 & -7.28050137\\\\\n",
"\t -3.91695237 & 2.4006214 & -11.2447939 & -6.6183662 & 1.83545434 & -7.6448255 & 4.156444 & 8.0142803 & -5.6267681 & 4.20122528\\\\\n",
"\t 3.08896542 & 9.7296915 & -5.2205009 & -8.9859142 & 3.95866990 & -4.2776031 & -2.228379 & 3.1630585 & 10.9918146 & -4.38237572\\\\\n",
"\t 0.53318030 & -5.2225957 & -12.8619595 & -3.9605534 & -4.80490828 & -0.5541908 & 10.600764 & 5.0261197 & 9.7936354 & 3.58023167\\\\\n",
"\t -5.57240915 & 13.2049103 & -2.1384909 & -2.9215543 & 1.78164876 & 1.8357056 & -1.177675 & 5.3269334 & 7.9253087 & -3.41578341\\\\\n",
"\t -3.35966945 & -0.1818017 & -15.0216589 & 3.6991637 & 6.89127302 & 5.5238829 & 7.011971 & -6.0663409 & 9.0178232 & -2.78188372\\\\\n",
"\t 0.73438054 & -6.5941710 & -11.7343006 & 1.1280773 & 0.77205640 & -4.1740155 & 4.820271 & -1.5304205 & 3.3256423 & -0.63192040\\\\\n",
"\t 8.43205929 & 0.6585177 & 0.1355806 & -2.3189611 & -1.38489699 & -5.1379948 & -4.811660 & 9.8659410 & 6.3781891 & -1.94799697\\\\\n",
"\t 4.41983604 & 1.7980815 & -12.8896189 & -2.1002445 & 4.38335705 & -5.2863641 & -5.928148 & 4.9941778 & 3.1269755 & -0.53483313\\\\\n",
"\t 5.80797052 & 0.9743814 & 3.5414910 & -8.3410540 & 2.19603229 & -19.6484852 & 1.296162 & 0.2495690 & 4.8596401 & -2.51245093\\\\\n",
"\t -1.84095395 & 10.3780642 & -8.0161772 & -11.6951427 & 0.37824601 & -3.0416641 & 4.475827 & -1.2697926 & 13.7970781 & -1.65462506\\\\\n",
"\t 0.07075628 & -5.1358995 & -5.0702376 & -9.8968525 & -0.61974233 & -15.1739120 & 11.895419 & -3.3713033 & 2.9712043 & -0.84245056\\\\\n",
"\t -3.86694241 & -2.6053753 & -11.1077719 & 6.3801169 & -7.43314505 & -0.1866888 & -1.502600 & 2.2844160 & 6.8869143 & 0.04221996\\\\\n",
"\t -6.23311186 & 4.4549937 & -6.3504210 & 1.2068437 & 9.19550133 & -2.5316942 & 1.946869 & 1.9802651 & -2.3207397 & -4.66265488\\\\\n",
"\t 1.91452241 & 4.8956184 & -6.4930840 & -4.0989704 & 9.29679775 & -9.1754942 & -3.591334 & 2.4033687 & 1.0023625 & -2.85848975\\\\\n",
"\t 4.08937407 & 6.8113565 & -0.7892100 & -17.8943729 & 1.70104885 & -17.2504559 & 4.462620 & -2.3572924 & 8.1939554 & 0.34351811\\\\\n",
"\t -7.42267323 & 9.7720356 & 3.2046726 & -11.0888500 & 2.96276236 & -12.5393362 & 11.035945 & -7.1310072 & 7.1719055 & -3.75480676\\\\\n",
"\t -3.48422742 & 4.7938352 & -9.6417646 & 0.3134890 & 1.65767145 & -2.1609869 & -4.690665 & 6.2055569 & 0.9816615 & -0.28848901\\\\\n",
"\t -1.43461573 & 8.9574728 & -12.1073542 & -9.2655535 & 2.14342880 & -8.0753841 & -1.852984 & -3.8674238 & 7.5176272 & -0.12466995\\\\\n",
"\\end{tabular}\n",
"\n",
"\\end{enumerate}\n",
"\n",
"\\item \\begin{enumerate}\n",
"\\item A data.frame: 169 × 10\n",
"\\begin{tabular}{llllllllll}\n",
" V1 & V2 & V3 & V4 & V5 & V6 & V7 & V8 & V9 & V10\\\\\n",
" <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n",
"\\hline\n",
"\t -6.2824082 & 10.7444916 & -33.046490 & 2.353172 & -6.159560 & -1.36197329 & 7.2101312 & 24.841688 & 13.010021 & -38.6688118\\\\\n",
"\t -19.5996151 & -13.6408606 & -10.290182 & 1.880418 & -5.162912 & -1.86487067 & 17.8586102 & 20.424803 & -49.535454 & 1.6314188\\\\\n",
"\t 7.9034300 & -15.7829189 & -28.935221 & 17.642006 & -6.593445 & -4.45233440 & 34.1285057 & 7.657307 & 8.143832 & -29.5454960\\\\\n",
"\t -8.9385014 & 0.5483213 & -21.963957 & 13.291377 & -6.473655 & -2.60528493 & 8.8232965 & 22.142979 & -48.559643 & -17.9459610\\\\\n",
"\t 6.2422080 & -2.0353785 & -1.690592 & -23.730192 & -3.809156 & 1.84118700 & -3.1989300 & -9.226523 & 13.064024 & -42.3769493\\\\\n",
"\t 3.2560158 & 10.1360483 & -6.032849 & -23.109507 & -6.034745 & 0.59326750 & 4.5947351 & -1.773853 & -12.612471 & 6.6323633\\\\\n",
"\t -14.8503771 & -2.8052335 & 1.342877 & -14.115338 & -5.386791 & 1.07563519 & -1.8115203 & -6.164639 & -51.070732 & -5.2536635\\\\\n",
"\t 10.2944717 & 13.2562189 & -31.042807 & 9.926071 & -5.124068 & -3.10046411 & 7.7466373 & 23.187536 & 8.016758 & -13.9158525\\\\\n",
"\t 0.7989347 & -15.6466627 & -23.524015 & -6.231159 & -4.224094 & -3.17009068 & 20.2366161 & 12.663029 & -23.348310 & -44.8982010\\\\\n",
"\t -8.7167473 & 8.7086668 & -22.137556 & 8.994338 & -6.062103 & -2.44680691 & 19.4821396 & 0.751577 & -6.769464 & 0.5035874\\\\\n",
"\t -11.2107086 & 14.8871603 & -9.450260 & -10.812556 & -3.567241 & 0.03688008 & 1.7037618 & -24.516443 & -7.082508 & -12.8684349\\\\\n",
"\t 3.5100172 & -2.7437277 & -45.933430 & 6.706909 & -5.996228 & -2.88297820 & 14.7213087 & 27.800434 & 3.176910 & -16.4777603\\\\\n",
"\t 0.1430087 & 15.2063341 & -15.343099 & -15.896321 & -4.456335 & -0.11234203 & -1.4096859 & -13.240948 & -28.953093 & 0.4036509\\\\\n",
"\t -10.5767803 & -6.5887403 & -7.946043 & 10.955404 & -5.519101 & -3.34103608 & 25.3628178 & 2.624748 & -42.643116 & 0.5415589\\\\\n",
"\t -1.5477827 & -3.4451542 & -37.479031 & -19.937403 & -3.869346 & -2.85708308 & 5.3664622 & 29.374659 & 4.882414 & -5.5077562\\\\\n",
"\t 13.7923050 & -11.1339951 & -29.765362 & 10.420513 & -5.111279 & -5.69865751 & -0.2345493 & 17.476532 & 3.793153 & -42.8218422\\\\\n",
"\t -10.6663074 & -17.5427303 & -22.313122 & -7.186347 & -6.566978 & 1.29117501 & 0.3535812 & 4.604133 & 21.428926 & -33.3523788\\\\\n",
"\t -11.2851295 & -9.7532082 & 5.115913 & -4.378832 & 2.320780 & -7.54387188 & 30.2139301 & -21.806520 & -25.883442 & -19.1424789\\\\\n",
"\t 22.0964699 & 2.3638883 & -12.374824 & -6.936020 & -5.553666 & -4.05849648 & -7.5412850 & -10.125605 & -16.328661 & -0.1978182\\\\\n",
"\t -3.3968372 & 19.3888760 & -10.313503 & -10.300917 & -3.909331 & -0.21043047 & 9.9955769 & -15.397833 & 1.046835 & -2.9006352\\\\\n",
"\t 4.5176454 & 15.6100655 & -14.817023 & -10.774177 & -5.454837 & 2.49109554 & -2.6094668 & -10.438076 & -6.473087 & -38.6733513\\\\\n",
"\t -6.9240451 & 12.9953108 & -19.499414 & 5.494254 & -4.549621 & -1.82115459 & 14.0404768 & 5.508837 & -8.784235 & 4.1156492\\\\\n",
"\t 11.9290562 & -4.0719457 & -16.791449 & -15.313445 & -4.810540 & -3.64754391 & 18.3617992 & -11.171664 & 13.607197 & -20.0586319\\\\\n",
"\t 13.6804514 & 7.6216984 & -5.113508 & -16.182219 & -5.215762 & -0.02040491 & 18.2757282 & -7.473731 & 3.754273 & -13.0522165\\\\\n",
"\t -1.6119411 & 17.2979546 & -28.008266 & 7.242004 & -5.742413 & -1.19060111 & 13.1731844 & 11.932279 & 3.330305 & 1.9559551\\\\\n",
"\t 7.8888693 & 13.8293533 & -25.359850 & 1.029733 & -8.957951 & -0.39662841 & -5.9116850 & 21.795877 & -25.700851 & -30.9639626\\\\\n",
"\t 5.5760121 & 16.8885803 & -12.301908 & -3.882379 & -3.488446 & -0.66404551 & -16.3514729 & 2.422608 & -17.170137 & -10.3226528\\\\\n",
"\t -5.5112643 & 13.9574728 & -13.195344 & -19.172989 & -4.038696 & 0.01423034 & -12.8225508 & 1.964963 & -28.134623 & -10.9849234\\\\\n",
"\t -4.0729017 & 18.6793537 & -15.671216 & -13.479798 & -3.540120 & -0.30645925 & -2.5148563 & -17.456934 & -21.299194 & -2.3321109\\\\\n",
"\t 19.3296795 & 0.9937058 & -31.651724 & 5.380752 & -4.469111 & -4.56080198 & -2.3048890 & 35.528328 & -5.347984 & -19.4308624\\\\\n",
"\t ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
"\t -3.8716047 & 3.3879299 & -19.2100811 & -23.2292061 & -3.52804255 & 1.58567214 & 3.944803 & 6.148225 & -8.8882618 & -56.985260\\\\\n",
"\t 23.7431660 & -5.6810541 & -21.7164040 & 0.6794933 & -4.51707792 & -6.24813271 & 19.935863 & -4.689059 & 13.9278698 & -7.590843\\\\\n",
"\t -9.8812237 & -9.3359919 & -23.5815773 & 10.4357853 & -4.11378050 & -1.36964536 & 23.394854 & 7.464385 & -38.2173271 & -28.480822\\\\\n",
"\t 4.8468356 & -13.9817343 & -2.9710207 & 6.3711967 & 0.18103483 & -8.93186665 & 9.532080 & -6.711535 & -2.7299037 & -17.788425\\\\\n",
"\t -5.6132493 & 20.1602497 & -14.2810602 & -7.4427505 & -2.65064168 & -0.22125348 & 10.713824 & -15.122432 & -4.8310823 & -2.563133\\\\\n",
"\t 3.9470086 & -18.0384007 & -8.1439095 & 10.2597904 & -3.66117811 & -3.18297672 & 20.663378 & -23.026678 & -6.5779052 & -28.611279\\\\\n",
"\t -1.0234501 & -3.1980870 & -37.6102257 & 9.1554842 & -5.86014652 & -3.23914790 & 8.824554 & 20.891535 & -8.9005871 & -26.045862\\\\\n",
"\t 1.1041334 & -15.7489462 & -2.5792534 & -16.2018909 & -6.19932890 & 1.97643232 & -11.883547 & 13.009725 & 0.3732181 & -51.845654\\\\\n",
"\t 14.9652615 & 17.3001766 & -20.1604481 & 1.9331261 & -7.17890978 & -1.77035427 & 1.788574 & -14.132769 & -18.1142941 & -15.571809\\\\\n",
"\t -11.7525883 & 4.7836800 & -3.9391026 & -16.8542633 & -3.75357127 & 0.91479403 & -4.930438 & -12.226983 & -35.7889595 & -11.947185\\\\\n",
"\t 14.8841820 & 12.3080130 & -21.3554020 & 13.9346600 & -3.41819000 & -2.67548847 & 17.022333 & -14.751111 & 6.1156116 & -11.285943\\\\\n",
"\t -13.2838955 & 0.2841588 & -6.5379810 & -19.0527134 & -3.96622205 & 0.09829783 & 7.325163 & -22.802811 & -9.7113094 & -3.567957\\\\\n",
"\t 6.6070533 & -6.3079691 & -5.8287563 & -22.5580082 & -4.21321058 & 3.26739502 & -17.795713 & 7.908912 & -1.9072413 & -37.238766\\\\\n",
"\t -5.4907727 & -17.9781322 & -0.4209221 & 3.5437462 & 1.16115487 & -8.61662388 & 23.750443 & -15.862616 & -32.9724274 & -23.780001\\\\\n",
"\t 16.1357155 & 1.4242946 & -31.4067173 & 13.7559423 & -3.75929713 & -3.07257843 & 10.174242 & -6.531331 & 22.4629078 & -34.803612\\\\\n",
"\t -5.4943280 & -11.5851049 & 0.5195963 & -17.6127110 & -3.26755357 & 0.88909835 & 6.506074 & -15.975520 & -28.6405430 & -3.093547\\\\\n",
"\t 24.3055229 & -17.5913582 & -21.5207882 & -0.7591125 & -4.56947803 & -5.67428303 & 8.798208 & 5.289920 & 15.1698360 & -10.674131\\\\\n",
"\t 12.2684689 & -2.8580351 & -32.6791573 & 6.9592061 & -5.11990404 & -3.93899202 & 5.483820 & 16.428902 & 21.0615063 & -20.626488\\\\\n",
"\t -15.0576715 & -10.3640318 & 1.5823108 & -4.3892002 & -5.19857502 & -2.32307124 & 21.992807 & -25.282606 & -21.3201122 & -21.981129\\\\\n",
"\t 0.7619367 & -19.5161304 & -1.5978075 & 1.4952322 & 1.06837285 & -6.12653255 & 9.460658 & -10.363363 & -14.8924265 & -29.871742\\\\\n",
"\t -16.0821857 & -4.9978132 & -24.4130917 & 6.3541837 & -4.36072588 & -1.45090795 & 12.568801 & 31.434223 & -48.5013885 & -29.167763\\\\\n",
"\t 1.0881402 & -17.6712914 & -11.2675562 & 9.7421103 & -0.07058046 & -8.40677357 & 22.994421 & -8.233282 & -29.8655033 & -23.850750\\\\\n",
"\t 3.7974708 & -10.7000790 & -37.2311974 & 9.7199497 & -5.84247732 & -3.09887028 & 4.911623 & 33.399765 & -5.7733908 & -45.442852\\\\\n",
"\t 19.6130180 & 10.9624567 & -11.4691734 & -9.6727009 & -4.15985250 & -3.16346645 & 9.376679 & -2.564439 & 4.2342334 & -10.654403\\\\\n",
"\t -7.7057967 & -10.5620813 & -6.8799038 & -17.9980106 & -5.18170404 & -2.86691737 & -4.466183 & 1.315882 & -12.6433506 & -18.160822\\\\\n",
"\t -7.7250667 & -19.7661877 & 4.8428922 & -6.8423238 & -4.45247316 & -4.54782963 & 8.053572 & 3.645778 & -31.0109081 & -30.170111\\\\\n",
"\t -5.3872042 & -9.6534252 & -21.4219952 & 16.4435253 & -3.88086534 & -1.80408633 & 1.301786 & 45.304413 & -53.0993004 & -31.455046\\\\\n",
"\t -6.2323804 & -19.8346577 & -24.5197506 & 6.3324857 & -4.08937836 & -2.35941648 & 16.758846 & 55.465836 & -54.2535706 & -31.946339\\\\\n",
"\t -4.0648952 & -19.4440880 & -5.2698932 & -14.9015722 & -3.09154820 & 2.05565858 & -12.552717 & -9.574351 & -12.0024042 & -6.947841\\\\\n",
"\t -2.3550708 & -19.2336388 & -5.0111980 & 8.6994905 & 1.74908292 & -6.18192005 & 12.158188 & -3.121787 & -33.2718544 & -26.089869\\\\\n",
"\\end{tabular}\n",
"\n",
"\\end{enumerate}\n",
"\n",
"\\item \\begin{enumerate}\n",
"\\item A data.frame: 169 × 10\n",
"\\begin{tabular}{llllllllll}\n",
" V1 & V2 & V3 & V4 & V5 & V6 & V7 & V8 & V9 & V10\\\\\n",
" <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n",
"\\hline\n",
"\t 4.0860920 & -14.4252281 & 11.98324203 & 18.019682 & -12.3274174 & 2.466130 & 5.478288174 & -11.274000168 & -2.1346047 & 0.66576326\\\\\n",
"\t 10.9241858 & -7.0832882 & 0.87653083 & -14.260842 & -6.9710402 & 2.499300 & 0.608455777 & 7.603403568 & -11.5802956 & -0.08107243\\\\\n",
"\t -2.1017776 & -22.8552399 & 6.47792292 & 3.656676 & -2.7780225 & 13.331654 & 4.485697746 & 0.767603517 & 9.0031567 & -2.90961504\\\\\n",
"\t 3.0975013 & -11.4205570 & 8.06077194 & -1.063366 & -9.9123192 & 8.757249 & -7.431104660 & 0.301699311 & -14.6442327 & -6.80043602\\\\\n",
"\t -4.6966276 & -17.8455849 & 2.09205651 & 9.407426 & -0.1433659 & 5.569108 & 1.483169794 & -21.399084091 & 4.0440464 & 14.05651951\\\\\n",
"\t 1.5605543 & 7.2448912 & -0.01328798 & -6.677853 & -15.1598577 & -1.260946 & 4.252259254 & -0.004189158 & -2.1630425 & 7.76188612\\\\\n",
"\t 2.9595723 & -8.2219839 & 0.68740177 & -21.222792 & -1.0218385 & 3.385209 & 0.328077078 & -9.928186417 & -9.5400505 & 15.93699265\\\\\n",
"\t -8.0533781 & -5.5998750 & 9.95648956 & 11.352372 & -21.2109833 & 8.510541 & 0.897266030 & -1.212929010 & 0.6395547 & -3.72208524\\\\\n",
"\t 4.8111057 & -31.3983154 & 4.73755836 & -3.990925 & -9.0247116 & 5.373771 & 0.522335887 & -6.445250034 & -0.1484027 & 11.54176617\\\\\n",
"\t 0.4194794 & -0.7931352 & 0.43852493 & 5.445500 & -12.1794052 & 3.507902 & -7.448865891 & 6.003879547 & -5.0154128 & -7.32968616\\\\\n",
"\t 7.3433690 & -7.9440775 & 3.20553708 & 6.731055 & -5.5627532 & 3.025438 & -6.639527798 & -13.770394325 & 1.5125710 & 11.18650723\\\\\n",
"\t -8.2820406 & -11.0851421 & 6.30469131 & 10.961207 & -17.6677723 & -1.058028 & 2.280968189 & 6.347533703 & -0.1708570 & -8.58655834\\\\\n",
"\t 0.5237191 & -1.7075691 & 4.96227264 & -14.217394 & -10.1124916 & 4.431547 & -7.359550476 & -8.393218994 & -1.9697819 & 11.69335651\\\\\n",
"\t 8.6575403 & -10.3436918 & 3.97203088 & -12.074841 & -9.2678080 & 8.050932 & -4.297759056 & 7.595139027 & -2.7573929 & -2.98137355\\\\\n",
"\t 2.1230524 & -13.7164621 & -0.11954249 & 7.620635 & -16.0300732 & -7.071808 & 11.474037170 & 0.996919930 & 0.2535536 & 3.21195841\\\\\n",
"\t -18.8049145 & -21.6103210 & 8.61343002 & 7.144731 & -7.7582994 & 8.424991 & 5.012792587 & -7.120287895 & 0.8381903 & -1.68454826\\\\\n",
"\t -4.8955889 & -18.9671860 & -5.06100178 & 12.490136 & -7.8778934 & 0.854123 & 2.085899353 & -4.889215469 & -1.6831751 & 0.07229318\\\\\n",
"\t 5.8281031 & -9.4712391 & -9.12151909 & -7.653932 & -0.9635174 & 4.579563 & -7.315145016 & 3.256890059 & -5.8026257 & 3.73498940\\\\\n",
"\t -15.6015196 & 4.3095040 & 1.82905340 & -14.890132 & -14.9654093 & 4.282575 & -0.069178104 & 0.764690936 & -3.2169025 & 3.33763456\\\\\n",
"\t -1.0501717 & 2.3778598 & 1.06144583 & 5.470951 & -9.9102192 & 3.497682 & -7.825729370 & -3.291562080 & 7.9638138 & 7.90025091\\\\\n",
"\t -3.1115179 & -8.7364340 & 10.57388306 & 2.959691 & 0.0278980 & 7.935127 & -1.127241492 & -22.137151718 & -0.2913508 & 12.83097839\\\\\n",
"\t 4.4223161 & 3.1753092 & 5.44927263 & 3.701434 & -14.1398468 & 2.726471 & -2.525809765 & 3.216607094 & -4.6207752 & -5.02580690\\\\\n",
"\t -7.8098583 & -16.0401459 & -3.81361294 & 7.809141 & -13.6321812 & 3.129925 & -6.143472672 & -0.873709381 & 11.4574432 & 8.58319569\\\\\n",
"\t -8.0464945 & 2.1818144 & 2.97084451 & 3.553914 & -17.7008743 & 5.277554 & 1.156954408 & -1.732079983 & 3.8215361 & 7.11119986\\\\\n",
"\t 3.6646867 & -0.3920534 & 5.84096956 & 9.949285 & -11.6885853 & 4.793525 & -0.824993849 & 3.498047352 & 1.9211080 & -7.02828217\\\\\n",
"\t -4.4308896 & -11.8766899 & 16.40900803 & -1.837713 & -9.8018990 & 11.257766 & 0.002127051 & -13.163508415 & -13.3699694 & 0.04337277\\\\\n",
"\t -7.2986593 & 3.9516561 & 12.84958076 & -4.179538 & -8.2807512 & 7.744224 & -1.036109805 & -14.413312912 & -8.4711046 & 2.52698255\\\\\n",
"\t -5.1029282 & -1.0820276 & 9.35623360 & -7.002765 & -16.4530792 & 0.733879 & 4.564764977 & -18.079555511 & -8.5301609 & 14.63280106\\\\\n",
"\t 3.6918893 & -0.6620367 & 9.08234787 & -2.862789 & -11.7872677 & 5.882008 & -8.221327782 & -13.538128853 & 1.0302603 & 12.01116848\\\\\n",
"\t -14.0608511 & -10.9579420 & 14.37761307 & -3.645902 & -18.5987110 & 5.481987 & 16.696447372 & -8.413783073 & -1.1809959 & 2.24674916\\\\\n",
"\t ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
"\t 6.1883974 & -24.7832794 & 8.6719398 & 9.6868162 & -5.898173 & 7.325923 & 2.1059966 & -23.0809727 & -0.9506686 & 15.1916552\\\\\n",
"\t -8.1366243 & -9.6988726 & -2.1245155 & 1.3996197 & -7.733691 & 8.137405 & 2.0411682 & 2.4366097 & 17.0158443 & 5.7971807\\\\\n",
"\t 10.4551077 & -23.4173203 & 6.1335006 & -1.0759202 & -7.293189 & 11.355780 & -11.0547228 & -3.8481071 & -5.2943749 & -0.7053570\\\\\n",
"\t -12.7551165 & -7.1112156 & -9.1678104 & -2.3679862 & -6.471099 & 6.813552 & -0.8696743 & 7.7266603 & 0.1417951 & -4.0748363\\\\\n",
"\t 3.1753583 & 3.2657712 & 4.3146858 & 2.2101648 & -11.357645 & 4.095959 & -9.8454075 & -2.6468740 & 5.9728813 & 5.6707673\\\\\n",
"\t -12.4298544 & -12.9770079 & -6.1611977 & -5.0168958 & -5.259470 & 12.237176 & -8.9519396 & 4.1785779 & 2.3461759 & -1.7917155\\\\\n",
"\t -7.5028911 & -8.8358517 & 8.3389549 & 1.2298664 & -22.271971 & -1.785529 & 3.8358240 & -1.7518387 & -5.7188058 & 2.5431774\\\\\n",
"\t -6.9947910 & -18.3483772 & 2.3324614 & 2.6877701 & 0.183629 & 1.144093 & 8.6764708 & -16.8475933 & -9.2634468 & 8.2427320\\\\\n",
"\t -4.8791561 & 0.4554510 & 15.1125307 & -1.4809409 & -18.055725 & 15.519946 & -12.0436697 & -9.1012220 & 2.6303399 & 0.7626796\\\\\n",
"\t 5.5226192 & -11.4916658 & 1.8483253 & -11.7230978 & -8.062325 & 1.450011 & 1.0678250 & -14.8619261 & -5.3777733 & 19.8313541\\\\\n",
"\t -5.5850687 & -4.3738017 & 11.8602591 & 5.6027651 & -10.400018 & 13.044312 & -10.6828165 & -3.8040757 & 12.7400160 & -3.8148918\\\\\n",
"\t 3.2195072 & -7.7419810 & -4.6765752 & -2.0441687 & -8.473351 & -2.245783 & -4.9121261 & -5.2875090 & 2.3888483 & 15.3970613\\\\\n",
"\t -16.2096958 & -11.7067423 & 4.8244820 & 2.2145011 & -3.596221 & 3.810458 & 6.2787838 & -20.0449524 & -6.8127041 & 9.7885923\\\\\n",
"\t 0.2745796 & -15.1356430 & -4.1161737 & -13.7914495 & -3.190181 & 9.990631 & -7.4537821 & 1.4730310 & -6.1761127 & 0.7212127\\\\\n",
"\t -12.3413076 & -17.2270679 & 5.0329928 & 13.0516367 & -7.361431 & 11.947992 & -5.1903329 & -6.9797730 & 10.0865631 & 1.6196609\\\\\n",
"\t -6.4744377 & -5.5922503 & -3.5296571 & -20.7480831 & -3.997658 & 4.105295 & -0.5994484 & -3.2462800 & -0.9836445 & 14.4899864\\\\\n",
"\t -18.2210026 & -9.2848711 & -5.2969513 & 3.5993085 & -12.265322 & 3.472478 & 4.7536311 & 7.8368125 & 9.1500769 & -0.7244469\\\\\n",
"\t -12.3440781 & -11.0172491 & 3.6859548 & 13.3618250 & -11.339480 & 1.730904 & 8.0261955 & -1.2389889 & 3.0132329 & -4.0242248\\\\\n",
"\t 4.4644213 & -10.1884375 & -7.7217493 & -2.4468100 & -3.260070 & 5.501181 & -12.1490622 & -1.3046451 & -6.7584791 & 4.0488710\\\\\n",
"\t -12.3252888 & -9.8150673 & -7.3600311 & -0.5119569 & -8.477378 & 7.274896 & -4.3867617 & 0.9388626 & -5.0178661 & -1.6047180\\\\\n",
"\t 9.8372984 & -19.4123058 & 5.6216345 & 0.1547402 & -6.461980 & 4.286777 & -3.4368739 & -3.6285770 & -17.4930267 & 0.5804324\\\\\n",
"\t -5.6274328 & -16.2485199 & 0.8004049 & -12.7868614 & -4.349170 & 12.894879 & -5.2897072 & 0.7991062 & -0.5613756 & -1.8003055\\\\\n",
"\t -0.5825047 & -25.3534946 & 14.8332157 & 9.1762524 & -7.712357 & 8.656785 & 7.8880625 & -7.6317554 & -5.6858492 & -4.9645853\\\\\n",
"\t -13.6433668 & 3.6315064 & 0.8772873 & 4.5471344 & -15.397349 & 7.042117 & -2.0897503 & 3.4469562 & 2.1962838 & -2.7668421\\\\\n",
"\t -11.0067368 & -4.9998951 & -4.2983274 & -8.1880121 & -13.307404 & -5.132148 & 7.9186230 & -1.4856628 & -2.4279823 & 11.3857069\\\\\n",
"\t -3.9019227 & -13.5913534 & -6.9096947 & -10.1452341 & -4.818024 & 2.928582 & -0.8805889 & 1.2925615 & -10.3868504 & 2.9545698\\\\\n",
"\t 3.2902136 & -22.0580921 & 8.0790825 & -8.6402054 & -1.979208 & 10.660329 & -2.2756596 & -2.4824805 & -14.6496048 & -3.3899028\\\\\n",
"\t 4.1037436 & -17.8025627 & 13.3373346 & -20.6480923 & -4.559277 & 8.868491 & 12.6353827 & -2.8432052 & -7.1292191 & 2.3740027\\\\\n",
"\t -13.2205467 & 0.7566348 & -3.4804754 & -9.3915873 & -7.002367 & 1.218458 & 1.2144637 & -3.1597633 & -3.9285133 & 8.3536682\\\\\n",
"\t -9.6016130 & -10.8872194 & -3.2881882 & -14.2027903 & -5.174086 & 9.831669 & -2.2136316 & 4.8033357 & -8.3621454 & -5.2651367\\\\\n",
"\\end{tabular}\n",
"\n",
"\\end{enumerate}\n",
"\n",
"\\item \\begin{enumerate}\n",
"\\item A data.frame: 169 × 10\n",
"\\begin{tabular}{llllllllll}\n",
" V1 & V2 & V3 & V4 & V5 & V6 & V7 & V8 & V9 & V10\\\\\n",
" <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n",
"\\hline\n",
"\t -45.49354 & 10.271285 & -34.02845 & -59.87865 & 74.37150 & -41.13669 & 66.24897 & 72.92897 & 9.779143 & 44.77406\\\\\n",
"\t -38.92210 & 7.144536 & -29.02451 & -52.58760 & 67.92719 & -35.35289 & 60.72297 & 71.02681 & 2.451348 & 45.95819\\\\\n",
"\t -49.11715 & 11.038592 & -39.73127 & -67.55258 & 84.47587 & -47.81419 & 75.90913 & 83.11778 & 9.799087 & 50.71218\\\\\n",
"\t -42.87258 & 8.407557 & -32.33490 & -58.60831 & 73.36226 & -38.76622 & 67.13020 & 76.48759 & 4.181691 & 48.04294\\\\\n",
"\t -49.31564 & 10.524783 & -35.52813 & -65.75393 & 78.70566 & -42.24020 & 73.51507 & 80.85871 & 8.578660 & 48.41556\\\\\n",
"\t -27.75585 & 5.805619 & -27.30441 & -45.15851 & 54.52329 & -31.48760 & 52.76369 & 57.64008 & 3.262794 & 34.24680\\\\\n",
"\t -37.66658 & 7.148740 & -31.10196 & -54.41286 & 69.21779 & -37.44476 & 63.97071 & 73.50440 & 2.083276 & 46.34421\\\\\n",
"\t -36.15949 & 8.516509 & -33.22435 & -55.13078 & 65.89053 & -38.15442 & 62.65382 & 66.34203 & 7.785148 & 38.35661\\\\\n",
"\t -44.36531 & 9.583041 & -34.34728 & -59.96879 & 75.90633 & -41.79398 & 67.83153 & 75.74939 & 7.561439 & 47.29943\\\\\n",
"\t -32.85958 & 7.580615 & -30.90720 & -50.72804 & 61.50645 & -35.53164 & 58.08647 & 62.39399 & 6.142350 & 36.70797\\\\\n",
"\t -34.59069 & 7.241639 & -30.21391 & -50.92496 & 63.73124 & -35.76325 & 59.25299 & 65.69968 & 4.393188 & 39.97757\\\\\n",
"\t -39.92204 & 9.323163 & -35.67813 & -59.62868 & 71.43421 & -40.92023 & 67.34155 & 71.82094 & 8.517165 & 41.86917\\\\\n",
"\t -35.16388 & 7.082801 & -32.32359 & -54.51045 & 67.18785 & -38.00804 & 63.97603 & 71.45907 & 3.062079 & 43.32484\\\\\n",
"\t -38.66023 & 7.571494 & -31.08687 & -54.32721 & 69.15381 & -37.49048 & 62.64455 & 71.28836 & 4.007518 & 44.76179\\\\\n",
"\t -41.27729 & 9.203893 & -33.92253 & -57.98418 & 71.60835 & -40.42276 & 65.35955 & 71.21240 & 8.364930 & 43.00990\\\\\n",
"\t -51.01891 & 11.587977 & -40.97490 & -72.39734 & 84.76175 & -47.55968 & 80.98681 & 86.32921 & 10.826432 & 49.74858\\\\\n",
"\t -43.55880 & 10.172172 & -33.03411 & -58.72416 & 70.60156 & -39.61134 & 64.82916 & 69.54282 & 10.265141 & 41.09245\\\\\n",
"\t -37.50303 & 7.816970 & -30.78894 & -54.38253 & 65.68991 & -36.01881 & 62.57281 & 68.81827 & 4.996339 & 40.83868\\\\\n",
"\t -35.23098 & 7.469371 & -34.04422 & -57.48534 & 67.54711 & -38.82536 & 67.19630 & 72.96661 & 3.752770 & 42.38305\\\\\n",
"\t -26.28443 & 6.047393 & -28.04198 & -44.20294 & 53.39212 & -32.15287 & 51.71381 & 54.90075 & 4.792605 & 31.63237\\\\\n",
"\t -45.81162 & 9.721707 & -34.19328 & -62.15326 & 75.19992 & -40.60457 & 70.06463 & 77.39492 & 7.384017 & 46.60483\\\\\n",
"\t -30.82201 & 6.981528 & -28.57598 & -46.84834 & 57.30175 & -32.88684 & 53.63269 & 57.91602 & 5.742953 & 34.27131\\\\\n",
"\t -39.60843 & 9.553201 & -36.39592 & -59.89606 & 72.17908 & -42.18673 & 67.90466 & 71.62431 & 9.181939 & 41.36892\\\\\n",
"\t -30.20046 & 6.894681 & -29.77108 & -48.24269 & 57.61592 & -34.30478 & 55.24226 & 58.04337 & 6.516065 & 33.33548\\\\\n",
"\t -30.74398 & 7.311389 & -30.97247 & -47.46552 & 59.97203 & -35.79037 & 54.58107 & 58.52866 & 7.033944 & 34.97210\\\\\n",
"\t -44.47579 & 8.889024 & -34.26537 & -61.26492 & 75.89451 & -40.82996 & 70.03011 & 78.88535 & 5.337667 & 48.78677\\\\\n",
"\t -33.15494 & 6.681777 & -29.90252 & -51.36388 & 61.53490 & -34.64684 & 59.85143 & 66.03577 & 3.358953 & 39.36917\\\\\n",
"\t -37.53636 & 7.648639 & -33.15662 & -57.04066 & 69.42493 & -38.57396 & 66.40997 & 73.94489 & 3.542287 & 44.70710\\\\\n",
"\t -34.69331 & 7.227141 & -32.08368 & -53.89653 & 65.89645 & -37.40850 & 62.98103 & 69.54364 & 3.828292 & 41.71645\\\\\n",
"\t -45.79834 & 10.336738 & -38.47902 & -66.57122 & 79.62824 & -44.65425 & 75.36214 & 81.14357 & 8.710250 & 47.65771\\\\\n",
"\t ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
"\t -52.69049 & 11.190913 & -37.65535 & -69.03002 & 84.68005 & -45.27689 & 77.36452 & 86.25737 & 9.053014 & 52.86576\\\\\n",
"\t -38.59199 & 9.481286 & -36.52728 & -59.35108 & 71.01367 & -42.05063 & 67.10311 & 70.12289 & 9.435576 & 39.94884\\\\\n",
"\t -42.70473 & 8.593385 & -32.25883 & -57.99387 & 73.21780 & -38.98065 & 66.24454 & 75.14627 & 4.819789 & 47.21669\\\\\n",
"\t -35.21010 & 8.060588 & -32.07604 & -55.16277 & 63.39269 & -36.36379 & 62.98857 & 66.53489 & 6.360057 & 37.26314\\\\\n",
"\t -24.95764 & 5.737927 & -26.67376 & -42.01494 & 50.89442 & -30.55045 & 49.25283 & 52.66982 & 4.293275 & 30.38769\\\\\n",
"\t -42.13750 & 9.290286 & -37.00338 & -64.36059 & 75.24275 & -42.51905 & 73.75808 & 79.17422 & 6.643094 & 45.61506\\\\\n",
"\t -41.71394 & 9.476150 & -36.16705 & -61.36320 & 73.90451 & -41.84591 & 69.66553 & 75.10975 & 7.612187 & 44.46447\\\\\n",
"\t -50.26046 & 10.711581 & -35.15514 & -66.18369 & 78.83035 & -41.90383 & 73.70929 & 81.40619 & 8.525378 & 48.92882\\\\\n",
"\t -35.73077 & 7.674382 & -33.08658 & -55.53320 & 66.44391 & -38.33228 & 64.28457 & 69.37239 & 5.509799 & 40.50552\\\\\n",
"\t -36.26744 & 7.116885 & -30.26275 & -52.70859 & 66.33720 & -36.26700 & 61.60786 & 69.98145 & 2.893443 & 43.78046\\\\\n",
"\t -33.30143 & 8.069606 & -33.42714 & -53.51068 & 64.24609 & -38.23400 & 61.43053 & 64.53101 & 7.410892 & 36.94320\\\\\n",
"\t -31.91962 & 6.717641 & -29.62625 & -49.28335 & 60.80076 & -34.82944 & 57.47783 & 63.06065 & 4.155478 & 37.83196\\\\\n",
"\t -50.29758 & 10.669818 & -37.10697 & -68.49155 & 80.64528 & -43.62380 & 76.84206 & 83.99176 & 8.629096 & 49.45376\\\\\n",
"\t -43.25099 & 9.074817 & -35.52128 & -63.15716 & 75.77695 & -41.46027 & 72.43549 & 79.61818 & 5.552402 & 47.37774\\\\\n",
"\t -46.40273 & 11.314044 & -40.15354 & -68.38288 & 79.84600 & -46.30713 & 76.31602 & 79.48168 & 11.834373 & 44.87900\\\\\n",
"\t -36.68867 & 7.488414 & -32.57604 & -56.44068 & 68.22108 & -38.16037 & 65.87198 & 72.84273 & 3.513913 & 43.71309\\\\\n",
"\t -38.82969 & 9.456101 & -36.84208 & -60.94589 & 70.88132 & -41.65754 & 68.80947 & 71.20840 & 9.465775 & 39.71969\\\\\n",
"\t -42.22292 & 10.036233 & -36.25331 & -61.35592 & 73.27808 & -42.11162 & 68.73171 & 72.81651 & 9.971797 & 42.20918\\\\\n",
"\t -37.74448 & 7.976100 & -31.02889 & -54.83425 & 66.09692 & -36.33205 & 62.92582 & 69.30338 & 5.078483 & 41.17245\\\\\n",
"\t -39.30078 & 8.482947 & -33.62782 & -59.70767 & 69.04123 & -38.39140 & 68.35043 & 73.62398 & 5.661458 & 42.27761\\\\\n",
"\t -47.04184 & 9.035445 & -33.64672 & -62.67968 & 78.11491 & -40.46999 & 71.54539 & 81.97639 & 4.265302 & 51.58977\\\\\n",
"\t -44.97682 & 9.492888 & -37.38285 & -66.69491 & 78.67154 & -43.26910 & 76.59556 & 83.55997 & 5.737994 & 48.93972\\\\\n",
"\t -51.91233 & 11.190833 & -38.65912 & -68.53681 & 85.88260 & -46.96522 & 76.69015 & 85.63019 & 9.460196 & 53.25460\\\\\n",
"\t -29.84014 & 7.084659 & -30.81056 & -50.12502 & 57.20768 & -34.50891 & 57.28700 & 59.04918 & 6.964293 & 32.35861\\\\\n",
"\t -36.99175 & 8.012156 & -32.39187 & -55.34067 & 66.64310 & -37.46987 & 63.72959 & 69.35648 & 5.378104 & 41.10004\\\\\n",
"\t -42.84057 & 8.944297 & -34.51508 & -62.07970 & 73.92428 & -40.08157 & 71.03031 & 78.15872 & 5.318585 & 46.44754\\\\\n",
"\t -49.71298 & 9.354491 & -34.75991 & -65.09045 & 82.77754 & -42.54467 & 74.38881 & 86.84276 & 3.849776 & 55.88385\\\\\n",
"\t -52.54739 & 9.756282 & -35.42966 & -67.16290 & 85.93193 & -43.76659 & 76.53800 & 89.56317 & 4.463496 & 58.01137\\\\\n",
"\t -33.53165 & 7.116670 & -30.33268 & -52.58580 & 61.70869 & -35.04008 & 60.88377 & 66.16159 & 4.181972 & 38.69858\\\\\n",
"\t -42.71537 & 8.931834 & -35.44920 & -63.86202 & 74.27504 & -40.62624 & 73.22176 & 79.76437 & 5.274875 & 46.36724\\\\\n",
"\\end{tabular}\n",
"\n",
"\\end{enumerate}\n",
"\n",
"\\item \\begin{enumerate}\n",
"\\item A data.frame: 169 × 10\n",
"\\begin{tabular}{llllllllll}\n",
" V1 & V2 & V3 & V4 & V5 & V6 & V7 & V8 & V9 & V10\\\\\n",
" <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n",
"\\hline\n",
"\t -0.9135264 & -0.1284797 & -0.1071690 & -0.4606112 & -0.3612420 & -0.2246760 & 0.01288197 & 0.6090459 & -0.3486418 & 0.2677680\\\\\n",
"\t -0.9192395 & -0.1314228 & -0.1131136 & -0.4698231 & -0.3578964 & -0.2193068 & 0.01600154 & 0.6207227 & -0.3501044 & 0.2672426\\\\\n",
"\t -0.9224746 & -0.1332678 & -0.1163372 & -0.4758148 & -0.3575157 & -0.2154000 & 0.01703493 & 0.6254920 & -0.3508973 & 0.2666653\\\\\n",
"\t -0.9114648 & -0.1292376 & -0.1069696 & -0.4613160 & -0.3589045 & -0.2221066 & 0.01655970 & 0.6133325 & -0.3503808 & 0.2613819\\\\\n",
"\t -0.9163428 & -0.1309561 & -0.1093774 & -0.4655113 & -0.3594342 & -0.2209778 & 0.01570913 & 0.6163566 & -0.3504009 & 0.2651690\\\\\n",
"\t -0.9217521 & -0.1354902 & -0.1168728 & -0.4710887 & -0.3565133 & -0.2165120 & 0.01575898 & 0.6254900 & -0.3488246 & 0.2678722\\\\\n",
"\t -0.9299977 & -0.1366230 & -0.1242748 & -0.4938786 & -0.3512470 & -0.2042817 & 0.02589493 & 0.6463723 & -0.3564071 & 0.2593617\\\\\n",
"\t -0.9210776 & -0.1340266 & -0.1167435 & -0.4768700 & -0.3553388 & -0.2131880 & 0.02013078 & 0.6295598 & -0.3521397 & 0.2618001\\\\\n",
"\t -0.9216696 & -0.1334345 & -0.1158148 & -0.4759067 & -0.3566340 & -0.2147384 & 0.01863547 & 0.6272316 & -0.3517911 & 0.2641292\\\\\n",
"\t -0.9150118 & -0.1305062 & -0.1097856 & -0.4650118 & -0.3591606 & -0.2207702 & 0.01570781 & 0.6156889 & -0.3498927 & 0.2643972\\\\\n",
"\t -0.9225739 & -0.1346847 & -0.1179670 & -0.4788904 & -0.3553212 & -0.2120786 & 0.02011611 & 0.6311526 & -0.3522555 & 0.2623332\\\\\n",
"\t -0.9123201 & -0.1307257 & -0.1082110 & -0.4575865 & -0.3577997 & -0.2241166 & 0.01453861 & 0.6133849 & -0.3479936 & 0.2654217\\\\\n",
"\t -0.9207722 & -0.1350479 & -0.1159910 & -0.4698369 & -0.3568888 & -0.2172123 & 0.01555553 & 0.6240051 & -0.3486920 & 0.2675990\\\\\n",
"\t -0.9148675 & -0.1321956 & -0.1101590 & -0.4606108 & -0.3593094 & -0.2223106 & 0.01331185 & 0.6138688 & -0.3475674 & 0.2671118\\\\\n",
"\t -0.9134249 & -0.1303234 & -0.1077689 & -0.4629092 & -0.3597706 & -0.2213142 & 0.01589612 & 0.6139344 & -0.3503451 & 0.2626489\\\\\n",
"\t -0.9159503 & -0.1304610 & -0.1097348 & -0.4651887 & -0.3586236 & -0.2212977 & 0.01590827 & 0.6168175 & -0.3502113 & 0.2652837\\\\\n",
"\t -0.9124454 & -0.1305275 & -0.1072412 & -0.4555818 & -0.3602043 & -0.2257197 & 0.01186130 & 0.6089953 & -0.3468128 & 0.2681610\\\\\n",
"\t -0.9161053 & -0.1309611 & -0.1106442 & -0.4671997 & -0.3580894 & -0.2194790 & 0.01708024 & 0.6188079 & -0.3508168 & 0.2634238\\\\\n",
"\t -0.9197530 & -0.1327638 & -0.1151107 & -0.4739765 & -0.3552458 & -0.2154649 & 0.01970492 & 0.6275200 & -0.3519095 & 0.2625308\\\\\n",
"\t -0.9231505 & -0.1347979 & -0.1186673 & -0.4800228 & -0.3547344 & -0.2115600 & 0.02063721 & 0.6325758 & -0.3524923 & 0.2622468\\\\\n",
"\t -0.9272646 & -0.1364238 & -0.1222635 & -0.4854146 & -0.3540992 & -0.2089165 & 0.02077111 & 0.6372454 & -0.3525994 & 0.2641468\\\\\n",
"\t -0.9221181 & -0.1334613 & -0.1165928 & -0.4765534 & -0.3561899 & -0.2145606 & 0.01869753 & 0.6280653 & -0.3516228 & 0.2646143\\\\\n",
"\t -0.9215043 & -0.1332659 & -0.1161073 & -0.4761684 & -0.3558597 & -0.2145964 & 0.01927230 & 0.6282915 & -0.3519711 & 0.2636355\\\\\n",
"\t -0.9121368 & -0.1271621 & -0.1056805 & -0.4633190 & -0.3599612 & -0.2229794 & 0.01670160 & 0.6118301 & -0.3516564 & 0.2622889\\\\\n",
"\t -0.9216608 & -0.1343700 & -0.1170398 & -0.4774526 & -0.3555450 & -0.2127154 & 0.01995883 & 0.6299530 & -0.3522383 & 0.2619521\\\\\n",
"\t -0.9185982 & -0.1324778 & -0.1130603 & -0.4706140 & -0.3575450 & -0.2173733 & 0.01749026 & 0.6224911 & -0.3509387 & 0.2638981\\\\\n",
"\t -0.9163589 & -0.1303778 & -0.1102453 & -0.4660537 & -0.3583353 & -0.2209989 & 0.01612004 & 0.6175746 & -0.3503173 & 0.2654200\\\\\n",
"\t -0.9269598 & -0.1367241 & -0.1218311 & -0.4847188 & -0.3542492 & -0.2089895 & 0.02075422 & 0.6369655 & -0.3526104 & 0.2637644\\\\\n",
"\t -0.9125441 & -0.1308250 & -0.1072879 & -0.4557510 & -0.3606806 & -0.2254574 & 0.01160302 & 0.6085874 & -0.3467407 & 0.2681689\\\\\n",
"\t -0.9161390 & -0.1325192 & -0.1120427 & -0.4628865 & -0.3579708 & -0.2212391 & 0.01411372 & 0.6169417 & -0.3477202 & 0.2674112\\\\\n",
"\t ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
"\t -0.9142272 & -0.1299726 & -0.1106107 & -0.4661082 & -0.3571052 & -0.2198562 & 0.017645514 & 0.6186185 & -0.3505771 & 0.2622694\\\\\n",
"\t -0.9173738 & -0.1324030 & -0.1124303 & -0.4632865 & -0.3578898 & -0.2218622 & 0.013594516 & 0.6173526 & -0.3475600 & 0.2692995\\\\\n",
"\t -0.9168286 & -0.1306625 & -0.1110400 & -0.4659780 & -0.3586782 & -0.2211158 & 0.015135424 & 0.6170850 & -0.3494975 & 0.2668553\\\\\n",
"\t -0.9201989 & -0.1310517 & -0.1145080 & -0.4762594 & -0.3564527 & -0.2155937 & 0.019636625 & 0.6259038 & -0.3527417 & 0.2630267\\\\\n",
"\t -0.9237185 & -0.1343168 & -0.1180585 & -0.4782556 & -0.3560900 & -0.2135602 & 0.018409133 & 0.6296377 & -0.3514353 & 0.2655979\\\\\n",
"\t -0.9249323 & -0.1335868 & -0.1183662 & -0.4838988 & -0.3554633 & -0.2108539 & 0.021358518 & 0.6333606 & -0.3541838 & 0.2623289\\\\\n",
"\t -0.9099230 & -0.1299456 & -0.1052486 & -0.4527729 & -0.3618258 & -0.2264977 & 0.010972274 & 0.6046603 & -0.3464206 & 0.2668780\\\\\n",
"\t -0.9156697 & -0.1321238 & -0.1117197 & -0.4691259 & -0.3568954 & -0.2167722 & 0.019085223 & 0.6221697 & -0.3516625 & 0.2598131\\\\\n",
"\t -0.9243648 & -0.1330073 & -0.1184176 & -0.4834326 & -0.3546307 & -0.2113304 & 0.021819640 & 0.6337993 & -0.3541545 & 0.2621738\\\\\n",
"\t -0.9254259 & -0.1372267 & -0.1203074 & -0.4769127 & -0.3555065 & -0.2132284 & 0.016804127 & 0.6311505 & -0.3495117 & 0.2682368\\\\\n",
"\t -0.9339143 & -0.1382753 & -0.1271985 & -0.4987543 & -0.3515713 & -0.2018166 & 0.025335927 & 0.6494102 & -0.3563598 & 0.2614073\\\\\n",
"\t -0.9192227 & -0.1347726 & -0.1157306 & -0.4692288 & -0.3565593 & -0.2168557 & 0.016147252 & 0.6235349 & -0.3487429 & 0.2658730\\\\\n",
"\t -0.9132875 & -0.1304559 & -0.1066829 & -0.4543976 & -0.3628138 & -0.2270761 & 0.008958369 & 0.6045374 & -0.3456121 & 0.2716315\\\\\n",
"\t -0.9184409 & -0.1316571 & -0.1129275 & -0.4698777 & -0.3583977 & -0.2184284 & 0.016141379 & 0.6200750 & -0.3502285 & 0.2657419\\\\\n",
"\t -0.9235966 & -0.1316704 & -0.1164512 & -0.4796525 & -0.3564786 & -0.2148420 & 0.019112239 & 0.6282573 & -0.3527920 & 0.2658572\\\\\n",
"\t -0.9114898 & -0.1300128 & -0.1069142 & -0.4549339 & -0.3597653 & -0.2259855 & 0.012239715 & 0.6088108 & -0.3468627 & 0.2674352\\\\\n",
"\t -0.9194295 & -0.1352445 & -0.1157930 & -0.4700891 & -0.3564250 & -0.2159848 & 0.016837204 & 0.6247834 & -0.3492644 & 0.2646988\\\\\n",
"\t -0.9298186 & -0.1378202 & -0.1245574 & -0.4888686 & -0.3539801 & -0.2069145 & 0.020719605 & 0.6399640 & -0.3525800 & 0.2650998\\\\\n",
"\t -0.9134096 & -0.1293248 & -0.1072188 & -0.4615172 & -0.3597231 & -0.2232317 & 0.015090341 & 0.6126236 & -0.3498509 & 0.2647385\\\\\n",
"\t -0.9282769 & -0.1348920 & -0.1215995 & -0.4887528 & -0.3540463 & -0.2083769 & 0.022327913 & 0.6386867 & -0.3546120 & 0.2631358\\\\\n",
"\t -0.9107243 & -0.1293475 & -0.1080292 & -0.4624521 & -0.3573186 & -0.2207866 & 0.018141983 & 0.6155425 & -0.3506681 & 0.2593567\\\\\n",
"\t -0.9201909 & -0.1347200 & -0.1150585 & -0.4682557 & -0.3580629 & -0.2181104 & 0.014336716 & 0.6213933 & -0.3481993 & 0.2683613\\\\\n",
"\t -0.9138634 & -0.1319787 & -0.1102199 & -0.4608305 & -0.3577856 & -0.2217091 & 0.015017411 & 0.6159419 & -0.3482042 & 0.2648278\\\\\n",
"\t -0.9275650 & -0.1365725 & -0.1231995 & -0.4865598 & -0.3530195 & -0.2081130 & 0.021687945 & 0.6394393 & -0.3529271 & 0.2634746\\\\\n",
"\t -0.9229866 & -0.1336018 & -0.1182783 & -0.4845116 & -0.3529707 & -0.2091493 & 0.024775343 & 0.6370118 & -0.3556913 & 0.2572370\\\\\n",
"\t -0.9182203 & -0.1315606 & -0.1133421 & -0.4703706 & -0.3572468 & -0.2180830 & 0.017199926 & 0.6218033 & -0.3505511 & 0.2648137\\\\\n",
"\t -0.9214171 & -0.1354740 & -0.1170493 & -0.4716280 & -0.3562195 & -0.2159085 & 0.016332641 & 0.6262591 & -0.3491287 & 0.2668341\\\\\n",
"\t -0.9069405 & -0.1270321 & -0.1032548 & -0.4549678 & -0.3596959 & -0.2255962 & 0.015509976 & 0.6069593 & -0.3495462 & 0.2606877\\\\\n",
"\t -0.9249080 & -0.1336019 & -0.1179035 & -0.4835092 & -0.3556653 & -0.2111876 & 0.021301676 & 0.6328994 & -0.3542369 & 0.2624328\\\\\n",
"\t -0.9162958 & -0.1311729 & -0.1113813 & -0.4681433 & -0.3578594 & -0.2187000 & 0.017330172 & 0.6198176 & -0.3508525 & 0.2630017\\\\\n",
"\\end{tabular}\n",
"\n",
"\\end{enumerate}\n",
"\n",
"\\end{enumerate}\n"
],
"text/markdown": [
"1. 1. \n",
"A data.frame: 169 × 10\n",
"\n",
"| V1 <dbl> | V2 <dbl> | V3 <dbl> | V4 <dbl> | V5 <dbl> | V6 <dbl> | V7 <dbl> | V8 <dbl> | V9 <dbl> | V10 <dbl> |\n",
"|---|---|---|---|---|---|---|---|---|---|\n",
"| 2.8810773 | 10.406647 | -14.0121717 | -16.197334 | 2.99997973 | -3.2869549 | -5.1955185 | -35.7469063 | 17.462986 | -8.7241240 |\n",
"| 0.7618766 | -17.262705 | -17.8810635 | -5.148212 | 2.05735373 | -2.6976349 | 14.5709887 | 4.0762081 | -17.350386 | -10.0630598 |\n",
"| -22.0414429 | 13.292408 | -20.4009438 | -6.880234 | 1.57084727 | -5.6203346 | 21.7398148 | -18.7686806 | 29.840296 | -1.4359852 |\n",
"| -15.9062243 | -6.075528 | -2.7504244 | -25.980488 | 2.58203697 | -4.0437365 | 16.4389534 | -3.5173683 | -17.565653 | -28.7201080 |\n",
"| -3.7934496 | -18.939972 | 9.6689863 | -5.809599 | 2.95855689 | 0.3694352 | -25.9700947 | -13.0331612 | 28.688234 | -20.0053425 |\n",
"| 8.6433077 | -12.870374 | 8.6739178 | -13.752110 | 4.24764538 | -0.9008410 | 1.1938078 | 2.2137711 | -6.857371 | 1.1909801 |\n",
"| 6.0459995 | -17.982733 | 0.9702364 | -2.719129 | 3.57151914 | -0.6929150 | -2.1756706 | 16.2547474 | -20.234648 | -28.1421967 |\n",
"| -11.7564793 | 15.442418 | -1.2085484 | -20.251675 | 1.30802357 | -3.9094818 | 3.6042070 | -16.8973103 | 7.106338 | 7.3018370 |\n",
"| -9.8515005 | -9.486932 | -28.4124413 | -10.597745 | 3.41181397 | -1.6938837 | 12.9812670 | -7.1392365 | 23.111090 | -26.6041374 |\n",
"| 4.4796090 | 1.453287 | -2.9662538 | -22.815350 | 2.59712577 | -3.8321986 | 8.3863754 | 2.2551441 | 2.817856 | 3.5161455 |\n",
"| 10.7486391 | -5.263302 | 0.2724830 | -16.335093 | 0.65014857 | -0.4596614 | -17.1775169 | 7.1944232 | 5.100309 | -6.8281755 |\n",
"| -11.5708399 | 6.762722 | -24.4341812 | -20.052864 | 1.86413622 | -3.7806585 | 4.8886437 | -17.5147400 | -2.725641 | 4.4195218 |\n",
"| -2.2730594 | -8.489964 | 6.0248337 | -23.669628 | 1.99959445 | -1.1601572 | -3.8569818 | 12.8672934 | -12.655883 | -9.8125000 |\n",
"| -2.8928783 | -11.373704 | -18.6095123 | -3.250823 | 2.16707635 | -4.3831463 | 15.2709627 | 8.2252207 | -7.870444 | -10.7856426 |\n",
"| -3.3590488 | -1.893792 | -32.9735031 | -12.888993 | 4.15582418 | -1.4111259 | 19.5023861 | -21.1542549 | 9.754458 | -0.9421998 |\n",
"| -30.9378738 | 1.761324 | -6.3716621 | -16.700893 | -0.04121362 | -5.7420921 | -7.2999477 | -29.5595131 | 21.390732 | -23.2014332 |\n",
"| -9.0478525 | -17.591948 | -20.7273540 | -11.861354 | 5.54359484 | -0.9535619 | -15.4282160 | -23.2089462 | 27.022245 | -2.9394307 |\n",
"| -1.8827852 | -8.287571 | -0.7625901 | 8.034063 | -5.25211763 | -2.8389452 | 13.0806971 | 19.5905819 | 11.460134 | -16.7271156 |\n",
"| -22.5084686 | -1.862485 | 4.3601685 | -13.204841 | 1.93291223 | -5.6796064 | -7.2319069 | 5.7895317 | -9.101185 | -5.1139812 |\n",
"| 8.0968018 | -2.097093 | 7.6349835 | -16.552185 | 1.06931818 | -0.9983138 | -2.8304746 | 3.2857533 | 5.171278 | 2.4859657 |\n",
"| -0.9910342 | -9.109866 | 12.1566858 | -10.819711 | 4.38272333 | 0.8079351 | -22.0694580 | -5.7604961 | 15.258752 | -29.2187042 |\n",
"| 5.4620419 | 4.551070 | -2.5678735 | -18.436680 | 1.17657280 | -1.9917475 | 8.2561541 | 0.3154357 | -3.255566 | 3.0542116 |\n",
"| -19.1713276 | -8.783378 | -25.3688431 | -18.444199 | 1.10126388 | -4.1929445 | 3.6931202 | -5.7318158 | 27.313013 | -0.2532226 |\n",
"| -4.0674348 | -3.971966 | 11.1022062 | -1.171944 | 2.76013970 | -2.4186618 | -0.3879960 | 2.5697651 | 16.773949 | -4.2196732 |\n",
"| 3.9922876 | 11.945173 | -5.4594603 | -16.429234 | 2.80215144 | -3.0187538 | 5.8026304 | -3.8317420 | -3.547503 | 4.8129997 |\n",
"| -10.6386843 | 4.577691 | 1.2790424 | -21.147682 | 5.07387447 | -4.1995792 | 0.7997419 | -13.3409472 | -6.291047 | -35.2378044 |\n",
"| -1.1679879 | 2.960698 | 9.1321135 | -15.222756 | 0.94201237 | -1.2572163 | -12.4307156 | -2.1370945 | -8.748052 | -19.7333755 |\n",
"| 1.9073864 | -10.306081 | 1.8309432 | -25.300194 | 1.37544882 | -0.8401431 | -6.7336836 | -1.5229754 | -16.345936 | -21.7418442 |\n",
"| 6.2155695 | -2.512873 | 4.7434921 | -21.994827 | 1.01232171 | -0.7582697 | -10.3176184 | 13.8793697 | -7.116615 | -15.9733467 |\n",
"| -23.4135914 | 10.359031 | -9.4712906 | -18.272491 | 0.67126894 | -4.3930483 | 7.8205070 | -27.8197708 | -2.746523 | -5.3146634 |\n",
"| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n",
"| -5.070065 | -22.5344887 | 1.4289047 | -24.1378193 | 2.94236779 | -0.05564115 | -7.830367 | -16.438461 | 26.554861 | -41.358944 |\n",
"| -30.669430 | 1.7722883 | -13.6371040 | -7.9223619 | -0.49968281 | -5.38072109 | 9.410089 | -5.169520 | 19.851610 | 6.410556 |\n",
"| -12.763963 | -10.7408504 | -15.1967468 | -25.4971771 | 1.50984406 | -2.17444372 | 21.978903 | 1.850713 | 2.809271 | -36.194988 |\n",
"| -17.683086 | 0.4440632 | -8.2338276 | 8.1836147 | -3.32488823 | -4.04607391 | -1.186088 | 2.718441 | 11.882679 | -7.929281 |\n",
"| 7.669514 | 1.6122205 | 2.9708309 | -19.1915531 | 0.32552743 | 0.28552777 | -1.886172 | 6.762392 | 3.687862 | -1.918965 |\n",
"| -26.522840 | 2.8560719 | -4.4618559 | 2.7559588 | 0.20864306 | -2.80848145 | 3.541598 | 10.184651 | 25.810514 | -17.138975 |\n",
"| -19.101725 | 0.6496075 | -14.4488850 | -25.6807175 | 1.71162093 | -4.40829325 | -1.390267 | -16.968470 | -5.158437 | -6.044093 |\n",
"| -10.418425 | -21.8209534 | -0.9191197 | -5.9191318 | 4.53808069 | -0.35648334 | -20.596191 | -26.838272 | 24.292513 | -35.023125 |\n",
"| -6.344033 | 9.3890095 | 7.5329523 | -16.4805984 | 4.31905031 | -4.16660023 | -8.223638 | 11.297812 | 6.750753 | -16.368769 |\n",
"| 11.120364 | -15.3899908 | -2.6862030 | -9.7701597 | 2.70597506 | -0.61820614 | -8.761374 | 9.662440 | -12.445462 | -28.094248 |\n",
"| -10.647862 | 20.9162273 | 1.5358592 | -13.2354565 | -0.21882461 | -0.13204943 | 2.032579 | 1.536283 | 16.278097 | 1.665905 |\n",
"| 8.125023 | -20.0555553 | -8.0006294 | -12.1846590 | 2.60595512 | -0.85591996 | -8.828656 | 9.070918 | 2.739609 | -3.398065 |\n",
"| -12.392242 | -21.7302799 | 3.8538446 | -13.6940298 | 3.78478551 | 0.94616222 | -25.144562 | -21.669174 | 13.081301 | -27.037743 |\n",
"| -14.506614 | -6.7182055 | -4.3197284 | 8.0621042 | -3.57218122 | -2.76609397 | 11.205501 | 18.723967 | 4.279269 | -26.760254 |\n",
"| -27.102129 | 9.2237349 | -1.8366727 | -20.4689255 | 3.71285844 | -1.72425675 | -10.011730 | -13.658343 | 33.602585 | -2.998223 |\n",
"| -5.857800 | -29.9372654 | -4.4351869 | -9.6530313 | 2.36419797 | -0.26131865 | -1.365691 | 17.118267 | -5.440400 | -17.534567 |\n",
"| -30.705233 | 5.1619339 | -25.1969109 | -0.2753009 | -0.05761467 | -5.34373093 | -2.122178 | -10.061604 | 13.508199 | 7.310874 |\n",
"| -20.436056 | 4.2072458 | -6.3903599 | -21.6148758 | 1.16634524 | -4.86095238 | -1.122033 | -24.535759 | 22.894636 | 4.537404 |\n",
"| -2.616973 | -8.7077894 | 5.4537601 | 5.1153932 | 1.00610673 | -3.24926543 | 2.457696 | 22.791336 | 11.133710 | -20.136209 |\n",
"| -21.824694 | -9.2735147 | -4.2521739 | 0.4291345 | -2.01467133 | -1.10476089 | -2.245723 | 6.619759 | 15.927721 | -21.256117 |\n",
"| -8.883527 | -19.7769718 | -12.9554996 | -29.6343575 | 1.16219318 | -2.73923612 | 26.896170 | -10.595866 | -12.253842 | -36.910885 |\n",
"| -27.334547 | -0.6869442 | -2.2544932 | -4.6080770 | -2.99569035 | -2.94823241 | 13.754872 | 11.833433 | 6.712948 | -24.834682 |\n",
"| -15.024641 | 9.4283543 | -21.2856712 | -12.1390772 | 1.64457703 | -3.66937017 | 3.812332 | -33.620869 | 11.414056 | -26.337559 |\n",
"| -12.115424 | 1.6208117 | 10.5799322 | -6.8097587 | 0.07495327 | -1.91547811 | -4.428659 | -4.013210 | 2.257535 | 3.119775 |\n",
"| -7.160133 | -25.7238750 | -16.4752407 | -5.6122141 | 4.16056204 | -2.34755301 | -5.062680 | -8.871716 | -7.327192 | -6.936614 |\n",
"| -9.699237 | -10.9341631 | -10.5166531 | 11.6696177 | -0.03027003 | -4.04362631 | 4.528596 | 4.153554 | 4.733521 | -35.689045 |\n",
"| -18.215561 | -9.8155622 | -10.8084965 | -21.4067020 | 1.08629775 | -2.36327434 | 18.655409 | -11.656319 | -9.210307 | -56.045368 |\n",
"| -18.649025 | -14.1160975 | -17.1521454 | -11.8827839 | 0.51667672 | -2.43469620 | 36.594353 | -25.707193 | -7.499695 | -36.681572 |\n",
"| -17.790747 | -19.1658688 | -4.3228378 | -9.3080502 | 1.86386991 | 0.64811718 | -13.194781 | 2.349777 | -5.263332 | -5.670086 |\n",
"| -20.073030 | -2.8545871 | 0.5472971 | 3.3564658 | -3.47738409 | -1.73952210 | 6.393739 | 11.653650 | 3.274390 | -30.142607 |\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"2. 1. \n",
"A data.frame: 169 × 10\n",
"\n",
"| V1 <dbl> | V2 <dbl> | V3 <dbl> | V4 <dbl> | V5 <dbl> | V6 <dbl> | V7 <dbl> | V8 <dbl> | V9 <dbl> | V10 <dbl> |\n",
"|---|---|---|---|---|---|---|---|---|---|\n",
"| 1.0410293 | -11.7585468 | -0.2050159 | -1.1775258 | -2.098814487 | -11.2893734 | 10.8684416 | 3.5605228 | -2.1015594 | -3.9557722 |\n",
"| 1.1283904 | 7.8089261 | 6.2081509 | -1.3433204 | 4.205583096 | -8.4339018 | -1.0159332 | -6.3557515 | 4.6274323 | -6.1072297 |\n",
"| 3.7339537 | -2.4488888 | -4.4596767 | -10.4795599 | -1.171327829 | -4.0077653 | 16.0052433 | -5.5618992 | 14.0691528 | -0.6363747 |\n",
"| 1.6910608 | 1.0033990 | -2.2161767 | -3.3967009 | -5.118409157 | -17.0927238 | -2.4567382 | 0.5938566 | 8.5029726 | -3.6585162 |\n",
"| -1.1563879 | -0.3290326 | -5.1175189 | -7.6922665 | 1.542842269 | -0.8332673 | 9.7081423 | 13.3580494 | -5.0315704 | 5.9618716 |\n",
"| -4.6242890 | 0.9974772 | 2.1663363 | 7.1646309 | 0.096655741 | -2.3574982 | 0.2200868 | 2.9724712 | -0.2592146 | -7.6849833 |\n",
"| -2.8956420 | 10.8478088 | 5.5132666 | -5.1589117 | 0.637806833 | -5.9576020 | -2.3339112 | 7.8304892 | 0.9791941 | -5.4904423 |\n",
"| -9.1209965 | -6.6509604 | -8.4735117 | 5.4246235 | -6.628109932 | -3.8652384 | 9.3844757 | 0.9831887 | 6.2529793 | -3.2879231 |\n",
"| 0.6592682 | 0.0575974 | -1.1429771 | -10.0470114 | 9.394633293 | -8.2640581 | 14.7109699 | 4.9532413 | 6.7881966 | -8.0934696 |\n",
"| 3.8312411 | -5.6422896 | -2.8944521 | 6.4121776 | -5.879923344 | -7.1412492 | -3.2761726 | -0.5509760 | 8.2153406 | -5.7908125 |\n",
"| -0.1021588 | -2.6631706 | 4.1497002 | -0.7216164 | -4.461405754 | -2.6619055 | 4.1631656 | 14.8654461 | -0.7841195 | -4.0611734 |\n",
"| 0.3966537 | -7.2281861 | -7.2442236 | 4.1801991 | -2.556365728 | -6.4130683 | 5.6020360 | -6.5652170 | 9.2739019 | -6.5588140 |\n",
"| -6.8680682 | 8.9539785 | 4.2808204 | 0.5860871 | -3.078576326 | -0.2035726 | 1.3421323 | 7.5639944 | 6.3129377 | -8.1490316 |\n",
"| -0.6930653 | 8.4891424 | 3.0716057 | -3.1929157 | -0.001889993 | -3.3244238 | 5.1341977 | -4.8545089 | 12.4673891 | -7.7316146 |\n",
"| 0.4018236 | -7.6683078 | -1.0906280 | 3.5414789 | 10.323601723 | -4.7095265 | 11.7528477 | -2.4390666 | 0.8322284 | -8.7499018 |\n",
"| -4.6078916 | -1.0117259 | -17.7962055 | -7.5787725 | 0.356226027 | -6.1684494 | 9.8205519 | -0.9655866 | 3.7075908 | 4.0253983 |\n",
"| 9.7884960 | -6.3901544 | -7.6227312 | -3.4738741 | 7.230502129 | -6.6726079 | 3.2702990 | 4.1894188 | 1.6161507 | 0.1487888 |\n",
"| 4.4280467 | 4.4905143 | 0.7111219 | -1.5457307 | 3.011086464 | -4.0927138 | -4.6886239 | 5.2580743 | 6.2130766 | -3.5011978 |\n",
"| -10.9423513 | 7.3627868 | -8.4371042 | 3.2027965 | -0.909135461 | -1.1572601 | 0.6096507 | 0.9504415 | 5.0472450 | -4.7338691 |\n",
"| -1.3389541 | -3.7671108 | -0.3498096 | 5.5245929 | -3.986068964 | 2.7093091 | 2.4349306 | 7.9193411 | 4.6901522 | -3.4402034 |\n",
"| -2.9209402 | 2.2790296 | -0.2911852 | -5.5189934 | -7.815727234 | -5.4160118 | 5.0473866 | 13.2791443 | -3.6714900 | 2.3200428 |\n",
"| -0.8470755 | -2.3736920 | 1.3130792 | 7.5444889 | -6.175085068 | -7.2012687 | -2.1243908 | -0.2262135 | 5.4300718 | -6.4499655 |\n",
"| 2.2112439 | -5.3451743 | -8.4605179 | 2.7968509 | 6.766044617 | -0.8309549 | 7.0219498 | 7.3310099 | 11.1584215 | -5.2571101 |\n",
"| 0.2792927 | -4.6270695 | -6.9406414 | 7.1481028 | -4.302983284 | -4.8684683 | -2.5790298 | 9.3684940 | 7.7527084 | -2.9527028 |\n",
"| 0.1577130 | -9.3429747 | 0.9894799 | 4.7558579 | -7.982851982 | -5.0975266 | 6.8219213 | -1.6493217 | 5.6535349 | -3.2788804 |\n",
"| -3.4371459 | 3.2704535 | -4.6946592 | -8.2216539 | -5.633541107 | -15.4268246 | 2.6832328 | 3.2978823 | 3.1970196 | 0.5271364 |\n",
"| -5.8609734 | 0.8635799 | 1.0869747 | 0.7323686 | -10.380050659 | -9.7810793 | 1.1340339 | 8.1256094 | -0.3880453 | -2.6574132 |\n",
"| -12.0848904 | 2.3275018 | -0.2493690 | 2.6575999 | -1.285036683 | -6.8414941 | 4.8531322 | 9.6592607 | -4.7956772 | -6.1800585 |\n",
"| -6.6216612 | 1.9803375 | 6.3885221 | 0.6489052 | -8.028071404 | -4.5074677 | 5.1065826 | 12.2859344 | 1.5917774 | -6.6846066 |\n",
"| -14.9571543 | 1.4783053 | -9.7101440 | -1.5124965 | 1.738823652 | -5.5208325 | 12.5041418 | -0.3177206 | -1.6612455 | -2.3875005 |\n",
"| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n",
"| -2.78979111 | -4.9230094 | 0.4902848 | -7.8484855 | 5.16060734 | -8.7772408 | 15.937861 | 13.6558800 | -5.0351229 | -2.67157435 |\n",
"| -6.27264547 | -1.0092188 | -5.8637037 | 5.9828153 | -0.01786034 | 8.0455723 | 10.861718 | -0.9601719 | 10.9989901 | -2.20309162 |\n",
"| 7.65436459 | 0.5169103 | 2.3364863 | -9.9557867 | 0.78777331 | -11.8157930 | 8.153403 | 4.3885503 | 17.4356823 | -8.27818966 |\n",
"| 2.55960512 | 2.3492796 | -13.0704527 | -1.7603016 | 4.83998823 | -1.1988672 | -1.888140 | -2.4321289 | 7.0094876 | -1.97292912 |\n",
"| -1.36206496 | -1.6786402 | 4.3134308 | 3.7544293 | -6.92879295 | 1.5007783 | 2.976003 | 7.4173574 | 4.5545063 | -6.60401344 |\n",
"| 3.17039323 | 5.4398913 | -14.1586351 | -7.0369725 | 0.51608819 | 0.7873820 | 1.042267 | 1.4810082 | 14.6699362 | -0.44074741 |\n",
"| -3.83138394 | -3.5609546 | -7.2225494 | 5.2449532 | 0.76761979 | -11.3852835 | 2.967862 | 3.2212069 | 6.8131027 | -9.42586040 |\n",
"| 0.73368591 | 3.0408645 | -6.8039017 | -12.6774569 | 7.00915337 | -9.8202877 | 5.157448 | 6.1130371 | -8.2758398 | 6.77265167 |\n",
"| -7.54701710 | 1.4090973 | -0.7860124 | 0.6789402 | -15.64597034 | -6.7825217 | 5.008194 | 9.3215027 | 12.3857622 | -5.10401249 |\n",
"| -6.58689547 | 5.9243813 | 3.3437040 | -4.5425148 | 3.92354083 | -3.1870227 | 5.677547 | 10.4391918 | -2.1308322 | -7.10787010 |\n",
"| -3.59132600 | -3.6658719 | -4.1630497 | -1.9928038 | -12.97733116 | -0.5130435 | 11.665087 | 5.2525101 | 16.0898113 | -1.69739687 |\n",
"| -0.57658690 | 0.4965010 | 0.3794982 | 1.9000809 | 6.72521257 | -1.1597248 | 2.975368 | 9.1811819 | 1.3523194 | -7.28050137 |\n",
"| -3.91695237 | 2.4006214 | -11.2447939 | -6.6183662 | 1.83545434 | -7.6448255 | 4.156444 | 8.0142803 | -5.6267681 | 4.20122528 |\n",
"| 3.08896542 | 9.7296915 | -5.2205009 | -8.9859142 | 3.95866990 | -4.2776031 | -2.228379 | 3.1630585 | 10.9918146 | -4.38237572 |\n",
"| 0.53318030 | -5.2225957 | -12.8619595 | -3.9605534 | -4.80490828 | -0.5541908 | 10.600764 | 5.0261197 | 9.7936354 | 3.58023167 |\n",
"| -5.57240915 | 13.2049103 | -2.1384909 | -2.9215543 | 1.78164876 | 1.8357056 | -1.177675 | 5.3269334 | 7.9253087 | -3.41578341 |\n",
"| -3.35966945 | -0.1818017 | -15.0216589 | 3.6991637 | 6.89127302 | 5.5238829 | 7.011971 | -6.0663409 | 9.0178232 | -2.78188372 |\n",
"| 0.73438054 | -6.5941710 | -11.7343006 | 1.1280773 | 0.77205640 | -4.1740155 | 4.820271 | -1.5304205 | 3.3256423 | -0.63192040 |\n",
"| 8.43205929 | 0.6585177 | 0.1355806 | -2.3189611 | -1.38489699 | -5.1379948 | -4.811660 | 9.8659410 | 6.3781891 | -1.94799697 |\n",
"| 4.41983604 | 1.7980815 | -12.8896189 | -2.1002445 | 4.38335705 | -5.2863641 | -5.928148 | 4.9941778 | 3.1269755 | -0.53483313 |\n",
"| 5.80797052 | 0.9743814 | 3.5414910 | -8.3410540 | 2.19603229 | -19.6484852 | 1.296162 | 0.2495690 | 4.8596401 | -2.51245093 |\n",
"| -1.84095395 | 10.3780642 | -8.0161772 | -11.6951427 | 0.37824601 | -3.0416641 | 4.475827 | -1.2697926 | 13.7970781 | -1.65462506 |\n",
"| 0.07075628 | -5.1358995 | -5.0702376 | -9.8968525 | -0.61974233 | -15.1739120 | 11.895419 | -3.3713033 | 2.9712043 | -0.84245056 |\n",
"| -3.86694241 | -2.6053753 | -11.1077719 | 6.3801169 | -7.43314505 | -0.1866888 | -1.502600 | 2.2844160 | 6.8869143 | 0.04221996 |\n",
"| -6.23311186 | 4.4549937 | -6.3504210 | 1.2068437 | 9.19550133 | -2.5316942 | 1.946869 | 1.9802651 | -2.3207397 | -4.66265488 |\n",
"| 1.91452241 | 4.8956184 | -6.4930840 | -4.0989704 | 9.29679775 | -9.1754942 | -3.591334 | 2.4033687 | 1.0023625 | -2.85848975 |\n",
"| 4.08937407 | 6.8113565 | -0.7892100 | -17.8943729 | 1.70104885 | -17.2504559 | 4.462620 | -2.3572924 | 8.1939554 | 0.34351811 |\n",
"| -7.42267323 | 9.7720356 | 3.2046726 | -11.0888500 | 2.96276236 | -12.5393362 | 11.035945 | -7.1310072 | 7.1719055 | -3.75480676 |\n",
"| -3.48422742 | 4.7938352 | -9.6417646 | 0.3134890 | 1.65767145 | -2.1609869 | -4.690665 | 6.2055569 | 0.9816615 | -0.28848901 |\n",
"| -1.43461573 | 8.9574728 | -12.1073542 | -9.2655535 | 2.14342880 | -8.0753841 | -1.852984 | -3.8674238 | 7.5176272 | -0.12466995 |\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"3. 1. \n",
"A data.frame: 169 × 10\n",
"\n",
"| V1 <dbl> | V2 <dbl> | V3 <dbl> | V4 <dbl> | V5 <dbl> | V6 <dbl> | V7 <dbl> | V8 <dbl> | V9 <dbl> | V10 <dbl> |\n",
"|---|---|---|---|---|---|---|---|---|---|\n",
"| -6.2824082 | 10.7444916 | -33.046490 | 2.353172 | -6.159560 | -1.36197329 | 7.2101312 | 24.841688 | 13.010021 | -38.6688118 |\n",
"| -19.5996151 | -13.6408606 | -10.290182 | 1.880418 | -5.162912 | -1.86487067 | 17.8586102 | 20.424803 | -49.535454 | 1.6314188 |\n",
"| 7.9034300 | -15.7829189 | -28.935221 | 17.642006 | -6.593445 | -4.45233440 | 34.1285057 | 7.657307 | 8.143832 | -29.5454960 |\n",
"| -8.9385014 | 0.5483213 | -21.963957 | 13.291377 | -6.473655 | -2.60528493 | 8.8232965 | 22.142979 | -48.559643 | -17.9459610 |\n",
"| 6.2422080 | -2.0353785 | -1.690592 | -23.730192 | -3.809156 | 1.84118700 | -3.1989300 | -9.226523 | 13.064024 | -42.3769493 |\n",
"| 3.2560158 | 10.1360483 | -6.032849 | -23.109507 | -6.034745 | 0.59326750 | 4.5947351 | -1.773853 | -12.612471 | 6.6323633 |\n",
"| -14.8503771 | -2.8052335 | 1.342877 | -14.115338 | -5.386791 | 1.07563519 | -1.8115203 | -6.164639 | -51.070732 | -5.2536635 |\n",
"| 10.2944717 | 13.2562189 | -31.042807 | 9.926071 | -5.124068 | -3.10046411 | 7.7466373 | 23.187536 | 8.016758 | -13.9158525 |\n",
"| 0.7989347 | -15.6466627 | -23.524015 | -6.231159 | -4.224094 | -3.17009068 | 20.2366161 | 12.663029 | -23.348310 | -44.8982010 |\n",
"| -8.7167473 | 8.7086668 | -22.137556 | 8.994338 | -6.062103 | -2.44680691 | 19.4821396 | 0.751577 | -6.769464 | 0.5035874 |\n",
"| -11.2107086 | 14.8871603 | -9.450260 | -10.812556 | -3.567241 | 0.03688008 | 1.7037618 | -24.516443 | -7.082508 | -12.8684349 |\n",
"| 3.5100172 | -2.7437277 | -45.933430 | 6.706909 | -5.996228 | -2.88297820 | 14.7213087 | 27.800434 | 3.176910 | -16.4777603 |\n",
"| 0.1430087 | 15.2063341 | -15.343099 | -15.896321 | -4.456335 | -0.11234203 | -1.4096859 | -13.240948 | -28.953093 | 0.4036509 |\n",
"| -10.5767803 | -6.5887403 | -7.946043 | 10.955404 | -5.519101 | -3.34103608 | 25.3628178 | 2.624748 | -42.643116 | 0.5415589 |\n",
"| -1.5477827 | -3.4451542 | -37.479031 | -19.937403 | -3.869346 | -2.85708308 | 5.3664622 | 29.374659 | 4.882414 | -5.5077562 |\n",
"| 13.7923050 | -11.1339951 | -29.765362 | 10.420513 | -5.111279 | -5.69865751 | -0.2345493 | 17.476532 | 3.793153 | -42.8218422 |\n",
"| -10.6663074 | -17.5427303 | -22.313122 | -7.186347 | -6.566978 | 1.29117501 | 0.3535812 | 4.604133 | 21.428926 | -33.3523788 |\n",
"| -11.2851295 | -9.7532082 | 5.115913 | -4.378832 | 2.320780 | -7.54387188 | 30.2139301 | -21.806520 | -25.883442 | -19.1424789 |\n",
"| 22.0964699 | 2.3638883 | -12.374824 | -6.936020 | -5.553666 | -4.05849648 | -7.5412850 | -10.125605 | -16.328661 | -0.1978182 |\n",
"| -3.3968372 | 19.3888760 | -10.313503 | -10.300917 | -3.909331 | -0.21043047 | 9.9955769 | -15.397833 | 1.046835 | -2.9006352 |\n",
"| 4.5176454 | 15.6100655 | -14.817023 | -10.774177 | -5.454837 | 2.49109554 | -2.6094668 | -10.438076 | -6.473087 | -38.6733513 |\n",
"| -6.9240451 | 12.9953108 | -19.499414 | 5.494254 | -4.549621 | -1.82115459 | 14.0404768 | 5.508837 | -8.784235 | 4.1156492 |\n",
"| 11.9290562 | -4.0719457 | -16.791449 | -15.313445 | -4.810540 | -3.64754391 | 18.3617992 | -11.171664 | 13.607197 | -20.0586319 |\n",
"| 13.6804514 | 7.6216984 | -5.113508 | -16.182219 | -5.215762 | -0.02040491 | 18.2757282 | -7.473731 | 3.754273 | -13.0522165 |\n",
"| -1.6119411 | 17.2979546 | -28.008266 | 7.242004 | -5.742413 | -1.19060111 | 13.1731844 | 11.932279 | 3.330305 | 1.9559551 |\n",
"| 7.8888693 | 13.8293533 | -25.359850 | 1.029733 | -8.957951 | -0.39662841 | -5.9116850 | 21.795877 | -25.700851 | -30.9639626 |\n",
"| 5.5760121 | 16.8885803 | -12.301908 | -3.882379 | -3.488446 | -0.66404551 | -16.3514729 | 2.422608 | -17.170137 | -10.3226528 |\n",
"| -5.5112643 | 13.9574728 | -13.195344 | -19.172989 | -4.038696 | 0.01423034 | -12.8225508 | 1.964963 | -28.134623 | -10.9849234 |\n",
"| -4.0729017 | 18.6793537 | -15.671216 | -13.479798 | -3.540120 | -0.30645925 | -2.5148563 | -17.456934 | -21.299194 | -2.3321109 |\n",
"| 19.3296795 | 0.9937058 | -31.651724 | 5.380752 | -4.469111 | -4.56080198 | -2.3048890 | 35.528328 | -5.347984 | -19.4308624 |\n",
"| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n",
"| -3.8716047 | 3.3879299 | -19.2100811 | -23.2292061 | -3.52804255 | 1.58567214 | 3.944803 | 6.148225 | -8.8882618 | -56.985260 |\n",
"| 23.7431660 | -5.6810541 | -21.7164040 | 0.6794933 | -4.51707792 | -6.24813271 | 19.935863 | -4.689059 | 13.9278698 | -7.590843 |\n",
"| -9.8812237 | -9.3359919 | -23.5815773 | 10.4357853 | -4.11378050 | -1.36964536 | 23.394854 | 7.464385 | -38.2173271 | -28.480822 |\n",
"| 4.8468356 | -13.9817343 | -2.9710207 | 6.3711967 | 0.18103483 | -8.93186665 | 9.532080 | -6.711535 | -2.7299037 | -17.788425 |\n",
"| -5.6132493 | 20.1602497 | -14.2810602 | -7.4427505 | -2.65064168 | -0.22125348 | 10.713824 | -15.122432 | -4.8310823 | -2.563133 |\n",
"| 3.9470086 | -18.0384007 | -8.1439095 | 10.2597904 | -3.66117811 | -3.18297672 | 20.663378 | -23.026678 | -6.5779052 | -28.611279 |\n",
"| -1.0234501 | -3.1980870 | -37.6102257 | 9.1554842 | -5.86014652 | -3.23914790 | 8.824554 | 20.891535 | -8.9005871 | -26.045862 |\n",
"| 1.1041334 | -15.7489462 | -2.5792534 | -16.2018909 | -6.19932890 | 1.97643232 | -11.883547 | 13.009725 | 0.3732181 | -51.845654 |\n",
"| 14.9652615 | 17.3001766 | -20.1604481 | 1.9331261 | -7.17890978 | -1.77035427 | 1.788574 | -14.132769 | -18.1142941 | -15.571809 |\n",
"| -11.7525883 | 4.7836800 | -3.9391026 | -16.8542633 | -3.75357127 | 0.91479403 | -4.930438 | -12.226983 | -35.7889595 | -11.947185 |\n",
"| 14.8841820 | 12.3080130 | -21.3554020 | 13.9346600 | -3.41819000 | -2.67548847 | 17.022333 | -14.751111 | 6.1156116 | -11.285943 |\n",
"| -13.2838955 | 0.2841588 | -6.5379810 | -19.0527134 | -3.96622205 | 0.09829783 | 7.325163 | -22.802811 | -9.7113094 | -3.567957 |\n",
"| 6.6070533 | -6.3079691 | -5.8287563 | -22.5580082 | -4.21321058 | 3.26739502 | -17.795713 | 7.908912 | -1.9072413 | -37.238766 |\n",
"| -5.4907727 | -17.9781322 | -0.4209221 | 3.5437462 | 1.16115487 | -8.61662388 | 23.750443 | -15.862616 | -32.9724274 | -23.780001 |\n",
"| 16.1357155 | 1.4242946 | -31.4067173 | 13.7559423 | -3.75929713 | -3.07257843 | 10.174242 | -6.531331 | 22.4629078 | -34.803612 |\n",
"| -5.4943280 | -11.5851049 | 0.5195963 | -17.6127110 | -3.26755357 | 0.88909835 | 6.506074 | -15.975520 | -28.6405430 | -3.093547 |\n",
"| 24.3055229 | -17.5913582 | -21.5207882 | -0.7591125 | -4.56947803 | -5.67428303 | 8.798208 | 5.289920 | 15.1698360 | -10.674131 |\n",
"| 12.2684689 | -2.8580351 | -32.6791573 | 6.9592061 | -5.11990404 | -3.93899202 | 5.483820 | 16.428902 | 21.0615063 | -20.626488 |\n",
"| -15.0576715 | -10.3640318 | 1.5823108 | -4.3892002 | -5.19857502 | -2.32307124 | 21.992807 | -25.282606 | -21.3201122 | -21.981129 |\n",
"| 0.7619367 | -19.5161304 | -1.5978075 | 1.4952322 | 1.06837285 | -6.12653255 | 9.460658 | -10.363363 | -14.8924265 | -29.871742 |\n",
"| -16.0821857 | -4.9978132 | -24.4130917 | 6.3541837 | -4.36072588 | -1.45090795 | 12.568801 | 31.434223 | -48.5013885 | -29.167763 |\n",
"| 1.0881402 | -17.6712914 | -11.2675562 | 9.7421103 | -0.07058046 | -8.40677357 | 22.994421 | -8.233282 | -29.8655033 | -23.850750 |\n",
"| 3.7974708 | -10.7000790 | -37.2311974 | 9.7199497 | -5.84247732 | -3.09887028 | 4.911623 | 33.399765 | -5.7733908 | -45.442852 |\n",
"| 19.6130180 | 10.9624567 | -11.4691734 | -9.6727009 | -4.15985250 | -3.16346645 | 9.376679 | -2.564439 | 4.2342334 | -10.654403 |\n",
"| -7.7057967 | -10.5620813 | -6.8799038 | -17.9980106 | -5.18170404 | -2.86691737 | -4.466183 | 1.315882 | -12.6433506 | -18.160822 |\n",
"| -7.7250667 | -19.7661877 | 4.8428922 | -6.8423238 | -4.45247316 | -4.54782963 | 8.053572 | 3.645778 | -31.0109081 | -30.170111 |\n",
"| -5.3872042 | -9.6534252 | -21.4219952 | 16.4435253 | -3.88086534 | -1.80408633 | 1.301786 | 45.304413 | -53.0993004 | -31.455046 |\n",
"| -6.2323804 | -19.8346577 | -24.5197506 | 6.3324857 | -4.08937836 | -2.35941648 | 16.758846 | 55.465836 | -54.2535706 | -31.946339 |\n",
"| -4.0648952 | -19.4440880 | -5.2698932 | -14.9015722 | -3.09154820 | 2.05565858 | -12.552717 | -9.574351 | -12.0024042 | -6.947841 |\n",
"| -2.3550708 | -19.2336388 | -5.0111980 | 8.6994905 | 1.74908292 | -6.18192005 | 12.158188 | -3.121787 | -33.2718544 | -26.089869 |\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"4. 1. \n",
"A data.frame: 169 × 10\n",
"\n",
"| V1 <dbl> | V2 <dbl> | V3 <dbl> | V4 <dbl> | V5 <dbl> | V6 <dbl> | V7 <dbl> | V8 <dbl> | V9 <dbl> | V10 <dbl> |\n",
"|---|---|---|---|---|---|---|---|---|---|\n",
"| 4.0860920 | -14.4252281 | 11.98324203 | 18.019682 | -12.3274174 | 2.466130 | 5.478288174 | -11.274000168 | -2.1346047 | 0.66576326 |\n",
"| 10.9241858 | -7.0832882 | 0.87653083 | -14.260842 | -6.9710402 | 2.499300 | 0.608455777 | 7.603403568 | -11.5802956 | -0.08107243 |\n",
"| -2.1017776 | -22.8552399 | 6.47792292 | 3.656676 | -2.7780225 | 13.331654 | 4.485697746 | 0.767603517 | 9.0031567 | -2.90961504 |\n",
"| 3.0975013 | -11.4205570 | 8.06077194 | -1.063366 | -9.9123192 | 8.757249 | -7.431104660 | 0.301699311 | -14.6442327 | -6.80043602 |\n",
"| -4.6966276 | -17.8455849 | 2.09205651 | 9.407426 | -0.1433659 | 5.569108 | 1.483169794 | -21.399084091 | 4.0440464 | 14.05651951 |\n",
"| 1.5605543 | 7.2448912 | -0.01328798 | -6.677853 | -15.1598577 | -1.260946 | 4.252259254 | -0.004189158 | -2.1630425 | 7.76188612 |\n",
"| 2.9595723 | -8.2219839 | 0.68740177 | -21.222792 | -1.0218385 | 3.385209 | 0.328077078 | -9.928186417 | -9.5400505 | 15.93699265 |\n",
"| -8.0533781 | -5.5998750 | 9.95648956 | 11.352372 | -21.2109833 | 8.510541 | 0.897266030 | -1.212929010 | 0.6395547 | -3.72208524 |\n",
"| 4.8111057 | -31.3983154 | 4.73755836 | -3.990925 | -9.0247116 | 5.373771 | 0.522335887 | -6.445250034 | -0.1484027 | 11.54176617 |\n",
"| 0.4194794 | -0.7931352 | 0.43852493 | 5.445500 | -12.1794052 | 3.507902 | -7.448865891 | 6.003879547 | -5.0154128 | -7.32968616 |\n",
"| 7.3433690 | -7.9440775 | 3.20553708 | 6.731055 | -5.5627532 | 3.025438 | -6.639527798 | -13.770394325 | 1.5125710 | 11.18650723 |\n",
"| -8.2820406 | -11.0851421 | 6.30469131 | 10.961207 | -17.6677723 | -1.058028 | 2.280968189 | 6.347533703 | -0.1708570 | -8.58655834 |\n",
"| 0.5237191 | -1.7075691 | 4.96227264 | -14.217394 | -10.1124916 | 4.431547 | -7.359550476 | -8.393218994 | -1.9697819 | 11.69335651 |\n",
"| 8.6575403 | -10.3436918 | 3.97203088 | -12.074841 | -9.2678080 | 8.050932 | -4.297759056 | 7.595139027 | -2.7573929 | -2.98137355 |\n",
"| 2.1230524 | -13.7164621 | -0.11954249 | 7.620635 | -16.0300732 | -7.071808 | 11.474037170 | 0.996919930 | 0.2535536 | 3.21195841 |\n",
"| -18.8049145 | -21.6103210 | 8.61343002 | 7.144731 | -7.7582994 | 8.424991 | 5.012792587 | -7.120287895 | 0.8381903 | -1.68454826 |\n",
"| -4.8955889 | -18.9671860 | -5.06100178 | 12.490136 | -7.8778934 | 0.854123 | 2.085899353 | -4.889215469 | -1.6831751 | 0.07229318 |\n",
"| 5.8281031 | -9.4712391 | -9.12151909 | -7.653932 | -0.9635174 | 4.579563 | -7.315145016 | 3.256890059 | -5.8026257 | 3.73498940 |\n",
"| -15.6015196 | 4.3095040 | 1.82905340 | -14.890132 | -14.9654093 | 4.282575 | -0.069178104 | 0.764690936 | -3.2169025 | 3.33763456 |\n",
"| -1.0501717 | 2.3778598 | 1.06144583 | 5.470951 | -9.9102192 | 3.497682 | -7.825729370 | -3.291562080 | 7.9638138 | 7.90025091 |\n",
"| -3.1115179 | -8.7364340 | 10.57388306 | 2.959691 | 0.0278980 | 7.935127 | -1.127241492 | -22.137151718 | -0.2913508 | 12.83097839 |\n",
"| 4.4223161 | 3.1753092 | 5.44927263 | 3.701434 | -14.1398468 | 2.726471 | -2.525809765 | 3.216607094 | -4.6207752 | -5.02580690 |\n",
"| -7.8098583 | -16.0401459 | -3.81361294 | 7.809141 | -13.6321812 | 3.129925 | -6.143472672 | -0.873709381 | 11.4574432 | 8.58319569 |\n",
"| -8.0464945 | 2.1818144 | 2.97084451 | 3.553914 | -17.7008743 | 5.277554 | 1.156954408 | -1.732079983 | 3.8215361 | 7.11119986 |\n",
"| 3.6646867 | -0.3920534 | 5.84096956 | 9.949285 | -11.6885853 | 4.793525 | -0.824993849 | 3.498047352 | 1.9211080 | -7.02828217 |\n",
"| -4.4308896 | -11.8766899 | 16.40900803 | -1.837713 | -9.8018990 | 11.257766 | 0.002127051 | -13.163508415 | -13.3699694 | 0.04337277 |\n",
"| -7.2986593 | 3.9516561 | 12.84958076 | -4.179538 | -8.2807512 | 7.744224 | -1.036109805 | -14.413312912 | -8.4711046 | 2.52698255 |\n",
"| -5.1029282 | -1.0820276 | 9.35623360 | -7.002765 | -16.4530792 | 0.733879 | 4.564764977 | -18.079555511 | -8.5301609 | 14.63280106 |\n",
"| 3.6918893 | -0.6620367 | 9.08234787 | -2.862789 | -11.7872677 | 5.882008 | -8.221327782 | -13.538128853 | 1.0302603 | 12.01116848 |\n",
"| -14.0608511 | -10.9579420 | 14.37761307 | -3.645902 | -18.5987110 | 5.481987 | 16.696447372 | -8.413783073 | -1.1809959 | 2.24674916 |\n",
"| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n",
"| 6.1883974 | -24.7832794 | 8.6719398 | 9.6868162 | -5.898173 | 7.325923 | 2.1059966 | -23.0809727 | -0.9506686 | 15.1916552 |\n",
"| -8.1366243 | -9.6988726 | -2.1245155 | 1.3996197 | -7.733691 | 8.137405 | 2.0411682 | 2.4366097 | 17.0158443 | 5.7971807 |\n",
"| 10.4551077 | -23.4173203 | 6.1335006 | -1.0759202 | -7.293189 | 11.355780 | -11.0547228 | -3.8481071 | -5.2943749 | -0.7053570 |\n",
"| -12.7551165 | -7.1112156 | -9.1678104 | -2.3679862 | -6.471099 | 6.813552 | -0.8696743 | 7.7266603 | 0.1417951 | -4.0748363 |\n",
"| 3.1753583 | 3.2657712 | 4.3146858 | 2.2101648 | -11.357645 | 4.095959 | -9.8454075 | -2.6468740 | 5.9728813 | 5.6707673 |\n",
"| -12.4298544 | -12.9770079 | -6.1611977 | -5.0168958 | -5.259470 | 12.237176 | -8.9519396 | 4.1785779 | 2.3461759 | -1.7917155 |\n",
"| -7.5028911 | -8.8358517 | 8.3389549 | 1.2298664 | -22.271971 | -1.785529 | 3.8358240 | -1.7518387 | -5.7188058 | 2.5431774 |\n",
"| -6.9947910 | -18.3483772 | 2.3324614 | 2.6877701 | 0.183629 | 1.144093 | 8.6764708 | -16.8475933 | -9.2634468 | 8.2427320 |\n",
"| -4.8791561 | 0.4554510 | 15.1125307 | -1.4809409 | -18.055725 | 15.519946 | -12.0436697 | -9.1012220 | 2.6303399 | 0.7626796 |\n",
"| 5.5226192 | -11.4916658 | 1.8483253 | -11.7230978 | -8.062325 | 1.450011 | 1.0678250 | -14.8619261 | -5.3777733 | 19.8313541 |\n",
"| -5.5850687 | -4.3738017 | 11.8602591 | 5.6027651 | -10.400018 | 13.044312 | -10.6828165 | -3.8040757 | 12.7400160 | -3.8148918 |\n",
"| 3.2195072 | -7.7419810 | -4.6765752 | -2.0441687 | -8.473351 | -2.245783 | -4.9121261 | -5.2875090 | 2.3888483 | 15.3970613 |\n",
"| -16.2096958 | -11.7067423 | 4.8244820 | 2.2145011 | -3.596221 | 3.810458 | 6.2787838 | -20.0449524 | -6.8127041 | 9.7885923 |\n",
"| 0.2745796 | -15.1356430 | -4.1161737 | -13.7914495 | -3.190181 | 9.990631 | -7.4537821 | 1.4730310 | -6.1761127 | 0.7212127 |\n",
"| -12.3413076 | -17.2270679 | 5.0329928 | 13.0516367 | -7.361431 | 11.947992 | -5.1903329 | -6.9797730 | 10.0865631 | 1.6196609 |\n",
"| -6.4744377 | -5.5922503 | -3.5296571 | -20.7480831 | -3.997658 | 4.105295 | -0.5994484 | -3.2462800 | -0.9836445 | 14.4899864 |\n",
"| -18.2210026 | -9.2848711 | -5.2969513 | 3.5993085 | -12.265322 | 3.472478 | 4.7536311 | 7.8368125 | 9.1500769 | -0.7244469 |\n",
"| -12.3440781 | -11.0172491 | 3.6859548 | 13.3618250 | -11.339480 | 1.730904 | 8.0261955 | -1.2389889 | 3.0132329 | -4.0242248 |\n",
"| 4.4644213 | -10.1884375 | -7.7217493 | -2.4468100 | -3.260070 | 5.501181 | -12.1490622 | -1.3046451 | -6.7584791 | 4.0488710 |\n",
"| -12.3252888 | -9.8150673 | -7.3600311 | -0.5119569 | -8.477378 | 7.274896 | -4.3867617 | 0.9388626 | -5.0178661 | -1.6047180 |\n",
"| 9.8372984 | -19.4123058 | 5.6216345 | 0.1547402 | -6.461980 | 4.286777 | -3.4368739 | -3.6285770 | -17.4930267 | 0.5804324 |\n",
"| -5.6274328 | -16.2485199 | 0.8004049 | -12.7868614 | -4.349170 | 12.894879 | -5.2897072 | 0.7991062 | -0.5613756 | -1.8003055 |\n",
"| -0.5825047 | -25.3534946 | 14.8332157 | 9.1762524 | -7.712357 | 8.656785 | 7.8880625 | -7.6317554 | -5.6858492 | -4.9645853 |\n",
"| -13.6433668 | 3.6315064 | 0.8772873 | 4.5471344 | -15.397349 | 7.042117 | -2.0897503 | 3.4469562 | 2.1962838 | -2.7668421 |\n",
"| -11.0067368 | -4.9998951 | -4.2983274 | -8.1880121 | -13.307404 | -5.132148 | 7.9186230 | -1.4856628 | -2.4279823 | 11.3857069 |\n",
"| -3.9019227 | -13.5913534 | -6.9096947 | -10.1452341 | -4.818024 | 2.928582 | -0.8805889 | 1.2925615 | -10.3868504 | 2.9545698 |\n",
"| 3.2902136 | -22.0580921 | 8.0790825 | -8.6402054 | -1.979208 | 10.660329 | -2.2756596 | -2.4824805 | -14.6496048 | -3.3899028 |\n",
"| 4.1037436 | -17.8025627 | 13.3373346 | -20.6480923 | -4.559277 | 8.868491 | 12.6353827 | -2.8432052 | -7.1292191 | 2.3740027 |\n",
"| -13.2205467 | 0.7566348 | -3.4804754 | -9.3915873 | -7.002367 | 1.218458 | 1.2144637 | -3.1597633 | -3.9285133 | 8.3536682 |\n",
"| -9.6016130 | -10.8872194 | -3.2881882 | -14.2027903 | -5.174086 | 9.831669 | -2.2136316 | 4.8033357 | -8.3621454 | -5.2651367 |\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"5. 1. \n",
"A data.frame: 169 × 10\n",
"\n",
"| V1 <dbl> | V2 <dbl> | V3 <dbl> | V4 <dbl> | V5 <dbl> | V6 <dbl> | V7 <dbl> | V8 <dbl> | V9 <dbl> | V10 <dbl> |\n",
"|---|---|---|---|---|---|---|---|---|---|\n",
"| -45.49354 | 10.271285 | -34.02845 | -59.87865 | 74.37150 | -41.13669 | 66.24897 | 72.92897 | 9.779143 | 44.77406 |\n",
"| -38.92210 | 7.144536 | -29.02451 | -52.58760 | 67.92719 | -35.35289 | 60.72297 | 71.02681 | 2.451348 | 45.95819 |\n",
"| -49.11715 | 11.038592 | -39.73127 | -67.55258 | 84.47587 | -47.81419 | 75.90913 | 83.11778 | 9.799087 | 50.71218 |\n",
"| -42.87258 | 8.407557 | -32.33490 | -58.60831 | 73.36226 | -38.76622 | 67.13020 | 76.48759 | 4.181691 | 48.04294 |\n",
"| -49.31564 | 10.524783 | -35.52813 | -65.75393 | 78.70566 | -42.24020 | 73.51507 | 80.85871 | 8.578660 | 48.41556 |\n",
"| -27.75585 | 5.805619 | -27.30441 | -45.15851 | 54.52329 | -31.48760 | 52.76369 | 57.64008 | 3.262794 | 34.24680 |\n",
"| -37.66658 | 7.148740 | -31.10196 | -54.41286 | 69.21779 | -37.44476 | 63.97071 | 73.50440 | 2.083276 | 46.34421 |\n",
"| -36.15949 | 8.516509 | -33.22435 | -55.13078 | 65.89053 | -38.15442 | 62.65382 | 66.34203 | 7.785148 | 38.35661 |\n",
"| -44.36531 | 9.583041 | -34.34728 | -59.96879 | 75.90633 | -41.79398 | 67.83153 | 75.74939 | 7.561439 | 47.29943 |\n",
"| -32.85958 | 7.580615 | -30.90720 | -50.72804 | 61.50645 | -35.53164 | 58.08647 | 62.39399 | 6.142350 | 36.70797 |\n",
"| -34.59069 | 7.241639 | -30.21391 | -50.92496 | 63.73124 | -35.76325 | 59.25299 | 65.69968 | 4.393188 | 39.97757 |\n",
"| -39.92204 | 9.323163 | -35.67813 | -59.62868 | 71.43421 | -40.92023 | 67.34155 | 71.82094 | 8.517165 | 41.86917 |\n",
"| -35.16388 | 7.082801 | -32.32359 | -54.51045 | 67.18785 | -38.00804 | 63.97603 | 71.45907 | 3.062079 | 43.32484 |\n",
"| -38.66023 | 7.571494 | -31.08687 | -54.32721 | 69.15381 | -37.49048 | 62.64455 | 71.28836 | 4.007518 | 44.76179 |\n",
"| -41.27729 | 9.203893 | -33.92253 | -57.98418 | 71.60835 | -40.42276 | 65.35955 | 71.21240 | 8.364930 | 43.00990 |\n",
"| -51.01891 | 11.587977 | -40.97490 | -72.39734 | 84.76175 | -47.55968 | 80.98681 | 86.32921 | 10.826432 | 49.74858 |\n",
"| -43.55880 | 10.172172 | -33.03411 | -58.72416 | 70.60156 | -39.61134 | 64.82916 | 69.54282 | 10.265141 | 41.09245 |\n",
"| -37.50303 | 7.816970 | -30.78894 | -54.38253 | 65.68991 | -36.01881 | 62.57281 | 68.81827 | 4.996339 | 40.83868 |\n",
"| -35.23098 | 7.469371 | -34.04422 | -57.48534 | 67.54711 | -38.82536 | 67.19630 | 72.96661 | 3.752770 | 42.38305 |\n",
"| -26.28443 | 6.047393 | -28.04198 | -44.20294 | 53.39212 | -32.15287 | 51.71381 | 54.90075 | 4.792605 | 31.63237 |\n",
"| -45.81162 | 9.721707 | -34.19328 | -62.15326 | 75.19992 | -40.60457 | 70.06463 | 77.39492 | 7.384017 | 46.60483 |\n",
"| -30.82201 | 6.981528 | -28.57598 | -46.84834 | 57.30175 | -32.88684 | 53.63269 | 57.91602 | 5.742953 | 34.27131 |\n",
"| -39.60843 | 9.553201 | -36.39592 | -59.89606 | 72.17908 | -42.18673 | 67.90466 | 71.62431 | 9.181939 | 41.36892 |\n",
"| -30.20046 | 6.894681 | -29.77108 | -48.24269 | 57.61592 | -34.30478 | 55.24226 | 58.04337 | 6.516065 | 33.33548 |\n",
"| -30.74398 | 7.311389 | -30.97247 | -47.46552 | 59.97203 | -35.79037 | 54.58107 | 58.52866 | 7.033944 | 34.97210 |\n",
"| -44.47579 | 8.889024 | -34.26537 | -61.26492 | 75.89451 | -40.82996 | 70.03011 | 78.88535 | 5.337667 | 48.78677 |\n",
"| -33.15494 | 6.681777 | -29.90252 | -51.36388 | 61.53490 | -34.64684 | 59.85143 | 66.03577 | 3.358953 | 39.36917 |\n",
"| -37.53636 | 7.648639 | -33.15662 | -57.04066 | 69.42493 | -38.57396 | 66.40997 | 73.94489 | 3.542287 | 44.70710 |\n",
"| -34.69331 | 7.227141 | -32.08368 | -53.89653 | 65.89645 | -37.40850 | 62.98103 | 69.54364 | 3.828292 | 41.71645 |\n",
"| -45.79834 | 10.336738 | -38.47902 | -66.57122 | 79.62824 | -44.65425 | 75.36214 | 81.14357 | 8.710250 | 47.65771 |\n",
"| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n",
"| -52.69049 | 11.190913 | -37.65535 | -69.03002 | 84.68005 | -45.27689 | 77.36452 | 86.25737 | 9.053014 | 52.86576 |\n",
"| -38.59199 | 9.481286 | -36.52728 | -59.35108 | 71.01367 | -42.05063 | 67.10311 | 70.12289 | 9.435576 | 39.94884 |\n",
"| -42.70473 | 8.593385 | -32.25883 | -57.99387 | 73.21780 | -38.98065 | 66.24454 | 75.14627 | 4.819789 | 47.21669 |\n",
"| -35.21010 | 8.060588 | -32.07604 | -55.16277 | 63.39269 | -36.36379 | 62.98857 | 66.53489 | 6.360057 | 37.26314 |\n",
"| -24.95764 | 5.737927 | -26.67376 | -42.01494 | 50.89442 | -30.55045 | 49.25283 | 52.66982 | 4.293275 | 30.38769 |\n",
"| -42.13750 | 9.290286 | -37.00338 | -64.36059 | 75.24275 | -42.51905 | 73.75808 | 79.17422 | 6.643094 | 45.61506 |\n",
"| -41.71394 | 9.476150 | -36.16705 | -61.36320 | 73.90451 | -41.84591 | 69.66553 | 75.10975 | 7.612187 | 44.46447 |\n",
"| -50.26046 | 10.711581 | -35.15514 | -66.18369 | 78.83035 | -41.90383 | 73.70929 | 81.40619 | 8.525378 | 48.92882 |\n",
"| -35.73077 | 7.674382 | -33.08658 | -55.53320 | 66.44391 | -38.33228 | 64.28457 | 69.37239 | 5.509799 | 40.50552 |\n",
"| -36.26744 | 7.116885 | -30.26275 | -52.70859 | 66.33720 | -36.26700 | 61.60786 | 69.98145 | 2.893443 | 43.78046 |\n",
"| -33.30143 | 8.069606 | -33.42714 | -53.51068 | 64.24609 | -38.23400 | 61.43053 | 64.53101 | 7.410892 | 36.94320 |\n",
"| -31.91962 | 6.717641 | -29.62625 | -49.28335 | 60.80076 | -34.82944 | 57.47783 | 63.06065 | 4.155478 | 37.83196 |\n",
"| -50.29758 | 10.669818 | -37.10697 | -68.49155 | 80.64528 | -43.62380 | 76.84206 | 83.99176 | 8.629096 | 49.45376 |\n",
"| -43.25099 | 9.074817 | -35.52128 | -63.15716 | 75.77695 | -41.46027 | 72.43549 | 79.61818 | 5.552402 | 47.37774 |\n",
"| -46.40273 | 11.314044 | -40.15354 | -68.38288 | 79.84600 | -46.30713 | 76.31602 | 79.48168 | 11.834373 | 44.87900 |\n",
"| -36.68867 | 7.488414 | -32.57604 | -56.44068 | 68.22108 | -38.16037 | 65.87198 | 72.84273 | 3.513913 | 43.71309 |\n",
"| -38.82969 | 9.456101 | -36.84208 | -60.94589 | 70.88132 | -41.65754 | 68.80947 | 71.20840 | 9.465775 | 39.71969 |\n",
"| -42.22292 | 10.036233 | -36.25331 | -61.35592 | 73.27808 | -42.11162 | 68.73171 | 72.81651 | 9.971797 | 42.20918 |\n",
"| -37.74448 | 7.976100 | -31.02889 | -54.83425 | 66.09692 | -36.33205 | 62.92582 | 69.30338 | 5.078483 | 41.17245 |\n",
"| -39.30078 | 8.482947 | -33.62782 | -59.70767 | 69.04123 | -38.39140 | 68.35043 | 73.62398 | 5.661458 | 42.27761 |\n",
"| -47.04184 | 9.035445 | -33.64672 | -62.67968 | 78.11491 | -40.46999 | 71.54539 | 81.97639 | 4.265302 | 51.58977 |\n",
"| -44.97682 | 9.492888 | -37.38285 | -66.69491 | 78.67154 | -43.26910 | 76.59556 | 83.55997 | 5.737994 | 48.93972 |\n",
"| -51.91233 | 11.190833 | -38.65912 | -68.53681 | 85.88260 | -46.96522 | 76.69015 | 85.63019 | 9.460196 | 53.25460 |\n",
"| -29.84014 | 7.084659 | -30.81056 | -50.12502 | 57.20768 | -34.50891 | 57.28700 | 59.04918 | 6.964293 | 32.35861 |\n",
"| -36.99175 | 8.012156 | -32.39187 | -55.34067 | 66.64310 | -37.46987 | 63.72959 | 69.35648 | 5.378104 | 41.10004 |\n",
"| -42.84057 | 8.944297 | -34.51508 | -62.07970 | 73.92428 | -40.08157 | 71.03031 | 78.15872 | 5.318585 | 46.44754 |\n",
"| -49.71298 | 9.354491 | -34.75991 | -65.09045 | 82.77754 | -42.54467 | 74.38881 | 86.84276 | 3.849776 | 55.88385 |\n",
"| -52.54739 | 9.756282 | -35.42966 | -67.16290 | 85.93193 | -43.76659 | 76.53800 | 89.56317 | 4.463496 | 58.01137 |\n",
"| -33.53165 | 7.116670 | -30.33268 | -52.58580 | 61.70869 | -35.04008 | 60.88377 | 66.16159 | 4.181972 | 38.69858 |\n",
"| -42.71537 | 8.931834 | -35.44920 | -63.86202 | 74.27504 | -40.62624 | 73.22176 | 79.76437 | 5.274875 | 46.36724 |\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"6. 1. \n",
"A data.frame: 169 × 10\n",
"\n",
"| V1 <dbl> | V2 <dbl> | V3 <dbl> | V4 <dbl> | V5 <dbl> | V6 <dbl> | V7 <dbl> | V8 <dbl> | V9 <dbl> | V10 <dbl> |\n",
"|---|---|---|---|---|---|---|---|---|---|\n",
"| -0.9135264 | -0.1284797 | -0.1071690 | -0.4606112 | -0.3612420 | -0.2246760 | 0.01288197 | 0.6090459 | -0.3486418 | 0.2677680 |\n",
"| -0.9192395 | -0.1314228 | -0.1131136 | -0.4698231 | -0.3578964 | -0.2193068 | 0.01600154 | 0.6207227 | -0.3501044 | 0.2672426 |\n",
"| -0.9224746 | -0.1332678 | -0.1163372 | -0.4758148 | -0.3575157 | -0.2154000 | 0.01703493 | 0.6254920 | -0.3508973 | 0.2666653 |\n",
"| -0.9114648 | -0.1292376 | -0.1069696 | -0.4613160 | -0.3589045 | -0.2221066 | 0.01655970 | 0.6133325 | -0.3503808 | 0.2613819 |\n",
"| -0.9163428 | -0.1309561 | -0.1093774 | -0.4655113 | -0.3594342 | -0.2209778 | 0.01570913 | 0.6163566 | -0.3504009 | 0.2651690 |\n",
"| -0.9217521 | -0.1354902 | -0.1168728 | -0.4710887 | -0.3565133 | -0.2165120 | 0.01575898 | 0.6254900 | -0.3488246 | 0.2678722 |\n",
"| -0.9299977 | -0.1366230 | -0.1242748 | -0.4938786 | -0.3512470 | -0.2042817 | 0.02589493 | 0.6463723 | -0.3564071 | 0.2593617 |\n",
"| -0.9210776 | -0.1340266 | -0.1167435 | -0.4768700 | -0.3553388 | -0.2131880 | 0.02013078 | 0.6295598 | -0.3521397 | 0.2618001 |\n",
"| -0.9216696 | -0.1334345 | -0.1158148 | -0.4759067 | -0.3566340 | -0.2147384 | 0.01863547 | 0.6272316 | -0.3517911 | 0.2641292 |\n",
"| -0.9150118 | -0.1305062 | -0.1097856 | -0.4650118 | -0.3591606 | -0.2207702 | 0.01570781 | 0.6156889 | -0.3498927 | 0.2643972 |\n",
"| -0.9225739 | -0.1346847 | -0.1179670 | -0.4788904 | -0.3553212 | -0.2120786 | 0.02011611 | 0.6311526 | -0.3522555 | 0.2623332 |\n",
"| -0.9123201 | -0.1307257 | -0.1082110 | -0.4575865 | -0.3577997 | -0.2241166 | 0.01453861 | 0.6133849 | -0.3479936 | 0.2654217 |\n",
"| -0.9207722 | -0.1350479 | -0.1159910 | -0.4698369 | -0.3568888 | -0.2172123 | 0.01555553 | 0.6240051 | -0.3486920 | 0.2675990 |\n",
"| -0.9148675 | -0.1321956 | -0.1101590 | -0.4606108 | -0.3593094 | -0.2223106 | 0.01331185 | 0.6138688 | -0.3475674 | 0.2671118 |\n",
"| -0.9134249 | -0.1303234 | -0.1077689 | -0.4629092 | -0.3597706 | -0.2213142 | 0.01589612 | 0.6139344 | -0.3503451 | 0.2626489 |\n",
"| -0.9159503 | -0.1304610 | -0.1097348 | -0.4651887 | -0.3586236 | -0.2212977 | 0.01590827 | 0.6168175 | -0.3502113 | 0.2652837 |\n",
"| -0.9124454 | -0.1305275 | -0.1072412 | -0.4555818 | -0.3602043 | -0.2257197 | 0.01186130 | 0.6089953 | -0.3468128 | 0.2681610 |\n",
"| -0.9161053 | -0.1309611 | -0.1106442 | -0.4671997 | -0.3580894 | -0.2194790 | 0.01708024 | 0.6188079 | -0.3508168 | 0.2634238 |\n",
"| -0.9197530 | -0.1327638 | -0.1151107 | -0.4739765 | -0.3552458 | -0.2154649 | 0.01970492 | 0.6275200 | -0.3519095 | 0.2625308 |\n",
"| -0.9231505 | -0.1347979 | -0.1186673 | -0.4800228 | -0.3547344 | -0.2115600 | 0.02063721 | 0.6325758 | -0.3524923 | 0.2622468 |\n",
"| -0.9272646 | -0.1364238 | -0.1222635 | -0.4854146 | -0.3540992 | -0.2089165 | 0.02077111 | 0.6372454 | -0.3525994 | 0.2641468 |\n",
"| -0.9221181 | -0.1334613 | -0.1165928 | -0.4765534 | -0.3561899 | -0.2145606 | 0.01869753 | 0.6280653 | -0.3516228 | 0.2646143 |\n",
"| -0.9215043 | -0.1332659 | -0.1161073 | -0.4761684 | -0.3558597 | -0.2145964 | 0.01927230 | 0.6282915 | -0.3519711 | 0.2636355 |\n",
"| -0.9121368 | -0.1271621 | -0.1056805 | -0.4633190 | -0.3599612 | -0.2229794 | 0.01670160 | 0.6118301 | -0.3516564 | 0.2622889 |\n",
"| -0.9216608 | -0.1343700 | -0.1170398 | -0.4774526 | -0.3555450 | -0.2127154 | 0.01995883 | 0.6299530 | -0.3522383 | 0.2619521 |\n",
"| -0.9185982 | -0.1324778 | -0.1130603 | -0.4706140 | -0.3575450 | -0.2173733 | 0.01749026 | 0.6224911 | -0.3509387 | 0.2638981 |\n",
"| -0.9163589 | -0.1303778 | -0.1102453 | -0.4660537 | -0.3583353 | -0.2209989 | 0.01612004 | 0.6175746 | -0.3503173 | 0.2654200 |\n",
"| -0.9269598 | -0.1367241 | -0.1218311 | -0.4847188 | -0.3542492 | -0.2089895 | 0.02075422 | 0.6369655 | -0.3526104 | 0.2637644 |\n",
"| -0.9125441 | -0.1308250 | -0.1072879 | -0.4557510 | -0.3606806 | -0.2254574 | 0.01160302 | 0.6085874 | -0.3467407 | 0.2681689 |\n",
"| -0.9161390 | -0.1325192 | -0.1120427 | -0.4628865 | -0.3579708 | -0.2212391 | 0.01411372 | 0.6169417 | -0.3477202 | 0.2674112 |\n",
"| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n",
"| -0.9142272 | -0.1299726 | -0.1106107 | -0.4661082 | -0.3571052 | -0.2198562 | 0.017645514 | 0.6186185 | -0.3505771 | 0.2622694 |\n",
"| -0.9173738 | -0.1324030 | -0.1124303 | -0.4632865 | -0.3578898 | -0.2218622 | 0.013594516 | 0.6173526 | -0.3475600 | 0.2692995 |\n",
"| -0.9168286 | -0.1306625 | -0.1110400 | -0.4659780 | -0.3586782 | -0.2211158 | 0.015135424 | 0.6170850 | -0.3494975 | 0.2668553 |\n",
"| -0.9201989 | -0.1310517 | -0.1145080 | -0.4762594 | -0.3564527 | -0.2155937 | 0.019636625 | 0.6259038 | -0.3527417 | 0.2630267 |\n",
"| -0.9237185 | -0.1343168 | -0.1180585 | -0.4782556 | -0.3560900 | -0.2135602 | 0.018409133 | 0.6296377 | -0.3514353 | 0.2655979 |\n",
"| -0.9249323 | -0.1335868 | -0.1183662 | -0.4838988 | -0.3554633 | -0.2108539 | 0.021358518 | 0.6333606 | -0.3541838 | 0.2623289 |\n",
"| -0.9099230 | -0.1299456 | -0.1052486 | -0.4527729 | -0.3618258 | -0.2264977 | 0.010972274 | 0.6046603 | -0.3464206 | 0.2668780 |\n",
"| -0.9156697 | -0.1321238 | -0.1117197 | -0.4691259 | -0.3568954 | -0.2167722 | 0.019085223 | 0.6221697 | -0.3516625 | 0.2598131 |\n",
"| -0.9243648 | -0.1330073 | -0.1184176 | -0.4834326 | -0.3546307 | -0.2113304 | 0.021819640 | 0.6337993 | -0.3541545 | 0.2621738 |\n",
"| -0.9254259 | -0.1372267 | -0.1203074 | -0.4769127 | -0.3555065 | -0.2132284 | 0.016804127 | 0.6311505 | -0.3495117 | 0.2682368 |\n",
"| -0.9339143 | -0.1382753 | -0.1271985 | -0.4987543 | -0.3515713 | -0.2018166 | 0.025335927 | 0.6494102 | -0.3563598 | 0.2614073 |\n",
"| -0.9192227 | -0.1347726 | -0.1157306 | -0.4692288 | -0.3565593 | -0.2168557 | 0.016147252 | 0.6235349 | -0.3487429 | 0.2658730 |\n",
"| -0.9132875 | -0.1304559 | -0.1066829 | -0.4543976 | -0.3628138 | -0.2270761 | 0.008958369 | 0.6045374 | -0.3456121 | 0.2716315 |\n",
"| -0.9184409 | -0.1316571 | -0.1129275 | -0.4698777 | -0.3583977 | -0.2184284 | 0.016141379 | 0.6200750 | -0.3502285 | 0.2657419 |\n",
"| -0.9235966 | -0.1316704 | -0.1164512 | -0.4796525 | -0.3564786 | -0.2148420 | 0.019112239 | 0.6282573 | -0.3527920 | 0.2658572 |\n",
"| -0.9114898 | -0.1300128 | -0.1069142 | -0.4549339 | -0.3597653 | -0.2259855 | 0.012239715 | 0.6088108 | -0.3468627 | 0.2674352 |\n",
"| -0.9194295 | -0.1352445 | -0.1157930 | -0.4700891 | -0.3564250 | -0.2159848 | 0.016837204 | 0.6247834 | -0.3492644 | 0.2646988 |\n",
"| -0.9298186 | -0.1378202 | -0.1245574 | -0.4888686 | -0.3539801 | -0.2069145 | 0.020719605 | 0.6399640 | -0.3525800 | 0.2650998 |\n",
"| -0.9134096 | -0.1293248 | -0.1072188 | -0.4615172 | -0.3597231 | -0.2232317 | 0.015090341 | 0.6126236 | -0.3498509 | 0.2647385 |\n",
"| -0.9282769 | -0.1348920 | -0.1215995 | -0.4887528 | -0.3540463 | -0.2083769 | 0.022327913 | 0.6386867 | -0.3546120 | 0.2631358 |\n",
"| -0.9107243 | -0.1293475 | -0.1080292 | -0.4624521 | -0.3573186 | -0.2207866 | 0.018141983 | 0.6155425 | -0.3506681 | 0.2593567 |\n",
"| -0.9201909 | -0.1347200 | -0.1150585 | -0.4682557 | -0.3580629 | -0.2181104 | 0.014336716 | 0.6213933 | -0.3481993 | 0.2683613 |\n",
"| -0.9138634 | -0.1319787 | -0.1102199 | -0.4608305 | -0.3577856 | -0.2217091 | 0.015017411 | 0.6159419 | -0.3482042 | 0.2648278 |\n",
"| -0.9275650 | -0.1365725 | -0.1231995 | -0.4865598 | -0.3530195 | -0.2081130 | 0.021687945 | 0.6394393 | -0.3529271 | 0.2634746 |\n",
"| -0.9229866 | -0.1336018 | -0.1182783 | -0.4845116 | -0.3529707 | -0.2091493 | 0.024775343 | 0.6370118 | -0.3556913 | 0.2572370 |\n",
"| -0.9182203 | -0.1315606 | -0.1133421 | -0.4703706 | -0.3572468 | -0.2180830 | 0.017199926 | 0.6218033 | -0.3505511 | 0.2648137 |\n",
"| -0.9214171 | -0.1354740 | -0.1170493 | -0.4716280 | -0.3562195 | -0.2159085 | 0.016332641 | 0.6262591 | -0.3491287 | 0.2668341 |\n",
"| -0.9069405 | -0.1270321 | -0.1032548 | -0.4549678 | -0.3596959 | -0.2255962 | 0.015509976 | 0.6069593 | -0.3495462 | 0.2606877 |\n",
"| -0.9249080 | -0.1336019 | -0.1179035 | -0.4835092 | -0.3556653 | -0.2111876 | 0.021301676 | 0.6328994 | -0.3542369 | 0.2624328 |\n",
"| -0.9162958 | -0.1311729 | -0.1113813 | -0.4681433 | -0.3578594 | -0.2187000 | 0.017330172 | 0.6198176 | -0.3508525 | 0.2630017 |\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
"\n"
],
"text/plain": [
"[[1]]\n",
"[[1]][[1]]\n",
" V1 V2 V3 V4 V5 V6\n",
"1 2.8810773 10.4066467 -14.0121717 -16.1973343 2.99997973 -3.28695488\n",
"2 0.7618766 -17.2627048 -17.8810635 -5.1482120 2.05735373 -2.69763494\n",
"3 -22.0414429 13.2924080 -20.4009438 -6.8802342 1.57084727 -5.62033463\n",
"4 -15.9062243 -6.0755281 -2.7504244 -25.9804878 2.58203697 -4.04373646\n",
"5 -3.7934496 -18.9399719 9.6689863 -5.8095994 2.95855689 0.36943522\n",
"6 8.6433077 -12.8703737 8.6739178 -13.7521105 4.24764538 -0.90084100\n",
"7 6.0459995 -17.9827328 0.9702364 -2.7191286 3.57151914 -0.69291496\n",
"8 -11.7564793 15.4424181 -1.2085484 -20.2516747 1.30802357 -3.90948176\n",
"9 -9.8515005 -9.4869318 -28.4124413 -10.5977449 3.41181397 -1.69388366\n",
"10 4.4796090 1.4532874 -2.9662538 -22.8153496 2.59712577 -3.83219862\n",
"11 10.7486391 -5.2633023 0.2724830 -16.3350925 0.65014857 -0.45966139\n",
"12 -11.5708399 6.7627220 -24.4341812 -20.0528641 1.86413622 -3.78065848\n",
"13 -2.2730594 -8.4899645 6.0248337 -23.6696281 1.99959445 -1.16015720\n",
"14 -2.8928783 -11.3737040 -18.6095123 -3.2508230 2.16707635 -4.38314629\n",
"15 -3.3590488 -1.8937924 -32.9735031 -12.8889933 4.15582418 -1.41112590\n",
"16 -30.9378738 1.7613243 -6.3716621 -16.7008934 -0.04121362 -5.74209213\n",
"17 -9.0478525 -17.5919476 -20.7273540 -11.8613539 5.54359484 -0.95356190\n",
"18 -1.8827852 -8.2875710 -0.7625901 8.0340633 -5.25211763 -2.83894515\n",
"19 -22.5084686 -1.8624849 4.3601685 -13.2048407 1.93291223 -5.67960644\n",
"20 8.0968018 -2.0970933 7.6349835 -16.5521851 1.06931818 -0.99831378\n",
"21 -0.9910342 -9.1098661 12.1566858 -10.8197107 4.38272333 0.80793512\n",
"22 5.4620419 4.5510702 -2.5678735 -18.4366798 1.17657280 -1.99174750\n",
"23 -19.1713276 -8.7833776 -25.3688431 -18.4441986 1.10126388 -4.19294453\n",
"24 -4.0674348 -3.9719660 11.1022062 -1.1719444 2.76013970 -2.41866183\n",
"25 3.9922876 11.9451733 -5.4594603 -16.4292336 2.80215144 -3.01875377\n",
"26 -10.6386843 4.5776911 1.2790424 -21.1476822 5.07387447 -4.19957924\n",
"27 -1.1679879 2.9606979 9.1321135 -15.2227564 0.94201237 -1.25721633\n",
"28 1.9073864 -10.3060808 1.8309432 -25.3001938 1.37544882 -0.84014308\n",
"29 6.2155695 -2.5128734 4.7434921 -21.9948273 1.01232171 -0.75826967\n",
"30 -23.4135914 10.3590307 -9.4712906 -18.2724915 0.67126894 -4.39304829\n",
"31 6.6427479 -19.2966347 -15.7051582 -12.4255114 2.31092191 -0.76654005\n",
"32 -9.8574238 -12.2706013 0.7193223 3.3603530 -4.87996960 -4.66546106\n",
"33 -8.1492834 -10.6959829 6.3302803 -1.3423165 -2.27055311 -3.23763156\n",
"34 -6.9354935 -2.7289889 10.4162569 -13.1065226 4.10248280 -3.64786744\n",
"35 -4.0408916 9.1747675 -23.0836792 -19.6905918 1.71580422 -6.17434120\n",
"36 -8.9165621 -14.3957968 -1.6198319 -24.7290535 3.43164444 -2.37455487\n",
"37 -9.5391397 -13.0384378 -17.0727062 -30.7911339 1.49861634 -3.47890162\n",
"38 2.5271330 -0.9241640 -8.5590391 -23.4485817 1.15346408 -1.98336875\n",
"39 -23.9280624 -3.2763879 -29.5573196 -7.4326172 0.98909563 -4.58632135\n",
"40 -8.0295324 -19.5775394 10.1484518 -17.3347893 0.93927294 0.84600794\n",
"41 -16.1130810 -1.6938165 -17.6905289 7.6349587 7.68667269 -3.37444806\n",
"42 8.7725439 -7.8472652 0.6762611 -24.6284218 0.10192093 -1.14389741\n",
"43 5.7066870 -18.9729176 1.9341124 -11.3677168 1.92261720 -1.32142186\n",
"44 -19.2741833 18.5082951 -3.2296629 -14.1125984 3.38012695 -6.95274305\n",
"45 -3.5244951 -22.5767059 -10.0152779 -17.7352772 2.87969851 -2.25400019\n",
"46 -1.3037399 -16.9141808 -2.0552263 -27.5729179 2.68814421 -3.31199908\n",
"47 -28.6823044 10.8591852 -9.7051172 -5.3425899 0.74864179 -8.82544422\n",
"48 -0.2223512 -12.1761198 -22.9741554 -10.4440260 2.26283979 -3.04703808\n",
"49 -16.9461346 7.9159288 -15.1622772 -16.8464584 1.35470331 -5.83168697\n",
"50 -6.3933907 6.9429183 12.1989422 -8.7681742 2.39158010 -4.83524418\n",
"51 -12.6143541 -15.7847643 -8.0598516 6.0233197 1.05058146 -3.17282987\n",
"52 -16.3359299 -10.8362522 -4.3377228 -14.1357946 4.90170336 -0.36999360\n",
"53 -3.4371612 -12.0255842 9.5681057 -19.4334164 1.06843472 -3.81161904\n",
"54 -6.2826681 -1.1718185 -8.0324183 -24.5992470 0.58095407 -2.91174960\n",
"55 -26.8072338 0.5796903 -15.7637520 -20.0990372 0.46159109 -4.92595005\n",
"56 -3.1815424 -31.0001068 -10.9159327 -5.7898307 3.49766994 -1.29229486\n",
"57 6.6300297 -0.5545685 -13.0511742 -23.4498463 1.97207689 -3.10980749\n",
"58 -16.2042542 -24.3629303 -20.5188179 -10.0439148 4.12223291 -1.71008670\n",
"59 -24.6912937 -9.8837786 2.6071444 -7.3424439 -2.80744410 1.27627921\n",
"60 -14.7065506 16.2520866 6.4991627 -16.5402908 0.48883995 -1.60661471\n",
"61 -10.9981127 -21.3431244 -4.6809387 -19.3182297 1.17340958 -2.66993165\n",
"62 4.5901546 -13.9713697 -21.6611671 -14.3863926 1.40531468 -2.91138244\n",
"63 -5.5684314 -20.8069897 2.1936319 0.7820531 2.56011677 1.75503814\n",
"64 -1.4052585 -26.5778294 -7.0919933 3.5926709 2.69224048 -0.21358746\n",
"65 -2.3050857 -14.6977396 -14.2540779 -25.8780842 2.07306218 -2.62337375\n",
"66 6.3301315 -4.4913616 -16.9732513 -19.8094769 1.13981354 -1.91138279\n",
"67 -32.5465813 14.2687712 -8.8644705 -14.1675253 0.33868971 -5.68876028\n",
"68 4.2990227 -7.9058580 4.2189045 -21.9370117 2.61969090 -1.69991827\n",
"69 -9.1135798 -4.2046347 -32.7239151 1.5922042 -0.50384218 -3.84575295\n",
"70 4.8032055 -13.1975498 -21.8505192 -7.7544808 1.44425619 -2.66623139\n",
"71 -14.3060150 -0.1350262 -32.7035904 -7.9743829 1.34289289 -3.78760123\n",
"72 0.4283125 6.5166621 -6.4233360 -25.7519627 0.80183405 -2.09910131\n",
"73 5.4742084 -5.8621154 -12.7268400 -22.9205780 1.59562051 -2.69859791\n",
"74 2.7686288 8.3555250 -27.6071072 -15.5510912 2.33285809 -3.86256123\n",
"75 -9.4063997 -0.8249289 -15.4949799 -21.8365707 3.47812319 -5.32161140\n",
"76 3.3837051 -22.4232063 -10.6733913 0.5483163 2.61412787 -0.89047849\n",
"77 4.6678581 -25.5814648 -8.4878750 -17.8409386 1.19833004 0.04153289\n",
"78 -14.6139812 -7.4816990 6.0369449 2.0268109 -3.54658461 -0.47732261\n",
"79 -28.4012508 -7.0154600 -10.7452097 -14.6317606 0.54599172 -4.04420805\n",
"80 -10.7484159 19.2111664 -20.2323341 -18.1421928 0.50570041 -2.61044908\n",
"81 4.8629694 -9.5820827 8.6714802 -17.8717098 1.77756584 -0.69102764\n",
"82 2.4260054 -6.7309389 -23.0807571 -15.9381227 2.12097239 -3.25970674\n",
"83 -2.0935965 -25.9402504 -0.4004673 -2.8910737 2.06190896 0.41407892\n",
"84 -15.7886896 -9.0601616 -29.0557270 -0.4339234 4.61172152 -2.89825034\n",
"85 -26.8318996 -3.3670437 -18.7785873 -12.9212275 1.08929372 -5.00377750\n",
"86 8.1675863 -4.9054298 -21.1562080 -9.2841692 1.28498018 -1.88429177\n",
"87 -8.4671612 6.0894699 10.6436501 1.9287986 4.95783710 -6.24914169\n",
"88 -2.4518428 -1.7541783 0.8717958 -27.8177567 2.11051965 -1.98780215\n",
"89 -9.4437113 13.9990225 -7.9553347 -17.3796520 2.80413413 -3.27248025\n",
"90 -1.3832487 -29.4794617 -19.3356743 -13.9814234 3.68156266 -0.56592405\n",
"91 10.6726065 -5.2349443 -15.5154495 -15.0811749 3.53242135 -1.63059413\n",
"92 -1.4715821 -0.7145492 -21.1771736 -22.5635834 2.89533114 -4.28457022\n",
"93 -2.3893523 15.1765118 -8.2939148 -20.7184029 2.34872580 -4.11710835\n",
"94 -11.6156530 8.3995695 -22.3626862 -1.3085812 0.54434139 -3.55696678\n",
"95 7.5036020 -17.3511410 -10.0212135 -22.2292862 2.30160880 -1.20914817\n",
"96 -9.8450651 -26.8910542 -7.3704386 -0.8579949 3.37236094 0.23631342\n",
"97 -13.7474384 -19.1299458 -28.1433487 -5.6785512 4.57330513 -1.00485790\n",
"98 3.4022849 -22.1635075 -6.1302118 -26.2239342 2.51370835 -1.66536701\n",
"99 1.9859999 -13.8379526 5.9313812 -21.6053200 1.47605455 -0.82982254\n",
"100 1.7123085 -4.2305379 15.8890352 -10.1989326 1.49358904 -1.41170335\n",
"101 -18.2567730 22.6241131 -18.8446980 -14.8389826 1.97017860 -5.64049435\n",
"102 -6.9789581 -18.3754673 -18.5563583 4.6137223 3.21685457 -0.42291886\n",
"103 -5.1199083 5.8027058 -31.3229313 -5.4062886 -0.72654337 -3.25723171\n",
"104 1.9830376 -18.5976677 -11.6442585 -26.5657558 1.61748457 -1.97226322\n",
"105 3.4400594 -23.6071339 -5.7487593 -4.7943358 2.98135591 -1.30517197\n",
"106 1.6866723 -3.0872111 11.1377420 -18.3255501 1.29210734 -1.27564335\n",
"107 -7.3756576 8.9569187 -17.0750008 -25.4538326 2.44289470 -2.24565721\n",
"108 -2.7301383 -9.6104784 -11.9224434 -33.4604836 2.96059752 -1.91965854\n",
"109 -28.7063103 10.3722944 -18.0975533 -15.3070755 0.03274120 -4.88780499\n",
"110 -8.3056765 7.7572064 -28.4490185 -12.0993776 0.49737570 -3.69636655\n",
"111 7.3858752 -9.7005634 -18.5271206 -1.1624560 1.91756094 -2.57313561\n",
"112 -24.5482693 18.3186283 -5.7688580 -3.1731143 -1.43269074 -10.89491367\n",
"113 -16.6137428 -16.2186184 -19.5046177 -21.2159863 1.02553451 -3.23160815\n",
"114 -15.1391153 -6.2619472 -9.4137640 -27.9411030 1.82380402 -3.88843989\n",
"115 -8.9607239 10.0025778 -8.6438169 2.6952958 -5.01825619 -10.24197674\n",
"116 9.5902634 -5.3706884 -11.7902241 -19.8589725 1.65535104 -2.31273818\n",
"117 -23.0554562 2.6128099 -20.9855576 -14.2742662 0.53517896 -5.23972034\n",
"118 0.2684370 -5.2767859 -31.2851429 -4.3110757 2.90458918 -1.87029064\n",
"119 -10.9517450 -10.9518948 -6.8201108 -29.0779572 1.56027949 -2.53895640\n",
"120 -22.4066029 7.6264229 5.5390425 -19.1519547 1.05714512 -4.43647003\n",
"121 -8.3913612 -2.6787055 -27.5552940 -16.8102551 -0.74360567 -2.02239347\n",
"122 -0.6980614 -10.3337030 -18.0389919 1.5955328 2.62152219 -3.91416430\n",
"123 -17.1566353 2.3832061 -23.1680107 -19.1988926 0.66859353 -5.26544333\n",
"124 12.2916994 -0.9350931 -9.2458038 -17.2849178 1.90304446 -3.19476438\n",
"125 -4.2417798 -19.4117737 -19.3944683 -21.8188744 1.90355098 -2.65152431\n",
"126 -4.3410330 -0.2241096 15.0878210 -7.7529197 3.55490470 -4.12211704\n",
"127 -4.7541742 12.2815685 -23.2823067 -10.8411856 1.05890679 -4.08235550\n",
"128 3.0818191 -18.6261978 4.8522248 -15.5504160 2.02731824 -1.14646041\n",
"129 -22.1443520 -12.2052794 -11.0395012 -3.7659018 6.27307129 0.14188427\n",
"130 -3.7455580 -3.6751301 8.3513889 -18.4608917 1.88220584 -1.11342537\n",
"131 -6.5187101 -15.3519049 -24.5366974 -18.6302338 5.20461750 -1.73605955\n",
"132 -14.3936834 -1.6771971 5.4682236 -21.1547661 1.73593605 -1.39845490\n",
"133 2.9571733 2.5028985 10.4091187 -11.4572334 1.11778307 -1.08679700\n",
"134 -14.3007002 8.4664736 -10.6847906 -24.2505608 1.88280118 -4.93250275\n",
"135 -13.1622515 -13.3669682 6.6952176 -19.5831432 1.17610717 1.06993604\n",
"136 -17.0593662 -21.2670040 -15.4365225 -3.3539741 5.09585762 -3.13702941\n",
"137 -1.5890683 8.6596851 3.1725330 -20.7760792 1.64459300 -1.38699019\n",
"138 -8.0625324 -24.8603153 -10.5320272 -9.3699179 4.12372255 -0.79139614\n",
"139 2.1340601 -25.3938732 -2.6893210 -11.0878468 2.28130031 -0.94648635\n",
"140 -5.0700655 -22.5344887 1.4289047 -24.1378193 2.94236779 -0.05564115\n",
"141 -30.6694298 1.7722883 -13.6371040 -7.9223619 -0.49968281 -5.38072109\n",
"142 -12.7639627 -10.7408504 -15.1967468 -25.4971771 1.50984406 -2.17444372\n",
"143 -17.6830864 0.4440632 -8.2338276 8.1836147 -3.32488823 -4.04607391\n",
"144 7.6695137 1.6122205 2.9708309 -19.1915531 0.32552743 0.28552777\n",
"145 -26.5228405 2.8560719 -4.4618559 2.7559588 0.20864306 -2.80848145\n",
"146 -19.1017246 0.6496075 -14.4488850 -25.6807175 1.71162093 -4.40829325\n",
"147 -10.4184246 -21.8209534 -0.9191197 -5.9191318 4.53808069 -0.35648334\n",
"148 -6.3440328 9.3890095 7.5329523 -16.4805984 4.31905031 -4.16660023\n",
"149 11.1203642 -15.3899908 -2.6862030 -9.7701597 2.70597506 -0.61820614\n",
"150 -10.6478624 20.9162273 1.5358592 -13.2354565 -0.21882461 -0.13204943\n",
"151 8.1250229 -20.0555553 -8.0006294 -12.1846590 2.60595512 -0.85591996\n",
"152 -12.3922424 -21.7302799 3.8538446 -13.6940298 3.78478551 0.94616222\n",
"153 -14.5066137 -6.7182055 -4.3197284 8.0621042 -3.57218122 -2.76609397\n",
"154 -27.1021290 9.2237349 -1.8366727 -20.4689255 3.71285844 -1.72425675\n",
"155 -5.8578000 -29.9372654 -4.4351869 -9.6530313 2.36419797 -0.26131865\n",
"156 -30.7052326 5.1619339 -25.1969109 -0.2753009 -0.05761467 -5.34373093\n",
"157 -20.4360561 4.2072458 -6.3903599 -21.6148758 1.16634524 -4.86095238\n",
"158 -2.6169729 -8.7077894 5.4537601 5.1153932 1.00610673 -3.24926543\n",
"159 -21.8246937 -9.2735147 -4.2521739 0.4291345 -2.01467133 -1.10476089\n",
"160 -8.8835268 -19.7769718 -12.9554996 -29.6343575 1.16219318 -2.73923612\n",
"161 -27.3345470 -0.6869442 -2.2544932 -4.6080770 -2.99569035 -2.94823241\n",
"162 -15.0246410 9.4283543 -21.2856712 -12.1390772 1.64457703 -3.66937017\n",
"163 -12.1154242 1.6208117 10.5799322 -6.8097587 0.07495327 -1.91547811\n",
"164 -7.1601329 -25.7238750 -16.4752407 -5.6122141 4.16056204 -2.34755301\n",
"165 -9.6992369 -10.9341631 -10.5166531 11.6696177 -0.03027003 -4.04362631\n",
"166 -18.2155609 -9.8155622 -10.8084965 -21.4067020 1.08629775 -2.36327434\n",
"167 -18.6490250 -14.1160975 -17.1521454 -11.8827839 0.51667672 -2.43469620\n",
"168 -17.7907467 -19.1658688 -4.3228378 -9.3080502 1.86386991 0.64811718\n",
"169 -20.0730305 -2.8545871 0.5472971 3.3564658 -3.47738409 -1.73952210\n",
" V7 V8 V9 V10\n",
"1 -5.1955185 -35.74690628 17.46298599 -8.7241240\n",
"2 14.5709887 4.07620811 -17.35038567 -10.0630598\n",
"3 21.7398148 -18.76868057 29.84029579 -1.4359852\n",
"4 16.4389534 -3.51736832 -17.56565285 -28.7201080\n",
"5 -25.9700947 -13.03316116 28.68823433 -20.0053425\n",
"6 1.1938078 2.21377110 -6.85737133 1.1909801\n",
"7 -2.1756706 16.25474739 -20.23464775 -28.1421967\n",
"8 3.6042070 -16.89731026 7.10633755 7.3018370\n",
"9 12.9812670 -7.13923645 23.11108971 -26.6041374\n",
"10 8.3863754 2.25514412 2.81785607 3.5161455\n",
"11 -17.1775169 7.19442320 5.10030890 -6.8281755\n",
"12 4.8886437 -17.51473999 -2.72564149 4.4195218\n",
"13 -3.8569818 12.86729336 -12.65588284 -9.8125000\n",
"14 15.2709627 8.22522068 -7.87044382 -10.7856426\n",
"15 19.5023861 -21.15425491 9.75445843 -0.9421998\n",
"16 -7.2999477 -29.55951309 21.39073181 -23.2014332\n",
"17 -15.4282160 -23.20894623 27.02224541 -2.9394307\n",
"18 13.0806971 19.59058189 11.46013355 -16.7271156\n",
"19 -7.2319069 5.78953171 -9.10118484 -5.1139812\n",
"20 -2.8304746 3.28575325 5.17127800 2.4859657\n",
"21 -22.0694580 -5.76049614 15.25875187 -29.2187042\n",
"22 8.2561541 0.31543574 -3.25556588 3.0542116\n",
"23 3.6931202 -5.73181581 27.31301308 -0.2532226\n",
"24 -0.3879960 2.56976509 16.77394867 -4.2196732\n",
"25 5.8026304 -3.83174205 -3.54750252 4.8129997\n",
"26 0.7997419 -13.34094715 -6.29104662 -35.2378044\n",
"27 -12.4307156 -2.13709450 -8.74805164 -19.7333755\n",
"28 -6.7336836 -1.52297544 -16.34593582 -21.7418442\n",
"29 -10.3176184 13.87936974 -7.11661530 -15.9733467\n",
"30 7.8205070 -27.81977081 -2.74652290 -5.3146634\n",
"31 8.0777330 15.48156738 -22.35880470 -29.1948509\n",
"32 6.3432212 9.37705517 12.50003815 -20.3476677\n",
"33 -3.9701574 14.18062687 23.91978264 -12.3269939\n",
"34 -9.2363453 -5.26301908 -3.24226761 -2.6148973\n",
"35 14.2514095 -21.09080505 -3.09683871 -1.1786548\n",
"36 -1.1839702 -4.28150845 -16.01351929 -36.4403725\n",
"37 13.3954382 -3.33232164 11.92927074 -35.8663292\n",
"38 13.5182676 5.64878559 9.45552158 -1.8175389\n",
"39 21.4483452 -24.35818863 1.65983105 -10.7090836\n",
"40 -15.9130173 -5.90482998 -0.49333417 -11.8707867\n",
"41 33.8114128 -31.98693085 7.27395248 -31.2174721\n",
"42 -13.1968889 10.62761784 -0.87071788 -10.9098396\n",
"43 -0.4591344 0.35854271 -1.10126746 2.1847124\n",
"44 5.2912211 -23.26799011 12.46330166 -9.6716614\n",
"45 23.0306034 -30.06776428 0.85554743 -52.0352287\n",
"46 0.1194183 -12.93158054 -19.04207420 -20.5558987\n",
"47 1.2439709 -19.16759682 5.96407986 1.0909218\n",
"48 9.3574905 3.40590620 16.02728271 -7.0737286\n",
"49 7.7587442 -13.84578705 26.10429382 -13.8348064\n",
"50 1.7798154 -4.47338867 -5.37889862 1.2056296\n",
"51 -2.4469073 18.89356613 15.56967163 -25.9316425\n",
"52 -11.9533777 -26.03610802 29.20247459 -14.9500465\n",
"53 -12.6820583 -23.18314552 -2.23656702 -36.8686714\n",
"54 -3.3235631 -7.65515709 32.31029892 -7.3457918\n",
"55 5.8068523 -34.14802170 13.27549076 -6.4260111\n",
"56 -6.7446871 13.62218857 2.21613908 -10.0931177\n",
"57 12.5476894 -3.66621399 4.32495260 4.2985926\n",
"58 -7.5526171 -13.81954861 0.85617232 -9.5061703\n",
"59 0.3499338 8.93708134 9.84680939 -30.1857719\n",
"60 -4.8553004 0.30852625 18.85506058 3.1354322\n",
"61 -4.0375690 -23.16201210 11.77197552 -38.8774452\n",
"62 17.0168381 -2.30446434 -2.93040562 -3.3653483\n",
"63 -18.1828442 -8.35053539 15.11508846 -48.0883293\n",
"64 -23.1886387 4.05947542 3.14621782 -22.8352776\n",
"65 23.2735844 0.06154724 -9.65307522 -25.8193417\n",
"66 7.4360085 3.53806305 11.03305912 4.4332867\n",
"67 5.5201597 -4.71811533 28.25393867 -15.7908583\n",
"68 -10.4337549 6.45390892 12.84954262 -3.8550186\n",
"69 17.3362999 -37.29836273 14.88368511 -8.5950441\n",
"70 13.3326931 -1.52958584 -9.81408882 -2.7329223\n",
"71 3.6763251 -15.88566303 31.74107742 5.8916879\n",
"72 15.5672159 -0.96754867 4.29753065 -1.3846945\n",
"73 4.4048839 0.37838760 2.62936544 6.1705289\n",
"74 10.0587149 -20.85983849 4.58011580 1.2629679\n",
"75 31.5409050 -17.93811417 7.89501429 -10.9815197\n",
"76 0.6497095 7.39166021 0.08338438 -0.1700483\n",
"77 -1.5007257 6.98200369 9.40263081 -0.1788930\n",
"78 6.7389836 17.33972740 21.86557007 -16.4996452\n",
"79 -0.4712205 -6.52109241 26.40916634 8.1777372\n",
"80 19.7803860 -27.31490707 19.29236031 -22.7001133\n",
"81 -17.6133881 -8.47473049 25.77673531 -37.7610474\n",
"82 -16.9136505 -26.54990005 14.56470108 -9.3432655\n",
"83 -24.4262257 1.32128286 18.14957428 -15.2617521\n",
"84 9.6298323 -24.30586243 17.10783386 4.4963574\n",
"85 8.1296444 -16.15751266 18.46799850 4.7271585\n",
"86 25.4835415 -10.73456478 -11.99591255 -11.1696377\n",
"87 4.9641199 6.31537485 16.09771347 -1.2091616\n",
"88 -3.1582983 16.72471428 -2.17264485 -32.0061226\n",
"89 18.7046146 -15.90902138 -8.23543453 -3.3818007\n",
"90 3.7401631 -0.35519031 -26.46488571 -29.4580078\n",
"91 18.0148430 12.29161739 0.04109787 -14.1516418\n",
"92 14.0364342 -6.17428398 19.47449493 -9.5323048\n",
"93 9.5163317 1.22693145 13.98099613 -0.0937358\n",
"94 21.9932804 -10.88914394 16.33122826 -5.9777374\n",
"95 -5.9837923 3.09094334 -3.77544737 -39.6276207\n",
"96 -17.7148190 -13.97671795 31.73358345 -27.5349998\n",
"97 4.1744976 -41.63265228 1.39874172 -16.7006874\n",
"98 15.0105448 -13.65303898 -15.10121059 -33.6531448\n",
"99 -12.9231491 3.63137031 -13.33022594 -15.2613144\n",
"100 -3.2237988 0.51608938 1.19817567 2.1357350\n",
"101 14.1411142 -4.81235123 20.28404427 -2.1545694\n",
"102 0.5565247 -1.76143217 13.99810123 10.9987450\n",
"103 15.6648855 -22.66035461 21.08310318 -10.4033871\n",
"104 13.7044287 11.16319942 -6.92745638 -29.5097256\n",
"105 -3.1728430 5.27194691 -5.07838297 -0.8805957\n",
"106 -0.2093647 -0.91449720 -15.25712299 -4.0613551\n",
"107 11.4162951 -14.04800701 1.83318949 4.7970748\n",
"108 -1.3497531 -5.71639156 4.66918707 9.7389326\n",
"109 9.7318773 -23.62671280 5.34558392 -12.8009586\n",
"110 -0.7938798 -19.39488411 33.69483185 -9.8069401\n",
"111 18.7199516 4.78444576 12.75160217 -11.6243572\n",
"112 2.3553622 -16.88756943 12.48774815 -0.8664323\n",
"113 13.1586943 -12.83603859 -19.31151199 -11.5860853\n",
"114 21.5285759 -5.89299202 -11.21519756 -46.2276649\n",
"115 -6.8051677 -7.60664654 9.97804165 4.1696959\n",
"116 6.9865470 7.20316410 7.53605127 1.3145319\n",
"117 8.4863510 -15.04335690 28.45754623 -4.0758729\n",
"118 21.1608238 -37.83201599 -9.98009777 -27.8785057\n",
"119 6.3951588 5.29960394 -12.68747425 -38.0100670\n",
"120 -6.0739660 -20.13929558 11.18792725 6.7573495\n",
"121 13.7110872 -9.87409306 9.81213760 2.7708828\n",
"122 10.4150000 3.94493413 -7.27219009 -1.7442764\n",
"123 7.6889648 -21.66061974 24.88044548 -21.7425327\n",
"124 9.7974939 8.51854897 2.53376675 -2.6090670\n",
"125 24.0127354 1.97398186 2.18866110 -19.9119740\n",
"126 -3.7053010 -8.25639725 -0.77923417 1.5954071\n",
"127 1.0840704 -31.70125008 22.47716331 -16.4409466\n",
"128 -7.8277197 -0.53727418 -11.66456318 -5.1524477\n",
"129 -4.6164274 -3.66648722 26.29458809 -22.3260899\n",
"130 -4.0462980 0.68765825 -2.54472971 1.5398066\n",
"131 36.0763855 -13.97460270 15.61944675 -26.6938667\n",
"132 0.5233603 7.56470966 -17.25735855 -8.1851425\n",
"133 -9.3182516 -2.26830411 2.30001521 0.4819435\n",
"134 10.6992998 -13.34369564 11.60327244 -23.2109089\n",
"135 -11.2218657 0.48044798 21.68657875 -3.6483626\n",
"136 -10.2619543 6.80610180 -0.63668036 -17.0926132\n",
"137 -16.1254387 5.36298370 15.86209393 -26.5596046\n",
"138 4.1915240 -6.89181805 7.27345610 7.1275659\n",
"139 -5.0413151 3.23182082 -17.00191498 -12.9039440\n",
"140 -7.8303666 -16.43846130 26.55486107 -41.3589439\n",
"141 9.4100895 -5.16952038 19.85161018 6.4105558\n",
"142 21.9789028 1.85071278 2.80927086 -36.1949883\n",
"143 -1.1860883 2.71844101 11.88267899 -7.9292812\n",
"144 -1.8861716 6.76239204 3.68786192 -1.9189645\n",
"145 3.5415976 10.18465137 25.81051445 -17.1389751\n",
"146 -1.3902671 -16.96846962 -5.15843678 -6.0440931\n",
"147 -20.5961914 -26.83827209 24.29251289 -35.0231247\n",
"148 -8.2236376 11.29781246 6.75075293 -16.3687687\n",
"149 -8.7613745 9.66244030 -12.44546223 -28.0942478\n",
"150 2.0325787 1.53628278 16.27809715 1.6659046\n",
"151 -8.8286562 9.07091808 2.73960948 -3.3980651\n",
"152 -25.1445618 -21.66917419 13.08130074 -27.0377426\n",
"153 11.2055006 18.72396660 4.27926874 -26.7602539\n",
"154 -10.0117302 -13.65834332 33.60258484 -2.9982233\n",
"155 -1.3656914 17.11826706 -5.44039965 -17.5345669\n",
"156 -2.1221778 -10.06160355 13.50819874 7.3108740\n",
"157 -1.1220331 -24.53575897 22.89463615 4.5374041\n",
"158 2.4576962 22.79133606 11.13370991 -20.1362095\n",
"159 -2.2457232 6.61975861 15.92772102 -21.2561169\n",
"160 26.8961697 -10.59586620 -12.25384235 -36.9108849\n",
"161 13.7548723 11.83343315 6.71294785 -24.8346825\n",
"162 3.8123324 -33.62086868 11.41405582 -26.3375587\n",
"163 -4.4286594 -4.01321030 2.25753450 3.1197746\n",
"164 -5.0626802 -8.87171650 -7.32719231 -6.9366136\n",
"165 4.5285964 4.15355396 4.73352098 -35.6890450\n",
"166 18.6554089 -11.65631866 -9.21030712 -56.0453682\n",
"167 36.5943527 -25.70719337 -7.49969530 -36.6815720\n",
"168 -13.1947813 2.34977698 -5.26333189 -5.6700859\n",
"169 6.3937392 11.65365028 3.27438951 -30.1426067\n",
"\n",
"\n",
"[[2]]\n",
"[[2]][[1]]\n",
" V1 V2 V3 V4 V5\n",
"1 1.04102933 -11.75854683 -0.2050159 -1.177525759 -2.098814487\n",
"2 1.12839043 7.80892611 6.2081509 -1.343320370 4.205583096\n",
"3 3.73395371 -2.44888878 -4.4596767 -10.479559898 -1.171327829\n",
"4 1.69106078 1.00339901 -2.2161767 -3.396700859 -5.118409157\n",
"5 -1.15638793 -0.32903260 -5.1175189 -7.692266464 1.542842269\n",
"6 -4.62428904 0.99747717 2.1663363 7.164630890 0.096655741\n",
"7 -2.89564204 10.84780884 5.5132666 -5.158911705 0.637806833\n",
"8 -9.12099648 -6.65096045 -8.4735117 5.424623489 -6.628109932\n",
"9 0.65926820 0.05759740 -1.1429771 -10.047011375 9.394633293\n",
"10 3.83124113 -5.64228964 -2.8944521 6.412177563 -5.879923344\n",
"11 -0.10215876 -2.66317058 4.1497002 -0.721616387 -4.461405754\n",
"12 0.39665374 -7.22818613 -7.2442236 4.180199146 -2.556365728\n",
"13 -6.86806822 8.95397854 4.2808204 0.586087108 -3.078576326\n",
"14 -0.69306535 8.48914242 3.0716057 -3.192915678 -0.001889993\n",
"15 0.40182361 -7.66830778 -1.0906280 3.541478872 10.323601723\n",
"16 -4.60789156 -1.01172590 -17.7962055 -7.578772545 0.356226027\n",
"17 9.78849602 -6.39015436 -7.6227312 -3.473874092 7.230502129\n",
"18 4.42804670 4.49051428 0.7111219 -1.545730710 3.011086464\n",
"19 -10.94235134 7.36278677 -8.4371042 3.202796459 -0.909135461\n",
"20 -1.33895409 -3.76711082 -0.3498096 5.524592876 -3.986068964\n",
"21 -2.92094016 2.27902961 -0.2911852 -5.518993378 -7.815727234\n",
"22 -0.84707552 -2.37369204 1.3130792 7.544488907 -6.175085068\n",
"23 2.21124387 -5.34517431 -8.4605179 2.796850920 6.766044617\n",
"24 0.27929267 -4.62706947 -6.9406414 7.148102760 -4.302983284\n",
"25 0.15771303 -9.34297466 0.9894799 4.755857944 -7.982851982\n",
"26 -3.43714595 3.27045345 -4.6946592 -8.221653938 -5.633541107\n",
"27 -5.86097336 0.86357987 1.0869747 0.732368648 -10.380050659\n",
"28 -12.08489037 2.32750177 -0.2493690 2.657599926 -1.285036683\n",
"29 -6.62166119 1.98033750 6.3885221 0.648905158 -8.028071404\n",
"30 -14.95715427 1.47830534 -9.7101440 -1.512496471 1.738823652\n",
"31 -5.12785006 11.22910500 12.6724939 -4.082780361 1.776960254\n",
"32 4.80008698 0.87887001 -5.3559861 1.719831467 0.285376191\n",
"33 6.06090164 -1.78276968 -6.3005896 0.583532810 3.684006453\n",
"34 -3.21745181 1.48587132 -7.5249071 2.168227434 -8.151090622\n",
"35 -5.19406939 -8.73941135 -1.4338608 2.178057909 -1.676506996\n",
"36 -3.78928447 7.03421688 -0.1901145 -6.732617378 -1.359441519\n",
"37 8.59446907 -3.09597397 -3.0866005 -5.412376404 -1.978139162\n",
"38 2.37887645 -0.19403005 2.2456143 3.540757418 -4.417275906\n",
"39 -8.06385803 0.83573842 -8.0437660 0.224849463 7.999158859\n",
"40 -6.80638552 1.80059707 -8.0612459 1.525592804 -1.163712502\n",
"41 -5.09955311 7.83593988 -9.0417528 -14.484717369 12.859018326\n",
"42 -9.02590370 0.72728086 2.2308517 5.227518082 -2.788128853\n",
"43 1.09416342 -1.63573360 -3.8296645 5.950438499 0.752993643\n",
"44 -3.27257037 -5.31540442 -12.4243135 -1.603255987 -7.949499130\n",
"45 -0.83905488 2.41546392 5.8568015 -14.461206436 5.705942154\n",
"46 -9.27523422 3.67027855 3.5758450 0.369125605 -1.808506012\n",
"47 -8.56748104 2.82437515 -18.0862522 -1.259953380 2.961069345\n",
"48 7.01502132 -1.98730981 -6.2477198 -3.336940527 1.741477728\n",
"49 -4.80002069 -4.93410540 -6.8913717 -3.075553179 -1.484110475\n",
"50 -8.38162518 1.40870214 -4.1545544 5.330336571 -8.393076897\n",
"51 6.15675116 3.74390125 -6.5660129 -5.810613632 7.737207890\n",
"52 1.55292618 -4.12213087 -9.5178509 -6.948760033 2.775861263\n",
"53 -7.97753572 -1.36126089 -0.5359004 -6.250648975 -2.983827353\n",
"54 10.00997257 -8.59204197 -1.5523282 -3.389695406 -0.275591433\n",
"55 -7.33993006 -5.22979689 -12.8855410 -0.277572036 6.228160858\n",
"56 -3.39373827 5.21513605 -5.2321734 3.061166048 6.702481747\n",
"57 4.33486223 -7.04484797 0.6348139 8.301587105 0.812352777\n",
"58 -0.99240452 -0.82728910 -11.6669168 0.311784506 11.543151855\n",
"59 1.13227880 7.69050837 -7.6816096 -7.985361099 -0.900523126\n",
"60 -3.33752322 -6.74078321 -6.8163557 3.671153069 -7.384662628\n",
"61 4.45788145 -0.37573943 -5.1785622 -7.304383278 2.084172249\n",
"62 5.39160204 -4.12715626 -3.8992679 1.857145667 6.500261784\n",
"63 -2.30969286 7.85365486 -3.9515624 -14.515442848 5.578722000\n",
"64 -2.21448851 8.68980598 -9.6378975 -7.249065399 11.631415367\n",
"65 9.66587162 -4.77259874 1.9614837 -0.007471975 -0.212164447\n",
"66 5.34023905 -7.16194057 1.3590029 5.162552834 0.745280445\n",
"67 -3.78701425 1.78596067 -13.8203907 -5.849309921 -1.392327428\n",
"68 -0.78000754 -6.76229000 0.4875236 3.065138340 -0.079199836\n",
"69 -7.65257502 -1.96982837 -4.8214374 0.936237574 15.874119759\n",
"70 4.48744106 0.43794003 1.6225419 1.529896617 5.846579075\n",
"71 7.31244564 -8.60486412 -3.1659477 -1.231964111 3.980850935\n",
"72 1.09923685 -7.60989141 0.8658265 5.794953346 -6.120748520\n",
"73 4.47133970 -5.73495150 -1.6577090 9.044325829 0.378465474\n",
"74 0.39096126 -11.69928265 -1.4696501 4.314291477 2.468353748\n",
"75 4.29855680 -6.08358717 1.6403911 -4.773790359 2.967736483\n",
"76 -1.94306171 6.01857901 -0.4558224 3.233979940 3.781156778\n",
"77 -0.64039171 -0.51905024 -0.5008296 6.293840408 1.896558881\n",
"78 4.29662991 8.10570049 -7.7966642 -7.877585411 1.213838458\n",
"79 4.23520327 -4.98281431 -8.3709993 1.225375772 0.604423821\n",
"80 -7.54366827 -3.59872866 3.2447658 -6.533020020 -6.369330406\n",
"81 2.63850808 -0.54119349 -1.5430583 -9.647275925 -1.072146893\n",
"82 1.99674606 -4.61942244 -4.2265663 -6.217073441 2.323362827\n",
"83 -3.12462997 4.44763803 -8.7358637 -2.512738705 4.306458950\n",
"84 0.17001209 -0.95743918 -10.0638199 -2.675332785 13.380594254\n",
"85 -6.79917955 -5.43557787 -11.5604115 5.777103424 6.430439472\n",
"86 1.79372633 0.46487963 8.4859715 3.430174351 5.730191708\n",
"87 -5.60909700 2.27330685 -7.3096695 4.036373615 -7.118333340\n",
"88 -6.61460209 7.65942383 -2.6585636 -5.639564514 -7.455640793\n",
"89 -5.72732639 0.01426232 2.6408837 -0.444512010 -7.144860268\n",
"90 -4.52013254 9.20198727 0.3602577 -8.208857536 9.904355049\n",
"91 3.85988879 4.51571512 12.4487047 0.124648333 0.672878385\n",
"92 -3.49965453 -8.15224934 2.0694115 5.721707344 1.309545040\n",
"93 -1.30968225 -6.39793587 4.4663792 3.943876028 -5.165575981\n",
"94 -5.00301886 -0.79907316 3.0537682 1.461952329 1.224331021\n",
"95 -0.30460897 2.80981731 2.6400447 -4.644604206 0.386018097\n",
"96 4.61164427 2.88490963 -8.0033321 -12.401230812 8.618687630\n",
"97 -10.62957478 0.54860747 -6.1773586 -5.132910252 10.513403893\n",
"98 1.41596508 -0.67142224 0.7488585 0.664206088 2.598675489\n",
"99 -6.66729403 3.07699060 1.2252284 2.865245581 -2.852709532\n",
"100 -4.34765768 -1.33393407 -2.8027780 8.404081345 -3.474382639\n",
"101 -3.46212387 -5.51923323 -3.5168464 1.291231751 -4.915744781\n",
"102 3.89946413 -5.47776985 -2.1279261 2.638802052 7.705142498\n",
"103 -5.90725660 -3.35976505 3.2709796 -0.204093456 8.333649635\n",
"104 -0.88467759 1.35740042 9.9765720 -0.546280384 -1.072350740\n",
"105 -1.54758990 3.15665293 -2.2368333 5.276979446 4.752365112\n",
"106 -6.79912519 2.22906399 2.9359744 6.107129097 -7.423194408\n",
"107 -6.45718908 -7.90373182 -0.9397112 5.776318550 -0.190268025\n",
"108 1.50696146 -11.62975407 -1.8505815 7.958915710 0.995077431\n",
"109 -15.90121174 1.94947946 -12.4287510 1.397596478 -3.520414352\n",
"110 2.67321014 -9.99178219 -4.0043697 -2.890966177 5.682046413\n",
"111 4.99769497 0.79430032 1.2677870 0.021387342 7.660219193\n",
"112 -8.18131542 4.40733004 -17.0421810 -4.066074848 -4.005004406\n",
"113 -6.14127207 7.42694426 -2.1600084 -3.839345217 5.716429234\n",
"114 0.27044103 5.06002808 4.3888831 -9.099774361 -0.320945084\n",
"115 -4.14623070 -1.17206204 -15.3857117 5.205000401 2.976969481\n",
"116 7.02337027 -4.51189375 4.5315542 5.358503342 0.820068300\n",
"117 -4.23700571 -3.86694193 -9.6011839 0.236383796 9.619049072\n",
"118 -7.63610506 2.43015432 4.9118481 -4.520594120 10.535104752\n",
"119 -3.77981234 7.53065157 5.4903831 -10.384467125 -5.520634651\n",
"120 -7.53969955 -6.52628326 -11.1756897 4.023310184 -2.577099562\n",
"121 -1.12289095 -5.02897024 -2.6682520 7.545913219 4.925047874\n",
"122 -1.37859094 5.74978590 -2.4637544 0.496148586 1.764581919\n",
"123 -14.78795147 -1.78363681 -3.4928150 -0.541458130 4.442363739\n",
"124 0.53007203 -1.75728083 8.2262001 5.894361973 -1.379516602\n",
"125 11.58819103 -1.53252602 4.8307924 -6.262706757 2.814841747\n",
"126 -6.47041702 -5.09640598 -5.5698857 7.833698750 -9.527408600\n",
"127 5.45681953 -9.42154121 -2.9604626 -7.099348068 5.426780224\n",
"128 -3.36280251 5.05796194 -2.0286686 3.380417585 -0.400602818\n",
"129 -1.97340572 6.06359625 -11.6605883 -7.065959930 7.545524597\n",
"130 -3.50568199 2.80956292 -3.6926658 6.662822723 -3.167348146\n",
"131 8.84833050 -2.69700241 7.0092993 -12.772751808 7.758820057\n",
"132 -8.41363907 9.89596462 0.5656443 0.730257511 -5.016285896\n",
"133 -1.00046933 -2.96671152 -1.1749715 4.502946854 -6.444929123\n",
"134 -9.69853497 5.33377886 3.1542034 -2.138825178 -1.775817275\n",
"135 -2.00836992 -2.35731435 -8.8496284 4.266421318 0.361415565\n",
"136 -9.32744122 8.00652695 -4.8852320 -0.390131712 8.522454262\n",
"137 -6.35173988 -1.80458498 -2.8983095 -2.780959845 -9.663314819\n",
"138 1.28546667 -5.27761126 -5.9748564 6.014268875 6.563693523\n",
"139 -5.64197922 8.84669971 -0.6196908 0.863393307 5.275909901\n",
"140 -2.78979111 -4.92300940 0.4902848 -7.848485470 5.160607338\n",
"141 -6.27264547 -1.00921881 -5.8637037 5.982815266 -0.017860342\n",
"142 7.65436459 0.51691031 2.3364863 -9.955786705 0.787773311\n",
"143 2.55960512 2.34927964 -13.0704527 -1.760301590 4.839988232\n",
"144 -1.36206496 -1.67864025 4.3134308 3.754429340 -6.928792953\n",
"145 3.17039323 5.43989134 -14.1586351 -7.036972523 0.516088188\n",
"146 -3.83138394 -3.56095457 -7.2225494 5.244953156 0.767619789\n",
"147 0.73368591 3.04086447 -6.8039017 -12.677456856 7.009153366\n",
"148 -7.54701710 1.40909731 -0.7860124 0.678940177 -15.645970345\n",
"149 -6.58689547 5.92438126 3.3437040 -4.542514801 3.923540831\n",
"150 -3.59132600 -3.66587186 -4.1630497 -1.992803812 -12.977331161\n",
"151 -0.57658690 0.49650097 0.3794982 1.900080919 6.725212574\n",
"152 -3.91695237 2.40062141 -11.2447939 -6.618366241 1.835454345\n",
"153 3.08896542 9.72969151 -5.2205009 -8.985914230 3.958669901\n",
"154 0.53318030 -5.22259569 -12.8619595 -3.960553408 -4.804908276\n",
"155 -5.57240915 13.20491028 -2.1384909 -2.921554327 1.781648755\n",
"156 -3.35966945 -0.18180168 -15.0216589 3.699163675 6.891273022\n",
"157 0.73438054 -6.59417105 -11.7343006 1.128077269 0.772056401\n",
"158 8.43205929 0.65851772 0.1355806 -2.318961143 -1.384896994\n",
"159 4.41983604 1.79808152 -12.8896189 -2.100244522 4.383357048\n",
"160 5.80797052 0.97438145 3.5414910 -8.341053963 2.196032286\n",
"161 -1.84095395 10.37806416 -8.0161772 -11.695142746 0.378246009\n",
"162 0.07075628 -5.13589954 -5.0702376 -9.896852493 -0.619742334\n",
"163 -3.86694241 -2.60537529 -11.1077719 6.380116940 -7.433145046\n",
"164 -6.23311186 4.45499372 -6.3504210 1.206843734 9.195501328\n",
"165 1.91452241 4.89561844 -6.4930840 -4.098970413 9.296797752\n",
"166 4.08937407 6.81135654 -0.7892100 -17.894372940 1.701048851\n",
"167 -7.42267323 9.77203560 3.2046726 -11.088850021 2.962762356\n",
"168 -3.48422742 4.79383516 -9.6417646 0.313488990 1.657671452\n",
"169 -1.43461573 8.95747280 -12.1073542 -9.265553474 2.143428802\n",
" V6 V7 V8 V9 V10\n",
"1 -11.2893734 10.8684416 3.56052279 -2.1015594 -3.955772161\n",
"2 -8.4339018 -1.0159332 -6.35575151 4.6274323 -6.107229710\n",
"3 -4.0077653 16.0052433 -5.56189919 14.0691528 -0.636374652\n",
"4 -17.0927238 -2.4567382 0.59385663 8.5029726 -3.658516169\n",
"5 -0.8332673 9.7081423 13.35804939 -5.0315704 5.961871624\n",
"6 -2.3574982 0.2200868 2.97247124 -0.2592146 -7.684983253\n",
"7 -5.9576020 -2.3339112 7.83048916 0.9791941 -5.490442276\n",
"8 -3.8652384 9.3844757 0.98318869 6.2529793 -3.287923098\n",
"9 -8.2640581 14.7109699 4.95324135 6.7881966 -8.093469620\n",
"10 -7.1412492 -3.2761726 -0.55097598 8.2153406 -5.790812492\n",
"11 -2.6619055 4.1631656 14.86544609 -0.7841195 -4.061173439\n",
"12 -6.4130683 5.6020360 -6.56521702 9.2739019 -6.558814049\n",
"13 -0.2035726 1.3421323 7.56399441 6.3129377 -8.149031639\n",
"14 -3.3244238 5.1341977 -4.85450888 12.4673891 -7.731614590\n",
"15 -4.7095265 11.7528477 -2.43906665 0.8322284 -8.749901772\n",
"16 -6.1684494 9.8205519 -0.96558660 3.7075908 4.025398254\n",
"17 -6.6726079 3.2702990 4.18941879 1.6161507 0.148788780\n",
"18 -4.0927138 -4.6886239 5.25807428 6.2130766 -3.501197815\n",
"19 -1.1572601 0.6096507 0.95044154 5.0472450 -4.733869076\n",
"20 2.7093091 2.4349306 7.91934109 4.6901522 -3.440203428\n",
"21 -5.4160118 5.0473866 13.27914429 -3.6714900 2.320042849\n",
"22 -7.2012687 -2.1243908 -0.22621346 5.4300718 -6.449965477\n",
"23 -0.8309549 7.0219498 7.33100986 11.1584215 -5.257110119\n",
"24 -4.8684683 -2.5790298 9.36849403 7.7527084 -2.952702761\n",
"25 -5.0975266 6.8219213 -1.64932168 5.6535349 -3.278880358\n",
"26 -15.4268246 2.6832328 3.29788232 3.1970196 0.527136385\n",
"27 -9.7810793 1.1340339 8.12560940 -0.3880453 -2.657413244\n",
"28 -6.8414941 4.8531322 9.65926075 -4.7956772 -6.180058479\n",
"29 -4.5074677 5.1065826 12.28593445 1.5917774 -6.684606552\n",
"30 -5.5208325 12.5041418 -0.31772059 -1.6612455 -2.387500525\n",
"31 -6.3379784 5.2095518 3.22317338 4.1081781 -10.895164490\n",
"32 -5.5391264 -7.9310780 1.70282865 5.4379478 -2.226536989\n",
"33 0.1035414 -1.6328627 9.41382694 6.2238417 0.097656094\n",
"34 -7.9457974 -4.1194992 5.74793577 4.7341080 -1.030894399\n",
"35 -11.8858166 12.1647587 -1.92551184 2.4407828 -7.693766594\n",
"36 -15.4073915 -1.3845625 6.01113558 0.4052859 -2.228705406\n",
"37 -12.0982723 2.8607037 8.20658016 12.7357435 -5.097598553\n",
"38 -4.3731818 1.8663816 1.57991397 15.6841850 -9.484706879\n",
"39 -7.8820539 13.4186907 -8.27086449 8.8371296 -9.903478622\n",
"40 -2.3554275 0.7836913 9.98092079 -2.6215127 0.931671798\n",
"41 -10.0335035 12.0841303 -7.35240555 2.8973088 0.123143040\n",
"42 -0.1812020 5.7100520 12.35339355 2.7093422 -6.940351009\n",
"43 1.4685135 -4.2896342 2.46178126 2.0855582 -2.330360174\n",
"44 -9.3846416 6.6211853 -1.25884521 9.2624254 -1.088392377\n",
"45 -17.1665421 9.1279068 1.03226590 -3.7368617 0.200568646\n",
"46 -14.4069462 4.1929603 5.98425961 -0.5540125 -8.247524261\n",
"47 -1.0395738 8.2052193 -6.49379969 6.8757601 -2.603370428\n",
"48 -2.1838548 4.2045574 -2.03551221 14.1431608 -5.055686951\n",
"49 -7.0713110 14.5375328 7.63701868 10.1582394 -5.258973598\n",
"50 -1.6530873 2.9367645 -1.42545080 6.0065403 -3.014389277\n",
"51 -5.2734694 -0.6347868 7.96885490 8.7223120 -4.525488853\n",
"52 -5.4295077 7.9628115 1.49353719 -3.3256609 3.784124613\n",
"53 -15.2400904 8.4041605 9.53868866 -8.8049307 -1.077497840\n",
"54 -3.3475876 8.3058901 10.15200043 7.7505817 -1.341914058\n",
"55 -7.6891737 12.2356148 3.73203659 0.6735752 -3.636704206\n",
"56 0.4390432 -0.2083274 8.05865002 6.1229939 -5.060963631\n",
"57 -9.2962017 1.1157911 0.45996231 5.9453025 -9.077761650\n",
"58 -6.7531972 2.1925013 7.39179182 1.8095739 -4.901818275\n",
"59 -9.4380922 -5.3178267 1.95199835 2.9691508 2.420586348\n",
"60 3.2286596 9.2310658 7.46911240 8.2890615 1.304733157\n",
"61 -15.1349049 -0.4097403 6.97169876 -2.8474569 1.911212087\n",
"62 -8.4290276 1.7174193 -3.81103611 6.5927172 -7.899580956\n",
"63 -6.2082210 7.1557703 10.80981541 -2.9248989 3.254047155\n",
"64 -2.5134392 -1.5711168 10.46576881 -2.5755885 3.365816832\n",
"65 -14.4134836 -2.0940847 3.01201367 5.8746529 -3.840684652\n",
"66 -1.8713728 6.1537638 4.88288021 12.1968451 -7.777063847\n",
"67 -2.5241661 12.0090303 0.63289326 19.0206108 -3.969251871\n",
"68 -1.5803925 7.7447095 14.84498692 2.7186599 -3.728924751\n",
"69 -3.0221033 14.9257565 -1.31980765 -2.8889761 -8.709201813\n",
"70 -8.2749434 0.1182198 -7.10440731 5.1769214 -6.970878601\n",
"71 -0.8953865 11.6730309 -1.65872598 10.1787071 -2.835846186\n",
"72 -14.1980257 1.5022820 4.24449635 7.1748796 -7.990106583\n",
"73 -2.8713193 -3.1783631 -0.10411555 5.2373810 -6.102669716\n",
"74 -11.5181446 10.9946194 1.51788092 6.8095741 -9.640377045\n",
"75 -16.3577003 8.1123791 -4.62501001 5.0097013 -3.559240818\n",
"76 4.9091549 0.8218756 0.07786875 5.7154169 -4.283578873\n",
"77 4.8410716 1.8514973 5.38636684 5.4595938 -4.257759571\n",
"78 -0.5472583 -4.1094775 7.10446548 8.0691614 1.145014644\n",
"79 4.4776845 6.5845451 2.45576477 11.1584682 2.020366430\n",
"80 -10.2890940 23.1556721 -0.68155813 14.7264776 -7.373054504\n",
"81 -8.6921997 7.1944866 15.95649529 0.7212217 -0.538728654\n",
"82 -9.8502369 5.0351386 4.44433689 -9.1762476 0.441902846\n",
"83 4.1237388 2.4195125 11.48532867 0.1434910 4.895947456\n",
"84 -1.3670222 8.7809153 -6.07491827 1.2258807 -3.576793909\n",
"85 -0.1068050 10.9668646 -1.97090030 3.7988474 -5.393833160\n",
"86 -10.3616533 6.4907565 -4.70621538 4.9509449 -9.862134933\n",
"87 3.0064328 2.3730276 6.04729271 13.8286905 -2.403303385\n",
"88 -7.0579481 4.2576818 10.60300446 10.1969900 -3.357852459\n",
"89 -10.7176123 7.6006827 -5.82162189 9.0679750 -4.785545349\n",
"90 -10.3686190 1.9218541 0.37713134 -4.2812510 -2.344705820\n",
"91 -9.4356337 4.3869143 1.97094107 12.1119328 -11.523849487\n",
"92 -4.5136113 12.5790014 8.20708275 6.5709553 -10.220319748\n",
"93 0.7678519 12.8572741 4.21135902 12.0055380 -7.482304096\n",
"94 2.4356558 15.6844425 -1.02972662 6.9402409 -5.615233898\n",
"95 -9.4680138 2.6389472 14.05066776 3.2786791 -7.929660797\n",
"96 -3.0683231 7.8719802 9.32461357 0.5751074 3.770592213\n",
"97 -7.6043715 12.9840374 4.10856533 -9.0300007 -2.328860521\n",
"98 -18.5666409 -0.1883601 5.38074875 2.3685136 -6.968609333\n",
"99 -7.4252539 -1.6693598 10.81027603 -4.1098223 -5.313495636\n",
"100 1.7620457 -1.4481455 2.54126811 2.0298970 -3.559990644\n",
"101 -3.2101331 17.7361431 -3.08876920 20.7372055 -9.616334915\n",
"102 2.4916000 6.9978237 3.43749762 5.4338307 -1.320045948\n",
"103 -6.0788774 18.7335949 2.52990317 4.0628414 -11.938781738\n",
"104 -12.2799587 6.0625010 8.65066814 7.0584221 -11.432489395\n",
"105 -0.8034204 -3.6074030 2.56977940 0.3102683 -5.604100227\n",
"106 -7.8617067 -1.7084917 5.04934597 1.2615988 -6.608961105\n",
"107 0.3231252 13.9140139 -2.81528473 2.2355473 -4.614253998\n",
"108 -1.8132468 6.3699093 4.08798933 2.7678645 -4.354884148\n",
"109 -6.8745031 10.8464251 -1.17327428 8.5486326 -4.927902222\n",
"110 -3.3140149 16.8540649 6.57467079 5.9012861 -3.114780188\n",
"111 -3.2120836 6.7998648 -4.02486181 9.1475973 -9.314863205\n",
"112 -0.5644017 8.2460661 -10.95764637 12.4485140 0.005331839\n",
"113 -13.0567951 3.5693088 -5.66971779 3.0424943 -7.760537148\n",
"114 -19.6802864 3.6661847 -0.46567857 9.7102127 -5.554172993\n",
"115 1.7701404 -0.6858736 2.77119184 3.4842026 -0.747624338\n",
"116 -4.4392390 0.8092980 5.18049145 9.0191154 -7.855083466\n",
"117 -1.2523361 15.6856508 2.81503081 9.8171854 -7.276310921\n",
"118 -14.3355370 13.8298903 -3.34974694 -2.8514414 -8.542381287\n",
"119 -10.1847858 7.8197041 5.55672693 10.7691011 -4.974823952\n",
"120 1.2121044 9.0113764 3.62468505 -0.9082813 2.191008806\n",
"121 1.4079765 8.1836252 -6.03419065 4.4336863 -7.204338074\n",
"122 -3.6449139 0.5377939 -9.21633053 7.7089539 -5.432842731\n",
"123 -5.2366900 20.1693668 7.85644817 1.7373251 -7.559432030\n",
"124 -4.0344076 6.0784168 3.27076125 9.4715490 -11.144397736\n",
"125 -7.0168309 3.2837408 2.61904120 9.8806524 -3.613270044\n",
"126 -6.3941588 1.0137857 4.64798069 2.5944648 -3.857788801\n",
"127 -9.4050446 12.7257767 -2.21611404 1.6343440 -2.259276152\n",
"128 -5.5640836 -6.4978895 7.17692375 -0.2791001 -3.748896837\n",
"129 -0.2169138 5.3142548 7.46528244 6.2138462 0.607418835\n",
"130 -0.7277732 -5.4514556 2.34954476 4.2323766 -4.065695763\n",
"131 -11.7813559 13.2639818 1.99487197 4.9427581 -4.105710983\n",
"132 -7.0633001 -0.7666701 1.00631046 5.2639599 -4.941799164\n",
"133 -3.6718092 -2.2061188 7.16290617 -1.3817375 -1.343528390\n",
"134 -5.8355923 13.4852629 3.56295133 13.7219782 -11.274206161\n",
"135 6.0624695 2.4609957 11.09129715 5.3454652 3.624943018\n",
"136 1.7604944 6.8789692 4.45997906 5.2120447 -5.789937496\n",
"137 -3.7591314 10.4431753 14.55429363 3.6202550 -0.651261747\n",
"138 -0.5397589 0.7083936 3.07494068 0.5042816 -2.499837160\n",
"139 -3.6615810 -3.1769798 2.22660828 -1.1798483 -5.606953621\n",
"140 -8.7772408 15.9378614 13.65587997 -5.0351229 -2.671574354\n",
"141 8.0455723 10.8617182 -0.96017188 10.9989901 -2.203091621\n",
"142 -11.8157930 8.1534033 4.38855028 17.4356823 -8.278189659\n",
"143 -1.1988672 -1.8881396 -2.43212891 7.0094876 -1.972929120\n",
"144 1.5007783 2.9760032 7.41735744 4.5545063 -6.604013443\n",
"145 0.7873820 1.0422674 1.48100817 14.6699362 -0.440747410\n",
"146 -11.3852835 2.9678621 3.22120690 6.8131027 -9.425860405\n",
"147 -9.8202877 5.1574478 6.11303711 -8.2758398 6.772651672\n",
"148 -6.7825217 5.0081940 9.32150269 12.3857622 -5.104012489\n",
"149 -3.1870227 5.6775475 10.43919182 -2.1308322 -7.107870102\n",
"150 -0.5130435 11.6650867 5.25251007 16.0898113 -1.697396874\n",
"151 -1.1597248 2.9753685 9.18118191 1.3523194 -7.280501366\n",
"152 -7.6448255 4.1564436 8.01428032 -5.6267681 4.201225281\n",
"153 -4.2776031 -2.2283790 3.16305852 10.9918146 -4.382375717\n",
"154 -0.5541908 10.6007643 5.02611971 9.7936354 3.580231667\n",
"155 1.8357056 -1.1776747 5.32693338 7.9253087 -3.415783405\n",
"156 5.5238829 7.0119715 -6.06634092 9.0178232 -2.781883717\n",
"157 -4.1740155 4.8202705 -1.53042054 3.3256423 -0.631920397\n",
"158 -5.1379948 -4.8116598 9.86594105 6.3781891 -1.947996974\n",
"159 -5.2863641 -5.9281478 4.99417782 3.1269755 -0.534833133\n",
"160 -19.6484852 1.2961615 0.24956900 4.8596401 -2.512450933\n",
"161 -3.0416641 4.4758272 -1.26979256 13.7970781 -1.654625058\n",
"162 -15.1739120 11.8954191 -3.37130332 2.9712043 -0.842450559\n",
"163 -0.1866888 -1.5026003 2.28441596 6.8869143 0.042219959\n",
"164 -2.5316942 1.9468695 1.98026514 -2.3207397 -4.662654877\n",
"165 -9.1754942 -3.5913336 2.40336871 1.0023625 -2.858489752\n",
"166 -17.2504559 4.4626203 -2.35729241 8.1939554 0.343518108\n",
"167 -12.5393362 11.0359449 -7.13100719 7.1719055 -3.754806757\n",
"168 -2.1609869 -4.6906652 6.20555687 0.9816615 -0.288489014\n",
"169 -8.0753841 -1.8529842 -3.86742377 7.5176272 -0.124669947\n",
"\n",
"\n",
"[[3]]\n",
"[[3]][[1]]\n",
" V1 V2 V3 V4 V5 V6\n",
"1 -6.2824082 10.7444916 -33.0464897 2.35317159 -6.15956020 -1.36197329\n",
"2 -19.5996151 -13.6408606 -10.2901821 1.88041794 -5.16291189 -1.86487067\n",
"3 7.9034300 -15.7829189 -28.9352207 17.64200592 -6.59344530 -4.45233440\n",
"4 -8.9385014 0.5483213 -21.9639568 13.29137707 -6.47365522 -2.60528493\n",
"5 6.2422080 -2.0353785 -1.6905919 -23.73019218 -3.80915570 1.84118700\n",
"6 3.2560158 10.1360483 -6.0328488 -23.10950661 -6.03474522 0.59326750\n",
"7 -14.8503771 -2.8052335 1.3428766 -14.11533833 -5.38679123 1.07563519\n",
"8 10.2944717 13.2562189 -31.0428066 9.92607117 -5.12406778 -3.10046411\n",
"9 0.7989347 -15.6466627 -23.5240154 -6.23115873 -4.22409391 -3.17009068\n",
"10 -8.7167473 8.7086668 -22.1375561 8.99433804 -6.06210279 -2.44680691\n",
"11 -11.2107086 14.8871603 -9.4502602 -10.81255627 -3.56724143 0.03688008\n",
"12 3.5100172 -2.7437277 -45.9334297 6.70690870 -5.99622822 -2.88297820\n",
"13 0.1430087 15.2063341 -15.3430986 -15.89632130 -4.45633459 -0.11234203\n",
"14 -10.5767803 -6.5887403 -7.9460430 10.95540428 -5.51910067 -3.34103608\n",
"15 -1.5477827 -3.4451542 -37.4790306 -19.93740273 -3.86934638 -2.85708308\n",
"16 13.7923050 -11.1339951 -29.7653618 10.42051315 -5.11127853 -5.69865751\n",
"17 -10.6663074 -17.5427303 -22.3131218 -7.18634701 -6.56697798 1.29117501\n",
"18 -11.2851295 -9.7532082 5.1159129 -4.37883234 2.32078004 -7.54387188\n",
"19 22.0964699 2.3638883 -12.3748236 -6.93602037 -5.55366611 -4.05849648\n",
"20 -3.3968372 19.3888760 -10.3135033 -10.30091667 -3.90933132 -0.21043047\n",
"21 4.5176454 15.6100655 -14.8170233 -10.77417660 -5.45483732 2.49109554\n",
"22 -6.9240451 12.9953108 -19.4994144 5.49425411 -4.54962111 -1.82115459\n",
"23 11.9290562 -4.0719457 -16.7914486 -15.31344509 -4.81053972 -3.64754391\n",
"24 13.6804514 7.6216984 -5.1135077 -16.18221855 -5.21576214 -0.02040491\n",
"25 -1.6119411 17.2979546 -28.0082664 7.24200392 -5.74241304 -1.19060111\n",
"26 7.8888693 13.8293533 -25.3598499 1.02973258 -8.95795059 -0.39662841\n",
"27 5.5760121 16.8885803 -12.3019085 -3.88237906 -3.48844624 -0.66404551\n",
"28 -5.5112643 13.9574728 -13.1953440 -19.17298889 -4.03869581 0.01423034\n",
"29 -4.0729017 18.6793537 -15.6712160 -13.47979832 -3.54011989 -0.30645925\n",
"30 19.3296795 0.9937058 -31.6517239 5.38075209 -4.46911144 -4.56080198\n",
"31 -19.3505783 -3.8468890 -6.0051274 -13.84190559 -3.65770650 0.83846468\n",
"32 -11.2028275 -12.8649902 -0.2481028 2.72789073 -0.05522761 -9.68068409\n",
"33 -10.5510168 -14.7651367 0.7257151 -6.38534498 -0.43611452 -8.17623901\n",
"34 11.7701674 13.1998882 -14.7446051 -9.12490368 -7.17673445 -0.50187755\n",
"35 4.5542722 5.6448436 -37.2035637 4.37664986 -5.87505341 -5.41925097\n",
"36 -9.7606745 -0.9689025 -12.0665941 -11.76340675 -6.16142607 -0.26263562\n",
"37 -12.0412312 -5.5150108 -28.2654057 8.37880039 -4.80748653 -2.71503067\n",
"38 -12.4067574 4.1390867 -21.3088398 8.21826935 -4.50895452 -1.33891869\n",
"39 17.7652321 -7.8750811 -26.6761856 -10.47105026 -5.01902533 -4.71637297\n",
"40 6.1492095 8.7031326 -14.1947899 -24.41803169 -2.46617246 1.56973231\n",
"41 9.6704588 -22.9966297 -19.2544575 2.70881128 -5.70942211 -3.96039724\n",
"42 -7.8367004 16.5947018 -17.9563999 -16.59496880 -2.19562221 -1.51926816\n",
"43 -4.9168096 5.3308558 -1.3029212 -18.59853554 -3.67382503 -0.39088568\n",
"44 13.1812840 5.2205434 -27.1462345 15.85552502 -7.82999420 -4.01914120\n",
"45 -21.9590225 -8.7448616 -15.6321335 -10.45876217 -5.40326786 -0.38684428\n",
"46 -7.9187322 7.6454086 -15.2570105 -15.92190456 -5.22981405 -2.89875984\n",
"47 22.7981071 -7.3476682 -19.9574318 11.04748917 -5.74996710 -8.64704609\n",
"48 -17.1357651 -9.9997530 -16.3742447 6.92802668 -5.74403858 -1.24760950\n",
"49 12.5530605 3.8539124 -31.7913132 3.83358765 -5.85268354 -4.97986507\n",
"50 14.7348461 13.2399187 -7.7072158 -4.24958086 -4.88401175 -3.03215075\n",
"51 -7.9415054 -19.7005863 2.5796397 -1.80700541 -5.13856173 -2.84670591\n",
"52 -5.3642898 -17.6460247 -15.3563986 -3.49824357 -6.12242651 1.35640991\n",
"53 3.7472858 11.0507755 -19.8500347 -19.06752396 -4.97988367 -2.41390610\n",
"54 -8.8250504 4.8512130 -30.7029629 -3.06925845 -4.10552597 -2.26116657\n",
"55 17.8014679 -7.4698515 -32.7581711 0.29652846 -5.31771135 -5.11810398\n",
"56 -2.9323754 -5.2409043 -0.8439410 -24.05691719 -4.53014278 -0.13396335\n",
"57 -14.1453657 7.8894405 -25.2577152 2.15008616 -5.30270958 -1.74915481\n",
"58 7.9286251 -10.6457434 -12.0475254 -20.29616356 -3.84908843 -2.27941942\n",
"59 -5.0892191 -19.0696621 -10.7647257 4.16758585 3.13713932 -2.40875530\n",
"60 19.9003849 13.0354242 -20.7174969 6.22907400 -3.99650931 -2.36929846\n",
"61 -16.6050987 -16.4635830 -13.9108286 -7.30182123 -4.16748762 -1.96949458\n",
"62 -23.0857830 -7.8672919 -16.6797657 0.02376353 -4.64644051 -2.55083656\n",
"63 0.2825890 -13.4671268 4.5888886 -16.00062370 -3.08634615 3.44141603\n",
"64 -5.7462382 -11.7987251 6.8971181 -17.49688530 -4.04809618 1.37448573\n",
"65 -21.5320263 -0.8710725 -22.9856033 -1.42018044 -4.64856148 -0.84871185\n",
"66 -14.9970808 6.2302289 -21.2311745 -2.50750422 -4.02438402 -1.77673864\n",
"67 17.9192162 -6.2683759 -28.1077099 15.35480022 -4.13653135 -5.81746387\n",
"68 -3.0101230 12.8389845 -18.7375546 -17.02096748 -4.95100069 -0.77407926\n",
"69 3.6482241 -11.3818426 -30.1693573 -17.19950867 -3.32583356 -5.23634338\n",
"70 -24.9566116 -10.2910604 -13.3744640 2.77303147 -4.05485868 -1.89892626\n",
"71 1.9952381 -18.6808147 -33.6985817 2.02564931 -5.75766993 -2.72543192\n",
"72 -7.5315337 16.0735569 -26.2077236 -0.36883271 -4.14130688 -2.33113241\n",
"73 -16.8300171 4.4087420 -19.2978191 1.89364898 -4.97735023 -2.28064227\n",
"74 -4.9496226 1.7613550 -44.0263023 -2.73203540 -5.28461313 -2.82670546\n",
"75 -7.5340981 0.4372945 -37.1575699 4.94669771 -7.32169867 -2.30362129\n",
"76 -10.8080406 -7.6643009 2.5272915 -18.61585045 -3.39136910 0.07507938\n",
"77 -10.0735483 0.5420447 -4.0978174 -22.15903473 -2.22525883 -0.08311880\n",
"78 -5.1222601 -20.5765324 -3.8995414 -0.73722720 2.70124650 -3.96432543\n",
"79 14.1369257 -16.8060284 -26.3709278 2.93450475 -4.37037325 -4.65569448\n",
"80 9.0948305 4.3083043 -45.1542168 13.83462429 -4.32156038 -2.97119284\n",
"81 -0.4958842 12.3472614 -10.0612688 -20.02382278 -3.86910748 0.13825047\n",
"82 -15.6809778 -8.1032839 -23.6400089 -11.40292645 -5.06672049 -2.34350872\n",
"83 1.8462141 -7.3590550 4.9547005 -20.21178055 -3.71786118 1.82033539\n",
"84 9.5887146 -19.5394039 -21.2563705 -10.10579586 -5.69080114 -2.53997707\n",
"85 12.4924393 -15.0049715 -30.6369381 -2.59687185 -5.90358877 -4.78040218\n",
"86 -26.1978016 -3.3498945 -13.1898289 -6.61207056 -3.51019025 -0.43428218\n",
"87 20.1094398 8.2548943 -6.0419168 -5.47110605 -8.40259457 -2.53967643\n",
"88 2.0940163 15.7647533 -29.9269657 -12.49672508 -5.08556938 -0.85726589\n",
"89 1.6586230 9.4468584 -31.8073006 13.26734638 -5.82687521 -1.26826084\n",
"90 -17.9222736 -13.8993120 -3.7628849 -14.90157604 -5.51657057 1.21276557\n",
"91 -19.7663956 3.7375727 -13.8868055 1.83331287 -4.72024870 -1.44669747\n",
"92 -5.7745633 4.6380062 -34.8926888 -10.10641193 -6.08321810 -2.32584238\n",
"93 -1.9855697 17.8451347 -33.3158302 -1.09670985 -4.80713606 -3.64644432\n",
"94 12.6689148 2.9311123 -32.1719398 -13.30439091 -4.34120703 -3.41285110\n",
"95 -18.1532230 1.3719290 -12.1013041 -12.88231754 -4.70235729 0.46331641\n",
"96 -2.3873551 -21.4709721 0.7552597 -13.95327854 -4.24759197 1.50942433\n",
"97 1.8552816 -14.3127680 -22.5406818 -22.53145218 -5.49338675 -0.07064453\n",
"98 -15.7184448 6.5723152 -14.8748007 -19.04298973 -4.72385168 -1.02073693\n",
"99 -3.1880567 12.7607393 -8.6472559 -20.22897148 -3.99737525 0.29770181\n",
"100 7.9941440 14.2319059 -4.3013978 -14.28151989 -4.97948599 -0.57871884\n",
"101 9.9881954 -3.0595317 -44.6210823 15.83957005 -6.28833294 -4.65539265\n",
"102 -4.4901271 -23.1026783 -15.3198700 -16.89252281 -4.70179605 0.62169069\n",
"103 3.6197219 -2.4592342 -39.9804192 -9.05006313 -3.21330523 -4.50698948\n",
"104 -17.3442688 3.3182383 -18.7237358 -10.94415569 -4.40913248 -0.71820778\n",
"105 -5.4531960 -1.6864253 3.2373555 -19.33482933 -4.10175562 -0.38010183\n",
"106 3.0464747 16.7086391 -8.8129158 -13.07761669 -4.39382839 -0.67274731\n",
"107 8.3310051 11.0130939 -43.3844109 -4.89384794 -5.40244436 -0.56997353\n",
"108 -9.3675613 8.2949686 -31.2978802 -13.08704758 -5.15484715 0.05065879\n",
"109 23.7342567 -1.1752290 -32.1310654 -1.55152619 -4.39948463 -6.00379372\n",
"110 2.3832715 -9.5098715 -41.8516808 -1.65050995 -4.57522392 -3.29348040\n",
"111 -26.1021080 -8.7995958 -7.0342813 0.31217396 -4.56018019 -1.14011800\n",
"112 18.3889141 -7.9152679 -17.4940891 17.62599182 -6.42881250 -12.15033627\n",
"113 -14.2928886 -18.1934719 -20.3382607 1.48144996 -4.83456612 -3.09140563\n",
"114 -6.9499931 -2.7725704 -27.2619133 12.02545929 -5.30467415 -3.21692348\n",
"115 17.7874374 -3.6507678 -5.8810096 -1.35569537 -3.47927427 -15.48369122\n",
"116 -17.7335720 6.4990730 -17.6472340 -1.76083958 -4.63970375 -1.24668813\n",
"117 17.0343990 -10.5843668 -30.8336277 -3.04685998 -4.44127989 -5.04138565\n",
"118 -9.4343777 -11.8761168 -33.1627388 -15.76892471 -3.41876888 -1.15160441\n",
"119 -11.6014099 -0.4906415 -27.4136086 10.05569839 -4.64976263 -1.76988721\n",
"120 22.7788143 8.6102753 -24.4688206 -0.23523034 -5.29518223 -3.83722353\n",
"121 -1.5352647 -11.7783203 -35.5470695 -8.20158672 -2.53698444 -3.09829760\n",
"122 -11.6944542 -12.2425022 -10.0398293 10.08793545 -6.47149467 -2.07527065\n",
"123 13.4779110 -1.1423949 -34.6671181 -3.45731258 -5.36858559 -5.24094343\n",
"124 -18.9493942 9.6214342 -15.3128147 -3.70741057 -4.57420015 -1.92464232\n",
"125 -20.1888008 -9.4947910 -25.5207214 1.78395498 -4.52424574 -1.30762386\n",
"126 14.2187977 15.5819635 -10.1370287 -11.27473927 -6.15173769 -0.97296131\n",
"127 -5.6482315 -7.5159888 -41.5994644 3.69949675 -5.04542017 -3.14326763\n",
"128 -2.2878585 8.5369902 -6.0257292 -20.64235115 -4.69484663 0.21554813\n",
"129 8.5912724 -15.9248428 -4.6635447 -4.51245975 -7.00971270 2.32347655\n",
"130 6.0731597 14.2298870 -9.5478868 -13.60334492 -3.54493785 -1.82786167\n",
"131 -16.0578957 -14.7804222 -31.3346653 -3.21998334 -4.86337709 -2.20906043\n",
"132 13.9936838 13.0554876 -19.8194427 -5.15283442 -4.40933752 -0.47315988\n",
"133 4.2197137 17.5771618 -7.7126060 -7.30484629 -4.03896379 -0.03866071\n",
"134 2.5679679 0.6710816 -32.7004585 15.67605591 -6.03283548 -4.63972330\n",
"135 13.9573517 9.1246090 -16.5696907 -17.88840485 -2.97708416 1.85042858\n",
"136 12.4292526 -8.4219294 -4.2083278 -14.02716923 -5.54364634 0.36910227\n",
"137 7.8048949 18.9998798 -22.5773544 4.05750036 -4.76815367 -0.61847860\n",
"138 -2.7593729 -7.0946302 -9.9983149 -21.31347275 -5.69455385 0.81209856\n",
"139 -12.6905766 -4.6248283 -2.8543012 -18.75855446 -4.31140995 0.41928580\n",
"140 -3.8716047 3.3879299 -19.2100811 -23.22920609 -3.52804255 1.58567214\n",
"141 23.7431660 -5.6810541 -21.7164040 0.67949331 -4.51707792 -6.24813271\n",
"142 -9.8812237 -9.3359919 -23.5815773 10.43578529 -4.11378050 -1.36964536\n",
"143 4.8468356 -13.9817343 -2.9710207 6.37119675 0.18103483 -8.93186665\n",
"144 -5.6132493 20.1602497 -14.2810602 -7.44275045 -2.65064168 -0.22125348\n",
"145 3.9470086 -18.0384007 -8.1439095 10.25979042 -3.66117811 -3.18297672\n",
"146 -1.0234501 -3.1980870 -37.6102257 9.15548420 -5.86014652 -3.23914790\n",
"147 1.1041334 -15.7489462 -2.5792534 -16.20189095 -6.19932890 1.97643232\n",
"148 14.9652615 17.3001766 -20.1604481 1.93312609 -7.17890978 -1.77035427\n",
"149 -11.7525883 4.7836800 -3.9391026 -16.85426331 -3.75357127 0.91479403\n",
"150 14.8841820 12.3080130 -21.3554020 13.93465996 -3.41819000 -2.67548847\n",
"151 -13.2838955 0.2841588 -6.5379810 -19.05271339 -3.96622205 0.09829783\n",
"152 6.6070533 -6.3079691 -5.8287563 -22.55800819 -4.21321058 3.26739502\n",
"153 -5.4907727 -17.9781322 -0.4209221 3.54374623 1.16115487 -8.61662388\n",
"154 16.1357155 1.4242946 -31.4067173 13.75594234 -3.75929713 -3.07257843\n",
"155 -5.4943280 -11.5851049 0.5195963 -17.61271095 -3.26755357 0.88909835\n",
"156 24.3055229 -17.5913582 -21.5207882 -0.75911248 -4.56947803 -5.67428303\n",
"157 12.2684689 -2.8580351 -32.6791573 6.95920610 -5.11990404 -3.93899202\n",
"158 -15.0576715 -10.3640318 1.5823108 -4.38920021 -5.19857502 -2.32307124\n",
"159 0.7619367 -19.5161304 -1.5978075 1.49523222 1.06837285 -6.12653255\n",
"160 -16.0821857 -4.9978132 -24.4130917 6.35418367 -4.36072588 -1.45090795\n",
"161 1.0881402 -17.6712914 -11.2675562 9.74211025 -0.07058046 -8.40677357\n",
"162 3.7974708 -10.7000790 -37.2311974 9.71994972 -5.84247732 -3.09887028\n",
"163 19.6130180 10.9624567 -11.4691734 -9.67270088 -4.15985250 -3.16346645\n",
"164 -7.7057967 -10.5620813 -6.8799038 -17.99801064 -5.18170404 -2.86691737\n",
"165 -7.7250667 -19.7661877 4.8428922 -6.84232378 -4.45247316 -4.54782963\n",
"166 -5.3872042 -9.6534252 -21.4219952 16.44352531 -3.88086534 -1.80408633\n",
"167 -6.2323804 -19.8346577 -24.5197506 6.33248568 -4.08937836 -2.35941648\n",
"168 -4.0648952 -19.4440880 -5.2698932 -14.90157223 -3.09154820 2.05565858\n",
"169 -2.3550708 -19.2336388 -5.0111980 8.69949055 1.74908292 -6.18192005\n",
" V7 V8 V9 V10\n",
"1 7.21013117 24.8416882 13.01002121 -38.6688118\n",
"2 17.85861015 20.4248028 -49.53545380 1.6314188\n",
"3 34.12850571 7.6573071 8.14383221 -29.5454960\n",
"4 8.82329655 22.1429787 -48.55964279 -17.9459610\n",
"5 -3.19893003 -9.2265234 13.06402397 -42.3769493\n",
"6 4.59473515 -1.7738526 -12.61247063 6.6323633\n",
"7 -1.81152034 -6.1646385 -51.07073212 -5.2536635\n",
"8 7.74663734 23.1875362 8.01675797 -13.9158525\n",
"9 20.23661613 12.6630287 -23.34831047 -44.8982010\n",
"10 19.48213959 0.7515770 -6.76946449 0.5035874\n",
"11 1.70376182 -24.5164433 -7.08250809 -12.8684349\n",
"12 14.72130871 27.8004341 3.17690992 -16.4777603\n",
"13 -1.40968585 -13.2409477 -28.95309258 0.4036509\n",
"14 25.36281776 2.6247480 -42.64311600 0.5415589\n",
"15 5.36646223 29.3746586 4.88241434 -5.5077562\n",
"16 -0.23454930 17.4765320 3.79315329 -42.8218422\n",
"17 0.35358119 4.6041331 21.42892647 -33.3523788\n",
"18 30.21393013 -21.8065205 -25.88344193 -19.1424789\n",
"19 -7.54128504 -10.1256046 -16.32866096 -0.1978182\n",
"20 9.99557686 -15.3978329 1.04683495 -2.9006352\n",
"21 -2.60946679 -10.4380760 -6.47308731 -38.6733513\n",
"22 14.04047680 5.5088372 -8.78423500 4.1156492\n",
"23 18.36179924 -11.1716642 13.60719681 -20.0586319\n",
"24 18.27572823 -7.4737306 3.75427294 -13.0522165\n",
"25 13.17318439 11.9322786 3.33030486 1.9559551\n",
"26 -5.91168499 21.7958775 -25.70085144 -30.9639626\n",
"27 -16.35147285 2.4226084 -17.17013741 -10.3226528\n",
"28 -12.82255077 1.9649626 -28.13462257 -10.9849234\n",
"29 -2.51485634 -17.4569340 -21.29919434 -2.3321109\n",
"30 -2.30488896 35.5283279 -5.34798431 -19.4308624\n",
"31 8.92435169 6.1503367 -62.38698578 -2.5668330\n",
"32 15.95713902 -10.7246952 -16.93021774 -21.9258461\n",
"33 16.27764702 -27.0411663 -1.87701559 -27.5828094\n",
"34 -9.16223240 -5.9051213 -14.90798378 -14.7023115\n",
"35 16.58084297 33.2684250 -7.92570734 -15.5845394\n",
"36 -9.31890965 18.6840343 -39.58977890 -20.9010353\n",
"37 23.06185532 2.8803208 -26.77134132 -32.7129784\n",
"38 31.12647438 -9.1246529 -15.92643166 -4.9553256\n",
"39 10.72016525 38.8761063 -13.06705379 -18.9121513\n",
"40 -16.00226974 0.9106443 -4.06302691 -14.2167454\n",
"41 20.78926659 46.0227089 -35.89087677 -40.9283295\n",
"42 -1.00256467 -19.9097881 -14.07307053 -5.8362947\n",
"43 2.75857067 -3.2114298 0.14010529 2.7682710\n",
"44 9.63907909 22.9192600 0.83712345 -28.1763554\n",
"45 10.60692692 47.9467239 -47.44275284 -50.3097000\n",
"46 -11.82162762 22.3280754 -24.86804008 -12.7653275\n",
"47 7.94841146 19.0973644 6.20727634 -17.4730434\n",
"48 27.93132782 -9.1450233 -8.73201275 -14.3333006\n",
"49 16.14798355 6.0352597 -0.01379152 -34.8071404\n",
"50 15.03499603 14.6258659 -6.77271223 -5.9619942\n",
"51 12.94308090 -23.1593380 -21.94719505 -29.2159786\n",
"52 2.24635744 10.1991062 12.79223061 -42.8729820\n",
"53 -17.58179855 24.5535297 -14.68791580 -39.8724670\n",
"54 15.25218296 -9.7589350 15.13817883 -32.2223663\n",
"55 1.95180774 28.8640079 4.84329462 -27.7571220\n",
"56 9.28043747 -16.6528053 -14.50814819 -5.7825847\n",
"57 24.47221184 5.7832294 -3.45890236 -5.4658103\n",
"58 -0.43816018 7.9832377 -8.69509315 -22.7968254\n",
"59 8.83825111 -6.3194938 -27.73264885 -28.5057411\n",
"60 12.63564587 -12.8959236 14.64061356 -9.7704535\n",
"61 -7.35608864 25.2173786 -12.59973335 -48.6998444\n",
"62 21.08611107 12.0182152 -22.04508591 -6.6435170\n",
"63 -10.44387245 1.3410642 -12.15458107 -52.3805618\n",
"64 -8.79359436 -17.6246014 -8.98602390 -19.0453243\n",
"65 16.84527397 17.9788361 -41.15933609 -19.3962097\n",
"66 27.25555611 -10.2637377 -3.41963482 -6.0148807\n",
"67 20.60459709 -3.2974436 -3.34676504 -34.2899017\n",
"68 6.32430935 -22.0211430 2.64017248 -12.2789898\n",
"69 -1.12363029 39.0274429 5.39722538 -19.6418591\n",
"70 19.23933983 14.4214506 -31.60012627 -0.3559488\n",
"71 21.77201271 -2.3790219 23.34231949 -24.7182732\n",
"72 24.44112396 8.2407951 -15.39539623 -4.4819388\n",
"73 15.97238827 -0.4979466 0.41884211 2.4557519\n",
"74 12.49901485 25.9436150 -3.41715384 -19.9133682\n",
"75 24.92081261 30.1798344 -25.90662956 -21.5772495\n",
"76 11.05304718 -15.2537003 -9.09968662 2.6929145\n",
"77 13.82868576 -15.2220898 -1.78512716 0.7366363\n",
"78 18.25646019 -28.2810745 -13.40020370 -29.2715759\n",
"79 14.79008961 -7.4850521 22.12533188 -16.5902462\n",
"80 30.24822426 33.1986046 -16.46144676 -39.4886246\n",
"81 -1.94614339 -2.3520730 -3.19438028 -49.0922089\n",
"82 -9.05213642 17.0617161 7.81577301 -34.4944115\n",
"83 -3.29324675 -16.4528942 3.80267668 -23.0166531\n",
"84 5.97362804 22.1253757 17.33711243 -10.3239679\n",
"85 11.08679485 14.8864889 15.24500942 -13.8420572\n",
"86 20.78292847 30.9967270 -38.90338135 -6.7661271\n",
"87 23.39914703 -17.1288776 0.05039363 -14.1096468\n",
"88 7.26292896 -12.9133387 -33.71611404 -17.5425491\n",
"89 15.08588314 35.1022339 -23.65021706 -7.9892459\n",
"90 -5.80639076 19.5952282 -48.77109146 -10.0761843\n",
"91 35.93032837 -2.0442870 -40.31956863 -3.2574992\n",
"92 23.17504501 1.6541951 -7.47391272 -21.5602779\n",
"93 22.32738876 -8.6020184 1.88126469 -6.3039651\n",
"94 29.30006218 10.0371027 -7.45995617 -20.1299438\n",
"95 -0.96467161 -4.0887260 -35.62959290 -23.3813019\n",
"96 0.04359602 -3.6981432 7.09937906 -47.9090385\n",
"97 -11.23875237 34.3214264 -5.12591696 -27.3656654\n",
"98 1.71352792 24.6218395 -41.72329330 -22.7754650\n",
"99 -15.32644939 -3.2208169 -22.02142334 -6.0764570\n",
"100 1.00493169 -6.3460588 -1.40072596 2.2645364\n",
"101 28.67996407 0.4951155 1.13471222 -16.2786255\n",
"102 13.01839161 -6.0581684 21.84794998 -5.7478900\n",
"103 25.64853287 16.7253380 -4.34707785 -34.7943268\n",
"104 15.88691139 1.4375160 -45.27165604 -13.4452620\n",
"105 0.17046903 -9.0851440 -11.21937275 4.4585929\n",
"106 -4.20132351 -4.2650452 -20.63249969 5.6965618\n",
"107 13.46184444 20.7964802 3.88038301 -5.9402370\n",
"108 7.89261627 5.9519615 15.25891685 -1.3552917\n",
"109 3.86746287 27.6141624 -6.10403776 -23.6500664\n",
"110 15.55092621 1.1401622 17.14835358 -41.1208878\n",
"111 32.03627777 -2.9971602 -19.06574440 -14.6175270\n",
"112 14.95324039 16.4059734 6.12417269 -20.8428135\n",
"113 3.20965409 35.8154564 -34.72681427 -8.8812838\n",
"114 8.41049671 38.5114937 -56.36790085 -18.9558716\n",
"115 7.05986023 4.6096292 12.18319893 -15.2055407\n",
"116 28.38097572 -14.3097668 -10.39810753 -3.3947453\n",
"117 20.43488884 3.6872318 6.63498259 -28.5120392\n",
"118 0.75006700 58.7617188 -35.22263336 -31.6107597\n",
"119 4.99281693 7.4443150 -49.81656265 -17.0843544\n",
"120 15.31546307 10.5928907 14.93712044 -19.8260460\n",
"121 15.96174622 12.3130989 6.26200628 -8.3672962\n",
"122 17.02027512 6.4480948 -28.42233849 4.7678690\n",
"123 14.19833660 14.9797621 -7.83234167 -40.3818054\n",
"124 26.73113823 -12.7694302 -20.85214806 -1.1246542\n",
"125 30.45299911 7.1262774 -37.78417587 -16.6065464\n",
"126 14.61589909 12.6478958 0.50678736 -12.4876652\n",
"127 12.44029522 21.3093681 6.80248690 -40.9746971\n",
"128 -10.18783283 -5.5135875 -19.53431129 -0.4026803\n",
"129 11.04266644 -11.8614826 1.55104041 -38.0270271\n",
"130 3.80894375 -5.9232721 -5.54010582 6.6799645\n",
"131 41.32250977 27.8263378 -37.51239014 -34.3819885\n",
"132 -2.95322108 6.1835976 -27.51949120 3.2436614\n",
"133 -3.38710237 -8.0543413 -0.85419887 -2.0398111\n",
"134 22.08395195 12.8664532 -18.84138870 -28.3678837\n",
"135 7.13295937 -14.8809261 12.52235413 -16.8693142\n",
"136 1.83430219 -18.4330921 -14.26683331 -12.5861063\n",
"137 -3.20396924 -15.2189541 -11.79474640 -28.1239204\n",
"138 14.06514263 4.5135999 12.01750374 -5.4289899\n",
"139 -9.33425522 2.3710380 -24.55718422 -0.9150037\n",
"140 3.94480300 6.1482253 -8.88826180 -56.9852600\n",
"141 19.93586349 -4.6890588 13.92786980 -7.5908427\n",
"142 23.39485359 7.4643846 -38.21732712 -28.4808216\n",
"143 9.53207970 -6.7115350 -2.72990370 -17.7884254\n",
"144 10.71382427 -15.1224318 -4.83108234 -2.5631328\n",
"145 20.66337776 -23.0266781 -6.57790518 -28.6112785\n",
"146 8.82455444 20.8915348 -8.90058708 -26.0458622\n",
"147 -11.88354683 13.0097246 0.37321809 -51.8456535\n",
"148 1.78857446 -14.1327686 -18.11429405 -15.5718088\n",
"149 -4.93043804 -12.2269831 -35.78895950 -11.9471846\n",
"150 17.02233315 -14.7511110 6.11561155 -11.2859430\n",
"151 7.32516289 -22.8028107 -9.71130943 -3.5679574\n",
"152 -17.79571342 7.9089122 -1.90724134 -37.2387657\n",
"153 23.75044250 -15.8626156 -32.97242737 -23.7800007\n",
"154 10.17424202 -6.5313306 22.46290779 -34.8036118\n",
"155 6.50607395 -15.9755201 -28.64054298 -3.0935473\n",
"156 8.79820824 5.2899203 15.16983604 -10.6741314\n",
"157 5.48381996 16.4289017 21.06150627 -20.6264877\n",
"158 21.99280739 -25.2826061 -21.32011223 -21.9811287\n",
"159 9.46065807 -10.3633633 -14.89242649 -29.8717422\n",
"160 12.56880093 31.4342232 -48.50138855 -29.1677628\n",
"161 22.99442101 -8.2332821 -29.86550331 -23.8507500\n",
"162 4.91162252 33.3997650 -5.77339077 -45.4428520\n",
"163 9.37667942 -2.5644388 4.23423338 -10.6544027\n",
"164 -4.46618271 1.3158824 -12.64335060 -18.1608219\n",
"165 8.05357170 3.6457779 -31.01090813 -30.1701107\n",
"166 1.30178618 45.3044128 -53.09930038 -31.4550457\n",
"167 16.75884628 55.4658356 -54.25357056 -31.9463387\n",
"168 -12.55271721 -9.5743513 -12.00240421 -6.9478412\n",
"169 12.15818787 -3.1217873 -33.27185440 -26.0898685\n",
"\n",
"\n",
"[[4]]\n",
"[[4]][[1]]\n",
" V1 V2 V3 V4 V5\n",
"1 4.08609200 -14.42522812 11.98324203 18.01968193 -12.327417374\n",
"2 10.92418575 -7.08328819 0.87653083 -14.26084232 -6.971040249\n",
"3 -2.10177755 -22.85523987 6.47792292 3.65667629 -2.778022528\n",
"4 3.09750128 -11.42055702 8.06077194 -1.06336606 -9.912319183\n",
"5 -4.69662762 -17.84558487 2.09205651 9.40742588 -0.143365934\n",
"6 1.56055427 7.24489117 -0.01328798 -6.67785311 -15.159857750\n",
"7 2.95957232 -8.22198391 0.68740177 -21.22279167 -1.021838546\n",
"8 -8.05337811 -5.59987497 9.95648956 11.35237217 -21.210983276\n",
"9 4.81110573 -31.39831543 4.73755836 -3.99092484 -9.024711609\n",
"10 0.41947943 -0.79313517 0.43852493 5.44549990 -12.179405212\n",
"11 7.34336901 -7.94407749 3.20553708 6.73105478 -5.562753201\n",
"12 -8.28204060 -11.08514214 6.30469131 10.96120739 -17.667772293\n",
"13 0.52371913 -1.70756912 4.96227264 -14.21739388 -10.112491608\n",
"14 8.65754032 -10.34369183 3.97203088 -12.07484150 -9.267807961\n",
"15 2.12305236 -13.71646214 -0.11954249 7.62063456 -16.030073166\n",
"16 -18.80491447 -21.61032104 8.61343002 7.14473057 -7.758299351\n",
"17 -4.89558887 -18.96718597 -5.06100178 12.49013615 -7.877893448\n",
"18 5.82810307 -9.47123909 -9.12151909 -7.65393209 -0.963517368\n",
"19 -15.60151958 4.30950403 1.82905340 -14.89013195 -14.965409279\n",
"20 -1.05017173 2.37785983 1.06144583 5.47095060 -9.910219193\n",
"21 -3.11151791 -8.73643398 10.57388306 2.95969081 0.027898002\n",
"22 4.42231607 3.17530918 5.44927263 3.70143414 -14.139846802\n",
"23 -7.80985832 -16.04014587 -3.81361294 7.80914116 -13.632181168\n",
"24 -8.04649448 2.18181443 2.97084451 3.55391431 -17.700874329\n",
"25 3.66468668 -0.39205337 5.84096956 9.94928455 -11.688585281\n",
"26 -4.43088961 -11.87668991 16.40900803 -1.83771336 -9.801898956\n",
"27 -7.29865932 3.95165610 12.84958076 -4.17953825 -8.280751228\n",
"28 -5.10292816 -1.08202755 9.35623360 -7.00276518 -16.453079224\n",
"29 3.69188929 -0.66203666 9.08234787 -2.86278939 -11.787267685\n",
"30 -14.06085110 -10.95794201 14.37761307 -3.64590192 -18.598711014\n",
"31 12.59343433 -15.39815235 3.58254862 -24.48870850 -3.888296843\n",
"32 -5.38687754 -4.05546904 -9.55198002 -2.62972999 -7.806933403\n",
"33 -2.19927955 -10.91471386 -7.75281239 4.62511063 -7.191364765\n",
"34 -12.43340492 3.84025478 5.89175367 -1.63783085 -14.050591469\n",
"35 -0.07833284 -10.73769951 14.60278797 8.66192150 -23.245481491\n",
"36 -3.30983758 -9.44388962 9.00980377 -14.41038704 -10.096775055\n",
"37 5.83513832 -21.03785896 4.69328403 6.30499411 -9.830835342\n",
"38 6.52813387 -6.04817915 1.17890465 -1.98148143 -10.870147705\n",
"39 -6.35169935 -14.97432804 9.95821381 -5.47706652 -22.339485168\n",
"40 -15.68434048 2.93185806 3.91156530 -2.48474860 -8.434641838\n",
"41 -3.96921825 -27.68017006 5.24518776 -11.34549618 -3.425660372\n",
"42 -0.36712450 -1.86284900 3.00841928 -1.65721905 -16.104833603\n",
"43 -5.02708626 4.32729244 -6.02360916 -2.03124499 -7.339556217\n",
"44 -9.54090881 -12.24103069 14.02394867 10.03515148 -14.221113205\n",
"45 10.89185810 -24.48447990 11.92198181 -7.43090868 0.395337760\n",
"46 3.19786787 -5.04709578 16.12785530 -9.15121078 -17.705480576\n",
"47 -23.54333115 -10.14113522 2.72187304 -4.12130404 -15.142573357\n",
"48 -1.56852818 -15.08784199 -1.53165972 2.16502595 -10.681244850\n",
"49 -3.56705046 -24.06892395 11.98745918 4.92438078 -17.200700760\n",
"50 -7.80189705 8.81028271 6.26056767 -2.97210312 -11.673748016\n",
"51 -3.26150823 -16.52306938 -7.70607233 -4.16712666 -7.340434551\n",
"52 -5.56326771 -18.98991394 3.80181718 11.65774632 -3.897334814\n",
"53 -3.69679356 -8.44861126 18.29215240 4.23235559 -8.355240822\n",
"54 1.62751865 -17.86260605 0.84130919 15.20776939 -8.507354736\n",
"55 -16.33778191 -19.75287437 6.60307550 7.93136549 -19.417169571\n",
"56 -5.19559479 -6.85654688 -7.63620758 -9.01791763 -10.363588333\n",
"57 4.76950359 -6.27405977 -0.31057039 8.60372066 -16.633943558\n",
"58 -12.82178974 -12.16064358 -2.13045382 -0.71001977 -16.190475464\n",
"59 -9.38312435 -7.00475311 -3.76365447 -9.96529770 -3.687532425\n",
"60 -9.58885288 -3.02156830 5.13202000 10.82480145 -10.525612831\n",
"61 -0.56980127 -18.58238983 1.67909253 5.49045658 -5.894721985\n",
"62 0.14954764 -11.78299236 -1.14775026 3.41174674 -12.960594177\n",
"63 -3.31314182 -19.68747330 2.63149238 -7.74803877 4.846852303\n",
"64 -7.45248079 -8.31894779 -8.31558132 -12.23100376 -1.928220630\n",
"65 10.07758045 -10.87528706 0.64619488 4.03526068 -8.925445557\n",
"66 5.46134758 -10.95832729 -1.28750479 7.53484440 -13.113632202\n",
"67 -14.21674347 -20.19287491 5.72631121 -1.35280049 -12.439358711\n",
"68 -1.63840771 -8.71020412 -0.33389893 10.14139843 -9.740401268\n",
"69 -4.94863224 -22.27237511 3.68058419 1.04357839 -17.218042374\n",
"70 5.58628035 -7.36172867 -2.60581756 -3.59908390 -9.774613380\n",
"71 -1.20088720 -20.22114563 -1.63282621 11.52946949 -7.170332432\n",
"72 8.81106853 -4.80572367 8.71078396 8.16884136 -17.312345505\n",
"73 -0.72929657 -3.39445043 -5.09445477 4.08808136 -14.350173950\n",
"74 1.92113161 -14.49025345 8.05888653 13.61332798 -20.838243484\n",
"75 6.86183071 -20.81302643 5.80998087 7.28330564 -7.303962708\n",
"76 -3.10085869 -2.02139091 -10.07011986 -9.61346722 -5.447568417\n",
"77 0.39589626 -4.73188686 -6.74681854 0.38481179 -9.213343620\n",
"78 -5.80215931 -12.02672672 -9.90689468 -6.32422161 -0.715949595\n",
"79 -10.03569317 -13.19585323 -4.40874100 9.39872932 -5.925483704\n",
"80 3.84308815 -24.03903198 25.34576416 0.59395677 -17.893749237\n",
"81 -2.33400249 -18.28423882 7.56709909 5.24999046 -3.542926788\n",
"82 -5.87616158 -14.75089645 2.52921271 15.39801979 -13.288223267\n",
"83 -8.69663143 -8.22530937 -5.07765865 -1.96912313 0.599892080\n",
"84 -11.39679432 -14.64378643 -4.43930483 4.60629416 -10.996503830\n",
"85 -15.27020645 -13.62479115 -1.78859031 8.94761276 -19.177618027\n",
"86 17.27139091 -11.36655903 4.09412479 -2.27053666 -11.138610840\n",
"87 -10.57566357 0.45466936 2.56238747 -1.54320109 -12.873351097\n",
"88 -2.41787148 -11.10836601 11.22085762 -11.42446423 -17.144811630\n",
"89 7.77868176 -6.16732264 17.16734695 -3.31360793 -13.341658592\n",
"90 0.31320721 -10.89129543 3.02315784 -21.43726158 -2.073803186\n",
"91 20.91555214 -11.86821079 2.58396745 -8.84545422 -7.799858570\n",
"92 5.15370989 -14.57057285 6.83304548 7.65765047 -20.947290421\n",
"93 7.02036858 -5.67759609 7.03526354 6.42149305 -15.503032684\n",
"94 5.17583990 -15.64337635 5.23050594 -0.40473524 -10.275777817\n",
"95 7.21905708 -16.96926308 5.33175945 -4.65815639 -6.270861149\n",
"96 -4.61722946 -24.32227325 -3.93422484 2.44122887 2.682013273\n",
"97 -8.39140606 -16.57471466 6.84187031 -0.09889548 -16.352056503\n",
"98 7.26355743 -12.61145210 5.55693817 1.10944545 -14.412299156\n",
"99 -2.46604347 2.70636249 4.58290863 -6.28021145 -11.068450928\n",
"100 -7.24377680 9.60887146 -1.49865139 -0.97251016 -10.297882080\n",
"101 -2.82365036 -16.15653610 12.50670719 3.45041776 -20.801197052\n",
"102 -1.00235367 -13.41459560 -8.23795605 6.73140001 -3.283388376\n",
"103 6.62372351 -25.56835938 9.41007710 0.65182716 -19.917387009\n",
"104 15.19350624 -15.35110378 7.78561735 -7.63532782 -11.500510216\n",
"105 -3.85332465 1.29267788 -8.26463127 -8.68335056 -9.936135292\n",
"106 -1.10415673 8.58212376 9.73115444 -7.86616182 -13.183272362\n",
"107 0.10537606 -3.73427033 7.90060139 8.53253460 -18.449266434\n",
"108 0.09500057 -7.44425535 -1.00292623 15.43664265 -13.523460388\n",
"109 -18.97265434 -10.21293736 13.15842056 -5.02288961 -24.442441940\n",
"110 -1.49272156 -26.18116760 4.95887852 15.60627365 -9.761047363\n",
"111 7.24348211 -13.97850323 -4.09987974 -1.07059574 -10.447776794\n",
"112 -18.20905876 -7.79991341 3.64470577 -2.74769139 -7.162798405\n",
"113 -2.91463447 -9.83866405 6.66574955 -16.73407173 -15.179990768\n",
"114 7.56333065 -19.19048309 13.02008438 -9.04345703 -8.503796577\n",
"115 -18.30183220 -0.47717309 -4.76802826 3.17086458 -9.478768349\n",
"116 10.66116142 -9.53579617 -2.27469325 3.30281949 -10.153816223\n",
"117 -9.14097881 -25.60228539 2.43112373 4.27720976 -16.057737350\n",
"118 8.98409653 -25.73371506 13.43197155 -6.50488043 -15.850382805\n",
"119 7.65147495 -17.15957260 14.98644066 -12.17038059 -5.376537323\n",
"120 -14.14289665 -5.61933565 5.12615538 10.92967701 -10.919973373\n",
"121 -1.66393614 -7.33990049 -2.31674886 5.66661978 -15.871719360\n",
"122 0.30130750 -4.34654713 -0.65393925 -8.46092510 -9.575267792\n",
"123 -3.93158054 -23.73043442 15.05133820 -1.00367081 -21.459260941\n",
"124 14.40495014 -5.87145472 2.65989590 -1.40401852 -14.503664017\n",
"125 11.67822361 -16.13645172 -1.99785781 -0.76904982 0.044784237\n",
"126 -8.61790180 7.63252592 7.79351044 6.18492413 -16.395223618\n",
"127 2.56319475 -21.89199638 7.18851089 13.72907925 -7.628534794\n",
"128 -6.86112547 4.49401903 1.73589098 -9.70565891 -11.491158485\n",
"129 -12.28210163 -20.65639114 -1.70586669 -4.21057940 -4.324052334\n",
"130 -7.05273056 6.88481665 -2.64198971 -4.17032957 -12.108882904\n",
"131 15.75457954 -29.73085403 3.67702675 0.63779384 0.005252767\n",
"132 -8.15710640 4.68366098 8.70460320 -19.93342781 -9.155364037\n",
"133 -3.88091826 6.27816057 3.08866119 5.72377682 -7.324673653\n",
"134 4.30547714 -14.21833706 18.75842285 -8.34064388 -19.765802383\n",
"135 -10.71842575 -5.07158518 -3.75940514 6.95878935 -6.846976757\n",
"136 -6.52948141 -12.72754765 0.12598632 -14.32715607 -12.636894226\n",
"137 -4.79711246 -8.36507988 15.63952255 5.92905569 -9.233065605\n",
"138 -6.51060486 -3.02243543 -6.61544800 5.35231733 -10.771965027\n",
"139 -3.25423765 -0.06018221 -3.32364511 -15.70530605 -7.926190853\n",
"140 6.18839741 -24.78327942 8.67193985 9.68681622 -5.898172855\n",
"141 -8.13662434 -9.69887257 -2.12451553 1.39961970 -7.733690739\n",
"142 10.45510769 -23.41732025 6.13350058 -1.07592022 -7.293189049\n",
"143 -12.75511646 -7.11121559 -9.16781044 -2.36798620 -6.471099377\n",
"144 3.17535830 3.26577115 4.31468582 2.21016479 -11.357645035\n",
"145 -12.42985439 -12.97700787 -6.16119766 -5.01689577 -5.259469986\n",
"146 -7.50289106 -8.83585167 8.33895493 1.22986639 -22.271970749\n",
"147 -6.99479103 -18.34837723 2.33246136 2.68777013 0.183628961\n",
"148 -4.87915611 0.45545101 15.11253071 -1.48094094 -18.055725098\n",
"149 5.52261925 -11.49166584 1.84832525 -11.72309780 -8.062325478\n",
"150 -5.58506870 -4.37380171 11.86025906 5.60276508 -10.400017738\n",
"151 3.21950722 -7.74198103 -4.67657518 -2.04416871 -8.473350525\n",
"152 -16.20969582 -11.70674229 4.82448196 2.21450114 -3.596221209\n",
"153 0.27457958 -15.13564301 -4.11617374 -13.79144955 -3.190180540\n",
"154 -12.34130764 -17.22706795 5.03299284 13.05163670 -7.361431122\n",
"155 -6.47443771 -5.59225035 -3.52965713 -20.74808311 -3.997658491\n",
"156 -18.22100258 -9.28487110 -5.29695129 3.59930849 -12.265321732\n",
"157 -12.34407806 -11.01724911 3.68595481 13.36182499 -11.339480400\n",
"158 4.46442127 -10.18843746 -7.72174931 -2.44681001 -3.260070086\n",
"159 -12.32528877 -9.81506729 -7.36003113 -0.51195687 -8.477377892\n",
"160 9.83729839 -19.41230583 5.62163448 0.15474017 -6.461980343\n",
"161 -5.62743282 -16.24851990 0.80040491 -12.78686142 -4.349170208\n",
"162 -0.58250469 -25.35349464 14.83321571 9.17625237 -7.712357044\n",
"163 -13.64336681 3.63150644 0.87728733 4.54713440 -15.397349358\n",
"164 -11.00673676 -4.99989510 -4.29832745 -8.18801212 -13.307403564\n",
"165 -3.90192270 -13.59135342 -6.90969467 -10.14523411 -4.818024158\n",
"166 3.29021358 -22.05809212 8.07908249 -8.64020538 -1.979208112\n",
"167 4.10374355 -17.80256271 13.33733463 -20.64809227 -4.559277058\n",
"168 -13.22054672 0.75663483 -3.48047543 -9.39158726 -7.002367496\n",
"169 -9.60161304 -10.88721943 -3.28818822 -14.20279026 -5.174086094\n",
" V6 V7 V8 V9 V10\n",
"1 2.46612978 5.478288174 -11.274000168 -2.1346047 0.66576326\n",
"2 2.49929976 0.608455777 7.603403568 -11.5802956 -0.08107243\n",
"3 13.33165359 4.485697746 0.767603517 9.0031567 -2.90961504\n",
"4 8.75724888 -7.431104660 0.301699311 -14.6442327 -6.80043602\n",
"5 5.56910849 1.483169794 -21.399084091 4.0440464 14.05651951\n",
"6 -1.26094592 4.252259254 -0.004189158 -2.1630425 7.76188612\n",
"7 3.38520861 0.328077078 -9.928186417 -9.5400505 15.93699265\n",
"8 8.51054096 0.897266030 -1.212929010 0.6395547 -3.72208524\n",
"9 5.37377119 0.522335887 -6.445250034 -0.1484027 11.54176617\n",
"10 3.50790215 -7.448865891 6.003879547 -5.0154128 -7.32968616\n",
"11 3.02543783 -6.639527798 -13.770394325 1.5125710 11.18650723\n",
"12 -1.05802763 2.280968189 6.347533703 -0.1708570 -8.58655834\n",
"13 4.43154669 -7.359550476 -8.393218994 -1.9697819 11.69335651\n",
"14 8.05093193 -4.297759056 7.595139027 -2.7573929 -2.98137355\n",
"15 -7.07180786 11.474037170 0.996919930 0.2535536 3.21195841\n",
"16 8.42499065 5.012792587 -7.120287895 0.8381903 -1.68454826\n",
"17 0.85412300 2.085899353 -4.889215469 -1.6831751 0.07229318\n",
"18 4.57956314 -7.315145016 3.256890059 -5.8026257 3.73498940\n",
"19 4.28257513 -0.069178104 0.764690936 -3.2169025 3.33763456\n",
"20 3.49768186 -7.825729370 -3.291562080 7.9638138 7.90025091\n",
"21 7.93512678 -1.127241492 -22.137151718 -0.2913508 12.83097839\n",
"22 2.72647095 -2.525809765 3.216607094 -4.6207752 -5.02580690\n",
"23 3.12992477 -6.143472672 -0.873709381 11.4574432 8.58319569\n",
"24 5.27755356 1.156954408 -1.732079983 3.8215361 7.11119986\n",
"25 4.79352474 -0.824993849 3.498047352 1.9211080 -7.02828217\n",
"26 11.25776577 0.002127051 -13.163508415 -13.3699694 0.04337277\n",
"27 7.74422407 -1.036109805 -14.413312912 -8.4711046 2.52698255\n",
"28 0.73387897 4.564764977 -18.079555511 -8.5301609 14.63280106\n",
"29 5.88200808 -8.221327782 -13.538128853 1.0302603 12.01116848\n",
"30 5.48198748 16.696447372 -8.413783073 -1.1809959 2.24674916\n",
"31 3.14799643 1.473296285 -7.988219738 -9.0789433 15.09931374\n",
"32 5.32200623 -6.097293377 7.428206444 -6.5534577 -3.71499920\n",
"33 8.09575272 -11.022419930 -2.076959133 1.0893720 5.58463812\n",
"34 8.95716858 -1.883967638 -6.441980839 -7.1247602 2.92904210\n",
"35 1.82429683 11.471925735 -2.254286289 -4.3550835 -3.82080722\n",
"36 6.02843332 1.481553197 -12.132121086 -17.3246670 7.84214449\n",
"37 8.38199520 -11.708334923 -6.055616856 -5.5150776 2.52823091\n",
"38 6.10138512 -13.883967400 5.949004650 -0.1709299 -3.16391110\n",
"39 -0.03121052 13.348735809 3.580009222 1.5936797 0.28157142\n",
"40 2.85130453 4.713086128 -14.690114975 -1.5236050 11.51806831\n",
"41 8.99272633 10.996443748 -0.951311290 -4.4701681 2.03479195\n",
"42 3.57210517 -7.669017792 -10.708806038 3.2897508 15.60199165\n",
"43 -1.20707929 -0.113721728 4.607489586 1.6070409 3.74457693\n",
"44 11.36883163 0.254961491 -3.400562286 -2.0237613 -7.52143335\n",
"45 5.51436186 10.216318130 -11.291185379 -11.7098131 7.77652884\n",
"46 3.05780172 7.816179752 -13.377972603 -13.6760082 7.52532101\n",
"47 4.85971880 6.289143562 5.103040218 3.2252567 -5.01091671\n",
"48 5.61877060 -6.843704224 5.636859417 0.5670519 -1.11907589\n",
"49 12.35971832 -2.121053219 -9.402453423 5.5473371 5.18462896\n",
"50 5.27516937 4.272814274 1.695220590 3.3325109 -1.64473855\n",
"51 6.59706831 -11.213969231 -1.636911154 -4.2933879 5.02591991\n",
"52 4.46540689 5.700586319 -8.419974327 -2.7866087 0.31843868\n",
"53 6.46209288 11.344670296 -24.748485565 -9.0890779 9.01465702\n",
"54 7.43961954 -7.118638515 -6.984252453 6.6072679 5.57176304\n",
"55 2.74365234 9.839364052 -5.996066570 -2.1253753 2.40763950\n",
"56 -1.16577828 -4.440414906 -1.455693722 3.3773565 16.81147766\n",
"57 -2.00878310 -2.974667072 1.835601330 -5.6211181 -2.53292537\n",
"58 -3.72918415 1.738005996 -5.547110558 -3.8470886 9.07982922\n",
"59 8.42250538 -2.736532211 1.919160724 -10.4418459 -4.15980339\n",
"60 11.36782551 -6.379965782 -4.667682171 13.5419216 3.12239099\n",
"61 4.07630110 -0.472195268 -8.932425499 -14.5299206 1.29888475\n",
"62 -0.47933254 -0.734008193 6.353949070 -8.5067673 -4.83004951\n",
"63 6.78954363 2.130201340 -19.462017059 -5.3993320 16.28957176\n",
"64 2.12073946 1.006179452 -6.999946117 -1.1900771 17.67301369\n",
"65 1.61578786 -7.567234039 0.661690295 -14.1981745 -2.56564832\n",
"66 3.40372372 -11.707068443 2.577018261 5.3167601 3.33230996\n",
"67 12.48777580 -6.563631058 -0.051438175 9.2088375 -2.99195504\n",
"68 3.71470189 -7.996652603 -11.553299904 6.2506065 12.20576000\n",
"69 -4.62409496 14.544301033 -2.187581539 -1.3740132 6.87985468\n",
"70 0.27877370 0.110181451 9.057851791 -11.4418306 -3.36644959\n",
"71 5.48185158 2.738489628 0.829162419 10.5101776 3.74465585\n",
"72 4.57304335 -5.336232662 -0.893605411 -8.1175604 -5.10045147\n",
"73 -0.43287739 -4.585413933 6.686798573 -2.9404578 -2.87604141\n",
"74 -2.23725724 4.113323689 -1.866620541 -2.0936975 -1.16417706\n",
"75 6.11694479 1.441572547 1.268639088 -7.1995564 -4.24098969\n",
"76 -0.29291609 -1.613664150 6.536893368 5.5763931 11.99808025\n",
"77 -0.73607683 -6.328055382 1.571563721 7.9703465 12.41146755\n",
"78 9.18084812 -6.768871307 1.345778465 -1.4243565 2.94390583\n",
"79 10.28198528 -1.182927012 1.568817735 14.3061199 2.96721911\n",
"80 11.49230766 9.341704369 -9.933034897 9.8046207 -0.54889047\n",
"81 6.87592554 -4.778011322 -21.550706863 -3.4550381 14.20120907\n",
"82 -1.88584602 6.150545120 -13.719126701 -7.6102090 2.59153914\n",
"83 3.88669181 0.934965134 -7.962134838 6.2684593 14.84774303\n",
"84 1.45408285 9.838910103 4.744184017 2.5764275 -0.37126312\n",
"85 4.23115253 6.058371067 3.725780964 4.2910681 -1.76925719\n",
"86 -1.39643633 3.759761810 4.590040207 -10.0429878 1.17627943\n",
"87 10.67580700 -5.616853714 0.187933952 12.4998941 3.57921457\n",
"88 10.87956524 -8.575653076 -12.104712486 -5.6217337 9.39819622\n",
"89 6.74843025 6.150123596 1.764163375 -2.8874793 -7.52551699\n",
"90 -0.49587020 9.683750153 -9.130996704 -12.9668522 14.17229939\n",
"91 3.70742631 -9.024634361 3.346480131 -6.2072082 2.65796924\n",
"92 2.19425917 -4.210118771 -7.077476978 4.9374280 10.80791855\n",
"93 5.95841455 -7.527004719 -1.907666922 12.7199650 3.82189226\n",
"94 4.86341810 8.956219673 -2.360611439 14.7683582 9.02428913\n",
"95 3.08288360 -8.313177109 -15.067443848 -8.5931768 14.20869064\n",
"96 5.38497019 -0.799068689 -12.617730141 2.1439970 11.08140850\n",
"97 -2.35383224 21.463167191 -12.728156090 -3.7327232 12.90677547\n",
"98 -1.75141728 0.552826762 -8.266491890 -17.2841206 6.90193701\n",
"99 1.83333671 1.492815614 -14.464691162 -10.3912020 12.14663887\n",
"100 3.63561559 -4.413321972 2.509824514 2.0376191 0.59949088\n",
"101 8.44662857 -2.012168646 3.867610693 12.9907713 -5.52310801\n",
"102 3.29345107 1.740059257 0.645495474 10.1819763 8.21287155\n",
"103 -0.68862116 7.773673534 -5.927238464 7.5092282 11.74501514\n",
"104 3.59704185 -5.785914421 -8.279767990 -7.2712193 10.96289825\n",
"105 -4.05994320 1.945185900 2.961220264 -2.1434693 9.46191883\n",
"106 5.37265253 -1.062600851 -6.763244152 -6.0833006 3.30458999\n",
"107 -0.49027833 11.344962120 -1.850535631 5.1693921 2.98120379\n",
"108 -0.63434851 3.216753483 -2.688945293 4.8684592 1.07364762\n",
"109 7.84187889 7.687832832 -3.591246128 2.9019511 -0.36605093\n",
"110 4.51322031 1.707721353 -10.415560722 10.8637629 9.07270336\n",
"111 0.92435253 -5.294589043 8.350406647 -1.9008214 2.88005018\n",
"112 8.67155933 2.338995934 7.188049793 4.4655561 -11.47488308\n",
"113 2.45916557 9.211925507 2.423514366 -12.6907167 -0.18967126\n",
"114 7.90539885 -1.991485715 -3.264667749 -15.2678986 -2.05306411\n",
"115 3.43256092 2.274775028 3.673312902 2.9119039 -2.88242555\n",
"116 1.51015460 -11.940352440 1.902922392 0.1824180 3.87296581\n",
"117 4.75882483 1.928242803 -1.254454732 11.7523680 6.55662107\n",
"118 -2.07168245 17.209272385 -7.619718075 -9.1113815 8.21095562\n",
"119 8.50782681 -4.895619392 -12.113631248 -4.2204719 5.03208590\n",
"120 5.66644287 7.644941330 -8.898089409 7.6120462 3.87152505\n",
"121 -0.84715331 5.351818085 7.263415337 3.7440305 -0.75448418\n",
"122 4.26887178 -2.426002979 11.749373436 -5.1773930 -5.88433361\n",
"123 8.56649303 9.469887733 -15.273737907 7.6371183 12.43718529\n",
"124 2.12618589 -9.349920273 1.278104544 1.4858029 5.22272539\n",
"125 4.04950666 -5.734191895 1.299365520 -5.1605701 3.10400248\n",
"126 5.56051588 3.490228176 -4.636939049 -0.5050514 2.33936620\n",
"127 0.43955007 8.279078484 -4.480851650 -0.2660079 -0.60162663\n",
"128 0.98677623 4.082830906 -7.192551136 -8.8850613 10.47006130\n",
"129 6.07303953 -2.137156010 -6.507152081 6.4599447 11.81319809\n",
"130 -0.69535530 -2.095046520 1.139558792 0.7077057 6.58916998\n",
"131 6.65123320 3.092020988 -4.578182220 -0.9645910 6.59673357\n",
"132 5.92756128 4.567522049 -5.895046711 -6.9723773 3.67146754\n",
"133 2.83939195 -4.148456573 -7.816205502 -1.3061557 3.19907689\n",
"134 6.84714270 -0.792845726 -9.100494385 6.3908730 5.69426584\n",
"135 4.23433018 -4.888399124 -5.535033703 10.4898930 10.39344692\n",
"136 0.65047944 2.385442734 -4.782995224 6.1370687 18.28711891\n",
"137 11.01879215 -8.974412918 -19.610458374 4.5447664 8.64898396\n",
"138 -3.20419121 5.176371574 -0.305514067 3.8734169 5.04819202\n",
"139 -1.72078884 6.743617058 -2.694543839 -7.9927301 12.92965221\n",
"140 7.32592297 2.105996609 -23.080972672 -0.9506686 15.19165516\n",
"141 8.13740540 2.041168213 2.436609745 17.0158443 5.79718065\n",
"142 11.35577965 -11.054722786 -3.848107100 -5.2943749 -0.70535696\n",
"143 6.81355190 -0.869674325 7.726660252 0.1417951 -4.07483625\n",
"144 4.09595871 -9.845407486 -2.646873951 5.9728813 5.67076731\n",
"145 12.23717594 -8.951939583 4.178577900 2.3461759 -1.79171550\n",
"146 -1.78552878 3.835824013 -1.751838684 -5.7188058 2.54317737\n",
"147 1.14409339 8.676470757 -16.847593307 -9.2634468 8.24273205\n",
"148 15.51994610 -12.043669701 -9.101222038 2.6303399 0.76267958\n",
"149 1.45001066 1.067824960 -14.861926079 -5.3777733 19.83135414\n",
"150 13.04431248 -10.682816505 -3.804075718 12.7400160 -3.81489182\n",
"151 -2.24578285 -4.912126064 -5.287508965 2.3888483 15.39706135\n",
"152 3.81045794 6.278783798 -20.044952393 -6.8127041 9.78859234\n",
"153 9.99063110 -7.453782082 1.473031044 -6.1761127 0.72121274\n",
"154 11.94799232 -5.190332890 -6.979773045 10.0865631 1.61966085\n",
"155 4.10529470 -0.599448442 -3.246279955 -0.9836445 14.48998642\n",
"156 3.47247791 4.753631115 7.836812496 9.1500769 -0.72444689\n",
"157 1.73090351 8.026195526 -1.238988876 3.0132329 -4.02422476\n",
"158 5.50118113 -12.149062157 -1.304645061 -6.7584791 4.04887104\n",
"159 7.27489614 -4.386761665 0.938862622 -5.0178661 -1.60471797\n",
"160 4.28677702 -3.436873913 -3.628576994 -17.4930267 0.58043242\n",
"161 12.89487934 -5.289707184 0.799106240 -0.5613756 -1.80030549\n",
"162 8.65678501 7.888062477 -7.631755352 -5.6858492 -4.96458530\n",
"163 7.04211664 -2.089750290 3.446956158 2.1962838 -2.76684213\n",
"164 -5.13214779 7.918622971 -1.485662818 -2.4279823 11.38570690\n",
"165 2.92858219 -0.880588889 1.292561531 -10.3868504 2.95456982\n",
"166 10.66032887 -2.275659561 -2.482480526 -14.6496048 -3.38990283\n",
"167 8.86849117 12.635382652 -2.843205214 -7.1292191 2.37400270\n",
"168 1.21845782 1.214463711 -3.159763336 -3.9285133 8.35366821\n",
"169 9.83166885 -2.213631630 4.803335667 -8.3621454 -5.26513672\n",
"\n",
"\n",
"[[5]]\n",
"[[5]][[1]]\n",
" V1 V2 V3 V4 V5 V6 V7\n",
"1 -45.49354 10.271285 -34.02845 -59.87865 74.37150 -41.13669 66.24897\n",
"2 -38.92210 7.144536 -29.02451 -52.58760 67.92719 -35.35289 60.72297\n",
"3 -49.11715 11.038592 -39.73127 -67.55258 84.47587 -47.81419 75.90913\n",
"4 -42.87258 8.407557 -32.33490 -58.60831 73.36226 -38.76622 67.13020\n",
"5 -49.31564 10.524783 -35.52813 -65.75393 78.70566 -42.24020 73.51507\n",
"6 -27.75585 5.805619 -27.30441 -45.15851 54.52329 -31.48760 52.76369\n",
"7 -37.66658 7.148740 -31.10196 -54.41286 69.21779 -37.44476 63.97071\n",
"8 -36.15949 8.516509 -33.22435 -55.13078 65.89053 -38.15442 62.65382\n",
"9 -44.36531 9.583041 -34.34728 -59.96879 75.90633 -41.79398 67.83153\n",
"10 -32.85958 7.580615 -30.90720 -50.72804 61.50645 -35.53164 58.08647\n",
"11 -34.59069 7.241639 -30.21391 -50.92496 63.73124 -35.76325 59.25299\n",
"12 -39.92204 9.323163 -35.67813 -59.62868 71.43421 -40.92023 67.34155\n",
"13 -35.16388 7.082801 -32.32359 -54.51045 67.18785 -38.00804 63.97603\n",
"14 -38.66023 7.571494 -31.08687 -54.32721 69.15381 -37.49048 62.64455\n",
"15 -41.27729 9.203893 -33.92253 -57.98418 71.60835 -40.42276 65.35955\n",
"16 -51.01891 11.587977 -40.97490 -72.39734 84.76175 -47.55968 80.98681\n",
"17 -43.55880 10.172172 -33.03411 -58.72416 70.60156 -39.61134 64.82916\n",
"18 -37.50303 7.816970 -30.78894 -54.38253 65.68991 -36.01881 62.57281\n",
"19 -35.23098 7.469371 -34.04422 -57.48534 67.54711 -38.82536 67.19630\n",
"20 -26.28443 6.047393 -28.04198 -44.20294 53.39212 -32.15287 51.71381\n",
"21 -45.81162 9.721707 -34.19328 -62.15326 75.19992 -40.60457 70.06463\n",
"22 -30.82201 6.981528 -28.57598 -46.84834 57.30175 -32.88684 53.63269\n",
"23 -39.60843 9.553201 -36.39592 -59.89606 72.17908 -42.18673 67.90466\n",
"24 -30.20046 6.894681 -29.77108 -48.24269 57.61592 -34.30478 55.24226\n",
"25 -30.74398 7.311389 -30.97247 -47.46552 59.97203 -35.79037 54.58107\n",
"26 -44.47579 8.889024 -34.26537 -61.26492 75.89451 -40.82996 70.03011\n",
"27 -33.15494 6.681777 -29.90252 -51.36388 61.53490 -34.64684 59.85143\n",
"28 -37.53636 7.648639 -33.15662 -57.04066 69.42493 -38.57396 66.40997\n",
"29 -34.69331 7.227141 -32.08368 -53.89653 65.89645 -37.40850 62.98103\n",
"30 -45.79834 10.336738 -38.47902 -66.57122 79.62824 -44.65425 75.36214\n",
"31 -40.75206 7.296798 -31.64777 -56.11533 73.74698 -38.95029 66.02744\n",
"32 -37.00741 7.849387 -31.14568 -55.09859 64.95325 -35.97859 62.99448\n",
"33 -35.57471 7.663436 -30.42319 -53.31189 62.83747 -35.11841 61.09405\n",
"34 -32.01371 6.375537 -29.25982 -50.36011 58.95966 -34.10272 58.23389\n",
"35 -42.29566 9.482154 -35.74693 -60.48468 74.31903 -41.99323 68.28413\n",
"36 -41.60904 8.130782 -33.09547 -59.03881 73.06715 -39.23075 68.31164\n",
"37 -44.09814 9.097701 -33.76799 -60.22665 75.26485 -40.65393 68.41158\n",
"38 -35.96627 7.981021 -32.43415 -53.99317 66.65900 -38.00033 61.92731\n",
"39 -45.19707 10.136664 -38.20723 -65.46697 79.10573 -44.24734 74.02096\n",
"40 -38.68148 8.285953 -33.10765 -58.13408 68.61311 -38.21228 66.66940\n",
"41 -55.37256 10.926360 -38.97087 -71.48318 92.02533 -48.18089 81.23559\n",
"42 -34.12382 7.311351 -32.34787 -53.74940 65.32379 -37.58022 62.84252\n",
"43 -21.18595 4.890540 -22.54282 -36.45892 42.39225 -25.35818 42.46712\n",
"44 -42.69693 9.909503 -36.29982 -62.19605 74.38220 -41.97472 70.09377\n",
"45 -54.33253 10.194747 -33.68164 -65.49496 85.45448 -43.25261 73.78753\n",
"46 -41.65427 8.223435 -33.35582 -59.16014 73.06656 -39.15380 68.18978\n",
"47 -42.50463 9.993644 -38.35436 -65.15173 76.03742 -43.57609 73.73888\n",
"48 -36.39780 8.031329 -31.45779 -53.41836 65.47816 -37.08980 60.68793\n",
"49 -45.77047 10.288325 -37.56379 -64.55492 79.25890 -44.51967 73.05542\n",
"50 -31.92519 7.338073 -31.52551 -51.07605 60.95858 -35.89346 58.54584\n",
"51 -40.72902 8.653373 -33.78077 -60.06971 71.39007 -39.17560 68.71665\n",
"52 -46.34941 10.389569 -34.35136 -62.04929 74.11711 -40.95435 68.53956\n",
"53 -50.65776 10.457366 -36.71770 -67.35844 82.32735 -43.79874 75.72584\n",
"54 -42.28994 9.842669 -33.39130 -57.67970 70.91431 -40.01976 64.34059\n",
"55 -47.12499 10.784999 -38.83159 -67.22366 80.58485 -45.21210 75.57383\n",
"56 -34.29913 7.340695 -31.33936 -53.02346 64.20287 -36.48874 61.59151\n",
"57 -35.33575 8.092315 -31.86176 -52.89452 64.73146 -37.05776 60.22243\n",
"58 -41.44035 9.223262 -35.96019 -61.82182 73.97643 -41.59312 70.48454\n",
"59 -42.52687 8.937846 -35.23808 -63.06703 73.84982 -40.49780 72.30042\n",
"60 -35.60759 8.826865 -35.61552 -56.77340 67.60521 -40.52429 64.78031\n",
"61 -48.57735 10.170192 -35.08050 -64.89709 78.55657 -41.73198 72.75116\n",
"62 -37.36932 8.100009 -30.90546 -53.38139 65.74076 -36.40623 60.39507\n",
"63 -52.23495 10.775489 -36.69119 -68.86141 83.38438 -44.16851 77.35251\n",
"64 -42.45031 8.746457 -34.31089 -61.42776 73.57583 -40.41486 70.45418\n",
"65 -39.92250 7.865785 -29.27993 -53.26490 67.62398 -35.57504 60.81073\n",
"66 -34.34066 7.812745 -31.19985 -51.33775 63.70677 -36.72488 58.71504\n",
"67 -47.35575 10.685878 -40.95781 -70.15989 83.85581 -47.44711 79.72947\n",
"68 -37.05111 8.272252 -33.57063 -55.97547 68.62377 -39.29609 64.66717\n",
"69 -45.19953 10.000346 -36.69260 -63.75854 77.62688 -43.44221 71.82965\n",
"70 -36.42456 7.012610 -28.82133 -51.06407 64.18702 -34.53864 58.26661\n",
"71 -42.77621 10.473620 -37.07341 -61.62322 74.76010 -43.82712 68.81885\n",
"72 -36.85393 8.323640 -32.01873 -53.60434 66.90566 -37.62964 61.21465\n",
"73 -31.23097 7.224902 -29.19752 -48.12762 58.21391 -33.60611 54.86651\n",
"74 -39.74356 9.084746 -33.44987 -56.58991 69.69389 -39.45715 63.79926\n",
"75 -46.68444 10.016955 -34.95327 -60.68126 79.54942 -43.36711 68.67576\n",
"76 -28.25499 6.108989 -28.18477 -46.20961 55.81254 -32.62663 54.13238\n",
"77 -27.99158 6.110919 -28.15599 -45.59624 55.44389 -32.69201 53.25468\n",
"78 -39.62918 8.559236 -33.45502 -59.31008 69.38358 -38.56956 68.07340\n",
"79 -40.78171 10.173354 -37.64370 -61.47483 73.32423 -43.63108 69.25717\n",
"80 -49.34021 10.794356 -39.67907 -68.41580 85.23796 -47.43148 77.24097\n",
"81 -49.42614 10.555091 -36.61843 -66.71632 80.83511 -43.58559 75.13784\n",
"82 -46.19823 10.444362 -34.99174 -62.76216 74.88383 -41.31039 69.70961\n",
"83 -42.73427 8.977784 -32.72855 -59.37946 71.30842 -38.78219 67.16322\n",
"84 -42.65906 9.824798 -35.94300 -60.93234 74.13454 -42.22774 68.59332\n",
"85 -40.89488 9.641397 -36.43027 -61.20458 72.69101 -41.92172 69.16604\n",
"86 -39.69283 7.608144 -29.53074 -52.87349 68.55898 -36.22132 60.61284\n",
"87 -35.88313 8.298182 -34.89692 -57.23428 67.68262 -39.83588 65.55903\n",
"88 -41.58042 8.429767 -35.16104 -60.84763 75.21261 -41.50465 70.50265\n",
"89 -41.81038 8.994517 -33.70784 -57.75913 72.40706 -40.32413 65.34626\n",
"90 -43.22102 7.992755 -33.62325 -60.16091 76.54670 -40.58823 70.04156\n",
"91 -40.31329 7.954368 -30.93741 -54.08881 71.37543 -38.21579 62.33587\n",
"92 -38.90665 8.930665 -33.65044 -56.54787 69.71225 -39.60271 64.25494\n",
"93 -32.81296 7.670241 -30.81333 -49.52099 62.11163 -36.18913 56.86162\n",
"94 -42.52742 9.392880 -35.54799 -60.10791 75.12070 -42.50570 68.23672\n",
"95 -40.73453 8.157714 -32.98647 -57.94724 71.87688 -39.10231 66.87759\n",
"96 -49.58942 10.684497 -36.44601 -67.73576 79.73609 -42.92748 75.74728\n",
"97 -47.13933 10.226279 -36.92041 -66.36941 78.66769 -43.04560 74.76466\n",
"98 -43.96598 8.551038 -33.39762 -60.16805 75.54646 -40.12720 68.95895\n",
"99 -33.88600 6.892810 -30.97513 -52.99719 64.15767 -36.01277 62.05640\n",
"100 -24.66048 5.637502 -27.62569 -44.23122 50.55406 -30.76509 51.70997\n",
"101 -42.46013 9.799666 -38.45682 -63.68779 77.11142 -44.60483 72.20315\n",
"102 -37.76024 9.423900 -33.82400 -55.27972 66.96098 -39.89797 61.78177\n",
"103 -45.27895 10.193923 -37.24646 -63.27515 79.42657 -44.77592 71.60522\n",
"104 -40.63805 7.873958 -31.74422 -55.88762 71.40172 -38.24420 64.48045\n",
"105 -27.84907 6.021836 -27.04097 -45.08155 53.80516 -30.94816 52.65485\n",
"106 -32.89106 6.711810 -30.88645 -52.16975 62.82538 -35.65242 61.17049\n",
"107 -38.51897 8.901626 -34.30587 -56.81355 69.64371 -40.11489 64.19804\n",
"108 -36.53480 8.946372 -33.90366 -54.55824 67.13863 -39.56665 61.77881\n",
"109 -45.88951 10.352817 -40.05491 -68.78263 80.79164 -45.83518 78.02539\n",
"110 -45.92927 10.703641 -36.62062 -63.29523 77.33842 -43.72245 70.51972\n",
"111 -37.08692 7.998975 -31.15046 -53.14128 65.92089 -36.97479 60.66825\n",
"112 -43.14387 10.035632 -39.74942 -67.39837 78.28798 -45.10542 76.29250\n",
"113 -43.64716 8.456370 -34.00597 -61.21696 75.42593 -40.27300 70.17867\n",
"114 -48.74345 9.256358 -34.98193 -64.71817 82.39307 -42.39502 74.14849\n",
"115 -36.03791 8.824697 -34.90483 -57.76635 64.29343 -37.10263 63.44301\n",
"116 -33.14392 7.417655 -29.77997 -48.90633 61.53153 -35.31014 56.10201\n",
"117 -44.62990 10.341121 -37.92924 -64.37978 78.43565 -44.69022 72.74612\n",
"118 -50.61725 9.992991 -36.36024 -65.99097 84.46938 -44.50860 75.17673\n",
"119 -44.85283 8.696620 -34.44879 -61.08470 78.35753 -41.72009 70.57834\n",
"120 -41.01778 9.739226 -37.19337 -62.16830 73.42754 -42.60239 70.28603\n",
"121 -37.68767 8.702340 -33.82224 -56.37905 67.77396 -39.20757 63.75475\n",
"122 -36.84800 7.390388 -30.87297 -53.77174 66.18207 -36.27836 61.66516\n",
"123 -48.29547 10.694842 -39.32333 -68.26014 83.46564 -46.39525 77.40084\n",
"124 -34.83511 7.742253 -30.70000 -51.25128 64.07614 -36.37548 58.66489\n",
"125 -38.47161 7.452329 -27.30578 -49.19202 65.59959 -34.56692 56.18869\n",
"126 -34.17492 7.796739 -32.95899 -53.82456 63.98438 -37.68813 61.49649\n",
"127 -48.64687 10.831447 -36.59570 -64.29746 80.08232 -44.31988 71.40138\n",
"128 -32.21371 6.554898 -29.63480 -50.80964 60.60364 -34.32533 59.36720\n",
"129 -42.80993 9.300904 -34.54365 -60.70300 73.51931 -40.75554 68.82420\n",
"130 -27.51685 6.155293 -28.84274 -46.67164 55.21347 -32.70766 54.65366\n",
"131 -52.15749 10.277226 -30.92239 -58.35745 84.68955 -43.51061 66.84118\n",
"132 -35.91596 7.223680 -33.25316 -56.66218 68.53875 -38.57306 66.55579\n",
"133 -27.40648 6.057319 -27.75965 -45.21647 53.51717 -31.67561 52.55259\n",
"134 -43.36625 9.498637 -36.17628 -61.75522 76.46214 -42.66130 70.41734\n",
"135 -37.23363 9.062901 -35.60260 -58.61381 68.73289 -40.47594 66.78554\n",
"136 -37.56860 7.968944 -33.10470 -56.50171 68.90753 -38.74137 65.43798\n",
"137 -42.59091 9.162303 -35.10776 -61.63433 74.04024 -40.97574 70.25491\n",
"138 -33.66960 7.966346 -30.75946 -50.60117 60.98668 -35.74569 57.22182\n",
"139 -34.20788 6.810697 -30.54139 -52.34948 64.04189 -35.78967 61.39505\n",
"140 -52.69049 11.190913 -37.65535 -69.03002 84.68005 -45.27689 77.36452\n",
"141 -38.59199 9.481286 -36.52728 -59.35108 71.01367 -42.05063 67.10311\n",
"142 -42.70473 8.593385 -32.25883 -57.99387 73.21780 -38.98065 66.24454\n",
"143 -35.21010 8.060588 -32.07604 -55.16277 63.39269 -36.36379 62.98857\n",
"144 -24.95764 5.737927 -26.67376 -42.01494 50.89442 -30.55045 49.25283\n",
"145 -42.13750 9.290286 -37.00338 -64.36059 75.24275 -42.51905 73.75808\n",
"146 -41.71394 9.476150 -36.16705 -61.36320 73.90451 -41.84591 69.66553\n",
"147 -50.26046 10.711581 -35.15514 -66.18369 78.83035 -41.90383 73.70929\n",
"148 -35.73077 7.674382 -33.08658 -55.53320 66.44391 -38.33228 64.28457\n",
"149 -36.26744 7.116885 -30.26275 -52.70859 66.33720 -36.26700 61.60786\n",
"150 -33.30143 8.069606 -33.42714 -53.51068 64.24609 -38.23400 61.43053\n",
"151 -31.91962 6.717641 -29.62625 -49.28335 60.80076 -34.82944 57.47783\n",
"152 -50.29758 10.669818 -37.10697 -68.49155 80.64528 -43.62380 76.84206\n",
"153 -43.25099 9.074817 -35.52128 -63.15716 75.77695 -41.46027 72.43549\n",
"154 -46.40273 11.314044 -40.15354 -68.38288 79.84600 -46.30713 76.31602\n",
"155 -36.68867 7.488414 -32.57604 -56.44068 68.22108 -38.16037 65.87198\n",
"156 -38.82969 9.456101 -36.84208 -60.94589 70.88132 -41.65754 68.80947\n",
"157 -42.22292 10.036233 -36.25331 -61.35592 73.27808 -42.11162 68.73171\n",
"158 -37.74448 7.976100 -31.02889 -54.83425 66.09692 -36.33205 62.92582\n",
"159 -39.30078 8.482947 -33.62782 -59.70767 69.04123 -38.39140 68.35043\n",
"160 -47.04184 9.035445 -33.64672 -62.67968 78.11491 -40.46999 71.54539\n",
"161 -44.97682 9.492888 -37.38285 -66.69491 78.67154 -43.26910 76.59556\n",
"162 -51.91233 11.190833 -38.65912 -68.53681 85.88260 -46.96522 76.69015\n",
"163 -29.84014 7.084659 -30.81056 -50.12502 57.20768 -34.50891 57.28700\n",
"164 -36.99175 8.012156 -32.39187 -55.34067 66.64310 -37.46987 63.72959\n",
"165 -42.84057 8.944297 -34.51508 -62.07970 73.92428 -40.08157 71.03031\n",
"166 -49.71298 9.354491 -34.75991 -65.09045 82.77754 -42.54467 74.38881\n",
"167 -52.54739 9.756282 -35.42966 -67.16290 85.93193 -43.76659 76.53800\n",
"168 -33.53165 7.116670 -30.33268 -52.58580 61.70869 -35.04008 60.88377\n",
"169 -42.71537 8.931834 -35.44920 -63.86202 74.27504 -40.62624 73.22176\n",
" V8 V9 V10\n",
"1 72.92897 9.779143 44.77406\n",
"2 71.02681 2.451348 45.95819\n",
"3 83.11778 9.799087 50.71218\n",
"4 76.48759 4.181691 48.04294\n",
"5 80.85871 8.578660 48.41556\n",
"6 57.64008 3.262794 34.24680\n",
"7 73.50440 2.083276 46.34421\n",
"8 66.34203 7.785148 38.35661\n",
"9 75.74939 7.561439 47.29943\n",
"10 62.39399 6.142350 36.70797\n",
"11 65.69968 4.393188 39.97757\n",
"12 71.82094 8.517165 41.86917\n",
"13 71.45907 3.062079 43.32484\n",
"14 71.28836 4.007518 44.76179\n",
"15 71.21240 8.364930 43.00990\n",
"16 86.32921 10.826432 49.74858\n",
"17 69.54282 10.265141 41.09245\n",
"18 68.81827 4.996339 40.83868\n",
"19 72.96661 3.752770 42.38305\n",
"20 54.90075 4.792605 31.63237\n",
"21 77.39492 7.384017 46.60483\n",
"22 57.91602 5.742953 34.27131\n",
"23 71.62431 9.181939 41.36892\n",
"24 58.04337 6.516065 33.33548\n",
"25 58.52866 7.033944 34.97210\n",
"26 78.88535 5.337667 48.78677\n",
"27 66.03577 3.358953 39.36917\n",
"28 73.94489 3.542287 44.70710\n",
"29 69.54364 3.828292 41.71645\n",
"30 81.14357 8.710250 47.65771\n",
"31 77.66248 1.204284 50.66045\n",
"32 68.75945 5.200936 40.11404\n",
"33 66.10452 5.431563 38.30075\n",
"34 63.07407 4.075469 37.06309\n",
"35 74.24999 8.280292 44.53673\n",
"36 77.49777 3.476647 47.96147\n",
"37 76.79543 5.987988 47.65774\n",
"38 67.47585 6.099288 40.53074\n",
"39 80.10916 8.383986 47.45520\n",
"40 72.61830 5.354226 42.68674\n",
"41 94.16374 6.037980 60.68991\n",
"42 68.60397 4.317180 40.70456\n",
"43 45.03628 3.392413 25.35740\n",
"44 74.97490 8.675574 43.80561\n",
"45 88.35870 5.461936 58.63844\n",
"46 77.05267 3.946551 47.46457\n",
"47 77.79276 8.673793 44.10831\n",
"48 65.95627 6.718362 39.48670\n",
"49 79.33806 8.857703 47.66710\n",
"50 62.06333 6.238902 35.73901\n",
"51 75.27859 5.496888 44.34513\n",
"52 74.12920 10.069057 43.93813\n",
"53 84.57281 7.770303 51.80001\n",
"54 69.35938 9.625911 41.55283\n",
"55 81.18598 9.699664 47.66125\n",
"56 67.26504 4.381072 39.89996\n",
"57 65.11150 6.757472 38.77450\n",
"58 76.22337 6.916617 44.74161\n",
"59 78.90909 5.431844 46.05651\n",
"60 67.34239 8.751760 37.93808\n",
"61 80.94275 7.493451 49.24916\n",
"62 66.52979 6.430633 40.22331\n",
"63 86.09320 7.832507 52.50097\n",
"64 77.32024 5.612618 46.19157\n",
"65 69.85601 4.041537 44.28858\n",
"66 63.59573 6.553643 38.10412\n",
"67 85.32044 8.812070 49.75174\n",
"68 70.05590 6.182467 41.81147\n",
"69 78.07214 8.759809 46.72472\n",
"70 66.44604 4.072137 41.55853\n",
"71 72.67094 11.122760 42.47999\n",
"72 67.09814 6.411141 40.81907\n",
"73 58.91221 6.221137 34.56236\n",
"74 69.34367 8.199222 41.57657\n",
"75 77.87102 7.758428 49.96834\n",
"76 58.55364 3.742482 34.32552\n",
"77 57.31964 4.338470 33.61617\n",
"78 73.61099 5.579066 42.54976\n",
"79 71.71627 10.866115 40.61580\n",
"80 85.14651 8.983880 52.09032\n",
"81 82.94962 8.104125 50.06721\n",
"82 75.49577 9.681499 44.51780\n",
"83 73.75732 6.650970 44.10863\n",
"84 73.70722 9.285520 43.57687\n",
"85 73.14296 9.039363 42.08892\n",
"86 70.37263 3.906472 45.52551\n",
"87 69.11147 7.481587 39.28096\n",
"88 78.93097 4.544909 48.37761\n",
"89 72.38451 7.315154 44.54908\n",
"90 80.97815 2.573640 51.62250\n",
"91 72.38125 3.969691 47.10093\n",
"92 69.73650 7.578397 41.85885\n",
"93 61.20649 6.760053 36.70331\n",
"94 74.68152 7.956079 45.35737\n",
"95 75.08258 4.515763 46.32957\n",
"96 82.41849 8.592671 48.61517\n",
"97 81.06784 8.297038 47.82640\n",
"98 78.63392 4.455317 49.38787\n",
"99 68.87008 2.859105 41.41959\n",
"100 54.16326 3.948466 29.97270\n",
"101 77.26673 8.909394 45.28601\n",
"102 64.27090 10.674680 36.99594\n",
"103 78.54060 8.658154 47.93515\n",
"104 73.80056 3.909116 46.84278\n",
"105 57.24971 3.426799 33.56349\n",
"106 67.62091 2.985639 40.25170\n",
"107 69.06796 8.081491 41.03456\n",
"108 65.55684 8.770148 38.41492\n",
"109 83.19394 8.720204 47.88382\n",
"110 75.91296 10.490489 45.21904\n",
"111 66.48880 6.459949 40.21289\n",
"112 80.16855 8.834496 45.23439\n",
"113 79.41971 4.186360 49.05848\n",
"114 86.18483 3.833364 55.18997\n",
"115 67.56442 7.630153 35.62933\n",
"116 61.41929 5.966235 37.32484\n",
"117 78.05666 9.478612 46.07255\n",
"118 86.79411 5.751975 55.66522\n",
"119 81.11513 3.835168 51.55586\n",
"120 73.98816 9.247012 42.18819\n",
"121 68.03094 8.093551 39.75974\n",
"122 68.81258 4.398522 41.91833\n",
"123 84.31118 8.804406 50.62047\n",
"124 64.31523 6.058684 39.16424\n",
"125 66.05971 3.811505 43.61341\n",
"126 65.08107 7.181779 37.31062\n",
"127 78.76105 9.879285 48.45634\n",
"128 65.59152 2.907008 38.93229\n",
"129 75.38384 7.026229 45.15567\n",
"130 58.37490 3.907226 33.48757\n",
"131 82.25121 5.819598 58.79605\n",
"132 74.04437 2.565742 44.57904\n",
"133 56.15679 4.376449 32.42412\n",
"134 77.29506 7.253337 46.87916\n",
"135 69.39452 8.654563 39.00322\n",
"136 71.80045 4.684804 43.10527\n",
"137 76.38477 6.896316 45.31836\n",
"138 60.49809 7.714162 35.16137\n",
"139 68.67985 2.774598 41.78353\n",
"140 86.25737 9.053014 52.86576\n",
"141 70.12289 9.435576 39.94884\n",
"142 75.14627 4.819789 47.21669\n",
"143 66.53489 6.360057 37.26314\n",
"144 52.66982 4.293275 30.38769\n",
"145 79.17422 6.643094 45.61506\n",
"146 75.10975 7.612187 44.46447\n",
"147 81.40619 8.525378 48.92882\n",
"148 69.37239 5.509799 40.50552\n",
"149 69.98145 2.893443 43.78046\n",
"150 64.53101 7.410892 36.94320\n",
"151 63.06065 4.155478 37.83196\n",
"152 83.99176 8.629096 49.45376\n",
"153 79.61818 5.552402 47.37774\n",
"154 79.48168 11.834373 44.87900\n",
"155 72.84273 3.513913 43.71309\n",
"156 71.20840 9.465775 39.71969\n",
"157 72.81651 9.971797 42.20918\n",
"158 69.30338 5.078483 41.17245\n",
"159 73.62398 5.661458 42.27761\n",
"160 81.97639 4.265302 51.58977\n",
"161 83.55997 5.737994 48.93972\n",
"162 85.63019 9.460196 53.25460\n",
"163 59.04918 6.964293 32.35861\n",
"164 69.35648 5.378104 41.10004\n",
"165 78.15872 5.318585 46.44754\n",
"166 86.84276 3.849776 55.88385\n",
"167 89.56317 4.463496 58.01137\n",
"168 66.16159 4.181972 38.69858\n",
"169 79.76437 5.274875 46.36724\n",
"\n",
"\n",
"[[6]]\n",
"[[6]][[1]]\n",
" V1 V2 V3 V4 V5 V6\n",
"1 -0.9135264 -0.1284797 -0.1071690 -0.4606112 -0.3612420 -0.2246760\n",
"2 -0.9192395 -0.1314228 -0.1131136 -0.4698231 -0.3578964 -0.2193068\n",
"3 -0.9224746 -0.1332678 -0.1163372 -0.4758148 -0.3575157 -0.2154000\n",
"4 -0.9114648 -0.1292376 -0.1069696 -0.4613160 -0.3589045 -0.2221066\n",
"5 -0.9163428 -0.1309561 -0.1093774 -0.4655113 -0.3594342 -0.2209778\n",
"6 -0.9217521 -0.1354902 -0.1168728 -0.4710887 -0.3565133 -0.2165120\n",
"7 -0.9299977 -0.1366230 -0.1242748 -0.4938786 -0.3512470 -0.2042817\n",
"8 -0.9210776 -0.1340266 -0.1167435 -0.4768700 -0.3553388 -0.2131880\n",
"9 -0.9216696 -0.1334345 -0.1158148 -0.4759067 -0.3566340 -0.2147384\n",
"10 -0.9150118 -0.1305062 -0.1097856 -0.4650118 -0.3591606 -0.2207702\n",
"11 -0.9225739 -0.1346847 -0.1179670 -0.4788904 -0.3553212 -0.2120786\n",
"12 -0.9123201 -0.1307257 -0.1082110 -0.4575865 -0.3577997 -0.2241166\n",
"13 -0.9207722 -0.1350479 -0.1159910 -0.4698369 -0.3568888 -0.2172123\n",
"14 -0.9148675 -0.1321956 -0.1101590 -0.4606108 -0.3593094 -0.2223106\n",
"15 -0.9134249 -0.1303234 -0.1077689 -0.4629092 -0.3597706 -0.2213142\n",
"16 -0.9159503 -0.1304610 -0.1097348 -0.4651887 -0.3586236 -0.2212977\n",
"17 -0.9124454 -0.1305275 -0.1072412 -0.4555818 -0.3602043 -0.2257197\n",
"18 -0.9161053 -0.1309611 -0.1106442 -0.4671997 -0.3580894 -0.2194790\n",
"19 -0.9197530 -0.1327638 -0.1151107 -0.4739765 -0.3552458 -0.2154649\n",
"20 -0.9231505 -0.1347979 -0.1186673 -0.4800228 -0.3547344 -0.2115600\n",
"21 -0.9272646 -0.1364238 -0.1222635 -0.4854146 -0.3540992 -0.2089165\n",
"22 -0.9221181 -0.1334613 -0.1165928 -0.4765534 -0.3561899 -0.2145606\n",
"23 -0.9215043 -0.1332659 -0.1161073 -0.4761684 -0.3558597 -0.2145964\n",
"24 -0.9121368 -0.1271621 -0.1056805 -0.4633190 -0.3599612 -0.2229794\n",
"25 -0.9216608 -0.1343700 -0.1170398 -0.4774526 -0.3555450 -0.2127154\n",
"26 -0.9185982 -0.1324778 -0.1130603 -0.4706140 -0.3575450 -0.2173733\n",
"27 -0.9163589 -0.1303778 -0.1102453 -0.4660537 -0.3583353 -0.2209989\n",
"28 -0.9269598 -0.1367241 -0.1218311 -0.4847188 -0.3542492 -0.2089895\n",
"29 -0.9125441 -0.1308250 -0.1072879 -0.4557510 -0.3606806 -0.2254574\n",
"30 -0.9161390 -0.1325192 -0.1120427 -0.4628865 -0.3579708 -0.2212391\n",
"31 -0.9217297 -0.1356819 -0.1162236 -0.4707988 -0.3581529 -0.2164765\n",
"32 -0.9181246 -0.1321495 -0.1124650 -0.4700512 -0.3577525 -0.2176958\n",
"33 -0.9216056 -0.1325352 -0.1150370 -0.4728263 -0.3576440 -0.2176587\n",
"34 -0.9147356 -0.1302642 -0.1095911 -0.4647059 -0.3592071 -0.2209943\n",
"35 -0.9175988 -0.1314522 -0.1127224 -0.4695635 -0.3571543 -0.2183502\n",
"36 -0.9253125 -0.1351765 -0.1197184 -0.4810213 -0.3555408 -0.2119384\n",
"37 -0.9192039 -0.1322253 -0.1141020 -0.4716882 -0.3575345 -0.2171101\n",
"38 -0.9224405 -0.1365680 -0.1181861 -0.4735743 -0.3566133 -0.2142401\n",
"39 -0.9200938 -0.1344464 -0.1156482 -0.4687928 -0.3574170 -0.2179768\n",
"40 -0.9148597 -0.1316206 -0.1113423 -0.4688162 -0.3561705 -0.2169384\n",
"41 -0.9196424 -0.1317068 -0.1138044 -0.4708371 -0.3572333 -0.2186092\n",
"42 -0.9221202 -0.1330176 -0.1157755 -0.4750245 -0.3579210 -0.2160338\n",
"43 -0.9204375 -0.1351035 -0.1159433 -0.4697363 -0.3570888 -0.2168927\n",
"44 -0.9147277 -0.1325408 -0.1103878 -0.4610780 -0.3589179 -0.2215497\n",
"45 -0.9093598 -0.1281652 -0.1055756 -0.4581740 -0.3590774 -0.2238924\n",
"46 -0.9265478 -0.1363389 -0.1213545 -0.4847280 -0.3541912 -0.2090485\n",
"47 -0.9271352 -0.1360665 -0.1209769 -0.4838297 -0.3548722 -0.2103008\n",
"48 -0.9185371 -0.1334574 -0.1134257 -0.4649096 -0.3595293 -0.2204967\n",
"49 -0.9184287 -0.1343141 -0.1148010 -0.4677826 -0.3575663 -0.2177549\n",
"50 -0.9140328 -0.1297068 -0.1080009 -0.4627911 -0.3596032 -0.2224091\n",
"51 -0.9201908 -0.1317261 -0.1137445 -0.4769861 -0.3570101 -0.2143886\n",
"52 -0.9299377 -0.1352721 -0.1230964 -0.4905674 -0.3539478 -0.2078081\n",
"53 -0.9183717 -0.1318365 -0.1132862 -0.4703812 -0.3581981 -0.2178487\n",
"54 -0.9080436 -0.1286026 -0.1036946 -0.4498770 -0.3603917 -0.2285496\n",
"55 -0.9101883 -0.1304850 -0.1053883 -0.4532303 -0.3612052 -0.2259546\n",
"56 -0.9179089 -0.1347100 -0.1135901 -0.4669994 -0.3580828 -0.2176496\n",
"57 -0.9263010 -0.1386867 -0.1215139 -0.4793366 -0.3555871 -0.2108123\n",
"58 -0.9139643 -0.1309468 -0.1090608 -0.4652409 -0.3577132 -0.2195212\n",
"59 -0.9211962 -0.1316020 -0.1148715 -0.4778444 -0.3570542 -0.2145766\n",
"60 -0.9169582 -0.1314001 -0.1117067 -0.4686536 -0.3581846 -0.2186259\n",
"61 -0.9160308 -0.1338661 -0.1130132 -0.4656206 -0.3569191 -0.2181259\n",
"62 -0.9175351 -0.1304152 -0.1108273 -0.4660948 -0.3597549 -0.2217549\n",
"63 -0.9280626 -0.1365120 -0.1220883 -0.4852678 -0.3541544 -0.2094791\n",
"64 -0.9187890 -0.1328431 -0.1137321 -0.4717358 -0.3570071 -0.2163351\n",
"65 -0.9229580 -0.1365582 -0.1187141 -0.4739030 -0.3570592 -0.2143487\n",
"66 -0.9282367 -0.1393279 -0.1238367 -0.4827887 -0.3544163 -0.2089983\n",
"67 -0.9180042 -0.1341155 -0.1133469 -0.4663474 -0.3577583 -0.2186417\n",
"68 -0.9265584 -0.1336172 -0.1206718 -0.4868586 -0.3536043 -0.2097436\n",
"69 -0.9226077 -0.1351022 -0.1164138 -0.4701949 -0.3579252 -0.2180182\n",
"70 -0.9177598 -0.1328938 -0.1121700 -0.4637913 -0.3589512 -0.2213083\n",
"71 -0.9287611 -0.1385686 -0.1236525 -0.4817121 -0.3546250 -0.2108263\n",
"72 -0.9094889 -0.1279001 -0.1054323 -0.4581942 -0.3597484 -0.2242713\n",
"73 -0.9324904 -0.1388240 -0.1279478 -0.4940837 -0.3512574 -0.2038637\n",
"74 -0.9240241 -0.1352620 -0.1198186 -0.4815893 -0.3538004 -0.2105602\n",
"75 -0.9194555 -0.1320532 -0.1139328 -0.4775282 -0.3558395 -0.2132939\n",
"76 -0.9212685 -0.1365459 -0.1174176 -0.4730292 -0.3557629 -0.2139550\n",
"77 -0.9119895 -0.1288066 -0.1061923 -0.4596378 -0.3595089 -0.2241352\n",
"78 -0.9138484 -0.1298703 -0.1098325 -0.4643034 -0.3578655 -0.2210536\n",
"79 -0.9121649 -0.1281727 -0.1066241 -0.4596542 -0.3596938 -0.2247342\n",
"80 -0.9154018 -0.1282959 -0.1092993 -0.4683499 -0.3584507 -0.2205065\n",
"81 -0.9146095 -0.1312410 -0.1094719 -0.4590178 -0.3592575 -0.2241025\n",
"82 -0.9249662 -0.1337346 -0.1174718 -0.4767922 -0.3580734 -0.2159298\n",
"83 -0.9196243 -0.1354320 -0.1157224 -0.4699220 -0.3569633 -0.2160228\n",
"84 -0.9207352 -0.1310011 -0.1142808 -0.4772584 -0.3555257 -0.2152753\n",
"85 -0.9235555 -0.1326721 -0.1180759 -0.4824974 -0.3548595 -0.2118212\n",
"86 -0.9219435 -0.1359494 -0.1167010 -0.4716654 -0.3570373 -0.2158438\n",
"87 -0.9222319 -0.1326174 -0.1164548 -0.4768119 -0.3549163 -0.2151951\n",
"88 -0.9195990 -0.1310331 -0.1134151 -0.4757281 -0.3570164 -0.2155172\n",
"89 -0.9122202 -0.1285361 -0.1064524 -0.4600514 -0.3600411 -0.2242217\n",
"90 -0.9111431 -0.1284616 -0.1060729 -0.4601287 -0.3585477 -0.2235345\n",
"91 -0.9285027 -0.1348943 -0.1226132 -0.4900201 -0.3527167 -0.2075803\n",
"92 -0.9224694 -0.1355630 -0.1173579 -0.4719801 -0.3573531 -0.2162063\n",
"93 -0.9255787 -0.1363816 -0.1203392 -0.4828010 -0.3550109 -0.2097992\n",
"94 -0.9229913 -0.1325102 -0.1171966 -0.4815646 -0.3555118 -0.2122134\n",
"95 -0.9268333 -0.1369452 -0.1220234 -0.4856904 -0.3532870 -0.2079567\n",
"96 -0.9226826 -0.1337391 -0.1175359 -0.4781556 -0.3555610 -0.2135492\n",
"97 -0.9142721 -0.1328188 -0.1107714 -0.4616431 -0.3585076 -0.2206617\n",
"98 -0.9196181 -0.1326890 -0.1140101 -0.4718547 -0.3580112 -0.2169225\n",
"99 -0.9266254 -0.1337312 -0.1199425 -0.4853934 -0.3555823 -0.2108265\n",
"100 -0.9206399 -0.1327661 -0.1154175 -0.4738913 -0.3573190 -0.2160342\n",
"101 -0.9243030 -0.1348425 -0.1183563 -0.4792024 -0.3557516 -0.2128764\n",
"102 -0.9195783 -0.1346914 -0.1147163 -0.4680946 -0.3578867 -0.2179235\n",
"103 -0.9158304 -0.1325584 -0.1112745 -0.4620168 -0.3589612 -0.2216014\n",
"104 -0.9274428 -0.1355569 -0.1214264 -0.4841572 -0.3547602 -0.2106623\n",
"105 -0.9088705 -0.1282787 -0.1039729 -0.4566125 -0.3599907 -0.2246970\n",
"106 -0.9142772 -0.1295021 -0.1088524 -0.4628945 -0.3589599 -0.2226547\n",
"107 -0.9171563 -0.1296211 -0.1109023 -0.4713468 -0.3587135 -0.2183803\n",
"108 -0.9217587 -0.1330160 -0.1180279 -0.4834031 -0.3520687 -0.2095536\n",
"109 -0.9211471 -0.1350763 -0.1151476 -0.4688591 -0.3589931 -0.2179703\n",
"110 -0.9120522 -0.1293604 -0.1079239 -0.4628947 -0.3581904 -0.2212639\n",
"111 -0.9234020 -0.1340843 -0.1179543 -0.4781424 -0.3559418 -0.2136605\n",
"112 -0.9192326 -0.1341337 -0.1150627 -0.4678435 -0.3574940 -0.2183415\n",
"113 -0.9118201 -0.1303890 -0.1064279 -0.4547193 -0.3600124 -0.2261282\n",
"114 -0.9293282 -0.1394349 -0.1244748 -0.4833155 -0.3549159 -0.2092299\n",
"115 -0.9302235 -0.1371066 -0.1236344 -0.4872273 -0.3548015 -0.2089119\n",
"116 -0.9167377 -0.1315615 -0.1122479 -0.4699275 -0.3558502 -0.2173980\n",
"117 -0.9197900 -0.1325133 -0.1143977 -0.4723428 -0.3576323 -0.2168195\n",
"118 -0.9203261 -0.1317384 -0.1142892 -0.4722845 -0.3569177 -0.2179511\n",
"119 -0.9170258 -0.1334575 -0.1115761 -0.4636355 -0.3596427 -0.2204342\n",
"120 -0.9212614 -0.1318747 -0.1156412 -0.4790539 -0.3557903 -0.2134488\n",
"121 -0.9115621 -0.1298157 -0.1058840 -0.4529854 -0.3614456 -0.2275569\n",
"122 -0.9247109 -0.1345949 -0.1195863 -0.4815702 -0.3544438 -0.2116159\n",
"123 -0.9186156 -0.1335394 -0.1129951 -0.4650837 -0.3580343 -0.2204572\n",
"124 -0.9220132 -0.1355489 -0.1171522 -0.4714964 -0.3573251 -0.2163102\n",
"125 -0.9231464 -0.1357245 -0.1178338 -0.4725361 -0.3575184 -0.2160770\n",
"126 -0.9155242 -0.1305445 -0.1104763 -0.4660574 -0.3584851 -0.2203061\n",
"127 -0.9174453 -0.1295704 -0.1117744 -0.4723090 -0.3580331 -0.2179303\n",
"128 -0.9197580 -0.1355220 -0.1156954 -0.4699662 -0.3570864 -0.2160236\n",
"129 -0.9229898 -0.1316634 -0.1161258 -0.4796532 -0.3561721 -0.2144078\n",
"130 -0.9202269 -0.1336682 -0.1143166 -0.4665482 -0.3585004 -0.2202649\n",
"131 -0.9278798 -0.1369912 -0.1230357 -0.4860013 -0.3540619 -0.2083925\n",
"132 -0.9273744 -0.1349803 -0.1218364 -0.4891476 -0.3534327 -0.2073281\n",
"133 -0.9154097 -0.1315733 -0.1100266 -0.4595264 -0.3598744 -0.2239115\n",
"134 -0.9302628 -0.1374602 -0.1237274 -0.4878183 -0.3542380 -0.2082312\n",
"135 -0.9251459 -0.1333176 -0.1185727 -0.4838889 -0.3553813 -0.2112399\n",
"136 -0.9230345 -0.1320117 -0.1165526 -0.4802839 -0.3563361 -0.2136163\n",
"137 -0.9157653 -0.1329248 -0.1118142 -0.4634018 -0.3572766 -0.2202967\n",
"138 -0.9282184 -0.1357965 -0.1221613 -0.4898378 -0.3540864 -0.2068201\n",
"139 -0.9241978 -0.1353528 -0.1191559 -0.4808504 -0.3552474 -0.2111356\n",
"140 -0.9142272 -0.1299726 -0.1106107 -0.4661082 -0.3571052 -0.2198562\n",
"141 -0.9173738 -0.1324030 -0.1124303 -0.4632865 -0.3578898 -0.2218622\n",
"142 -0.9168286 -0.1306625 -0.1110400 -0.4659780 -0.3586782 -0.2211158\n",
"143 -0.9201989 -0.1310517 -0.1145080 -0.4762594 -0.3564527 -0.2155937\n",
"144 -0.9237185 -0.1343168 -0.1180585 -0.4782556 -0.3560900 -0.2135602\n",
"145 -0.9249323 -0.1335868 -0.1183662 -0.4838988 -0.3554633 -0.2108539\n",
"146 -0.9099230 -0.1299456 -0.1052486 -0.4527729 -0.3618258 -0.2264977\n",
"147 -0.9156697 -0.1321238 -0.1117197 -0.4691259 -0.3568954 -0.2167722\n",
"148 -0.9243648 -0.1330073 -0.1184176 -0.4834326 -0.3546307 -0.2113304\n",
"149 -0.9254259 -0.1372267 -0.1203074 -0.4769127 -0.3555065 -0.2132284\n",
"150 -0.9339143 -0.1382753 -0.1271985 -0.4987543 -0.3515713 -0.2018166\n",
"151 -0.9192227 -0.1347726 -0.1157306 -0.4692288 -0.3565593 -0.2168557\n",
"152 -0.9132875 -0.1304559 -0.1066829 -0.4543976 -0.3628138 -0.2270761\n",
"153 -0.9184409 -0.1316571 -0.1129275 -0.4698777 -0.3583977 -0.2184284\n",
"154 -0.9235966 -0.1316704 -0.1164512 -0.4796525 -0.3564786 -0.2148420\n",
"155 -0.9114898 -0.1300128 -0.1069142 -0.4549339 -0.3597653 -0.2259855\n",
"156 -0.9194295 -0.1352445 -0.1157930 -0.4700891 -0.3564250 -0.2159848\n",
"157 -0.9298186 -0.1378202 -0.1245574 -0.4888686 -0.3539801 -0.2069145\n",
"158 -0.9134096 -0.1293248 -0.1072188 -0.4615172 -0.3597231 -0.2232317\n",
"159 -0.9282769 -0.1348920 -0.1215995 -0.4887528 -0.3540463 -0.2083769\n",
"160 -0.9107243 -0.1293475 -0.1080292 -0.4624521 -0.3573186 -0.2207866\n",
"161 -0.9201909 -0.1347200 -0.1150585 -0.4682557 -0.3580629 -0.2181104\n",
"162 -0.9138634 -0.1319787 -0.1102199 -0.4608305 -0.3577856 -0.2217091\n",
"163 -0.9275650 -0.1365725 -0.1231995 -0.4865598 -0.3530195 -0.2081130\n",
"164 -0.9229866 -0.1336018 -0.1182783 -0.4845116 -0.3529707 -0.2091493\n",
"165 -0.9182203 -0.1315606 -0.1133421 -0.4703706 -0.3572468 -0.2180830\n",
"166 -0.9214171 -0.1354740 -0.1170493 -0.4716280 -0.3562195 -0.2159085\n",
"167 -0.9069405 -0.1270321 -0.1032548 -0.4549678 -0.3596959 -0.2255962\n",
"168 -0.9249080 -0.1336019 -0.1179035 -0.4835092 -0.3556653 -0.2111876\n",
"169 -0.9162958 -0.1311729 -0.1113813 -0.4681433 -0.3578594 -0.2187000\n",
" V7 V8 V9 V10\n",
"1 0.012881965 0.6090459 -0.3486418 0.2677680\n",
"2 0.016001541 0.6207227 -0.3501044 0.2672426\n",
"3 0.017034926 0.6254920 -0.3508973 0.2666653\n",
"4 0.016559703 0.6133325 -0.3503808 0.2613819\n",
"5 0.015709132 0.6163566 -0.3504009 0.2651690\n",
"6 0.015758978 0.6254900 -0.3488246 0.2678722\n",
"7 0.025894931 0.6463723 -0.3564071 0.2593617\n",
"8 0.020130783 0.6295598 -0.3521397 0.2618001\n",
"9 0.018635469 0.6272316 -0.3517911 0.2641292\n",
"10 0.015707808 0.6156889 -0.3498927 0.2643972\n",
"11 0.020116113 0.6311526 -0.3522555 0.2623332\n",
"12 0.014538609 0.6133849 -0.3479936 0.2654217\n",
"13 0.015555529 0.6240051 -0.3486920 0.2675990\n",
"14 0.013311855 0.6138688 -0.3475674 0.2671118\n",
"15 0.015896119 0.6139344 -0.3503451 0.2626489\n",
"16 0.015908265 0.6168175 -0.3502113 0.2652837\n",
"17 0.011861305 0.6089953 -0.3468128 0.2681610\n",
"18 0.017080242 0.6188079 -0.3508168 0.2634238\n",
"19 0.019704925 0.6275200 -0.3519095 0.2625308\n",
"20 0.020637209 0.6325758 -0.3524923 0.2622468\n",
"21 0.020771107 0.6372454 -0.3525994 0.2641468\n",
"22 0.018697532 0.6280653 -0.3516228 0.2646143\n",
"23 0.019272303 0.6282915 -0.3519711 0.2636355\n",
"24 0.016701596 0.6118301 -0.3516564 0.2622889\n",
"25 0.019958828 0.6299530 -0.3522383 0.2619521\n",
"26 0.017490258 0.6224911 -0.3509387 0.2638981\n",
"27 0.016120043 0.6175746 -0.3503173 0.2654200\n",
"28 0.020754218 0.6369655 -0.3526104 0.2637644\n",
"29 0.011603025 0.6085874 -0.3467407 0.2681689\n",
"30 0.014113719 0.6169417 -0.3477202 0.2674112\n",
"31 0.014678583 0.6233439 -0.3486162 0.2681900\n",
"32 0.017452734 0.6217464 -0.3510621 0.2636300\n",
"33 0.016107582 0.6234223 -0.3502809 0.2680999\n",
"34 0.015637117 0.6152775 -0.3498726 0.2644012\n",
"35 0.017440645 0.6214631 -0.3507088 0.2641706\n",
"36 0.019038986 0.6323723 -0.3517387 0.2655274\n",
"37 0.017059779 0.6226928 -0.3506382 0.2649380\n",
"38 0.016319184 0.6271788 -0.3491225 0.2665325\n",
"39 0.014762299 0.6222085 -0.3481637 0.2682553\n",
"40 0.019917393 0.6225569 -0.3519969 0.2587745\n",
"41 0.016637506 0.6223624 -0.3503509 0.2667930\n",
"42 0.016651100 0.6243111 -0.3506811 0.2670153\n",
"43 0.015477943 0.6238259 -0.3487126 0.2670892\n",
"44 0.013952261 0.6150335 -0.3478861 0.2659430\n",
"45 0.015879733 0.6104032 -0.3496968 0.2615204\n",
"46 0.021188175 0.6368790 -0.3529797 0.2630560\n",
"47 0.019975156 0.6355226 -0.3524942 0.2651674\n",
"48 0.012406659 0.6164273 -0.3470617 0.2700570\n",
"49 0.015223796 0.6210887 -0.3483345 0.2663451\n",
"50 0.015305780 0.6136698 -0.3499936 0.2646420\n",
"51 0.020359093 0.6264080 -0.3537425 0.2609387\n",
"52 0.021886496 0.6398120 -0.3542755 0.2647678\n",
"53 0.016461559 0.6207991 -0.3503284 0.2650892\n",
"54 0.011691446 0.6041434 -0.3465056 0.2663413\n",
"55 0.011786095 0.6062020 -0.3468203 0.2660166\n",
"56 0.015506288 0.6205736 -0.3488091 0.2649938\n",
"57 0.017459555 0.6330788 -0.3499253 0.2667193\n",
"58 0.018161988 0.6184348 -0.3513474 0.2604886\n",
"59 0.019606361 0.6264662 -0.3531048 0.2628875\n",
"60 0.016957434 0.6197233 -0.3506926 0.2637703\n",
"61 0.016517838 0.6208112 -0.3489741 0.2633466\n",
"62 0.014045395 0.6153500 -0.3491758 0.2686377\n",
"63 0.020457730 0.6375262 -0.3526402 0.2652336\n",
"64 0.018192196 0.6240792 -0.3513054 0.2629299\n",
"65 0.015540102 0.6264908 -0.3486431 0.2677871\n",
"66 0.018333036 0.6368532 -0.3502835 0.2669154\n",
"67 0.015323505 0.6205614 -0.3487618 0.2659380\n",
"68 0.022517746 0.6373370 -0.3544591 0.2628097\n",
"69 0.013782146 0.6228919 -0.3480562 0.2709249\n",
"70 0.013204067 0.6167569 -0.3477272 0.2691057\n",
"71 0.017181622 0.6354963 -0.3495759 0.2696290\n",
"72 0.015280757 0.6092157 -0.3494859 0.2623321\n",
"73 0.023109904 0.6472257 -0.3537190 0.2640903\n",
"74 0.021388337 0.6350031 -0.3528031 0.2619658\n",
"75 0.022004778 0.6282786 -0.3543787 0.2584636\n",
"76 0.017735118 0.6282298 -0.3498806 0.2641733\n",
"77 0.015220323 0.6114404 -0.3497510 0.2640638\n",
"78 0.016562572 0.6164412 -0.3499192 0.2634323\n",
"79 0.014423877 0.6105026 -0.3492206 0.2656127\n",
"80 0.017650539 0.6172823 -0.3519493 0.2632822\n",
"81 0.012599567 0.6125242 -0.3471547 0.2687367\n",
"82 0.015432497 0.6255006 -0.3501105 0.2703757\n",
"83 0.016298095 0.6241217 -0.3490715 0.2651503\n",
"84 0.020947022 0.6281518 -0.3538316 0.2620813\n",
"85 0.021506110 0.6326268 -0.3538477 0.2621752\n",
"86 0.015849028 0.6255952 -0.3491419 0.2672000\n",
"87 0.019671271 0.6295187 -0.3522471 0.2646746\n",
"88 0.019826410 0.6250988 -0.3532481 0.2618304\n",
"89 0.014631457 0.6106728 -0.3494794 0.2648857\n",
"90 0.016586581 0.6127348 -0.3504394 0.2620935\n",
"91 0.023473021 0.6411465 -0.3550000 0.2623066\n",
"92 0.014946510 0.6248423 -0.3485329 0.2688640\n",
"93 0.020419186 0.6347371 -0.3525573 0.2630861\n",
"94 0.021143487 0.6312277 -0.3538489 0.2619658\n",
"95 0.022158224 0.6391598 -0.3534516 0.2618645\n",
"96 0.019411696 0.6298946 -0.3519692 0.2640652\n",
"97 0.014633176 0.6156734 -0.3480484 0.2646734\n",
"98 0.016818566 0.6225299 -0.3506179 0.2650958\n",
"99 0.020404065 0.6337541 -0.3534127 0.2648947\n",
"100 0.017273488 0.6244966 -0.3507676 0.2653995\n",
"101 0.019025577 0.6310433 -0.3518451 0.2650550\n",
"102 0.014872079 0.6215340 -0.3484917 0.2672739\n",
"103 0.013426660 0.6152582 -0.3475576 0.2675653\n",
"104 0.019657658 0.6353347 -0.3522339 0.2662150\n",
"105 0.015549142 0.6085896 -0.3498219 0.2612734\n",
"106 0.015144910 0.6142559 -0.3495219 0.2655808\n",
"107 0.017918341 0.6192257 -0.3521702 0.2630503\n",
"108 0.025335180 0.6371450 -0.3556781 0.2563755\n",
"109 0.013566075 0.6206922 -0.3480587 0.2693912\n",
"110 0.017272217 0.6151948 -0.3506820 0.2610379\n",
"111 0.018596357 0.6296045 -0.3514836 0.2653416\n",
"112 0.014765818 0.6214101 -0.3481428 0.2677610\n",
"113 0.012284852 0.6087233 -0.3470623 0.2674316\n",
"114 0.017338241 0.6362256 -0.3497148 0.2688387\n",
"115 0.019250277 0.6377232 -0.3520158 0.2677105\n",
"116 0.019494848 0.6237988 -0.3518727 0.2610960\n",
"117 0.017042151 0.6231164 -0.3506956 0.2652038\n",
"118 0.017181261 0.6236395 -0.3508277 0.2665316\n",
"119 0.013469229 0.6161211 -0.3479881 0.2672867\n",
"120 0.020959282 0.6291407 -0.3537244 0.2613364\n",
"121 0.010255645 0.6052485 -0.3460222 0.2696962\n",
"122 0.020473065 0.6339030 -0.3525496 0.2638920\n",
"123 0.014079129 0.6191427 -0.3481146 0.2686780\n",
"124 0.015006905 0.6245397 -0.3485052 0.2685159\n",
"125 0.014578545 0.6249349 -0.3483594 0.2696638\n",
"126 0.016240953 0.6171702 -0.3501230 0.2643070\n",
"127 0.018344335 0.6205332 -0.3522020 0.2630134\n",
"128 0.016220959 0.6240206 -0.3490717 0.2652650\n",
"129 0.019845122 0.6288319 -0.3532741 0.2643872\n",
"130 0.013026672 0.6191666 -0.3475568 0.2709502\n",
"131 0.020544941 0.6379411 -0.3523452 0.2645646\n",
"132 0.023335697 0.6395720 -0.3549952 0.2610614\n",
"133 0.011795986 0.6121520 -0.3467883 0.2698603\n",
"134 0.020149579 0.6392454 -0.3525724 0.2665049\n",
"135 0.021104952 0.6331921 -0.3539391 0.2631397\n",
"136 0.019900864 0.6288955 -0.3532373 0.2638800\n",
"137 0.015482703 0.6187109 -0.3485316 0.2652125\n",
"138 0.022858107 0.6395047 -0.3548004 0.2615853\n",
"139 0.020098122 0.6327058 -0.3523603 0.2630941\n",
"140 0.017645514 0.6186185 -0.3505771 0.2622694\n",
"141 0.013594516 0.6173526 -0.3475600 0.2692995\n",
"142 0.015135424 0.6170850 -0.3494975 0.2668553\n",
"143 0.019636625 0.6259038 -0.3527417 0.2630267\n",
"144 0.018409133 0.6296377 -0.3514353 0.2655979\n",
"145 0.021358518 0.6333606 -0.3541838 0.2623289\n",
"146 0.010972274 0.6046603 -0.3464206 0.2668780\n",
"147 0.019085223 0.6221697 -0.3516625 0.2598131\n",
"148 0.021819640 0.6337993 -0.3541545 0.2621738\n",
"149 0.016804127 0.6311505 -0.3495117 0.2682368\n",
"150 0.025335927 0.6494102 -0.3563598 0.2614073\n",
"151 0.016147252 0.6235349 -0.3487429 0.2658730\n",
"152 0.008958369 0.6045374 -0.3456121 0.2716315\n",
"153 0.016141379 0.6200750 -0.3502285 0.2657419\n",
"154 0.019112239 0.6282573 -0.3527920 0.2658572\n",
"155 0.012239715 0.6088108 -0.3468627 0.2674352\n",
"156 0.016837204 0.6247834 -0.3492644 0.2646988\n",
"157 0.020719605 0.6399640 -0.3525800 0.2650998\n",
"158 0.015090341 0.6126236 -0.3498509 0.2647385\n",
"159 0.022327913 0.6386867 -0.3546120 0.2631358\n",
"160 0.018141983 0.6155425 -0.3506681 0.2593567\n",
"161 0.014336716 0.6213933 -0.3481993 0.2683613\n",
"162 0.015017411 0.6159419 -0.3482042 0.2648278\n",
"163 0.021687945 0.6394393 -0.3529271 0.2634746\n",
"164 0.024775343 0.6370118 -0.3556913 0.2572370\n",
"165 0.017199926 0.6218033 -0.3505511 0.2648137\n",
"166 0.016332641 0.6262591 -0.3491287 0.2668341\n",
"167 0.015509976 0.6069593 -0.3495462 0.2606877\n",
"168 0.021301676 0.6328994 -0.3542369 0.2624328\n",
"169 0.017330172 0.6198176 -0.3508525 0.2630017\n",
"\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"factorizations"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<ol>\n",
"\t<li><table>\n",
"<caption>A data.frame: 169 × 10</caption>\n",
"<thead>\n",
"\t<tr><th scope=col>V1</th><th scope=col>V2</th><th scope=col>V3</th><th scope=col>V4</th><th scope=col>V5</th><th scope=col>V6</th><th scope=col>V7</th><th scope=col>V8</th><th scope=col>V9</th><th scope=col>V10</th></tr>\n",
"\t<tr><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th><th scope=col><dbl></th></tr>\n",
"</thead>\n",
"<tbody>\n",
"\t<tr><td> 2.8810773</td><td> 10.406647</td><td>-14.0121717</td><td>-16.197334</td><td> 2.99997973</td><td>-3.2869549</td><td> -5.1955185</td><td>-35.7469063</td><td> 17.462986</td><td> -8.7241240</td></tr>\n",
"\t<tr><td> 0.7618766</td><td>-17.262705</td><td>-17.8810635</td><td> -5.148212</td><td> 2.05735373</td><td>-2.6976349</td><td> 14.5709887</td><td> 4.0762081</td><td>-17.350386</td><td>-10.0630598</td></tr>\n",
"\t<tr><td>-22.0414429</td><td> 13.292408</td><td>-20.4009438</td><td> -6.880234</td><td> 1.57084727</td><td>-5.6203346</td><td> 21.7398148</td><td>-18.7686806</td><td> 29.840296</td><td> -1.4359852</td></tr>\n",
"\t<tr><td>-15.9062243</td><td> -6.075528</td><td> -2.7504244</td><td>-25.980488</td><td> 2.58203697</td><td>-4.0437365</td><td> 16.4389534</td><td> -3.5173683</td><td>-17.565653</td><td>-28.7201080</td></tr>\n",
"\t<tr><td> -3.7934496</td><td>-18.939972</td><td> 9.6689863</td><td> -5.809599</td><td> 2.95855689</td><td> 0.3694352</td><td>-25.9700947</td><td>-13.0331612</td><td> 28.688234</td><td>-20.0053425</td></tr>\n",
"\t<tr><td> 8.6433077</td><td>-12.870374</td><td> 8.6739178</td><td>-13.752110</td><td> 4.24764538</td><td>-0.9008410</td><td> 1.1938078</td><td> 2.2137711</td><td> -6.857371</td><td> 1.1909801</td></tr>\n",
"\t<tr><td> 6.0459995</td><td>-17.982733</td><td> 0.9702364</td><td> -2.719129</td><td> 3.57151914</td><td>-0.6929150</td><td> -2.1756706</td><td> 16.2547474</td><td>-20.234648</td><td>-28.1421967</td></tr>\n",
"\t<tr><td>-11.7564793</td><td> 15.442418</td><td> -1.2085484</td><td>-20.251675</td><td> 1.30802357</td><td>-3.9094818</td><td> 3.6042070</td><td>-16.8973103</td><td> 7.106338</td><td> 7.3018370</td></tr>\n",
"\t<tr><td> -9.8515005</td><td> -9.486932</td><td>-28.4124413</td><td>-10.597745</td><td> 3.41181397</td><td>-1.6938837</td><td> 12.9812670</td><td> -7.1392365</td><td> 23.111090</td><td>-26.6041374</td></tr>\n",
"\t<tr><td> 4.4796090</td><td> 1.453287</td><td> -2.9662538</td><td>-22.815350</td><td> 2.59712577</td><td>-3.8321986</td><td> 8.3863754</td><td> 2.2551441</td><td> 2.817856</td><td> 3.5161455</td></tr>\n",
"\t<tr><td> 10.7486391</td><td> -5.263302</td><td> 0.2724830</td><td>-16.335093</td><td> 0.65014857</td><td>-0.4596614</td><td>-17.1775169</td><td> 7.1944232</td><td> 5.100309</td><td> -6.8281755</td></tr>\n",
"\t<tr><td>-11.5708399</td><td> 6.762722</td><td>-24.4341812</td><td>-20.052864</td><td> 1.86413622</td><td>-3.7806585</td><td> 4.8886437</td><td>-17.5147400</td><td> -2.725641</td><td> 4.4195218</td></tr>\n",
"\t<tr><td> -2.2730594</td><td> -8.489964</td><td> 6.0248337</td><td>-23.669628</td><td> 1.99959445</td><td>-1.1601572</td><td> -3.8569818</td><td> 12.8672934</td><td>-12.655883</td><td> -9.8125000</td></tr>\n",
"\t<tr><td> -2.8928783</td><td>-11.373704</td><td>-18.6095123</td><td> -3.250823</td><td> 2.16707635</td><td>-4.3831463</td><td> 15.2709627</td><td> 8.2252207</td><td> -7.870444</td><td>-10.7856426</td></tr>\n",
"\t<tr><td> -3.3590488</td><td> -1.893792</td><td>-32.9735031</td><td>-12.888993</td><td> 4.15582418</td><td>-1.4111259</td><td> 19.5023861</td><td>-21.1542549</td><td> 9.754458</td><td> -0.9421998</td></tr>\n",
"\t<tr><td>-30.9378738</td><td> 1.761324</td><td> -6.3716621</td><td>-16.700893</td><td>-0.04121362</td><td>-5.7420921</td><td> -7.2999477</td><td>-29.5595131</td><td> 21.390732</td><td>-23.2014332</td></tr>\n",
"\t<tr><td> -9.0478525</td><td>-17.591948</td><td>-20.7273540</td><td>-11.861354</td><td> 5.54359484</td><td>-0.9535619</td><td>-15.4282160</td><td>-23.2089462</td><td> 27.022245</td><td> -2.9394307</td></tr>\n",
"\t<tr><td> -1.8827852</td><td> -8.287571</td><td> -0.7625901</td><td> 8.034063</td><td>-5.25211763</td><td>-2.8389452</td><td> 13.0806971</td><td> 19.5905819</td><td> 11.460134</td><td>-16.7271156</td></tr>\n",
"\t<tr><td>-22.5084686</td><td> -1.862485</td><td> 4.3601685</td><td>-13.204841</td><td> 1.93291223</td><td>-5.6796064</td><td> -7.2319069</td><td> 5.7895317</td><td> -9.101185</td><td> -5.1139812</td></tr>\n",
"\t<tr><td> 8.0968018</td><td> -2.097093</td><td> 7.6349835</td><td>-16.552185</td><td> 1.06931818</td><td>-0.9983138</td><td> -2.8304746</td><td> 3.2857533</td><td> 5.171278</td><td> 2.4859657</td></tr>\n",
"\t<tr><td> -0.9910342</td><td> -9.109866</td><td> 12.1566858</td><td>-10.819711</td><td> 4.38272333</td><td> 0.8079351</td><td>-22.0694580</td><td> -5.7604961</td><td> 15.258752</td><td>-29.2187042</td></tr>\n",
"\t<tr><td> 5.4620419</td><td> 4.551070</td><td> -2.5678735</td><td>-18.436680</td><td> 1.17657280</td><td>-1.9917475</td><td> 8.2561541</td><td> 0.3154357</td><td> -3.255566</td><td> 3.0542116</td></tr>\n",
"\t<tr><td>-19.1713276</td><td> -8.783378</td><td>-25.3688431</td><td>-18.444199</td><td> 1.10126388</td><td>-4.1929445</td><td> 3.6931202</td><td> -5.7318158</td><td> 27.313013</td><td> -0.2532226</td></tr>\n",
"\t<tr><td> -4.0674348</td><td> -3.971966</td><td> 11.1022062</td><td> -1.171944</td><td> 2.76013970</td><td>-2.4186618</td><td> -0.3879960</td><td> 2.5697651</td><td> 16.773949</td><td> -4.2196732</td></tr>\n",
"\t<tr><td> 3.9922876</td><td> 11.945173</td><td> -5.4594603</td><td>-16.429234</td><td> 2.80215144</td><td>-3.0187538</td><td> 5.8026304</td><td> -3.8317420</td><td> -3.547503</td><td> 4.8129997</td></tr>\n",
"\t<tr><td>-10.6386843</td><td> 4.577691</td><td> 1.2790424</td><td>-21.147682</td><td> 5.07387447</td><td>-4.1995792</td><td> 0.7997419</td><td>-13.3409472</td><td> -6.291047</td><td>-35.2378044</td></tr>\n",
"\t<tr><td> -1.1679879</td><td> 2.960698</td><td> 9.1321135</td><td>-15.222756</td><td> 0.94201237</td><td>-1.2572163</td><td>-12.4307156</td><td> -2.1370945</td><td> -8.748052</td><td>-19.7333755</td></tr>\n",
"\t<tr><td> 1.9073864</td><td>-10.306081</td><td> 1.8309432</td><td>-25.300194</td><td> 1.37544882</td><td>-0.8401431</td><td> -6.7336836</td><td> -1.5229754</td><td>-16.345936</td><td>-21.7418442</td></tr>\n",
"\t<tr><td> 6.2155695</td><td> -2.512873</td><td> 4.7434921</td><td>-21.994827</td><td> 1.01232171</td><td>-0.7582697</td><td>-10.3176184</td><td> 13.8793697</td><td> -7.116615</td><td>-15.9733467</td></tr>\n",
"\t<tr><td>-23.4135914</td><td> 10.359031</td><td> -9.4712906</td><td>-18.272491</td><td> 0.67126894</td><td>-4.3930483</td><td> 7.8205070</td><td>-27.8197708</td><td> -2.746523</td><td> -5.3146634</td></tr>\n",
"\t<tr><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
"\t<tr><td> -5.070065</td><td>-22.5344887</td><td> 1.4289047</td><td>-24.1378193</td><td> 2.94236779</td><td>-0.05564115</td><td> -7.830367</td><td>-16.438461</td><td> 26.554861</td><td>-41.358944</td></tr>\n",
"\t<tr><td>-30.669430</td><td> 1.7722883</td><td>-13.6371040</td><td> -7.9223619</td><td>-0.49968281</td><td>-5.38072109</td><td> 9.410089</td><td> -5.169520</td><td> 19.851610</td><td> 6.410556</td></tr>\n",
"\t<tr><td>-12.763963</td><td>-10.7408504</td><td>-15.1967468</td><td>-25.4971771</td><td> 1.50984406</td><td>-2.17444372</td><td> 21.978903</td><td> 1.850713</td><td> 2.809271</td><td>-36.194988</td></tr>\n",
"\t<tr><td>-17.683086</td><td> 0.4440632</td><td> -8.2338276</td><td> 8.1836147</td><td>-3.32488823</td><td>-4.04607391</td><td> -1.186088</td><td> 2.718441</td><td> 11.882679</td><td> -7.929281</td></tr>\n",
"\t<tr><td> 7.669514</td><td> 1.6122205</td><td> 2.9708309</td><td>-19.1915531</td><td> 0.32552743</td><td> 0.28552777</td><td> -1.886172</td><td> 6.762392</td><td> 3.687862</td><td> -1.918965</td></tr>\n",
"\t<tr><td>-26.522840</td><td> 2.8560719</td><td> -4.4618559</td><td> 2.7559588</td><td> 0.20864306</td><td>-2.80848145</td><td> 3.541598</td><td> 10.184651</td><td> 25.810514</td><td>-17.138975</td></tr>\n",
"\t<tr><td>-19.101725</td><td> 0.6496075</td><td>-14.4488850</td><td>-25.6807175</td><td> 1.71162093</td><td>-4.40829325</td><td> -1.390267</td><td>-16.968470</td><td> -5.158437</td><td> -6.044093</td></tr>\n",
"\t<tr><td>-10.418425</td><td>-21.8209534</td><td> -0.9191197</td><td> -5.9191318</td><td> 4.53808069</td><td>-0.35648334</td><td>-20.596191</td><td>-26.838272</td><td> 24.292513</td><td>-35.023125</td></tr>\n",
"\t<tr><td> -6.344033</td><td> 9.3890095</td><td> 7.5329523</td><td>-16.4805984</td><td> 4.31905031</td><td>-4.16660023</td><td> -8.223638</td><td> 11.297812</td><td> 6.750753</td><td>-16.368769</td></tr>\n",
"\t<tr><td> 11.120364</td><td>-15.3899908</td><td> -2.6862030</td><td> -9.7701597</td><td> 2.70597506</td><td>-0.61820614</td><td> -8.761374</td><td> 9.662440</td><td>-12.445462</td><td>-28.094248</td></tr>\n",
"\t<tr><td>-10.647862</td><td> 20.9162273</td><td> 1.5358592</td><td>-13.2354565</td><td>-0.21882461</td><td>-0.13204943</td><td> 2.032579</td><td> 1.536283</td><td> 16.278097</td><td> 1.665905</td></tr>\n",
"\t<tr><td> 8.125023</td><td>-20.0555553</td><td> -8.0006294</td><td>-12.1846590</td><td> 2.60595512</td><td>-0.85591996</td><td> -8.828656</td><td> 9.070918</td><td> 2.739609</td><td> -3.398065</td></tr>\n",
"\t<tr><td>-12.392242</td><td>-21.7302799</td><td> 3.8538446</td><td>-13.6940298</td><td> 3.78478551</td><td> 0.94616222</td><td>-25.144562</td><td>-21.669174</td><td> 13.081301</td><td>-27.037743</td></tr>\n",
"\t<tr><td>-14.506614</td><td> -6.7182055</td><td> -4.3197284</td><td> 8.0621042</td><td>-3.57218122</td><td>-2.76609397</td><td> 11.205501</td><td> 18.723967</td><td> 4.279269</td><td>-26.760254</td></tr>\n",
"\t<tr><td>-27.102129</td><td> 9.2237349</td><td> -1.8366727</td><td>-20.4689255</td><td> 3.71285844</td><td>-1.72425675</td><td>-10.011730</td><td>-13.658343</td><td> 33.602585</td><td> -2.998223</td></tr>\n",
"\t<tr><td> -5.857800</td><td>-29.9372654</td><td> -4.4351869</td><td> -9.6530313</td><td> 2.36419797</td><td>-0.26131865</td><td> -1.365691</td><td> 17.118267</td><td> -5.440400</td><td>-17.534567</td></tr>\n",
"\t<tr><td>-30.705233</td><td> 5.1619339</td><td>-25.1969109</td><td> -0.2753009</td><td>-0.05761467</td><td>-5.34373093</td><td> -2.122178</td><td>-10.061604</td><td> 13.508199</td><td> 7.310874</td></tr>\n",
"\t<tr><td>-20.436056</td><td> 4.2072458</td><td> -6.3903599</td><td>-21.6148758</td><td> 1.16634524</td><td>-4.86095238</td><td> -1.122033</td><td>-24.535759</td><td> 22.894636</td><td> 4.537404</td></tr>\n",
"\t<tr><td> -2.616973</td><td> -8.7077894</td><td> 5.4537601</td><td> 5.1153932</td><td> 1.00610673</td><td>-3.24926543</td><td> 2.457696</td><td> 22.791336</td><td> 11.133710</td><td>-20.136209</td></tr>\n",
"\t<tr><td>-21.824694</td><td> -9.2735147</td><td> -4.2521739</td><td> 0.4291345</td><td>-2.01467133</td><td>-1.10476089</td><td> -2.245723</td><td> 6.619759</td><td> 15.927721</td><td>-21.256117</td></tr>\n",
"\t<tr><td> -8.883527</td><td>-19.7769718</td><td>-12.9554996</td><td>-29.6343575</td><td> 1.16219318</td><td>-2.73923612</td><td> 26.896170</td><td>-10.595866</td><td>-12.253842</td><td>-36.910885</td></tr>\n",
"\t<tr><td>-27.334547</td><td> -0.6869442</td><td> -2.2544932</td><td> -4.6080770</td><td>-2.99569035</td><td>-2.94823241</td><td> 13.754872</td><td> 11.833433</td><td> 6.712948</td><td>-24.834682</td></tr>\n",
"\t<tr><td>-15.024641</td><td> 9.4283543</td><td>-21.2856712</td><td>-12.1390772</td><td> 1.64457703</td><td>-3.66937017</td><td> 3.812332</td><td>-33.620869</td><td> 11.414056</td><td>-26.337559</td></tr>\n",
"\t<tr><td>-12.115424</td><td> 1.6208117</td><td> 10.5799322</td><td> -6.8097587</td><td> 0.07495327</td><td>-1.91547811</td><td> -4.428659</td><td> -4.013210</td><td> 2.257535</td><td> 3.119775</td></tr>\n",
"\t<tr><td> -7.160133</td><td>-25.7238750</td><td>-16.4752407</td><td> -5.6122141</td><td> 4.16056204</td><td>-2.34755301</td><td> -5.062680</td><td> -8.871716</td><td> -7.327192</td><td> -6.936614</td></tr>\n",
"\t<tr><td> -9.699237</td><td>-10.9341631</td><td>-10.5166531</td><td> 11.6696177</td><td>-0.03027003</td><td>-4.04362631</td><td> 4.528596</td><td> 4.153554</td><td> 4.733521</td><td>-35.689045</td></tr>\n",
"\t<tr><td>-18.215561</td><td> -9.8155622</td><td>-10.8084965</td><td>-21.4067020</td><td> 1.08629775</td><td>-2.36327434</td><td> 18.655409</td><td>-11.656319</td><td> -9.210307</td><td>-56.045368</td></tr>\n",
"\t<tr><td>-18.649025</td><td>-14.1160975</td><td>-17.1521454</td><td>-11.8827839</td><td> 0.51667672</td><td>-2.43469620</td><td> 36.594353</td><td>-25.707193</td><td> -7.499695</td><td>-36.681572</td></tr>\n",
"\t<tr><td>-17.790747</td><td>-19.1658688</td><td> -4.3228378</td><td> -9.3080502</td><td> 1.86386991</td><td> 0.64811718</td><td>-13.194781</td><td> 2.349777</td><td> -5.263332</td><td> -5.670086</td></tr>\n",
"\t<tr><td>-20.073030</td><td> -2.8545871</td><td> 0.5472971</td><td> 3.3564658</td><td>-3.47738409</td><td>-1.73952210</td><td> 6.393739</td><td> 11.653650</td><td> 3.274390</td><td>-30.142607</td></tr>\n",
"</tbody>\n",
"</table>\n",
"</li>\n",
"</ol>\n"
],
"text/latex": [
"\\begin{enumerate}\n",
"\\item A data.frame: 169 × 10\n",
"\\begin{tabular}{llllllllll}\n",
" V1 & V2 & V3 & V4 & V5 & V6 & V7 & V8 & V9 & V10\\\\\n",
" <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl> & <dbl>\\\\\n",
"\\hline\n",
"\t 2.8810773 & 10.406647 & -14.0121717 & -16.197334 & 2.99997973 & -3.2869549 & -5.1955185 & -35.7469063 & 17.462986 & -8.7241240\\\\\n",
"\t 0.7618766 & -17.262705 & -17.8810635 & -5.148212 & 2.05735373 & -2.6976349 & 14.5709887 & 4.0762081 & -17.350386 & -10.0630598\\\\\n",
"\t -22.0414429 & 13.292408 & -20.4009438 & -6.880234 & 1.57084727 & -5.6203346 & 21.7398148 & -18.7686806 & 29.840296 & -1.4359852\\\\\n",
"\t -15.9062243 & -6.075528 & -2.7504244 & -25.980488 & 2.58203697 & -4.0437365 & 16.4389534 & -3.5173683 & -17.565653 & -28.7201080\\\\\n",
"\t -3.7934496 & -18.939972 & 9.6689863 & -5.809599 & 2.95855689 & 0.3694352 & -25.9700947 & -13.0331612 & 28.688234 & -20.0053425\\\\\n",
"\t 8.6433077 & -12.870374 & 8.6739178 & -13.752110 & 4.24764538 & -0.9008410 & 1.1938078 & 2.2137711 & -6.857371 & 1.1909801\\\\\n",
"\t 6.0459995 & -17.982733 & 0.9702364 & -2.719129 & 3.57151914 & -0.6929150 & -2.1756706 & 16.2547474 & -20.234648 & -28.1421967\\\\\n",
"\t -11.7564793 & 15.442418 & -1.2085484 & -20.251675 & 1.30802357 & -3.9094818 & 3.6042070 & -16.8973103 & 7.106338 & 7.3018370\\\\\n",
"\t -9.8515005 & -9.486932 & -28.4124413 & -10.597745 & 3.41181397 & -1.6938837 & 12.9812670 & -7.1392365 & 23.111090 & -26.6041374\\\\\n",
"\t 4.4796090 & 1.453287 & -2.9662538 & -22.815350 & 2.59712577 & -3.8321986 & 8.3863754 & 2.2551441 & 2.817856 & 3.5161455\\\\\n",
"\t 10.7486391 & -5.263302 & 0.2724830 & -16.335093 & 0.65014857 & -0.4596614 & -17.1775169 & 7.1944232 & 5.100309 & -6.8281755\\\\\n",
"\t -11.5708399 & 6.762722 & -24.4341812 & -20.052864 & 1.86413622 & -3.7806585 & 4.8886437 & -17.5147400 & -2.725641 & 4.4195218\\\\\n",
"\t -2.2730594 & -8.489964 & 6.0248337 & -23.669628 & 1.99959445 & -1.1601572 & -3.8569818 & 12.8672934 & -12.655883 & -9.8125000\\\\\n",
"\t -2.8928783 & -11.373704 & -18.6095123 & -3.250823 & 2.16707635 & -4.3831463 & 15.2709627 & 8.2252207 & -7.870444 & -10.7856426\\\\\n",
"\t -3.3590488 & -1.893792 & -32.9735031 & -12.888993 & 4.15582418 & -1.4111259 & 19.5023861 & -21.1542549 & 9.754458 & -0.9421998\\\\\n",
"\t -30.9378738 & 1.761324 & -6.3716621 & -16.700893 & -0.04121362 & -5.7420921 & -7.2999477 & -29.5595131 & 21.390732 & -23.2014332\\\\\n",
"\t -9.0478525 & -17.591948 & -20.7273540 & -11.861354 & 5.54359484 & -0.9535619 & -15.4282160 & -23.2089462 & 27.022245 & -2.9394307\\\\\n",
"\t -1.8827852 & -8.287571 & -0.7625901 & 8.034063 & -5.25211763 & -2.8389452 & 13.0806971 & 19.5905819 & 11.460134 & -16.7271156\\\\\n",
"\t -22.5084686 & -1.862485 & 4.3601685 & -13.204841 & 1.93291223 & -5.6796064 & -7.2319069 & 5.7895317 & -9.101185 & -5.1139812\\\\\n",
"\t 8.0968018 & -2.097093 & 7.6349835 & -16.552185 & 1.06931818 & -0.9983138 & -2.8304746 & 3.2857533 & 5.171278 & 2.4859657\\\\\n",
"\t -0.9910342 & -9.109866 & 12.1566858 & -10.819711 & 4.38272333 & 0.8079351 & -22.0694580 & -5.7604961 & 15.258752 & -29.2187042\\\\\n",
"\t 5.4620419 & 4.551070 & -2.5678735 & -18.436680 & 1.17657280 & -1.9917475 & 8.2561541 & 0.3154357 & -3.255566 & 3.0542116\\\\\n",
"\t -19.1713276 & -8.783378 & -25.3688431 & -18.444199 & 1.10126388 & -4.1929445 & 3.6931202 & -5.7318158 & 27.313013 & -0.2532226\\\\\n",
"\t -4.0674348 & -3.971966 & 11.1022062 & -1.171944 & 2.76013970 & -2.4186618 & -0.3879960 & 2.5697651 & 16.773949 & -4.2196732\\\\\n",
"\t 3.9922876 & 11.945173 & -5.4594603 & -16.429234 & 2.80215144 & -3.0187538 & 5.8026304 & -3.8317420 & -3.547503 & 4.8129997\\\\\n",
"\t -10.6386843 & 4.577691 & 1.2790424 & -21.147682 & 5.07387447 & -4.1995792 & 0.7997419 & -13.3409472 & -6.291047 & -35.2378044\\\\\n",
"\t -1.1679879 & 2.960698 & 9.1321135 & -15.222756 & 0.94201237 & -1.2572163 & -12.4307156 & -2.1370945 & -8.748052 & -19.7333755\\\\\n",
"\t 1.9073864 & -10.306081 & 1.8309432 & -25.300194 & 1.37544882 & -0.8401431 & -6.7336836 & -1.5229754 & -16.345936 & -21.7418442\\\\\n",
"\t 6.2155695 & -2.512873 & 4.7434921 & -21.994827 & 1.01232171 & -0.7582697 & -10.3176184 & 13.8793697 & -7.116615 & -15.9733467\\\\\n",
"\t -23.4135914 & 10.359031 & -9.4712906 & -18.272491 & 0.67126894 & -4.3930483 & 7.8205070 & -27.8197708 & -2.746523 & -5.3146634\\\\\n",
"\t ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
"\t -5.070065 & -22.5344887 & 1.4289047 & -24.1378193 & 2.94236779 & -0.05564115 & -7.830367 & -16.438461 & 26.554861 & -41.358944\\\\\n",
"\t -30.669430 & 1.7722883 & -13.6371040 & -7.9223619 & -0.49968281 & -5.38072109 & 9.410089 & -5.169520 & 19.851610 & 6.410556\\\\\n",
"\t -12.763963 & -10.7408504 & -15.1967468 & -25.4971771 & 1.50984406 & -2.17444372 & 21.978903 & 1.850713 & 2.809271 & -36.194988\\\\\n",
"\t -17.683086 & 0.4440632 & -8.2338276 & 8.1836147 & -3.32488823 & -4.04607391 & -1.186088 & 2.718441 & 11.882679 & -7.929281\\\\\n",
"\t 7.669514 & 1.6122205 & 2.9708309 & -19.1915531 & 0.32552743 & 0.28552777 & -1.886172 & 6.762392 & 3.687862 & -1.918965\\\\\n",
"\t -26.522840 & 2.8560719 & -4.4618559 & 2.7559588 & 0.20864306 & -2.80848145 & 3.541598 & 10.184651 & 25.810514 & -17.138975\\\\\n",
"\t -19.101725 & 0.6496075 & -14.4488850 & -25.6807175 & 1.71162093 & -4.40829325 & -1.390267 & -16.968470 & -5.158437 & -6.044093\\\\\n",
"\t -10.418425 & -21.8209534 & -0.9191197 & -5.9191318 & 4.53808069 & -0.35648334 & -20.596191 & -26.838272 & 24.292513 & -35.023125\\\\\n",
"\t -6.344033 & 9.3890095 & 7.5329523 & -16.4805984 & 4.31905031 & -4.16660023 & -8.223638 & 11.297812 & 6.750753 & -16.368769\\\\\n",
"\t 11.120364 & -15.3899908 & -2.6862030 & -9.7701597 & 2.70597506 & -0.61820614 & -8.761374 & 9.662440 & -12.445462 & -28.094248\\\\\n",
"\t -10.647862 & 20.9162273 & 1.5358592 & -13.2354565 & -0.21882461 & -0.13204943 & 2.032579 & 1.536283 & 16.278097 & 1.665905\\\\\n",
"\t 8.125023 & -20.0555553 & -8.0006294 & -12.1846590 & 2.60595512 & -0.85591996 & -8.828656 & 9.070918 & 2.739609 & -3.398065\\\\\n",
"\t -12.392242 & -21.7302799 & 3.8538446 & -13.6940298 & 3.78478551 & 0.94616222 & -25.144562 & -21.669174 & 13.081301 & -27.037743\\\\\n",
"\t -14.506614 & -6.7182055 & -4.3197284 & 8.0621042 & -3.57218122 & -2.76609397 & 11.205501 & 18.723967 & 4.279269 & -26.760254\\\\\n",
"\t -27.102129 & 9.2237349 & -1.8366727 & -20.4689255 & 3.71285844 & -1.72425675 & -10.011730 & -13.658343 & 33.602585 & -2.998223\\\\\n",
"\t -5.857800 & -29.9372654 & -4.4351869 & -9.6530313 & 2.36419797 & -0.26131865 & -1.365691 & 17.118267 & -5.440400 & -17.534567\\\\\n",
"\t -30.705233 & 5.1619339 & -25.1969109 & -0.2753009 & -0.05761467 & -5.34373093 & -2.122178 & -10.061604 & 13.508199 & 7.310874\\\\\n",
"\t -20.436056 & 4.2072458 & -6.3903599 & -21.6148758 & 1.16634524 & -4.86095238 & -1.122033 & -24.535759 & 22.894636 & 4.537404\\\\\n",
"\t -2.616973 & -8.7077894 & 5.4537601 & 5.1153932 & 1.00610673 & -3.24926543 & 2.457696 & 22.791336 & 11.133710 & -20.136209\\\\\n",
"\t -21.824694 & -9.2735147 & -4.2521739 & 0.4291345 & -2.01467133 & -1.10476089 & -2.245723 & 6.619759 & 15.927721 & -21.256117\\\\\n",
"\t -8.883527 & -19.7769718 & -12.9554996 & -29.6343575 & 1.16219318 & -2.73923612 & 26.896170 & -10.595866 & -12.253842 & -36.910885\\\\\n",
"\t -27.334547 & -0.6869442 & -2.2544932 & -4.6080770 & -2.99569035 & -2.94823241 & 13.754872 & 11.833433 & 6.712948 & -24.834682\\\\\n",
"\t -15.024641 & 9.4283543 & -21.2856712 & -12.1390772 & 1.64457703 & -3.66937017 & 3.812332 & -33.620869 & 11.414056 & -26.337559\\\\\n",
"\t -12.115424 & 1.6208117 & 10.5799322 & -6.8097587 & 0.07495327 & -1.91547811 & -4.428659 & -4.013210 & 2.257535 & 3.119775\\\\\n",
"\t -7.160133 & -25.7238750 & -16.4752407 & -5.6122141 & 4.16056204 & -2.34755301 & -5.062680 & -8.871716 & -7.327192 & -6.936614\\\\\n",
"\t -9.699237 & -10.9341631 & -10.5166531 & 11.6696177 & -0.03027003 & -4.04362631 & 4.528596 & 4.153554 & 4.733521 & -35.689045\\\\\n",
"\t -18.215561 & -9.8155622 & -10.8084965 & -21.4067020 & 1.08629775 & -2.36327434 & 18.655409 & -11.656319 & -9.210307 & -56.045368\\\\\n",
"\t -18.649025 & -14.1160975 & -17.1521454 & -11.8827839 & 0.51667672 & -2.43469620 & 36.594353 & -25.707193 & -7.499695 & -36.681572\\\\\n",
"\t -17.790747 & -19.1658688 & -4.3228378 & -9.3080502 & 1.86386991 & 0.64811718 & -13.194781 & 2.349777 & -5.263332 & -5.670086\\\\\n",
"\t -20.073030 & -2.8545871 & 0.5472971 & 3.3564658 & -3.47738409 & -1.73952210 & 6.393739 & 11.653650 & 3.274390 & -30.142607\\\\\n",
"\\end{tabular}\n",
"\n",
"\\end{enumerate}\n"
],
"text/markdown": [
"1. \n",
"A data.frame: 169 × 10\n",
"\n",
"| V1 <dbl> | V2 <dbl> | V3 <dbl> | V4 <dbl> | V5 <dbl> | V6 <dbl> | V7 <dbl> | V8 <dbl> | V9 <dbl> | V10 <dbl> |\n",
"|---|---|---|---|---|---|---|---|---|---|\n",
"| 2.8810773 | 10.406647 | -14.0121717 | -16.197334 | 2.99997973 | -3.2869549 | -5.1955185 | -35.7469063 | 17.462986 | -8.7241240 |\n",
"| 0.7618766 | -17.262705 | -17.8810635 | -5.148212 | 2.05735373 | -2.6976349 | 14.5709887 | 4.0762081 | -17.350386 | -10.0630598 |\n",
"| -22.0414429 | 13.292408 | -20.4009438 | -6.880234 | 1.57084727 | -5.6203346 | 21.7398148 | -18.7686806 | 29.840296 | -1.4359852 |\n",
"| -15.9062243 | -6.075528 | -2.7504244 | -25.980488 | 2.58203697 | -4.0437365 | 16.4389534 | -3.5173683 | -17.565653 | -28.7201080 |\n",
"| -3.7934496 | -18.939972 | 9.6689863 | -5.809599 | 2.95855689 | 0.3694352 | -25.9700947 | -13.0331612 | 28.688234 | -20.0053425 |\n",
"| 8.6433077 | -12.870374 | 8.6739178 | -13.752110 | 4.24764538 | -0.9008410 | 1.1938078 | 2.2137711 | -6.857371 | 1.1909801 |\n",
"| 6.0459995 | -17.982733 | 0.9702364 | -2.719129 | 3.57151914 | -0.6929150 | -2.1756706 | 16.2547474 | -20.234648 | -28.1421967 |\n",
"| -11.7564793 | 15.442418 | -1.2085484 | -20.251675 | 1.30802357 | -3.9094818 | 3.6042070 | -16.8973103 | 7.106338 | 7.3018370 |\n",
"| -9.8515005 | -9.486932 | -28.4124413 | -10.597745 | 3.41181397 | -1.6938837 | 12.9812670 | -7.1392365 | 23.111090 | -26.6041374 |\n",
"| 4.4796090 | 1.453287 | -2.9662538 | -22.815350 | 2.59712577 | -3.8321986 | 8.3863754 | 2.2551441 | 2.817856 | 3.5161455 |\n",
"| 10.7486391 | -5.263302 | 0.2724830 | -16.335093 | 0.65014857 | -0.4596614 | -17.1775169 | 7.1944232 | 5.100309 | -6.8281755 |\n",
"| -11.5708399 | 6.762722 | -24.4341812 | -20.052864 | 1.86413622 | -3.7806585 | 4.8886437 | -17.5147400 | -2.725641 | 4.4195218 |\n",
"| -2.2730594 | -8.489964 | 6.0248337 | -23.669628 | 1.99959445 | -1.1601572 | -3.8569818 | 12.8672934 | -12.655883 | -9.8125000 |\n",
"| -2.8928783 | -11.373704 | -18.6095123 | -3.250823 | 2.16707635 | -4.3831463 | 15.2709627 | 8.2252207 | -7.870444 | -10.7856426 |\n",
"| -3.3590488 | -1.893792 | -32.9735031 | -12.888993 | 4.15582418 | -1.4111259 | 19.5023861 | -21.1542549 | 9.754458 | -0.9421998 |\n",
"| -30.9378738 | 1.761324 | -6.3716621 | -16.700893 | -0.04121362 | -5.7420921 | -7.2999477 | -29.5595131 | 21.390732 | -23.2014332 |\n",
"| -9.0478525 | -17.591948 | -20.7273540 | -11.861354 | 5.54359484 | -0.9535619 | -15.4282160 | -23.2089462 | 27.022245 | -2.9394307 |\n",
"| -1.8827852 | -8.287571 | -0.7625901 | 8.034063 | -5.25211763 | -2.8389452 | 13.0806971 | 19.5905819 | 11.460134 | -16.7271156 |\n",
"| -22.5084686 | -1.862485 | 4.3601685 | -13.204841 | 1.93291223 | -5.6796064 | -7.2319069 | 5.7895317 | -9.101185 | -5.1139812 |\n",
"| 8.0968018 | -2.097093 | 7.6349835 | -16.552185 | 1.06931818 | -0.9983138 | -2.8304746 | 3.2857533 | 5.171278 | 2.4859657 |\n",
"| -0.9910342 | -9.109866 | 12.1566858 | -10.819711 | 4.38272333 | 0.8079351 | -22.0694580 | -5.7604961 | 15.258752 | -29.2187042 |\n",
"| 5.4620419 | 4.551070 | -2.5678735 | -18.436680 | 1.17657280 | -1.9917475 | 8.2561541 | 0.3154357 | -3.255566 | 3.0542116 |\n",
"| -19.1713276 | -8.783378 | -25.3688431 | -18.444199 | 1.10126388 | -4.1929445 | 3.6931202 | -5.7318158 | 27.313013 | -0.2532226 |\n",
"| -4.0674348 | -3.971966 | 11.1022062 | -1.171944 | 2.76013970 | -2.4186618 | -0.3879960 | 2.5697651 | 16.773949 | -4.2196732 |\n",
"| 3.9922876 | 11.945173 | -5.4594603 | -16.429234 | 2.80215144 | -3.0187538 | 5.8026304 | -3.8317420 | -3.547503 | 4.8129997 |\n",
"| -10.6386843 | 4.577691 | 1.2790424 | -21.147682 | 5.07387447 | -4.1995792 | 0.7997419 | -13.3409472 | -6.291047 | -35.2378044 |\n",
"| -1.1679879 | 2.960698 | 9.1321135 | -15.222756 | 0.94201237 | -1.2572163 | -12.4307156 | -2.1370945 | -8.748052 | -19.7333755 |\n",
"| 1.9073864 | -10.306081 | 1.8309432 | -25.300194 | 1.37544882 | -0.8401431 | -6.7336836 | -1.5229754 | -16.345936 | -21.7418442 |\n",
"| 6.2155695 | -2.512873 | 4.7434921 | -21.994827 | 1.01232171 | -0.7582697 | -10.3176184 | 13.8793697 | -7.116615 | -15.9733467 |\n",
"| -23.4135914 | 10.359031 | -9.4712906 | -18.272491 | 0.67126894 | -4.3930483 | 7.8205070 | -27.8197708 | -2.746523 | -5.3146634 |\n",
"| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n",
"| -5.070065 | -22.5344887 | 1.4289047 | -24.1378193 | 2.94236779 | -0.05564115 | -7.830367 | -16.438461 | 26.554861 | -41.358944 |\n",
"| -30.669430 | 1.7722883 | -13.6371040 | -7.9223619 | -0.49968281 | -5.38072109 | 9.410089 | -5.169520 | 19.851610 | 6.410556 |\n",
"| -12.763963 | -10.7408504 | -15.1967468 | -25.4971771 | 1.50984406 | -2.17444372 | 21.978903 | 1.850713 | 2.809271 | -36.194988 |\n",
"| -17.683086 | 0.4440632 | -8.2338276 | 8.1836147 | -3.32488823 | -4.04607391 | -1.186088 | 2.718441 | 11.882679 | -7.929281 |\n",
"| 7.669514 | 1.6122205 | 2.9708309 | -19.1915531 | 0.32552743 | 0.28552777 | -1.886172 | 6.762392 | 3.687862 | -1.918965 |\n",
"| -26.522840 | 2.8560719 | -4.4618559 | 2.7559588 | 0.20864306 | -2.80848145 | 3.541598 | 10.184651 | 25.810514 | -17.138975 |\n",
"| -19.101725 | 0.6496075 | -14.4488850 | -25.6807175 | 1.71162093 | -4.40829325 | -1.390267 | -16.968470 | -5.158437 | -6.044093 |\n",
"| -10.418425 | -21.8209534 | -0.9191197 | -5.9191318 | 4.53808069 | -0.35648334 | -20.596191 | -26.838272 | 24.292513 | -35.023125 |\n",
"| -6.344033 | 9.3890095 | 7.5329523 | -16.4805984 | 4.31905031 | -4.16660023 | -8.223638 | 11.297812 | 6.750753 | -16.368769 |\n",
"| 11.120364 | -15.3899908 | -2.6862030 | -9.7701597 | 2.70597506 | -0.61820614 | -8.761374 | 9.662440 | -12.445462 | -28.094248 |\n",
"| -10.647862 | 20.9162273 | 1.5358592 | -13.2354565 | -0.21882461 | -0.13204943 | 2.032579 | 1.536283 | 16.278097 | 1.665905 |\n",
"| 8.125023 | -20.0555553 | -8.0006294 | -12.1846590 | 2.60595512 | -0.85591996 | -8.828656 | 9.070918 | 2.739609 | -3.398065 |\n",
"| -12.392242 | -21.7302799 | 3.8538446 | -13.6940298 | 3.78478551 | 0.94616222 | -25.144562 | -21.669174 | 13.081301 | -27.037743 |\n",
"| -14.506614 | -6.7182055 | -4.3197284 | 8.0621042 | -3.57218122 | -2.76609397 | 11.205501 | 18.723967 | 4.279269 | -26.760254 |\n",
"| -27.102129 | 9.2237349 | -1.8366727 | -20.4689255 | 3.71285844 | -1.72425675 | -10.011730 | -13.658343 | 33.602585 | -2.998223 |\n",
"| -5.857800 | -29.9372654 | -4.4351869 | -9.6530313 | 2.36419797 | -0.26131865 | -1.365691 | 17.118267 | -5.440400 | -17.534567 |\n",
"| -30.705233 | 5.1619339 | -25.1969109 | -0.2753009 | -0.05761467 | -5.34373093 | -2.122178 | -10.061604 | 13.508199 | 7.310874 |\n",
"| -20.436056 | 4.2072458 | -6.3903599 | -21.6148758 | 1.16634524 | -4.86095238 | -1.122033 | -24.535759 | 22.894636 | 4.537404 |\n",
"| -2.616973 | -8.7077894 | 5.4537601 | 5.1153932 | 1.00610673 | -3.24926543 | 2.457696 | 22.791336 | 11.133710 | -20.136209 |\n",
"| -21.824694 | -9.2735147 | -4.2521739 | 0.4291345 | -2.01467133 | -1.10476089 | -2.245723 | 6.619759 | 15.927721 | -21.256117 |\n",
"| -8.883527 | -19.7769718 | -12.9554996 | -29.6343575 | 1.16219318 | -2.73923612 | 26.896170 | -10.595866 | -12.253842 | -36.910885 |\n",
"| -27.334547 | -0.6869442 | -2.2544932 | -4.6080770 | -2.99569035 | -2.94823241 | 13.754872 | 11.833433 | 6.712948 | -24.834682 |\n",
"| -15.024641 | 9.4283543 | -21.2856712 | -12.1390772 | 1.64457703 | -3.66937017 | 3.812332 | -33.620869 | 11.414056 | -26.337559 |\n",
"| -12.115424 | 1.6208117 | 10.5799322 | -6.8097587 | 0.07495327 | -1.91547811 | -4.428659 | -4.013210 | 2.257535 | 3.119775 |\n",
"| -7.160133 | -25.7238750 | -16.4752407 | -5.6122141 | 4.16056204 | -2.34755301 | -5.062680 | -8.871716 | -7.327192 | -6.936614 |\n",
"| -9.699237 | -10.9341631 | -10.5166531 | 11.6696177 | -0.03027003 | -4.04362631 | 4.528596 | 4.153554 | 4.733521 | -35.689045 |\n",
"| -18.215561 | -9.8155622 | -10.8084965 | -21.4067020 | 1.08629775 | -2.36327434 | 18.655409 | -11.656319 | -9.210307 | -56.045368 |\n",
"| -18.649025 | -14.1160975 | -17.1521454 | -11.8827839 | 0.51667672 | -2.43469620 | 36.594353 | -25.707193 | -7.499695 | -36.681572 |\n",
"| -17.790747 | -19.1658688 | -4.3228378 | -9.3080502 | 1.86386991 | 0.64811718 | -13.194781 | 2.349777 | -5.263332 | -5.670086 |\n",
"| -20.073030 | -2.8545871 | 0.5472971 | 3.3564658 | -3.47738409 | -1.73952210 | 6.393739 | 11.653650 | 3.274390 | -30.142607 |\n",
"\n",
"\n",
"\n",
"\n"
],
"text/plain": [
"[[1]]\n",
" V1 V2 V3 V4 V5 V6\n",
"1 2.8810773 10.4066467 -14.0121717 -16.1973343 2.99997973 -3.28695488\n",
"2 0.7618766 -17.2627048 -17.8810635 -5.1482120 2.05735373 -2.69763494\n",
"3 -22.0414429 13.2924080 -20.4009438 -6.8802342 1.57084727 -5.62033463\n",
"4 -15.9062243 -6.0755281 -2.7504244 -25.9804878 2.58203697 -4.04373646\n",
"5 -3.7934496 -18.9399719 9.6689863 -5.8095994 2.95855689 0.36943522\n",
"6 8.6433077 -12.8703737 8.6739178 -13.7521105 4.24764538 -0.90084100\n",
"7 6.0459995 -17.9827328 0.9702364 -2.7191286 3.57151914 -0.69291496\n",
"8 -11.7564793 15.4424181 -1.2085484 -20.2516747 1.30802357 -3.90948176\n",
"9 -9.8515005 -9.4869318 -28.4124413 -10.5977449 3.41181397 -1.69388366\n",
"10 4.4796090 1.4532874 -2.9662538 -22.8153496 2.59712577 -3.83219862\n",
"11 10.7486391 -5.2633023 0.2724830 -16.3350925 0.65014857 -0.45966139\n",
"12 -11.5708399 6.7627220 -24.4341812 -20.0528641 1.86413622 -3.78065848\n",
"13 -2.2730594 -8.4899645 6.0248337 -23.6696281 1.99959445 -1.16015720\n",
"14 -2.8928783 -11.3737040 -18.6095123 -3.2508230 2.16707635 -4.38314629\n",
"15 -3.3590488 -1.8937924 -32.9735031 -12.8889933 4.15582418 -1.41112590\n",
"16 -30.9378738 1.7613243 -6.3716621 -16.7008934 -0.04121362 -5.74209213\n",
"17 -9.0478525 -17.5919476 -20.7273540 -11.8613539 5.54359484 -0.95356190\n",
"18 -1.8827852 -8.2875710 -0.7625901 8.0340633 -5.25211763 -2.83894515\n",
"19 -22.5084686 -1.8624849 4.3601685 -13.2048407 1.93291223 -5.67960644\n",
"20 8.0968018 -2.0970933 7.6349835 -16.5521851 1.06931818 -0.99831378\n",
"21 -0.9910342 -9.1098661 12.1566858 -10.8197107 4.38272333 0.80793512\n",
"22 5.4620419 4.5510702 -2.5678735 -18.4366798 1.17657280 -1.99174750\n",
"23 -19.1713276 -8.7833776 -25.3688431 -18.4441986 1.10126388 -4.19294453\n",
"24 -4.0674348 -3.9719660 11.1022062 -1.1719444 2.76013970 -2.41866183\n",
"25 3.9922876 11.9451733 -5.4594603 -16.4292336 2.80215144 -3.01875377\n",
"26 -10.6386843 4.5776911 1.2790424 -21.1476822 5.07387447 -4.19957924\n",
"27 -1.1679879 2.9606979 9.1321135 -15.2227564 0.94201237 -1.25721633\n",
"28 1.9073864 -10.3060808 1.8309432 -25.3001938 1.37544882 -0.84014308\n",
"29 6.2155695 -2.5128734 4.7434921 -21.9948273 1.01232171 -0.75826967\n",
"30 -23.4135914 10.3590307 -9.4712906 -18.2724915 0.67126894 -4.39304829\n",
"31 6.6427479 -19.2966347 -15.7051582 -12.4255114 2.31092191 -0.76654005\n",
"32 -9.8574238 -12.2706013 0.7193223 3.3603530 -4.87996960 -4.66546106\n",
"33 -8.1492834 -10.6959829 6.3302803 -1.3423165 -2.27055311 -3.23763156\n",
"34 -6.9354935 -2.7289889 10.4162569 -13.1065226 4.10248280 -3.64786744\n",
"35 -4.0408916 9.1747675 -23.0836792 -19.6905918 1.71580422 -6.17434120\n",
"36 -8.9165621 -14.3957968 -1.6198319 -24.7290535 3.43164444 -2.37455487\n",
"37 -9.5391397 -13.0384378 -17.0727062 -30.7911339 1.49861634 -3.47890162\n",
"38 2.5271330 -0.9241640 -8.5590391 -23.4485817 1.15346408 -1.98336875\n",
"39 -23.9280624 -3.2763879 -29.5573196 -7.4326172 0.98909563 -4.58632135\n",
"40 -8.0295324 -19.5775394 10.1484518 -17.3347893 0.93927294 0.84600794\n",
"41 -16.1130810 -1.6938165 -17.6905289 7.6349587 7.68667269 -3.37444806\n",
"42 8.7725439 -7.8472652 0.6762611 -24.6284218 0.10192093 -1.14389741\n",
"43 5.7066870 -18.9729176 1.9341124 -11.3677168 1.92261720 -1.32142186\n",
"44 -19.2741833 18.5082951 -3.2296629 -14.1125984 3.38012695 -6.95274305\n",
"45 -3.5244951 -22.5767059 -10.0152779 -17.7352772 2.87969851 -2.25400019\n",
"46 -1.3037399 -16.9141808 -2.0552263 -27.5729179 2.68814421 -3.31199908\n",
"47 -28.6823044 10.8591852 -9.7051172 -5.3425899 0.74864179 -8.82544422\n",
"48 -0.2223512 -12.1761198 -22.9741554 -10.4440260 2.26283979 -3.04703808\n",
"49 -16.9461346 7.9159288 -15.1622772 -16.8464584 1.35470331 -5.83168697\n",
"50 -6.3933907 6.9429183 12.1989422 -8.7681742 2.39158010 -4.83524418\n",
"51 -12.6143541 -15.7847643 -8.0598516 6.0233197 1.05058146 -3.17282987\n",
"52 -16.3359299 -10.8362522 -4.3377228 -14.1357946 4.90170336 -0.36999360\n",
"53 -3.4371612 -12.0255842 9.5681057 -19.4334164 1.06843472 -3.81161904\n",
"54 -6.2826681 -1.1718185 -8.0324183 -24.5992470 0.58095407 -2.91174960\n",
"55 -26.8072338 0.5796903 -15.7637520 -20.0990372 0.46159109 -4.92595005\n",
"56 -3.1815424 -31.0001068 -10.9159327 -5.7898307 3.49766994 -1.29229486\n",
"57 6.6300297 -0.5545685 -13.0511742 -23.4498463 1.97207689 -3.10980749\n",
"58 -16.2042542 -24.3629303 -20.5188179 -10.0439148 4.12223291 -1.71008670\n",
"59 -24.6912937 -9.8837786 2.6071444 -7.3424439 -2.80744410 1.27627921\n",
"60 -14.7065506 16.2520866 6.4991627 -16.5402908 0.48883995 -1.60661471\n",
"61 -10.9981127 -21.3431244 -4.6809387 -19.3182297 1.17340958 -2.66993165\n",
"62 4.5901546 -13.9713697 -21.6611671 -14.3863926 1.40531468 -2.91138244\n",
"63 -5.5684314 -20.8069897 2.1936319 0.7820531 2.56011677 1.75503814\n",
"64 -1.4052585 -26.5778294 -7.0919933 3.5926709 2.69224048 -0.21358746\n",
"65 -2.3050857 -14.6977396 -14.2540779 -25.8780842 2.07306218 -2.62337375\n",
"66 6.3301315 -4.4913616 -16.9732513 -19.8094769 1.13981354 -1.91138279\n",
"67 -32.5465813 14.2687712 -8.8644705 -14.1675253 0.33868971 -5.68876028\n",
"68 4.2990227 -7.9058580 4.2189045 -21.9370117 2.61969090 -1.69991827\n",
"69 -9.1135798 -4.2046347 -32.7239151 1.5922042 -0.50384218 -3.84575295\n",
"70 4.8032055 -13.1975498 -21.8505192 -7.7544808 1.44425619 -2.66623139\n",
"71 -14.3060150 -0.1350262 -32.7035904 -7.9743829 1.34289289 -3.78760123\n",
"72 0.4283125 6.5166621 -6.4233360 -25.7519627 0.80183405 -2.09910131\n",
"73 5.4742084 -5.8621154 -12.7268400 -22.9205780 1.59562051 -2.69859791\n",
"74 2.7686288 8.3555250 -27.6071072 -15.5510912 2.33285809 -3.86256123\n",
"75 -9.4063997 -0.8249289 -15.4949799 -21.8365707 3.47812319 -5.32161140\n",
"76 3.3837051 -22.4232063 -10.6733913 0.5483163 2.61412787 -0.89047849\n",
"77 4.6678581 -25.5814648 -8.4878750 -17.8409386 1.19833004 0.04153289\n",
"78 -14.6139812 -7.4816990 6.0369449 2.0268109 -3.54658461 -0.47732261\n",
"79 -28.4012508 -7.0154600 -10.7452097 -14.6317606 0.54599172 -4.04420805\n",
"80 -10.7484159 19.2111664 -20.2323341 -18.1421928 0.50570041 -2.61044908\n",
"81 4.8629694 -9.5820827 8.6714802 -17.8717098 1.77756584 -0.69102764\n",
"82 2.4260054 -6.7309389 -23.0807571 -15.9381227 2.12097239 -3.25970674\n",
"83 -2.0935965 -25.9402504 -0.4004673 -2.8910737 2.06190896 0.41407892\n",
"84 -15.7886896 -9.0601616 -29.0557270 -0.4339234 4.61172152 -2.89825034\n",
"85 -26.8318996 -3.3670437 -18.7785873 -12.9212275 1.08929372 -5.00377750\n",
"86 8.1675863 -4.9054298 -21.1562080 -9.2841692 1.28498018 -1.88429177\n",
"87 -8.4671612 6.0894699 10.6436501 1.9287986 4.95783710 -6.24914169\n",
"88 -2.4518428 -1.7541783 0.8717958 -27.8177567 2.11051965 -1.98780215\n",
"89 -9.4437113 13.9990225 -7.9553347 -17.3796520 2.80413413 -3.27248025\n",
"90 -1.3832487 -29.4794617 -19.3356743 -13.9814234 3.68156266 -0.56592405\n",
"91 10.6726065 -5.2349443 -15.5154495 -15.0811749 3.53242135 -1.63059413\n",
"92 -1.4715821 -0.7145492 -21.1771736 -22.5635834 2.89533114 -4.28457022\n",
"93 -2.3893523 15.1765118 -8.2939148 -20.7184029 2.34872580 -4.11710835\n",
"94 -11.6156530 8.3995695 -22.3626862 -1.3085812 0.54434139 -3.55696678\n",
"95 7.5036020 -17.3511410 -10.0212135 -22.2292862 2.30160880 -1.20914817\n",
"96 -9.8450651 -26.8910542 -7.3704386 -0.8579949 3.37236094 0.23631342\n",
"97 -13.7474384 -19.1299458 -28.1433487 -5.6785512 4.57330513 -1.00485790\n",
"98 3.4022849 -22.1635075 -6.1302118 -26.2239342 2.51370835 -1.66536701\n",
"99 1.9859999 -13.8379526 5.9313812 -21.6053200 1.47605455 -0.82982254\n",
"100 1.7123085 -4.2305379 15.8890352 -10.1989326 1.49358904 -1.41170335\n",
"101 -18.2567730 22.6241131 -18.8446980 -14.8389826 1.97017860 -5.64049435\n",
"102 -6.9789581 -18.3754673 -18.5563583 4.6137223 3.21685457 -0.42291886\n",
"103 -5.1199083 5.8027058 -31.3229313 -5.4062886 -0.72654337 -3.25723171\n",
"104 1.9830376 -18.5976677 -11.6442585 -26.5657558 1.61748457 -1.97226322\n",
"105 3.4400594 -23.6071339 -5.7487593 -4.7943358 2.98135591 -1.30517197\n",
"106 1.6866723 -3.0872111 11.1377420 -18.3255501 1.29210734 -1.27564335\n",
"107 -7.3756576 8.9569187 -17.0750008 -25.4538326 2.44289470 -2.24565721\n",
"108 -2.7301383 -9.6104784 -11.9224434 -33.4604836 2.96059752 -1.91965854\n",
"109 -28.7063103 10.3722944 -18.0975533 -15.3070755 0.03274120 -4.88780499\n",
"110 -8.3056765 7.7572064 -28.4490185 -12.0993776 0.49737570 -3.69636655\n",
"111 7.3858752 -9.7005634 -18.5271206 -1.1624560 1.91756094 -2.57313561\n",
"112 -24.5482693 18.3186283 -5.7688580 -3.1731143 -1.43269074 -10.89491367\n",
"113 -16.6137428 -16.2186184 -19.5046177 -21.2159863 1.02553451 -3.23160815\n",
"114 -15.1391153 -6.2619472 -9.4137640 -27.9411030 1.82380402 -3.88843989\n",
"115 -8.9607239 10.0025778 -8.6438169 2.6952958 -5.01825619 -10.24197674\n",
"116 9.5902634 -5.3706884 -11.7902241 -19.8589725 1.65535104 -2.31273818\n",
"117 -23.0554562 2.6128099 -20.9855576 -14.2742662 0.53517896 -5.23972034\n",
"118 0.2684370 -5.2767859 -31.2851429 -4.3110757 2.90458918 -1.87029064\n",
"119 -10.9517450 -10.9518948 -6.8201108 -29.0779572 1.56027949 -2.53895640\n",
"120 -22.4066029 7.6264229 5.5390425 -19.1519547 1.05714512 -4.43647003\n",
"121 -8.3913612 -2.6787055 -27.5552940 -16.8102551 -0.74360567 -2.02239347\n",
"122 -0.6980614 -10.3337030 -18.0389919 1.5955328 2.62152219 -3.91416430\n",
"123 -17.1566353 2.3832061 -23.1680107 -19.1988926 0.66859353 -5.26544333\n",
"124 12.2916994 -0.9350931 -9.2458038 -17.2849178 1.90304446 -3.19476438\n",
"125 -4.2417798 -19.4117737 -19.3944683 -21.8188744 1.90355098 -2.65152431\n",
"126 -4.3410330 -0.2241096 15.0878210 -7.7529197 3.55490470 -4.12211704\n",
"127 -4.7541742 12.2815685 -23.2823067 -10.8411856 1.05890679 -4.08235550\n",
"128 3.0818191 -18.6261978 4.8522248 -15.5504160 2.02731824 -1.14646041\n",
"129 -22.1443520 -12.2052794 -11.0395012 -3.7659018 6.27307129 0.14188427\n",
"130 -3.7455580 -3.6751301 8.3513889 -18.4608917 1.88220584 -1.11342537\n",
"131 -6.5187101 -15.3519049 -24.5366974 -18.6302338 5.20461750 -1.73605955\n",
"132 -14.3936834 -1.6771971 5.4682236 -21.1547661 1.73593605 -1.39845490\n",
"133 2.9571733 2.5028985 10.4091187 -11.4572334 1.11778307 -1.08679700\n",
"134 -14.3007002 8.4664736 -10.6847906 -24.2505608 1.88280118 -4.93250275\n",
"135 -13.1622515 -13.3669682 6.6952176 -19.5831432 1.17610717 1.06993604\n",
"136 -17.0593662 -21.2670040 -15.4365225 -3.3539741 5.09585762 -3.13702941\n",
"137 -1.5890683 8.6596851 3.1725330 -20.7760792 1.64459300 -1.38699019\n",
"138 -8.0625324 -24.8603153 -10.5320272 -9.3699179 4.12372255 -0.79139614\n",
"139 2.1340601 -25.3938732 -2.6893210 -11.0878468 2.28130031 -0.94648635\n",
"140 -5.0700655 -22.5344887 1.4289047 -24.1378193 2.94236779 -0.05564115\n",
"141 -30.6694298 1.7722883 -13.6371040 -7.9223619 -0.49968281 -5.38072109\n",
"142 -12.7639627 -10.7408504 -15.1967468 -25.4971771 1.50984406 -2.17444372\n",
"143 -17.6830864 0.4440632 -8.2338276 8.1836147 -3.32488823 -4.04607391\n",
"144 7.6695137 1.6122205 2.9708309 -19.1915531 0.32552743 0.28552777\n",
"145 -26.5228405 2.8560719 -4.4618559 2.7559588 0.20864306 -2.80848145\n",
"146 -19.1017246 0.6496075 -14.4488850 -25.6807175 1.71162093 -4.40829325\n",
"147 -10.4184246 -21.8209534 -0.9191197 -5.9191318 4.53808069 -0.35648334\n",
"148 -6.3440328 9.3890095 7.5329523 -16.4805984 4.31905031 -4.16660023\n",
"149 11.1203642 -15.3899908 -2.6862030 -9.7701597 2.70597506 -0.61820614\n",
"150 -10.6478624 20.9162273 1.5358592 -13.2354565 -0.21882461 -0.13204943\n",
"151 8.1250229 -20.0555553 -8.0006294 -12.1846590 2.60595512 -0.85591996\n",
"152 -12.3922424 -21.7302799 3.8538446 -13.6940298 3.78478551 0.94616222\n",
"153 -14.5066137 -6.7182055 -4.3197284 8.0621042 -3.57218122 -2.76609397\n",
"154 -27.1021290 9.2237349 -1.8366727 -20.4689255 3.71285844 -1.72425675\n",
"155 -5.8578000 -29.9372654 -4.4351869 -9.6530313 2.36419797 -0.26131865\n",
"156 -30.7052326 5.1619339 -25.1969109 -0.2753009 -0.05761467 -5.34373093\n",
"157 -20.4360561 4.2072458 -6.3903599 -21.6148758 1.16634524 -4.86095238\n",
"158 -2.6169729 -8.7077894 5.4537601 5.1153932 1.00610673 -3.24926543\n",
"159 -21.8246937 -9.2735147 -4.2521739 0.4291345 -2.01467133 -1.10476089\n",
"160 -8.8835268 -19.7769718 -12.9554996 -29.6343575 1.16219318 -2.73923612\n",
"161 -27.3345470 -0.6869442 -2.2544932 -4.6080770 -2.99569035 -2.94823241\n",
"162 -15.0246410 9.4283543 -21.2856712 -12.1390772 1.64457703 -3.66937017\n",
"163 -12.1154242 1.6208117 10.5799322 -6.8097587 0.07495327 -1.91547811\n",
"164 -7.1601329 -25.7238750 -16.4752407 -5.6122141 4.16056204 -2.34755301\n",
"165 -9.6992369 -10.9341631 -10.5166531 11.6696177 -0.03027003 -4.04362631\n",
"166 -18.2155609 -9.8155622 -10.8084965 -21.4067020 1.08629775 -2.36327434\n",
"167 -18.6490250 -14.1160975 -17.1521454 -11.8827839 0.51667672 -2.43469620\n",
"168 -17.7907467 -19.1658688 -4.3228378 -9.3080502 1.86386991 0.64811718\n",
"169 -20.0730305 -2.8545871 0.5472971 3.3564658 -3.47738409 -1.73952210\n",
" V7 V8 V9 V10\n",
"1 -5.1955185 -35.74690628 17.46298599 -8.7241240\n",
"2 14.5709887 4.07620811 -17.35038567 -10.0630598\n",
"3 21.7398148 -18.76868057 29.84029579 -1.4359852\n",
"4 16.4389534 -3.51736832 -17.56565285 -28.7201080\n",
"5 -25.9700947 -13.03316116 28.68823433 -20.0053425\n",
"6 1.1938078 2.21377110 -6.85737133 1.1909801\n",
"7 -2.1756706 16.25474739 -20.23464775 -28.1421967\n",
"8 3.6042070 -16.89731026 7.10633755 7.3018370\n",
"9 12.9812670 -7.13923645 23.11108971 -26.6041374\n",
"10 8.3863754 2.25514412 2.81785607 3.5161455\n",
"11 -17.1775169 7.19442320 5.10030890 -6.8281755\n",
"12 4.8886437 -17.51473999 -2.72564149 4.4195218\n",
"13 -3.8569818 12.86729336 -12.65588284 -9.8125000\n",
"14 15.2709627 8.22522068 -7.87044382 -10.7856426\n",
"15 19.5023861 -21.15425491 9.75445843 -0.9421998\n",
"16 -7.2999477 -29.55951309 21.39073181 -23.2014332\n",
"17 -15.4282160 -23.20894623 27.02224541 -2.9394307\n",
"18 13.0806971 19.59058189 11.46013355 -16.7271156\n",
"19 -7.2319069 5.78953171 -9.10118484 -5.1139812\n",
"20 -2.8304746 3.28575325 5.17127800 2.4859657\n",
"21 -22.0694580 -5.76049614 15.25875187 -29.2187042\n",
"22 8.2561541 0.31543574 -3.25556588 3.0542116\n",
"23 3.6931202 -5.73181581 27.31301308 -0.2532226\n",
"24 -0.3879960 2.56976509 16.77394867 -4.2196732\n",
"25 5.8026304 -3.83174205 -3.54750252 4.8129997\n",
"26 0.7997419 -13.34094715 -6.29104662 -35.2378044\n",
"27 -12.4307156 -2.13709450 -8.74805164 -19.7333755\n",
"28 -6.7336836 -1.52297544 -16.34593582 -21.7418442\n",
"29 -10.3176184 13.87936974 -7.11661530 -15.9733467\n",
"30 7.8205070 -27.81977081 -2.74652290 -5.3146634\n",
"31 8.0777330 15.48156738 -22.35880470 -29.1948509\n",
"32 6.3432212 9.37705517 12.50003815 -20.3476677\n",
"33 -3.9701574 14.18062687 23.91978264 -12.3269939\n",
"34 -9.2363453 -5.26301908 -3.24226761 -2.6148973\n",
"35 14.2514095 -21.09080505 -3.09683871 -1.1786548\n",
"36 -1.1839702 -4.28150845 -16.01351929 -36.4403725\n",
"37 13.3954382 -3.33232164 11.92927074 -35.8663292\n",
"38 13.5182676 5.64878559 9.45552158 -1.8175389\n",
"39 21.4483452 -24.35818863 1.65983105 -10.7090836\n",
"40 -15.9130173 -5.90482998 -0.49333417 -11.8707867\n",
"41 33.8114128 -31.98693085 7.27395248 -31.2174721\n",
"42 -13.1968889 10.62761784 -0.87071788 -10.9098396\n",
"43 -0.4591344 0.35854271 -1.10126746 2.1847124\n",
"44 5.2912211 -23.26799011 12.46330166 -9.6716614\n",
"45 23.0306034 -30.06776428 0.85554743 -52.0352287\n",
"46 0.1194183 -12.93158054 -19.04207420 -20.5558987\n",
"47 1.2439709 -19.16759682 5.96407986 1.0909218\n",
"48 9.3574905 3.40590620 16.02728271 -7.0737286\n",
"49 7.7587442 -13.84578705 26.10429382 -13.8348064\n",
"50 1.7798154 -4.47338867 -5.37889862 1.2056296\n",
"51 -2.4469073 18.89356613 15.56967163 -25.9316425\n",
"52 -11.9533777 -26.03610802 29.20247459 -14.9500465\n",
"53 -12.6820583 -23.18314552 -2.23656702 -36.8686714\n",
"54 -3.3235631 -7.65515709 32.31029892 -7.3457918\n",
"55 5.8068523 -34.14802170 13.27549076 -6.4260111\n",
"56 -6.7446871 13.62218857 2.21613908 -10.0931177\n",
"57 12.5476894 -3.66621399 4.32495260 4.2985926\n",
"58 -7.5526171 -13.81954861 0.85617232 -9.5061703\n",
"59 0.3499338 8.93708134 9.84680939 -30.1857719\n",
"60 -4.8553004 0.30852625 18.85506058 3.1354322\n",
"61 -4.0375690 -23.16201210 11.77197552 -38.8774452\n",
"62 17.0168381 -2.30446434 -2.93040562 -3.3653483\n",
"63 -18.1828442 -8.35053539 15.11508846 -48.0883293\n",
"64 -23.1886387 4.05947542 3.14621782 -22.8352776\n",
"65 23.2735844 0.06154724 -9.65307522 -25.8193417\n",
"66 7.4360085 3.53806305 11.03305912 4.4332867\n",
"67 5.5201597 -4.71811533 28.25393867 -15.7908583\n",
"68 -10.4337549 6.45390892 12.84954262 -3.8550186\n",
"69 17.3362999 -37.29836273 14.88368511 -8.5950441\n",
"70 13.3326931 -1.52958584 -9.81408882 -2.7329223\n",
"71 3.6763251 -15.88566303 31.74107742 5.8916879\n",
"72 15.5672159 -0.96754867 4.29753065 -1.3846945\n",
"73 4.4048839 0.37838760 2.62936544 6.1705289\n",
"74 10.0587149 -20.85983849 4.58011580 1.2629679\n",
"75 31.5409050 -17.93811417 7.89501429 -10.9815197\n",
"76 0.6497095 7.39166021 0.08338438 -0.1700483\n",
"77 -1.5007257 6.98200369 9.40263081 -0.1788930\n",
"78 6.7389836 17.33972740 21.86557007 -16.4996452\n",
"79 -0.4712205 -6.52109241 26.40916634 8.1777372\n",
"80 19.7803860 -27.31490707 19.29236031 -22.7001133\n",
"81 -17.6133881 -8.47473049 25.77673531 -37.7610474\n",
"82 -16.9136505 -26.54990005 14.56470108 -9.3432655\n",
"83 -24.4262257 1.32128286 18.14957428 -15.2617521\n",
"84 9.6298323 -24.30586243 17.10783386 4.4963574\n",
"85 8.1296444 -16.15751266 18.46799850 4.7271585\n",
"86 25.4835415 -10.73456478 -11.99591255 -11.1696377\n",
"87 4.9641199 6.31537485 16.09771347 -1.2091616\n",
"88 -3.1582983 16.72471428 -2.17264485 -32.0061226\n",
"89 18.7046146 -15.90902138 -8.23543453 -3.3818007\n",
"90 3.7401631 -0.35519031 -26.46488571 -29.4580078\n",
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"142 21.9789028 1.85071278 2.80927086 -36.1949883\n",
"143 -1.1860883 2.71844101 11.88267899 -7.9292812\n",
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"153 11.2055006 18.72396660 4.27926874 -26.7602539\n",
"154 -10.0117302 -13.65834332 33.60258484 -2.9982233\n",
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"159 -2.2457232 6.61975861 15.92772102 -21.2561169\n",
"160 26.8961697 -10.59586620 -12.25384235 -36.9108849\n",
"161 13.7548723 11.83343315 6.71294785 -24.8346825\n",
"162 3.8123324 -33.62086868 11.41405582 -26.3375587\n",
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [],
"source": [
"omicstemp<-as.matrix(read.table(paste(\"../data/cancer/aml\",\"/log_exp\",sep=\"\"), sep=\" \",row.names=1, header=T))"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [],
"source": [
"colnames(omicstemp)[1]<-substring(colnames(omicstemp)[1],7,)"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"'character'"
],
"text/latex": [
"'character'"
],
"text/markdown": [
"'character'"
],
"text/plain": [
"[1] \"character\""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mode(colnames(omicstemp))"
]
},
{
"cell_type": "code",
"execution_count": 114,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
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"\n",
"[[162]]\n",
"[1] \"TCGA.AB.2998.03\"\n",
"\n",
"[[163]]\n",
"[1] \"TCGA.AB.2999.03\"\n",
"\n",
"[[164]]\n",
"[1] \"TCGA.AB.3000.03\"\n",
"\n",
"[[165]]\n",
"[1] \"TCGA.AB.3001.03\"\n",
"\n",
"[[166]]\n",
"[1] \"TCGA.AB.3002.03\"\n",
"\n",
"[[167]]\n",
"[1] \"TCGA.AB.3005.03\"\n",
"\n",
"[[168]]\n",
"[1] \"TCGA.AB.3006.03\"\n",
"\n",
"[[169]]\n",
"[1] \"TCGA.AB.3007.03\"\n",
"\n",
"[[170]]\n",
"[1] \"TCGA.AB.3008.03\"\n",
"\n",
"[[171]]\n",
"[1] \"TCGA.AB.3009.03\"\n",
"\n",
"[[172]]\n",
"[1] \"TCGA.AB.3011.03\"\n",
"\n",
"[[173]]\n",
"[1] \"TCGA.AB.3012.03\"\n",
"\n"
]
}
],
"source": [
"print(strsplit(colnames(omicstemp),split=' '))"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1] \"Now analysing ../data/cancer3/aml\"\n",
"[1] \"Running survival analysis...\"\n",
"[1] \"Running clinical analysis...\"\n",
"[1] \"Now analysing ../data/cancer3/breast\"\n",
"[1] \"Running survival analysis...\"\n",
"[1] \"Running clinical analysis...\"\n",
"[1] \"Now analysing ../data/cancer3/colon\"\n",
"[1] \"Running survival analysis...\"\n",
"[1] \"Running clinical analysis...\"\n",
"[1] \"Now analysing ../data/cancer3/kidney\"\n",
"[1] \"Running survival analysis...\"\n",
"[1] \"Running clinical analysis...\"\n",
"[1] \"Now analysing ../data/cancer3/liver\"\n",
"[1] \"Running survival analysis...\"\n"
]
},
{
"ename": "ERROR",
"evalue": "Error in coxph(Surv(ordered.survival.data$Survival, ordered.survival.data$Death) ~ : No (non-missing) observations\n",
"output_type": "error",
"traceback": [
"Error in coxph(Surv(ordered.survival.data$Survival, ordered.survival.data$Death) ~ : No (non-missing) observations\nTraceback:\n",
"1. survival_comparison(factorizations, method, survival, results_folder, \n . current_cancer)",
"2. coxph(Surv(ordered.survival.data$Survival, ordered.survival.data$Death) ~ \n . factors) # at line 56 of file <text>",
"3. stop(\"No (non-missing) observations\")"
]
}
],
"source": [
"# For each cancer dataset\n",
"for(i in cancers){\n",
"\n",
" print(paste0(\"Now analysing \", i))\n",
" method<-c(\"AE_FAETC\",\"AE_FCTAE\",\"DAE_FAETC\",\"DAE_FCTAE\",\"VAE_FCTAE\",\"LSTMVAE_FCTAE\")\n",
" #omicstemp<-as.matrix(read.table(paste(i,\"/log_exp\",sep=\"\"), sep=\" \",row.names=1, header=T))\n",
" \n",
" factorizations<-list()\n",
" factorization=as.matrix(read.table(paste(i,\"/AE_FAETC_EM_add_name.txt\",sep=\"\"), sep=\" \",\n",
" row.names=1,\n",
" header=FALSE))\n",
" factorizations[[1]]<-list(factorization)\n",
" \n",
" factorization=as.matrix(read.table(paste(i,\"/AE_FCTAE_EM_add_name.txt\",sep=\"\"), sep=\" \",\n",
" row.names=1,\n",
" header=FALSE))\n",
" factorizations[[2]]<-list(factorization)\n",
" \n",
" factorization=as.matrix(read.table(paste(i,\"/DAE_FAETC_EM_add_name.txt\",sep=\"\"), sep=\" \",\n",
" row.names=1,\n",
" header=FALSE))\n",
" factorizations[[3]]<-list(factorization)\n",
" \n",
" factorization=as.matrix(read.table(paste(i,\"/DAE_FCTAE_EM_add_name.txt\",sep=\"\"), sep=\" \",\n",
" row.names=1,\n",
" header=FALSE))\n",
" factorizations[[4]]<-list(factorization)\n",
" \n",
" factorization=as.matrix(read.table(paste(i,\"/VAE_FCTAE_EM_add_name.txt\",sep=\"\"), sep=\" \",\n",
" row.names=1,\n",
" header=FALSE))\n",
" factorizations[[5]]<-list(factorization)\n",
" \n",
" factorization=as.matrix(read.table(paste(i,\"/LSTMVAE_FCTAE_EM_add_name.txt\",sep=\"\"), sep=\" \",\n",
" row.names=1,\n",
" header=FALSE))\n",
" factorizations[[6]]<-list(factorization)\n",
" #print(factorizations)\n",
"\n",
"\n",
"\n",
" # Name of current cancer\n",
" current_cancer <- basename(i)\n",
"\n",
" # If the expression and miRNA data are not log2-transformed as for those provided by XX et al.\n",
" #log2matrix(i,\"exp\")\n",
" #log2matrix(i,\"mirna\")\n",
"\n",
" # Perform factorisation\n",
" #print(\"Running factorisation...\")\n",
" #out <- runfactorization(i, c(\"log_exp\",\"methy\",\"log_mirna\"), num.factors, sep=\" \", filtering=\"sd\")\n",
" \n",
" # Survival analysis\n",
" print(\"Running survival analysis...\")\n",
" survival <- read.table(paste0(i, \"/survival\"), sep=\"\\t\", header=TRUE, stringsAsFactors=FALSE)\n",
" out_survival <- survival_comparison(factorizations, method, survival, \n",
" results_folder, current_cancer)\n",
" \n",
" # Clinical analysis\n",
" print(\"Running clinical analysis...\")\n",
" clinical <- read.table(paste0(\"../data/clinical/\", current_cancer), sep=\"\\t\", header=TRUE)\n",
" out_clinical <- clinical_comparison(factorizations, clinical, col) \n",
" clinical_analysis <- rbind(clinical_analysis,\n",
" data.frame(methods=method, cancer=current_cancer, out_clinical)) \n",
"\n",
" # Biological analysis\n",
"# print(\"Running biological analysis...\")\n",
"# out_bio <- biological_comparison(factorizations, path.database, pval.thr=0.05)\n",
"# biological_analysis <- rbind(biological_analysis,\n",
"# data.frame(methods=method, cancer=current_cancer, out_bio)) \n",
"}\n",
"rownames(clinical_analysis) <- c()\n",
"rownames(biological_analysis) <- c()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<ol>\n",
"\t<li><table>\n",
"<caption>A matrix: 260 × 10 of type dbl</caption>\n",
"<thead>\n",
"\t<tr><th></th><th scope=col>V2</th><th scope=col>V3</th><th scope=col>V4</th><th scope=col>V5</th><th scope=col>V6</th><th scope=col>V7</th><th scope=col>V8</th><th scope=col>V9</th><th scope=col>V10</th><th scope=col>V11</th></tr>\n",
"</thead>\n",
"<tbody>\n",
"\t<tr><th scope=row>TCGA.3B.A9HI.01</th><td> 11.1992016</td><td> 2.0343671</td><td>-12.50944710</td><td> 19.6849003</td><td> 0.8384709</td><td>-0.78843451</td><td> 14.01117897</td><td> -9.5920191</td><td>-14.3206339</td><td>-23.031366348</td></tr>\n",
"\t<tr><th scope=row>TCGA.3B.A9HJ.01</th><td> -5.2070169</td><td>12.3819990</td><td> 7.25596952</td><td> 12.0173340</td><td> 2.7370310</td><td>-0.31325591</td><td> -0.30086878</td><td>-28.9426441</td><td> 1.2432898</td><td> -3.035895109</td></tr>\n",
"\t<tr><th scope=row>TCGA.3B.A9HL.01</th><td> 11.6743784</td><td> 1.9218457</td><td> 0.03561664</td><td> 13.0356083</td><td> 1.3148382</td><td>-0.24973543</td><td> 8.96565628</td><td>-24.4901123</td><td>-10.7031794</td><td>-18.053916931</td></tr>\n",
"\t<tr><th scope=row>TCGA.3B.A9HO.01</th><td> -2.1035938</td><td> 2.9636817</td><td>-20.66786575</td><td> 3.2724023</td><td>-0.3890557</td><td>-1.28438985</td><td> 22.21488762</td><td>-15.1719351</td><td>-22.1286850</td><td> 9.257391930</td></tr>\n",
"\t<tr><th scope=row>TCGA.3B.A9HP.01</th><td> 5.9372067</td><td>-0.8709377</td><td>-18.67186928</td><td> 1.1518910</td><td>-0.7376865</td><td>-0.66984200</td><td> 19.33909607</td><td> -6.9341140</td><td>-26.6256371</td><td> -5.776916981</td></tr>\n",
"\t<tr><th scope=row>TCGA.3B.A9HQ.01</th><td>-11.1631756</td><td> 4.2495804</td><td> -9.97361755</td><td>-13.7400131</td><td>-1.1954191</td><td>-3.75097227</td><td> -0.03327443</td><td> 9.5354328</td><td>-13.8200121</td><td> -0.007299656</td></tr>\n",
"\t<tr><th scope=row>TCGA.3B.A9HR.01</th><td> 4.5845504</td><td>12.9738188</td><td> -8.42221642</td><td> 16.8733559</td><td> 2.8288255</td><td>-0.11032567</td><td>-12.40183544</td><td>-33.6859512</td><td>-19.3304520</td><td> 0.575562775</td></tr>\n",
"\t<tr><th scope=row>TCGA.3B.A9HS.01</th><td> 15.0197773</td><td> 7.4645271</td><td>-14.16598129</td><td> 5.8371086</td><td> 2.1587064</td><td>-2.46146727</td><td> 9.02257633</td><td> -9.1535673</td><td>-19.1746655</td><td>-16.679172516</td></tr>\n",
"\t<tr><th scope=row>TCGA.3B.A9HT.01</th><td> 10.1451311</td><td>-2.7491279</td><td>-15.10713005</td><td> 2.9763591</td><td>-0.5695547</td><td>-1.30304766</td><td> 18.28430557</td><td> -7.0230451</td><td>-20.2530384</td><td>-12.195137978</td></tr>\n",
"\t<tr><th scope=row>TCGA.3B.A9HU.01</th><td>-23.5249825</td><td> 5.7658377</td><td> -9.17012024</td><td> -5.3879695</td><td> 0.5914827</td><td>-7.79549122</td><td> 0.10257839</td><td> -8.8872547</td><td> -9.9745045</td><td> 36.333415985</td></tr>\n",
"\t<tr><th scope=row>TCGA.3B.A9HV.01</th><td> -9.8178673</td><td>13.7920046</td><td>-20.88751793</td><td> -1.8515639</td><td> 5.0978971</td><td>-3.60652566</td><td> 3.85730839</td><td>-13.4126101</td><td>-12.6885405</td><td> 6.639287472</td></tr>\n",
"\t<tr><th scope=row>TCGA.3B.A9HX.01</th><td>-13.7590046</td><td>18.9867249</td><td>-25.15852928</td><td>-12.6299400</td><td>-0.4394567</td><td>-2.73537493</td><td> -1.06105375</td><td>-16.4620209</td><td>-28.2961407</td><td> -0.493213832</td></tr>\n",
"\t<tr><th scope=row>TCGA.3B.A9HY.01</th><td> 2.0240171</td><td> 8.5878429</td><td>-25.15348053</td><td> -0.6662409</td><td>-0.5553944</td><td>-1.22976160</td><td> 11.89272785</td><td> -9.7634354</td><td>-31.8854160</td><td>-13.537817955</td></tr>\n",
"\t<tr><th scope=row>TCGA.3B.A9HZ.01</th><td> 9.1294489</td><td>-0.6464487</td><td>-12.00117302</td><td> -3.3422244</td><td>-0.6144386</td><td>-1.41369092</td><td> 9.40509796</td><td> 0.4814153</td><td>-29.8805962</td><td> -7.484297276</td></tr>\n",
"\t<tr><th scope=row>TCGA.3B.A9I0.01</th><td>-18.6532288</td><td> 4.9463506</td><td>-21.86610985</td><td> 2.0471685</td><td>-0.2404218</td><td>-2.00937605</td><td> 26.89973068</td><td>-30.4044704</td><td>-11.5752106</td><td> 21.526252747</td></tr>\n",
"\t<tr><th scope=row>TCGA.3B.A9I1.01</th><td> -1.7197012</td><td> 9.5005836</td><td>-27.94733620</td><td> 6.6316204</td><td> 0.3570346</td><td>-1.33534265</td><td> 13.02549458</td><td>-10.6285048</td><td>-16.9298820</td><td> -9.431241989</td></tr>\n",
"\t<tr><th scope=row>TCGA.3B.A9I3.01</th><td> 3.3397648</td><td> 9.5391092</td><td> 2.62260222</td><td> -4.9441233</td><td> 1.6206014</td><td> 0.01189272</td><td>-21.13562775</td><td>-25.7089996</td><td>-20.0635414</td><td> -0.225572765</td></tr>\n",
"\t<tr><th scope=row>TCGA.3R.A8YX.01</th><td> -4.5801382</td><td>17.5291328</td><td>-19.86503220</td><td> 7.2992315</td><td> 1.5896490</td><td>-2.64121699</td><td> 2.76114941</td><td>-16.1858311</td><td>-11.9552460</td><td> -5.221772671</td></tr>\n",
"\t<tr><th scope=row>TCGA.DX.A1KU.01</th><td>-11.7192650</td><td>10.3761549</td><td> 8.54970932</td><td> 12.1015444</td><td> 2.5839663</td><td> 0.75950569</td><td>-16.88018036</td><td>-33.7004814</td><td> -7.4867258</td><td> 8.284076691</td></tr>\n",
"\t<tr><th scope=row>TCGA.DX.A1KW.01</th><td> 4.7307367</td><td>13.3043890</td><td> 3.08562469</td><td> 11.7905483</td><td> 2.0538635</td><td>-0.23363863</td><td> 4.50928497</td><td>-17.1596603</td><td> 3.1537249</td><td> -5.643472195</td></tr>\n",
"\t<tr><th scope=row>TCGA.DX.A1KX.01</th><td>-30.8624382</td><td>19.2010803</td><td> -1.48686981</td><td> 1.9097517</td><td> 2.6701801</td><td>-7.27584219</td><td>-13.80859184</td><td>-39.4975433</td><td>-11.5299110</td><td> 31.873966217</td></tr>\n",
"\t<tr><th scope=row>TCGA.DX.A1KY.01</th><td> 3.0933793</td><td> 9.6459322</td><td> -6.62242699</td><td> 7.7855520</td><td> 1.3729773</td><td>-0.74250728</td><td> 5.18450165</td><td>-30.1816025</td><td> -7.6466036</td><td> -9.083456039</td></tr>\n",
"\t<tr><th scope=row>TCGA.DX.A1KZ.01</th><td> -9.7094402</td><td>15.5134001</td><td> 5.23002100</td><td> 11.1414185</td><td> 2.0274072</td><td> 0.19912156</td><td>-23.67398453</td><td>-31.2927971</td><td> 0.8785819</td><td> 7.637292862</td></tr>\n",
"\t<tr><th scope=row>TCGA.DX.A1L0.01</th><td> 11.1018076</td><td> 9.7098665</td><td> -4.47254276</td><td> 7.4784660</td><td> 1.5548005</td><td>-1.10257852</td><td> -3.44737935</td><td>-31.2930584</td><td>-21.7529907</td><td>-12.268802643</td></tr>\n",
"\t<tr><th scope=row>TCGA.DX.A1L1.01</th><td> -3.2621603</td><td>14.8749266</td><td> 8.88772011</td><td> 5.7767472</td><td> 1.8787329</td><td> 0.30113059</td><td> 1.59865499</td><td>-13.1860123</td><td> 1.5384082</td><td> -8.274695396</td></tr>\n",
"\t<tr><th scope=row>TCGA.DX.A1L2.01</th><td> 8.9936886</td><td>10.7360563</td><td> 3.91116381</td><td> 4.7531939</td><td> 1.3961813</td><td> 0.03889573</td><td> 7.65689373</td><td>-22.2517242</td><td> -9.4827013</td><td>-10.888648033</td></tr>\n",
"\t<tr><th scope=row>TCGA.DX.A1L3.01</th><td> 1.7661511</td><td>19.3857994</td><td>-13.35565758</td><td> 7.6442642</td><td> 1.8475161</td><td>-0.77180713</td><td> 13.82282162</td><td> -9.0943756</td><td> -6.7158666</td><td>-17.717416763</td></tr>\n",
"\t<tr><th scope=row>TCGA.DX.A1L4.01</th><td>-27.6958504</td><td>16.8952808</td><td> -1.81152582</td><td> 12.8716431</td><td> 6.5705004</td><td> 3.31818223</td><td>-10.66774845</td><td>-11.1161165</td><td> 8.9679022</td><td> 8.913544655</td></tr>\n",
"\t<tr><th scope=row>TCGA.DX.A23R.01</th><td> 8.3783731</td><td> 5.8251944</td><td> -4.25379133</td><td> 16.5990314</td><td> 2.9617290</td><td>-0.78224117</td><td> 15.74459934</td><td> -7.9372973</td><td> -7.8397908</td><td>-16.822809219</td></tr>\n",
"\t<tr><th scope=row>TCGA.DX.A23T.01</th><td> 0.9272658</td><td>20.3641052</td><td> -7.56936359</td><td> 0.5510669</td><td> 0.4239568</td><td> 0.62050450</td><td> 6.54124069</td><td> -6.0915360</td><td> 3.0308115</td><td> -6.500616074</td></tr>\n",
"\t<tr><th scope=row>⋮</th><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
"\t<tr><th scope=row>TCGA.SI.AA8C.01</th><td>-15.107185</td><td>21.9499912</td><td> -7.7838364</td><td> -4.73661518</td><td> 3.078995705</td><td>-4.54068089</td><td>-22.83068657</td><td> -5.58354759</td><td> -7.2002506</td><td> 9.313418</td></tr>\n",
"\t<tr><th scope=row>TCGA.UE.A6QT.01</th><td> 12.562436</td><td>14.7376928</td><td>-11.4963608</td><td> 0.75320935</td><td> 2.604375839</td><td>-1.73223603</td><td> -1.05102921</td><td>-15.06734848</td><td>-22.2262039</td><td>-21.212982</td></tr>\n",
"\t<tr><th scope=row>TCGA.UE.A6QU.01</th><td> 9.968389</td><td>12.2565794</td><td> -5.8936591</td><td> 0.64913297</td><td> 2.940095901</td><td>-1.74544728</td><td>-23.44980240</td><td>-20.38275528</td><td>-26.3841057</td><td>-10.177365</td></tr>\n",
"\t<tr><th scope=row>TCGA.VT.A80G.01</th><td> 18.068329</td><td> 7.2756863</td><td>-10.3706207</td><td> 12.08867264</td><td> 2.812193871</td><td>-1.15701735</td><td> 6.86250591</td><td> -6.39149523</td><td> -9.3883505</td><td>-18.117182</td></tr>\n",
"\t<tr><th scope=row>TCGA.VT.A80J.01</th><td> 7.561171</td><td>12.8049297</td><td>-14.2212934</td><td> 8.73940372</td><td> 1.134497643</td><td>-0.17350039</td><td> 11.54228020</td><td>-29.80892181</td><td>-20.4050922</td><td> -9.342757</td></tr>\n",
"\t<tr><th scope=row>TCGA.VT.A80J.02</th><td>-18.830536</td><td> 9.0801735</td><td> 0.1865950</td><td> 15.01485634</td><td> 4.768592834</td><td> 2.05962634</td><td> -1.30326056</td><td>-20.07600403</td><td> 9.5585489</td><td> 14.713957</td></tr>\n",
"\t<tr><th scope=row>TCGA.VT.AB3D.01</th><td>-21.843616</td><td>14.7645597</td><td>-20.3755322</td><td>-12.22424984</td><td>-0.273481548</td><td>-2.16636300</td><td> -4.12295151</td><td>-13.01218891</td><td>-28.5188503</td><td> 30.989594</td></tr>\n",
"\t<tr><th scope=row>TCGA.WK.A8XO.01</th><td>-22.072983</td><td> 4.7081499</td><td> 0.3581021</td><td> 6.02470779</td><td> 0.507662475</td><td> 3.89466333</td><td> 8.29752636</td><td> -1.89938247</td><td> 5.4581833</td><td> 4.392160</td></tr>\n",
"\t<tr><th scope=row>TCGA.WK.A8XQ.01</th><td> 1.811873</td><td> 0.8778149</td><td>-15.5738850</td><td> -5.10671234</td><td>-0.737266839</td><td>-1.69135892</td><td> 19.86328506</td><td> -6.95394659</td><td>-32.5319633</td><td> 2.166632</td></tr>\n",
"\t<tr><th scope=row>TCGA.WK.A8XS.01</th><td>-17.437363</td><td> 2.3279343</td><td>-14.1117725</td><td> -9.53182697</td><td>-1.346319437</td><td>-4.17333555</td><td> 9.51667976</td><td>-16.67706490</td><td>-36.7422791</td><td> 30.971090</td></tr>\n",
"\t<tr><th scope=row>TCGA.WK.A8XT.01</th><td> -7.359215</td><td> 7.1052942</td><td>-22.6494637</td><td>-11.25066948</td><td>-0.525398731</td><td>-0.77024508</td><td> 20.77608490</td><td>-11.82504749</td><td>-32.0231934</td><td> 13.203715</td></tr>\n",
"\t<tr><th scope=row>TCGA.WK.A8XX.01</th><td> 7.424263</td><td>12.8723192</td><td>-14.3160782</td><td> -5.09777927</td><td> 4.576696873</td><td>-4.50290012</td><td>-10.09347248</td><td> 0.82046431</td><td>-19.7162952</td><td> -5.538822</td></tr>\n",
"\t<tr><th scope=row>TCGA.WK.A8XY.01</th><td>-27.228540</td><td> 1.1541086</td><td>-12.0337591</td><td> -1.76927781</td><td> 0.007759228</td><td>-1.73374021</td><td> 14.57736683</td><td>-15.93395138</td><td>-10.9958639</td><td> 35.592308</td></tr>\n",
"\t<tr><th scope=row>TCGA.WK.A8XZ.01</th><td>-20.512489</td><td> 6.1760159</td><td>-18.4479523</td><td> -2.35805631</td><td> 0.061862379</td><td>-2.72592163</td><td> 28.50241661</td><td>-16.70464325</td><td> -7.3291373</td><td> 11.050899</td></tr>\n",
"\t<tr><th scope=row>TCGA.WK.A8Y0.01</th><td> 11.852974</td><td> 9.1277056</td><td> 0.1377307</td><td> -0.08368968</td><td> 4.001570702</td><td>-1.81858695</td><td>-16.34039116</td><td> -9.58889103</td><td> -2.8345549</td><td> -4.535289</td></tr>\n",
"\t<tr><th scope=row>TCGA.WP.A9GB.01</th><td> -1.651132</td><td> 5.2415009</td><td>-21.8018265</td><td> -6.30991650</td><td>-0.840907454</td><td>-1.32688081</td><td> 9.59598732</td><td> -8.72464466</td><td>-33.7378731</td><td> -2.540748</td></tr>\n",
"\t<tr><th scope=row>TCGA.X2.A95T.01</th><td>-27.004105</td><td>10.8027344</td><td>-17.2086620</td><td> -8.17567253</td><td>-0.192120984</td><td>-2.00524402</td><td> 16.64289665</td><td>-21.64624786</td><td>-24.8493519</td><td> 36.934624</td></tr>\n",
"\t<tr><th scope=row>TCGA.X6.A7W8.01</th><td> 1.371099</td><td>19.4766140</td><td>-19.9540367</td><td> -5.81045771</td><td> 1.852467060</td><td>-0.34141341</td><td>-21.56307030</td><td> -8.86954784</td><td>-11.0687609</td><td> 4.954573</td></tr>\n",
"\t<tr><th scope=row>TCGA.X6.A7WA.01</th><td>-12.094934</td><td>17.1752090</td><td>-18.3941441</td><td>-15.29800797</td><td>-0.643056095</td><td>-5.57982540</td><td>-15.86233234</td><td> -0.83218628</td><td>-36.5248680</td><td> 10.876071</td></tr>\n",
"\t<tr><th scope=row>TCGA.X6.A7WB.01</th><td>-11.051517</td><td>22.9919243</td><td>-11.3339272</td><td> -9.57014847</td><td> 3.761214972</td><td>-1.95943379</td><td>-20.60759354</td><td> -4.92163658</td><td> -0.4738261</td><td> 3.560136</td></tr>\n",
"\t<tr><th scope=row>TCGA.X6.A7WC.01</th><td> 10.820310</td><td>12.8155975</td><td> -7.9715266</td><td> -4.77371311</td><td> 5.910759449</td><td>-7.01116419</td><td> -9.85337734</td><td> -9.98629856</td><td>-17.0799007</td><td>-14.815958</td></tr>\n",
"\t<tr><th scope=row>TCGA.X6.A7WD.01</th><td> 4.152289</td><td>-2.7508934</td><td>-19.3162041</td><td> 5.85151577</td><td>-1.007409692</td><td>-1.49286783</td><td> 19.40249825</td><td> 0.07407434</td><td>-19.9963894</td><td> -6.402717</td></tr>\n",
"\t<tr><th scope=row>TCGA.X6.A8C2.01</th><td> -1.423229</td><td>18.9707165</td><td> 4.8189335</td><td> 10.18875885</td><td> 2.493381500</td><td>-0.22240910</td><td> -5.73377705</td><td>-13.18646717</td><td> 1.2123140</td><td> -3.847415</td></tr>\n",
"\t<tr><th scope=row>TCGA.X6.A8C3.01</th><td>-24.636000</td><td> 1.8333129</td><td> -3.8892446</td><td> 3.97969389</td><td> 2.240756035</td><td> 3.56786895</td><td> 7.90571547</td><td> -2.74799776</td><td> 4.2961817</td><td> -2.243532</td></tr>\n",
"\t<tr><th scope=row>TCGA.X6.A8C5.01</th><td> -5.839885</td><td>12.7894373</td><td>-15.3453655</td><td>-15.97980881</td><td>-1.156222105</td><td>-4.93912125</td><td>-23.74421501</td><td>-11.63039303</td><td>-39.8680992</td><td> 25.598343</td></tr>\n",
"\t<tr><th scope=row>TCGA.X6.A8C6.01</th><td> -4.657020</td><td>13.1163378</td><td>-18.0923958</td><td> 13.59577751</td><td> 2.817414522</td><td>-0.38577321</td><td> 0.03127454</td><td>-24.18162155</td><td>-15.2542677</td><td> 1.373986</td></tr>\n",
"\t<tr><th scope=row>TCGA.X6.A8C7.01</th><td>-20.020941</td><td>23.6681652</td><td>-10.2942715</td><td> 4.84505844</td><td> 0.630194247</td><td> 0.39512306</td><td> 10.09361267</td><td>-12.44737720</td><td> -5.0911570</td><td> -1.963405</td></tr>\n",
"\t<tr><th scope=row>TCGA.X9.A971.01</th><td>-11.685530</td><td> 7.9312468</td><td> -3.5711579</td><td> 18.30434608</td><td> 2.982671738</td><td>-0.05043649</td><td> 0.10162042</td><td>-13.22313786</td><td> 11.6379471</td><td> 6.528980</td></tr>\n",
"\t<tr><th scope=row>TCGA.X9.A973.01</th><td>-10.832474</td><td> 1.3802941</td><td> -7.6886587</td><td> 19.13819695</td><td>-0.684914470</td><td> 1.90384614</td><td> 3.06031060</td><td> -5.17560911</td><td> 7.6818838</td><td> 10.684248</td></tr>\n",
"\t<tr><th scope=row>TCGA.Z4.A8JB.01</th><td> 4.737831</td><td>15.9763060</td><td> -9.0973988</td><td> -6.94960213</td><td> 6.602252483</td><td>-2.27324414</td><td>-26.09312057</td><td> -5.95012283</td><td>-24.3402042</td><td> 8.166397</td></tr>\n",
"</tbody>\n",
"</table>\n",
"</li>\n",
"</ol>\n"
],
"text/latex": [
"\\begin{enumerate}\n",
"\\item A matrix: 260 × 10 of type dbl\n",
"\\begin{tabular}{r|llllllllll}\n",
" & V2 & V3 & V4 & V5 & V6 & V7 & V8 & V9 & V10 & V11\\\\\n",
"\\hline\n",
"\tTCGA.3B.A9HI.01 & 11.1992016 & 2.0343671 & -12.50944710 & 19.6849003 & 0.8384709 & -0.78843451 & 14.01117897 & -9.5920191 & -14.3206339 & -23.031366348\\\\\n",
"\tTCGA.3B.A9HJ.01 & -5.2070169 & 12.3819990 & 7.25596952 & 12.0173340 & 2.7370310 & -0.31325591 & -0.30086878 & -28.9426441 & 1.2432898 & -3.035895109\\\\\n",
"\tTCGA.3B.A9HL.01 & 11.6743784 & 1.9218457 & 0.03561664 & 13.0356083 & 1.3148382 & -0.24973543 & 8.96565628 & -24.4901123 & -10.7031794 & -18.053916931\\\\\n",
"\tTCGA.3B.A9HO.01 & -2.1035938 & 2.9636817 & -20.66786575 & 3.2724023 & -0.3890557 & -1.28438985 & 22.21488762 & -15.1719351 & -22.1286850 & 9.257391930\\\\\n",
"\tTCGA.3B.A9HP.01 & 5.9372067 & -0.8709377 & -18.67186928 & 1.1518910 & -0.7376865 & -0.66984200 & 19.33909607 & -6.9341140 & -26.6256371 & -5.776916981\\\\\n",
"\tTCGA.3B.A9HQ.01 & -11.1631756 & 4.2495804 & -9.97361755 & -13.7400131 & -1.1954191 & -3.75097227 & -0.03327443 & 9.5354328 & -13.8200121 & -0.007299656\\\\\n",
"\tTCGA.3B.A9HR.01 & 4.5845504 & 12.9738188 & -8.42221642 & 16.8733559 & 2.8288255 & -0.11032567 & -12.40183544 & -33.6859512 & -19.3304520 & 0.575562775\\\\\n",
"\tTCGA.3B.A9HS.01 & 15.0197773 & 7.4645271 & -14.16598129 & 5.8371086 & 2.1587064 & -2.46146727 & 9.02257633 & -9.1535673 & -19.1746655 & -16.679172516\\\\\n",
"\tTCGA.3B.A9HT.01 & 10.1451311 & -2.7491279 & -15.10713005 & 2.9763591 & -0.5695547 & -1.30304766 & 18.28430557 & -7.0230451 & -20.2530384 & -12.195137978\\\\\n",
"\tTCGA.3B.A9HU.01 & -23.5249825 & 5.7658377 & -9.17012024 & -5.3879695 & 0.5914827 & -7.79549122 & 0.10257839 & -8.8872547 & -9.9745045 & 36.333415985\\\\\n",
"\tTCGA.3B.A9HV.01 & -9.8178673 & 13.7920046 & -20.88751793 & -1.8515639 & 5.0978971 & -3.60652566 & 3.85730839 & -13.4126101 & -12.6885405 & 6.639287472\\\\\n",
"\tTCGA.3B.A9HX.01 & -13.7590046 & 18.9867249 & -25.15852928 & -12.6299400 & -0.4394567 & -2.73537493 & -1.06105375 & -16.4620209 & -28.2961407 & -0.493213832\\\\\n",
"\tTCGA.3B.A9HY.01 & 2.0240171 & 8.5878429 & -25.15348053 & -0.6662409 & -0.5553944 & -1.22976160 & 11.89272785 & -9.7634354 & -31.8854160 & -13.537817955\\\\\n",
"\tTCGA.3B.A9HZ.01 & 9.1294489 & -0.6464487 & -12.00117302 & -3.3422244 & -0.6144386 & -1.41369092 & 9.40509796 & 0.4814153 & -29.8805962 & -7.484297276\\\\\n",
"\tTCGA.3B.A9I0.01 & -18.6532288 & 4.9463506 & -21.86610985 & 2.0471685 & -0.2404218 & -2.00937605 & 26.89973068 & -30.4044704 & -11.5752106 & 21.526252747\\\\\n",
"\tTCGA.3B.A9I1.01 & -1.7197012 & 9.5005836 & -27.94733620 & 6.6316204 & 0.3570346 & -1.33534265 & 13.02549458 & -10.6285048 & -16.9298820 & -9.431241989\\\\\n",
"\tTCGA.3B.A9I3.01 & 3.3397648 & 9.5391092 & 2.62260222 & -4.9441233 & 1.6206014 & 0.01189272 & -21.13562775 & -25.7089996 & -20.0635414 & -0.225572765\\\\\n",
"\tTCGA.3R.A8YX.01 & -4.5801382 & 17.5291328 & -19.86503220 & 7.2992315 & 1.5896490 & -2.64121699 & 2.76114941 & -16.1858311 & -11.9552460 & -5.221772671\\\\\n",
"\tTCGA.DX.A1KU.01 & -11.7192650 & 10.3761549 & 8.54970932 & 12.1015444 & 2.5839663 & 0.75950569 & -16.88018036 & -33.7004814 & -7.4867258 & 8.284076691\\\\\n",
"\tTCGA.DX.A1KW.01 & 4.7307367 & 13.3043890 & 3.08562469 & 11.7905483 & 2.0538635 & -0.23363863 & 4.50928497 & -17.1596603 & 3.1537249 & -5.643472195\\\\\n",
"\tTCGA.DX.A1KX.01 & -30.8624382 & 19.2010803 & -1.48686981 & 1.9097517 & 2.6701801 & -7.27584219 & -13.80859184 & -39.4975433 & -11.5299110 & 31.873966217\\\\\n",
"\tTCGA.DX.A1KY.01 & 3.0933793 & 9.6459322 & -6.62242699 & 7.7855520 & 1.3729773 & -0.74250728 & 5.18450165 & -30.1816025 & -7.6466036 & -9.083456039\\\\\n",
"\tTCGA.DX.A1KZ.01 & -9.7094402 & 15.5134001 & 5.23002100 & 11.1414185 & 2.0274072 & 0.19912156 & -23.67398453 & -31.2927971 & 0.8785819 & 7.637292862\\\\\n",
"\tTCGA.DX.A1L0.01 & 11.1018076 & 9.7098665 & -4.47254276 & 7.4784660 & 1.5548005 & -1.10257852 & -3.44737935 & -31.2930584 & -21.7529907 & -12.268802643\\\\\n",
"\tTCGA.DX.A1L1.01 & -3.2621603 & 14.8749266 & 8.88772011 & 5.7767472 & 1.8787329 & 0.30113059 & 1.59865499 & -13.1860123 & 1.5384082 & -8.274695396\\\\\n",
"\tTCGA.DX.A1L2.01 & 8.9936886 & 10.7360563 & 3.91116381 & 4.7531939 & 1.3961813 & 0.03889573 & 7.65689373 & -22.2517242 & -9.4827013 & -10.888648033\\\\\n",
"\tTCGA.DX.A1L3.01 & 1.7661511 & 19.3857994 & -13.35565758 & 7.6442642 & 1.8475161 & -0.77180713 & 13.82282162 & -9.0943756 & -6.7158666 & -17.717416763\\\\\n",
"\tTCGA.DX.A1L4.01 & -27.6958504 & 16.8952808 & -1.81152582 & 12.8716431 & 6.5705004 & 3.31818223 & -10.66774845 & -11.1161165 & 8.9679022 & 8.913544655\\\\\n",
"\tTCGA.DX.A23R.01 & 8.3783731 & 5.8251944 & -4.25379133 & 16.5990314 & 2.9617290 & -0.78224117 & 15.74459934 & -7.9372973 & -7.8397908 & -16.822809219\\\\\n",
"\tTCGA.DX.A23T.01 & 0.9272658 & 20.3641052 & -7.56936359 & 0.5510669 & 0.4239568 & 0.62050450 & 6.54124069 & -6.0915360 & 3.0308115 & -6.500616074\\\\\n",
"\t⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
"\tTCGA.SI.AA8C.01 & -15.107185 & 21.9499912 & -7.7838364 & -4.73661518 & 3.078995705 & -4.54068089 & -22.83068657 & -5.58354759 & -7.2002506 & 9.313418\\\\\n",
"\tTCGA.UE.A6QT.01 & 12.562436 & 14.7376928 & -11.4963608 & 0.75320935 & 2.604375839 & -1.73223603 & -1.05102921 & -15.06734848 & -22.2262039 & -21.212982\\\\\n",
"\tTCGA.UE.A6QU.01 & 9.968389 & 12.2565794 & -5.8936591 & 0.64913297 & 2.940095901 & -1.74544728 & -23.44980240 & -20.38275528 & -26.3841057 & -10.177365\\\\\n",
"\tTCGA.VT.A80G.01 & 18.068329 & 7.2756863 & -10.3706207 & 12.08867264 & 2.812193871 & -1.15701735 & 6.86250591 & -6.39149523 & -9.3883505 & -18.117182\\\\\n",
"\tTCGA.VT.A80J.01 & 7.561171 & 12.8049297 & -14.2212934 & 8.73940372 & 1.134497643 & -0.17350039 & 11.54228020 & -29.80892181 & -20.4050922 & -9.342757\\\\\n",
"\tTCGA.VT.A80J.02 & -18.830536 & 9.0801735 & 0.1865950 & 15.01485634 & 4.768592834 & 2.05962634 & -1.30326056 & -20.07600403 & 9.5585489 & 14.713957\\\\\n",
"\tTCGA.VT.AB3D.01 & -21.843616 & 14.7645597 & -20.3755322 & -12.22424984 & -0.273481548 & -2.16636300 & -4.12295151 & -13.01218891 & -28.5188503 & 30.989594\\\\\n",
"\tTCGA.WK.A8XO.01 & -22.072983 & 4.7081499 & 0.3581021 & 6.02470779 & 0.507662475 & 3.89466333 & 8.29752636 & -1.89938247 & 5.4581833 & 4.392160\\\\\n",
"\tTCGA.WK.A8XQ.01 & 1.811873 & 0.8778149 & -15.5738850 & -5.10671234 & -0.737266839 & -1.69135892 & 19.86328506 & -6.95394659 & -32.5319633 & 2.166632\\\\\n",
"\tTCGA.WK.A8XS.01 & -17.437363 & 2.3279343 & -14.1117725 & -9.53182697 & -1.346319437 & -4.17333555 & 9.51667976 & -16.67706490 & -36.7422791 & 30.971090\\\\\n",
"\tTCGA.WK.A8XT.01 & -7.359215 & 7.1052942 & -22.6494637 & -11.25066948 & -0.525398731 & -0.77024508 & 20.77608490 & -11.82504749 & -32.0231934 & 13.203715\\\\\n",
"\tTCGA.WK.A8XX.01 & 7.424263 & 12.8723192 & -14.3160782 & -5.09777927 & 4.576696873 & -4.50290012 & -10.09347248 & 0.82046431 & -19.7162952 & -5.538822\\\\\n",
"\tTCGA.WK.A8XY.01 & -27.228540 & 1.1541086 & -12.0337591 & -1.76927781 & 0.007759228 & -1.73374021 & 14.57736683 & -15.93395138 & -10.9958639 & 35.592308\\\\\n",
"\tTCGA.WK.A8XZ.01 & -20.512489 & 6.1760159 & -18.4479523 & -2.35805631 & 0.061862379 & -2.72592163 & 28.50241661 & -16.70464325 & -7.3291373 & 11.050899\\\\\n",
"\tTCGA.WK.A8Y0.01 & 11.852974 & 9.1277056 & 0.1377307 & -0.08368968 & 4.001570702 & -1.81858695 & -16.34039116 & -9.58889103 & -2.8345549 & -4.535289\\\\\n",
"\tTCGA.WP.A9GB.01 & -1.651132 & 5.2415009 & -21.8018265 & -6.30991650 & -0.840907454 & -1.32688081 & 9.59598732 & -8.72464466 & -33.7378731 & -2.540748\\\\\n",
"\tTCGA.X2.A95T.01 & -27.004105 & 10.8027344 & -17.2086620 & -8.17567253 & -0.192120984 & -2.00524402 & 16.64289665 & -21.64624786 & -24.8493519 & 36.934624\\\\\n",
"\tTCGA.X6.A7W8.01 & 1.371099 & 19.4766140 & -19.9540367 & -5.81045771 & 1.852467060 & -0.34141341 & -21.56307030 & -8.86954784 & -11.0687609 & 4.954573\\\\\n",
"\tTCGA.X6.A7WA.01 & -12.094934 & 17.1752090 & -18.3941441 & -15.29800797 & -0.643056095 & -5.57982540 & -15.86233234 & -0.83218628 & -36.5248680 & 10.876071\\\\\n",
"\tTCGA.X6.A7WB.01 & -11.051517 & 22.9919243 & -11.3339272 & -9.57014847 & 3.761214972 & -1.95943379 & -20.60759354 & -4.92163658 & -0.4738261 & 3.560136\\\\\n",
"\tTCGA.X6.A7WC.01 & 10.820310 & 12.8155975 & -7.9715266 & -4.77371311 & 5.910759449 & -7.01116419 & -9.85337734 & -9.98629856 & -17.0799007 & -14.815958\\\\\n",
"\tTCGA.X6.A7WD.01 & 4.152289 & -2.7508934 & -19.3162041 & 5.85151577 & -1.007409692 & -1.49286783 & 19.40249825 & 0.07407434 & -19.9963894 & -6.402717\\\\\n",
"\tTCGA.X6.A8C2.01 & -1.423229 & 18.9707165 & 4.8189335 & 10.18875885 & 2.493381500 & -0.22240910 & -5.73377705 & -13.18646717 & 1.2123140 & -3.847415\\\\\n",
"\tTCGA.X6.A8C3.01 & -24.636000 & 1.8333129 & -3.8892446 & 3.97969389 & 2.240756035 & 3.56786895 & 7.90571547 & -2.74799776 & 4.2961817 & -2.243532\\\\\n",
"\tTCGA.X6.A8C5.01 & -5.839885 & 12.7894373 & -15.3453655 & -15.97980881 & -1.156222105 & -4.93912125 & -23.74421501 & -11.63039303 & -39.8680992 & 25.598343\\\\\n",
"\tTCGA.X6.A8C6.01 & -4.657020 & 13.1163378 & -18.0923958 & 13.59577751 & 2.817414522 & -0.38577321 & 0.03127454 & -24.18162155 & -15.2542677 & 1.373986\\\\\n",
"\tTCGA.X6.A8C7.01 & -20.020941 & 23.6681652 & -10.2942715 & 4.84505844 & 0.630194247 & 0.39512306 & 10.09361267 & -12.44737720 & -5.0911570 & -1.963405\\\\\n",
"\tTCGA.X9.A971.01 & -11.685530 & 7.9312468 & -3.5711579 & 18.30434608 & 2.982671738 & -0.05043649 & 0.10162042 & -13.22313786 & 11.6379471 & 6.528980\\\\\n",
"\tTCGA.X9.A973.01 & -10.832474 & 1.3802941 & -7.6886587 & 19.13819695 & -0.684914470 & 1.90384614 & 3.06031060 & -5.17560911 & 7.6818838 & 10.684248\\\\\n",
"\tTCGA.Z4.A8JB.01 & 4.737831 & 15.9763060 & -9.0973988 & -6.94960213 & 6.602252483 & -2.27324414 & -26.09312057 & -5.95012283 & -24.3402042 & 8.166397\\\\\n",
"\\end{tabular}\n",
"\n",
"\\end{enumerate}\n"
],
"text/markdown": [
"1. \n",
"A matrix: 260 × 10 of type dbl\n",
"\n",
"| <!--/--> | V2 | V3 | V4 | V5 | V6 | V7 | V8 | V9 | V10 | V11 |\n",
"|---|---|---|---|---|---|---|---|---|---|---|\n",
"| TCGA.3B.A9HI.01 | 11.1992016 | 2.0343671 | -12.50944710 | 19.6849003 | 0.8384709 | -0.78843451 | 14.01117897 | -9.5920191 | -14.3206339 | -23.031366348 |\n",
"| TCGA.3B.A9HJ.01 | -5.2070169 | 12.3819990 | 7.25596952 | 12.0173340 | 2.7370310 | -0.31325591 | -0.30086878 | -28.9426441 | 1.2432898 | -3.035895109 |\n",
"| TCGA.3B.A9HL.01 | 11.6743784 | 1.9218457 | 0.03561664 | 13.0356083 | 1.3148382 | -0.24973543 | 8.96565628 | -24.4901123 | -10.7031794 | -18.053916931 |\n",
"| TCGA.3B.A9HO.01 | -2.1035938 | 2.9636817 | -20.66786575 | 3.2724023 | -0.3890557 | -1.28438985 | 22.21488762 | -15.1719351 | -22.1286850 | 9.257391930 |\n",
"| TCGA.3B.A9HP.01 | 5.9372067 | -0.8709377 | -18.67186928 | 1.1518910 | -0.7376865 | -0.66984200 | 19.33909607 | -6.9341140 | -26.6256371 | -5.776916981 |\n",
"| TCGA.3B.A9HQ.01 | -11.1631756 | 4.2495804 | -9.97361755 | -13.7400131 | -1.1954191 | -3.75097227 | -0.03327443 | 9.5354328 | -13.8200121 | -0.007299656 |\n",
"| TCGA.3B.A9HR.01 | 4.5845504 | 12.9738188 | -8.42221642 | 16.8733559 | 2.8288255 | -0.11032567 | -12.40183544 | -33.6859512 | -19.3304520 | 0.575562775 |\n",
"| TCGA.3B.A9HS.01 | 15.0197773 | 7.4645271 | -14.16598129 | 5.8371086 | 2.1587064 | -2.46146727 | 9.02257633 | -9.1535673 | -19.1746655 | -16.679172516 |\n",
"| TCGA.3B.A9HT.01 | 10.1451311 | -2.7491279 | -15.10713005 | 2.9763591 | -0.5695547 | -1.30304766 | 18.28430557 | -7.0230451 | -20.2530384 | -12.195137978 |\n",
"| TCGA.3B.A9HU.01 | -23.5249825 | 5.7658377 | -9.17012024 | -5.3879695 | 0.5914827 | -7.79549122 | 0.10257839 | -8.8872547 | -9.9745045 | 36.333415985 |\n",
"| TCGA.3B.A9HV.01 | -9.8178673 | 13.7920046 | -20.88751793 | -1.8515639 | 5.0978971 | -3.60652566 | 3.85730839 | -13.4126101 | -12.6885405 | 6.639287472 |\n",
"| TCGA.3B.A9HX.01 | -13.7590046 | 18.9867249 | -25.15852928 | -12.6299400 | -0.4394567 | -2.73537493 | -1.06105375 | -16.4620209 | -28.2961407 | -0.493213832 |\n",
"| TCGA.3B.A9HY.01 | 2.0240171 | 8.5878429 | -25.15348053 | -0.6662409 | -0.5553944 | -1.22976160 | 11.89272785 | -9.7634354 | -31.8854160 | -13.537817955 |\n",
"| TCGA.3B.A9HZ.01 | 9.1294489 | -0.6464487 | -12.00117302 | -3.3422244 | -0.6144386 | -1.41369092 | 9.40509796 | 0.4814153 | -29.8805962 | -7.484297276 |\n",
"| TCGA.3B.A9I0.01 | -18.6532288 | 4.9463506 | -21.86610985 | 2.0471685 | -0.2404218 | -2.00937605 | 26.89973068 | -30.4044704 | -11.5752106 | 21.526252747 |\n",
"| TCGA.3B.A9I1.01 | -1.7197012 | 9.5005836 | -27.94733620 | 6.6316204 | 0.3570346 | -1.33534265 | 13.02549458 | -10.6285048 | -16.9298820 | -9.431241989 |\n",
"| TCGA.3B.A9I3.01 | 3.3397648 | 9.5391092 | 2.62260222 | -4.9441233 | 1.6206014 | 0.01189272 | -21.13562775 | -25.7089996 | -20.0635414 | -0.225572765 |\n",
"| TCGA.3R.A8YX.01 | -4.5801382 | 17.5291328 | -19.86503220 | 7.2992315 | 1.5896490 | -2.64121699 | 2.76114941 | -16.1858311 | -11.9552460 | -5.221772671 |\n",
"| TCGA.DX.A1KU.01 | -11.7192650 | 10.3761549 | 8.54970932 | 12.1015444 | 2.5839663 | 0.75950569 | -16.88018036 | -33.7004814 | -7.4867258 | 8.284076691 |\n",
"| TCGA.DX.A1KW.01 | 4.7307367 | 13.3043890 | 3.08562469 | 11.7905483 | 2.0538635 | -0.23363863 | 4.50928497 | -17.1596603 | 3.1537249 | -5.643472195 |\n",
"| TCGA.DX.A1KX.01 | -30.8624382 | 19.2010803 | -1.48686981 | 1.9097517 | 2.6701801 | -7.27584219 | -13.80859184 | -39.4975433 | -11.5299110 | 31.873966217 |\n",
"| TCGA.DX.A1KY.01 | 3.0933793 | 9.6459322 | -6.62242699 | 7.7855520 | 1.3729773 | -0.74250728 | 5.18450165 | -30.1816025 | -7.6466036 | -9.083456039 |\n",
"| TCGA.DX.A1KZ.01 | -9.7094402 | 15.5134001 | 5.23002100 | 11.1414185 | 2.0274072 | 0.19912156 | -23.67398453 | -31.2927971 | 0.8785819 | 7.637292862 |\n",
"| TCGA.DX.A1L0.01 | 11.1018076 | 9.7098665 | -4.47254276 | 7.4784660 | 1.5548005 | -1.10257852 | -3.44737935 | -31.2930584 | -21.7529907 | -12.268802643 |\n",
"| TCGA.DX.A1L1.01 | -3.2621603 | 14.8749266 | 8.88772011 | 5.7767472 | 1.8787329 | 0.30113059 | 1.59865499 | -13.1860123 | 1.5384082 | -8.274695396 |\n",
"| TCGA.DX.A1L2.01 | 8.9936886 | 10.7360563 | 3.91116381 | 4.7531939 | 1.3961813 | 0.03889573 | 7.65689373 | -22.2517242 | -9.4827013 | -10.888648033 |\n",
"| TCGA.DX.A1L3.01 | 1.7661511 | 19.3857994 | -13.35565758 | 7.6442642 | 1.8475161 | -0.77180713 | 13.82282162 | -9.0943756 | -6.7158666 | -17.717416763 |\n",
"| TCGA.DX.A1L4.01 | -27.6958504 | 16.8952808 | -1.81152582 | 12.8716431 | 6.5705004 | 3.31818223 | -10.66774845 | -11.1161165 | 8.9679022 | 8.913544655 |\n",
"| TCGA.DX.A23R.01 | 8.3783731 | 5.8251944 | -4.25379133 | 16.5990314 | 2.9617290 | -0.78224117 | 15.74459934 | -7.9372973 | -7.8397908 | -16.822809219 |\n",
"| TCGA.DX.A23T.01 | 0.9272658 | 20.3641052 | -7.56936359 | 0.5510669 | 0.4239568 | 0.62050450 | 6.54124069 | -6.0915360 | 3.0308115 | -6.500616074 |\n",
"| ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ | ⋮ |\n",
"| TCGA.SI.AA8C.01 | -15.107185 | 21.9499912 | -7.7838364 | -4.73661518 | 3.078995705 | -4.54068089 | -22.83068657 | -5.58354759 | -7.2002506 | 9.313418 |\n",
"| TCGA.UE.A6QT.01 | 12.562436 | 14.7376928 | -11.4963608 | 0.75320935 | 2.604375839 | -1.73223603 | -1.05102921 | -15.06734848 | -22.2262039 | -21.212982 |\n",
"| TCGA.UE.A6QU.01 | 9.968389 | 12.2565794 | -5.8936591 | 0.64913297 | 2.940095901 | -1.74544728 | -23.44980240 | -20.38275528 | -26.3841057 | -10.177365 |\n",
"| TCGA.VT.A80G.01 | 18.068329 | 7.2756863 | -10.3706207 | 12.08867264 | 2.812193871 | -1.15701735 | 6.86250591 | -6.39149523 | -9.3883505 | -18.117182 |\n",
"| TCGA.VT.A80J.01 | 7.561171 | 12.8049297 | -14.2212934 | 8.73940372 | 1.134497643 | -0.17350039 | 11.54228020 | -29.80892181 | -20.4050922 | -9.342757 |\n",
"| TCGA.VT.A80J.02 | -18.830536 | 9.0801735 | 0.1865950 | 15.01485634 | 4.768592834 | 2.05962634 | -1.30326056 | -20.07600403 | 9.5585489 | 14.713957 |\n",
"| TCGA.VT.AB3D.01 | -21.843616 | 14.7645597 | -20.3755322 | -12.22424984 | -0.273481548 | -2.16636300 | -4.12295151 | -13.01218891 | -28.5188503 | 30.989594 |\n",
"| TCGA.WK.A8XO.01 | -22.072983 | 4.7081499 | 0.3581021 | 6.02470779 | 0.507662475 | 3.89466333 | 8.29752636 | -1.89938247 | 5.4581833 | 4.392160 |\n",
"| TCGA.WK.A8XQ.01 | 1.811873 | 0.8778149 | -15.5738850 | -5.10671234 | -0.737266839 | -1.69135892 | 19.86328506 | -6.95394659 | -32.5319633 | 2.166632 |\n",
"| TCGA.WK.A8XS.01 | -17.437363 | 2.3279343 | -14.1117725 | -9.53182697 | -1.346319437 | -4.17333555 | 9.51667976 | -16.67706490 | -36.7422791 | 30.971090 |\n",
"| TCGA.WK.A8XT.01 | -7.359215 | 7.1052942 | -22.6494637 | -11.25066948 | -0.525398731 | -0.77024508 | 20.77608490 | -11.82504749 | -32.0231934 | 13.203715 |\n",
"| TCGA.WK.A8XX.01 | 7.424263 | 12.8723192 | -14.3160782 | -5.09777927 | 4.576696873 | -4.50290012 | -10.09347248 | 0.82046431 | -19.7162952 | -5.538822 |\n",
"| TCGA.WK.A8XY.01 | -27.228540 | 1.1541086 | -12.0337591 | -1.76927781 | 0.007759228 | -1.73374021 | 14.57736683 | -15.93395138 | -10.9958639 | 35.592308 |\n",
"| TCGA.WK.A8XZ.01 | -20.512489 | 6.1760159 | -18.4479523 | -2.35805631 | 0.061862379 | -2.72592163 | 28.50241661 | -16.70464325 | -7.3291373 | 11.050899 |\n",
"| TCGA.WK.A8Y0.01 | 11.852974 | 9.1277056 | 0.1377307 | -0.08368968 | 4.001570702 | -1.81858695 | -16.34039116 | -9.58889103 | -2.8345549 | -4.535289 |\n",
"| TCGA.WP.A9GB.01 | -1.651132 | 5.2415009 | -21.8018265 | -6.30991650 | -0.840907454 | -1.32688081 | 9.59598732 | -8.72464466 | -33.7378731 | -2.540748 |\n",
"| TCGA.X2.A95T.01 | -27.004105 | 10.8027344 | -17.2086620 | -8.17567253 | -0.192120984 | -2.00524402 | 16.64289665 | -21.64624786 | -24.8493519 | 36.934624 |\n",
"| TCGA.X6.A7W8.01 | 1.371099 | 19.4766140 | -19.9540367 | -5.81045771 | 1.852467060 | -0.34141341 | -21.56307030 | -8.86954784 | -11.0687609 | 4.954573 |\n",
"| TCGA.X6.A7WA.01 | -12.094934 | 17.1752090 | -18.3941441 | -15.29800797 | -0.643056095 | -5.57982540 | -15.86233234 | -0.83218628 | -36.5248680 | 10.876071 |\n",
"| TCGA.X6.A7WB.01 | -11.051517 | 22.9919243 | -11.3339272 | -9.57014847 | 3.761214972 | -1.95943379 | -20.60759354 | -4.92163658 | -0.4738261 | 3.560136 |\n",
"| TCGA.X6.A7WC.01 | 10.820310 | 12.8155975 | -7.9715266 | -4.77371311 | 5.910759449 | -7.01116419 | -9.85337734 | -9.98629856 | -17.0799007 | -14.815958 |\n",
"| TCGA.X6.A7WD.01 | 4.152289 | -2.7508934 | -19.3162041 | 5.85151577 | -1.007409692 | -1.49286783 | 19.40249825 | 0.07407434 | -19.9963894 | -6.402717 |\n",
"| TCGA.X6.A8C2.01 | -1.423229 | 18.9707165 | 4.8189335 | 10.18875885 | 2.493381500 | -0.22240910 | -5.73377705 | -13.18646717 | 1.2123140 | -3.847415 |\n",
"| TCGA.X6.A8C3.01 | -24.636000 | 1.8333129 | -3.8892446 | 3.97969389 | 2.240756035 | 3.56786895 | 7.90571547 | -2.74799776 | 4.2961817 | -2.243532 |\n",
"| TCGA.X6.A8C5.01 | -5.839885 | 12.7894373 | -15.3453655 | -15.97980881 | -1.156222105 | -4.93912125 | -23.74421501 | -11.63039303 | -39.8680992 | 25.598343 |\n",
"| TCGA.X6.A8C6.01 | -4.657020 | 13.1163378 | -18.0923958 | 13.59577751 | 2.817414522 | -0.38577321 | 0.03127454 | -24.18162155 | -15.2542677 | 1.373986 |\n",
"| TCGA.X6.A8C7.01 | -20.020941 | 23.6681652 | -10.2942715 | 4.84505844 | 0.630194247 | 0.39512306 | 10.09361267 | -12.44737720 | -5.0911570 | -1.963405 |\n",
"| TCGA.X9.A971.01 | -11.685530 | 7.9312468 | -3.5711579 | 18.30434608 | 2.982671738 | -0.05043649 | 0.10162042 | -13.22313786 | 11.6379471 | 6.528980 |\n",
"| TCGA.X9.A973.01 | -10.832474 | 1.3802941 | -7.6886587 | 19.13819695 | -0.684914470 | 1.90384614 | 3.06031060 | -5.17560911 | 7.6818838 | 10.684248 |\n",
"| TCGA.Z4.A8JB.01 | 4.737831 | 15.9763060 | -9.0973988 | -6.94960213 | 6.602252483 | -2.27324414 | -26.09312057 | -5.95012283 | -24.3402042 | 8.166397 |\n",
"\n",
"\n",
"\n",
"\n"
],
"text/plain": [
"[[1]]\n",
" V2 V3 V4 V5 V6\n",
"TCGA.3B.A9HI.01 11.1992016 2.0343671 -12.50944710 19.68490028 0.838470876\n",
"TCGA.3B.A9HJ.01 -5.2070169 12.3819990 7.25596952 12.01733398 2.737030983\n",
"TCGA.3B.A9HL.01 11.6743784 1.9218457 0.03561664 13.03560829 1.314838171\n",
"TCGA.3B.A9HO.01 -2.1035938 2.9636817 -20.66786575 3.27240229 -0.389055669\n",
"TCGA.3B.A9HP.01 5.9372067 -0.8709377 -18.67186928 1.15189099 -0.737686515\n",
"TCGA.3B.A9HQ.01 -11.1631756 4.2495804 -9.97361755 -13.74001312 -1.195419073\n",
"TCGA.3B.A9HR.01 4.5845504 12.9738188 -8.42221642 16.87335587 2.828825474\n",
"TCGA.3B.A9HS.01 15.0197773 7.4645271 -14.16598129 5.83710861 2.158706427\n",
"TCGA.3B.A9HT.01 10.1451311 -2.7491279 -15.10713005 2.97635913 -0.569554746\n",
"TCGA.3B.A9HU.01 -23.5249825 5.7658377 -9.17012024 -5.38796949 0.591482699\n",
"TCGA.3B.A9HV.01 -9.8178673 13.7920046 -20.88751793 -1.85156393 5.097897053\n",
"TCGA.3B.A9HX.01 -13.7590046 18.9867249 -25.15852928 -12.62994003 -0.439456731\n",
"TCGA.3B.A9HY.01 2.0240171 8.5878429 -25.15348053 -0.66624093 -0.555394351\n",
"TCGA.3B.A9HZ.01 9.1294489 -0.6464487 -12.00117302 -3.34222436 -0.614438593\n",
"TCGA.3B.A9I0.01 -18.6532288 4.9463506 -21.86610985 2.04716849 -0.240421832\n",
"TCGA.3B.A9I1.01 -1.7197012 9.5005836 -27.94733620 6.63162041 0.357034624\n",
"TCGA.3B.A9I3.01 3.3397648 9.5391092 2.62260222 -4.94412327 1.620601416\n",
"TCGA.3R.A8YX.01 -4.5801382 17.5291328 -19.86503220 7.29923153 1.589648962\n",
"TCGA.DX.A1KU.01 -11.7192650 10.3761549 8.54970932 12.10154438 2.583966255\n",
"TCGA.DX.A1KW.01 4.7307367 13.3043890 3.08562469 11.79054832 2.053863525\n",
"TCGA.DX.A1KX.01 -30.8624382 19.2010803 -1.48686981 1.90975165 2.670180082\n",
"TCGA.DX.A1KY.01 3.0933793 9.6459322 -6.62242699 7.78555202 1.372977257\n",
"TCGA.DX.A1KZ.01 -9.7094402 15.5134001 5.23002100 11.14141846 2.027407169\n",
"TCGA.DX.A1L0.01 11.1018076 9.7098665 -4.47254276 7.47846603 1.554800510\n",
"TCGA.DX.A1L1.01 -3.2621603 14.8749266 8.88772011 5.77674723 1.878732920\n",
"TCGA.DX.A1L2.01 8.9936886 10.7360563 3.91116381 4.75319386 1.396181345\n",
"TCGA.DX.A1L3.01 1.7661511 19.3857994 -13.35565758 7.64426422 1.847516060\n",
"TCGA.DX.A1L4.01 -27.6958504 16.8952808 -1.81152582 12.87164307 6.570500374\n",
"TCGA.DX.A23R.01 8.3783731 5.8251944 -4.25379133 16.59903145 2.961729050\n",
"TCGA.DX.A23T.01 0.9272658 20.3641052 -7.56936359 0.55106688 0.423956752\n",
"TCGA.DX.A23U.01 3.2156184 5.1180978 2.61929393 17.79963493 2.133009911\n",
"TCGA.DX.A23V.01 11.0886135 12.9375668 -1.35884762 6.96541357 1.812756300\n",
"TCGA.DX.A23Y.01 -1.2099112 8.7002859 -0.91819477 20.96474838 1.487186909\n",
"TCGA.DX.A23Z.01 -10.6438370 19.4680843 -9.04894447 3.43786597 1.425121784\n",
"TCGA.DX.A240.01 -29.8347912 17.1507664 -11.33473873 1.14312947 5.409857273\n",
"TCGA.DX.A2IZ.01 -2.4297364 11.4526062 -1.53652477 15.26740265 0.934158504\n",
"TCGA.DX.A2J0.01 10.7402840 5.5013118 -0.58614206 13.32797241 1.971544504\n",
"TCGA.DX.A2J1.01 1.4838687 3.9406469 -5.37952614 20.68809319 -0.051973082\n",
"TCGA.DX.A2J4.01 3.9776242 11.0859499 -14.34481049 12.39174175 1.571082830\n",
"TCGA.DX.A3LS.01 4.8702726 13.6097584 -6.83431005 3.95012546 1.352646351\n",
"TCGA.DX.A3LT.01 7.4809761 0.9960787 4.38382721 11.81998539 2.567755699\n",
"TCGA.DX.A3LU.01 -6.9891396 4.5441151 4.14021969 18.97102165 3.034960508\n",
"TCGA.DX.A3LW.01 9.0752764 7.8085866 5.79663754 8.09638214 1.439348936\n",
"TCGA.DX.A3LY.01 -8.7633677 12.1530561 0.94263172 13.89857483 2.616364002\n",
"TCGA.DX.A3M1.01 11.0979567 3.1260822 5.33992386 6.39273739 2.678566217\n",
"TCGA.DX.A3M2.01 4.3423395 9.2522268 7.57006931 7.29115200 1.761329412\n",
"TCGA.DX.A3U5.01 10.3615303 7.8230877 -12.16041374 19.46276283 2.178524017\n",
"TCGA.DX.A3U6.01 -0.5733265 8.1799479 -11.21975899 -13.84565544 -0.707093477\n",
"TCGA.DX.A3U7.01 12.9522409 3.3696041 -11.82836151 1.54163885 1.859268904\n",
"TCGA.DX.A3U8.01 -15.5409946 12.8084631 -11.81498528 -14.07254982 -0.477732211\n",
"TCGA.DX.A3U9.01 -12.1462231 14.9620848 -14.10031414 6.57838011 3.866836071\n",
"TCGA.DX.A3UA.01 -8.2789602 0.2241276 -16.98290825 18.75919533 0.693982899\n",
"TCGA.DX.A3UB.01 -13.6897964 2.6812935 -22.33867836 -6.02376652 -0.666524231\n",
"TCGA.DX.A3UC.01 1.2458254 -2.0485303 -9.48784733 -7.43914700 -1.040668488\n",
"TCGA.DX.A3UD.01 -3.7468777 1.1842691 -12.46724510 -10.83946419 -1.211892605\n",
"TCGA.DX.A3UE.01 -15.2461834 10.6958818 -27.57595825 -5.37250614 -0.256376922\n",
"TCGA.DX.A3UF.01 -3.3242395 -5.8920078 -13.59030533 -0.21144128 -1.009605408\n",
"TCGA.DX.A48J.01 -10.8827868 24.3962154 -10.10867882 -1.65561390 2.370037556\n",
"TCGA.DX.A48K.01 -5.4286323 4.6986494 -11.16190434 -12.63676643 -0.545770526\n",
"TCGA.DX.A48L.01 -12.6558895 15.9600878 -1.09548330 11.50116444 2.166336775\n",
"TCGA.DX.A48N.01 0.6296597 -6.7351046 -9.91032028 -0.77392340 -0.717864931\n",
"TCGA.DX.A48O.01 2.3163850 -3.3643262 -15.02209854 -1.20499635 -0.825544715\n",
"TCGA.DX.A48P.01 -13.4780836 -0.4663543 -10.08112049 -10.82419205 -1.119053841\n",
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"TCGA.WK.A8XX.01 7.4242630 12.8723192 -14.31607819 -5.09777927 4.576696873\n",
"TCGA.WK.A8XY.01 -27.2285404 1.1541086 -12.03375912 -1.76927781 0.007759228\n",
"TCGA.WK.A8XZ.01 -20.5124893 6.1760159 -18.44795227 -2.35805631 0.061862379\n",
"TCGA.WK.A8Y0.01 11.8529739 9.1277056 0.13773072 -0.08368968 4.001570702\n",
"TCGA.WP.A9GB.01 -1.6511320 5.2415009 -21.80182648 -6.30991650 -0.840907454\n",
"TCGA.X2.A95T.01 -27.0041046 10.8027344 -17.20866203 -8.17567253 -0.192120984\n",
"TCGA.X6.A7W8.01 1.3710991 19.4766140 -19.95403671 -5.81045771 1.852467060\n",
"TCGA.X6.A7WA.01 -12.0949335 17.1752090 -18.39414406 -15.29800797 -0.643056095\n",
"TCGA.X6.A7WB.01 -11.0515175 22.9919243 -11.33392715 -9.57014847 3.761214972\n",
"TCGA.X6.A7WC.01 10.8203096 12.8155975 -7.97152662 -4.77371311 5.910759449\n",
"TCGA.X6.A7WD.01 4.1522889 -2.7508934 -19.31620407 5.85151577 -1.007409692\n",
"TCGA.X6.A8C2.01 -1.4232286 18.9707165 4.81893349 10.18875885 2.493381500\n",
"TCGA.X6.A8C3.01 -24.6359997 1.8333129 -3.88924456 3.97969389 2.240756035\n",
"TCGA.X6.A8C5.01 -5.8398852 12.7894373 -15.34536552 -15.97980881 -1.156222105\n",
"TCGA.X6.A8C6.01 -4.6570196 13.1163378 -18.09239578 13.59577751 2.817414522\n",
"TCGA.X6.A8C7.01 -20.0209408 23.6681652 -10.29427147 4.84505844 0.630194247\n",
"TCGA.X9.A971.01 -11.6855297 7.9312468 -3.57115793 18.30434608 2.982671738\n",
"TCGA.X9.A973.01 -10.8324738 1.3802941 -7.68865871 19.13819695 -0.684914470\n",
"TCGA.Z4.A8JB.01 4.7378306 15.9763060 -9.09739876 -6.94960213 6.602252483\n",
" V7 V8 V9 V10\n",
"TCGA.3B.A9HI.01 -0.788434505 14.01117897 -9.59201908 -14.3206339\n",
"TCGA.3B.A9HJ.01 -0.313255906 -0.30086878 -28.94264412 1.2432898\n",
"TCGA.3B.A9HL.01 -0.249735430 8.96565628 -24.49011230 -10.7031794\n",
"TCGA.3B.A9HO.01 -1.284389853 22.21488762 -15.17193508 -22.1286850\n",
"TCGA.3B.A9HP.01 -0.669842005 19.33909607 -6.93411398 -26.6256371\n",
"TCGA.3B.A9HQ.01 -3.750972271 -0.03327443 9.53543282 -13.8200121\n",
"TCGA.3B.A9HR.01 -0.110325672 -12.40183544 -33.68595123 -19.3304520\n",
"TCGA.3B.A9HS.01 -2.461467266 9.02257633 -9.15356731 -19.1746655\n",
"TCGA.3B.A9HT.01 -1.303047657 18.28430557 -7.02304506 -20.2530384\n",
"TCGA.3B.A9HU.01 -7.795491219 0.10257839 -8.88725471 -9.9745045\n",
"TCGA.3B.A9HV.01 -3.606525660 3.85730839 -13.41261005 -12.6885405\n",
"TCGA.3B.A9HX.01 -2.735374928 -1.06105375 -16.46202087 -28.2961407\n",
"TCGA.3B.A9HY.01 -1.229761600 11.89272785 -9.76343536 -31.8854160\n",
"TCGA.3B.A9HZ.01 -1.413690925 9.40509796 0.48141533 -29.8805962\n",
"TCGA.3B.A9I0.01 -2.009376049 26.89973068 -30.40447044 -11.5752106\n",
"TCGA.3B.A9I1.01 -1.335342646 13.02549458 -10.62850475 -16.9298820\n",
"TCGA.3B.A9I3.01 0.011892719 -21.13562775 -25.70899963 -20.0635414\n",
"TCGA.3R.A8YX.01 -2.641216993 2.76114941 -16.18583107 -11.9552460\n",
"TCGA.DX.A1KU.01 0.759505689 -16.88018036 -33.70048141 -7.4867258\n",
"TCGA.DX.A1KW.01 -0.233638629 4.50928497 -17.15966034 3.1537249\n",
"TCGA.DX.A1KX.01 -7.275842190 -13.80859184 -39.49754333 -11.5299110\n",
"TCGA.DX.A1KY.01 -0.742507279 5.18450165 -30.18160248 -7.6466036\n",
"TCGA.DX.A1KZ.01 0.199121565 -23.67398453 -31.29279709 0.8785819\n",
"TCGA.DX.A1L0.01 -1.102578521 -3.44737935 -31.29305840 -21.7529907\n",
"TCGA.DX.A1L1.01 0.301130593 1.59865499 -13.18601227 1.5384082\n",
"TCGA.DX.A1L2.01 0.038895726 7.65689373 -22.25172424 -9.4827013\n",
"TCGA.DX.A1L3.01 -0.771807134 13.82282162 -9.09437561 -6.7158666\n",
"TCGA.DX.A1L4.01 3.318182230 -10.66774845 -11.11611652 8.9679022\n",
"TCGA.DX.A23R.01 -0.782241166 15.74459934 -7.93729734 -7.8397908\n",
"TCGA.DX.A23T.01 0.620504498 6.54124069 -6.09153605 3.0308115\n",
"TCGA.DX.A23U.01 0.007655839 11.83777332 -24.12270355 -0.5288926\n",
"TCGA.DX.A23V.01 -1.451066017 -11.18760204 -36.13285828 -14.0273275\n",
"TCGA.DX.A23Y.01 0.443118960 15.15459347 -16.13963890 2.5297139\n",
"TCGA.DX.A23Z.01 0.728599191 15.45771503 -22.27373505 -0.9211184\n",
"TCGA.DX.A240.01 1.714167953 -3.47295165 -42.98657227 -18.9267464\n",
"TCGA.DX.A2IZ.01 0.111804381 -14.58993244 -33.17782593 3.5163143\n",
"TCGA.DX.A2J0.01 0.029502349 14.33421612 -11.82938671 -5.5783405\n",
"TCGA.DX.A2J1.01 0.397351176 17.16572380 -11.73278904 -5.5617666\n",
"TCGA.DX.A2J4.01 -0.257558882 9.90562057 -19.93885231 -14.8595572\n",
"TCGA.DX.A3LS.01 -0.286846340 -16.57149887 -16.01341438 -1.5635062\n",
"TCGA.DX.A3LT.01 -0.774911344 13.97395134 -15.62012100 -1.9608346\n",
"TCGA.DX.A3LU.01 0.566834033 -10.46713734 -23.82342148 10.3581934\n",
"TCGA.DX.A3LW.01 -1.289786577 0.39529058 -36.73241043 -15.2304249\n",
"TCGA.DX.A3LY.01 0.153128818 -14.95040131 -17.27952766 3.5616171\n",
"TCGA.DX.A3M1.01 -0.506456375 10.10281181 -11.11189079 -7.3494701\n",
"TCGA.DX.A3M2.01 -2.283087015 -4.73548222 -31.90021515 -4.9742088\n",
"TCGA.DX.A3U5.01 -0.870912194 16.14905739 -10.88710594 -13.1398745\n",
"TCGA.DX.A3U6.01 -5.602306843 -10.49767113 -4.38478804 -39.7783852\n",
"TCGA.DX.A3U7.01 -2.221095324 0.67333502 -14.25777435 -23.6149597\n",
"TCGA.DX.A3U8.01 -3.917540073 -3.80835509 3.72402334 -14.1659908\n",
"TCGA.DX.A3U9.01 -1.984397531 -20.70990562 -12.13076878 -4.7923250\n",
"TCGA.DX.A3UA.01 -1.646661282 24.17644882 -19.02449799 -11.0702591\n",
"TCGA.DX.A3UB.01 -2.660787582 15.99853992 -2.68029833 -22.0355740\n",
"TCGA.DX.A3UC.01 -1.043934941 13.80961323 4.50481749 -24.1563568\n",
"TCGA.DX.A3UD.01 -1.953342319 0.63340497 4.03616619 -29.8191586\n",
"TCGA.DX.A3UE.01 -0.959764957 4.16218281 -26.58328247 -41.3689079\n",
"TCGA.DX.A3UF.01 -0.334770679 21.00149918 2.57060671 -5.2128801\n",
"TCGA.DX.A48J.01 -0.602576017 -15.21885777 -5.03650522 -8.0884562\n",
"TCGA.DX.A48K.01 -0.935730994 -10.25236511 8.53116417 -25.9470482\n",
"TCGA.DX.A48L.01 0.978160739 -3.77924514 -33.81771851 6.0967236\n",
"TCGA.DX.A48N.01 -0.748798251 27.29240036 -10.31996632 -21.8631744\n",
"TCGA.DX.A48O.01 -0.638373435 23.27096176 -3.65276003 -16.8541641\n",
"TCGA.DX.A48P.01 -1.682353854 -4.57160664 -0.87406808 -24.5179272\n",
"TCGA.DX.A48R.01 -1.033006430 17.46028900 8.27429199 -8.4153976\n",
"TCGA.DX.A48U.01 -1.072777033 29.92641449 0.16576679 -14.9917650\n",
"TCGA.DX.A48V.01 -4.466363907 -10.52820873 1.75175834 -3.0149825\n",
"TCGA.DX.A6B7.01 -0.646158874 24.29223633 -12.75016880 -3.1715899\n",
"TCGA.DX.A6B8.01 -1.356992364 10.19271278 -19.20856476 -39.7247162\n",
"TCGA.DX.A6B9.01 -0.227680728 20.55175591 -3.57844448 -11.6326799\n",
"TCGA.DX.A6BA.01 -0.238553390 17.48396492 -17.33200645 -7.6110759\n",
"TCGA.DX.A6BB.01 -0.456383735 -9.83580875 -27.42156029 0.6435899\n",
"TCGA.DX.A6BE.01 -0.024445241 13.88588524 -10.35178089 -8.2793941\n",
"TCGA.DX.A6BF.01 0.493449211 6.81524754 -24.45118141 0.4562591\n",
"TCGA.DX.A6BG.01 -1.306887507 -6.63657379 -8.72289181 -10.0833311\n",
"TCGA.DX.A6BH.01 -0.080465548 -11.24953842 -17.62630463 -2.5631459\n",
"TCGA.DX.A6BK.01 0.262041032 -0.18515231 -5.27307796 8.0504093\n",
"TCGA.DX.A6YQ.01 0.132988021 -6.57276297 -15.46754742 5.6638327\n",
"TCGA.DX.A6YR.01 -2.658735752 -6.82073975 -16.89142227 -1.1328317\n",
"TCGA.DX.A6YS.01 -0.357660472 -6.85747004 -4.01498842 8.4900303\n",
"TCGA.DX.A6YT.01 -1.741253495 -21.83308792 -13.12356186 -12.7734776\n",
"TCGA.DX.A6YU.01 -0.718729198 -6.20950127 -8.66209316 -1.4768258\n",
"TCGA.DX.A6YV.01 -2.620666027 -13.79061985 -13.93923759 2.8137519\n",
"TCGA.DX.A6YX.01 -1.047457457 14.25911045 -1.11037099 -16.6299667\n",
"TCGA.DX.A6YZ.01 -0.904250622 -14.82919407 -8.05195141 3.4663565\n",
"TCGA.DX.A6Z0.01 -2.058625937 -8.52352238 -25.77303505 -4.3752151\n",
"TCGA.DX.A6Z2.01 -0.419028163 18.19981575 -16.34627533 -32.7900887\n",
"TCGA.DX.A7EF.01 -0.954620183 10.54658985 -5.24165487 -33.4163094\n",
"TCGA.DX.A7EI.01 -2.450390577 7.26792145 7.36202002 -13.4520235\n",
"TCGA.DX.A7EL.01 3.884268999 2.71561217 -5.26395845 8.0467405\n",
"TCGA.DX.A7EM.01 3.136606216 9.19228363 -18.04004288 6.5198717\n",
"TCGA.DX.A7EN.01 1.882761955 7.19475174 -4.07877254 4.5880952\n",
"TCGA.DX.A7EO.01 -0.782827258 12.61867046 -16.53623581 -10.0272722\n",
"TCGA.DX.A7EQ.01 -1.156445861 -3.23180556 -10.28239918 -9.2895279\n",
"TCGA.DX.A7ER.01 -0.160942435 -6.89236498 -11.35896969 5.1494193\n",
"TCGA.DX.A7ES.01 -3.757845402 3.36255145 -10.73036098 -5.6806097\n",
"TCGA.DX.A7ET.01 -3.239682436 -1.03636348 -4.02755308 -8.3679953\n",
"TCGA.DX.A7EU.01 -2.605630875 -17.09834480 -13.70225143 -10.7759838\n",
"TCGA.DX.A8BG.01 -1.680277824 -1.45611489 -4.44766808 -1.6068732\n",
"TCGA.DX.A8BH.01 -1.275126576 -5.03611183 -2.73740911 -1.9185225\n",
"TCGA.DX.A8BJ.01 -1.511420965 -5.17402315 -11.41679096 9.8206568\n",
"TCGA.DX.A8BK.01 -0.847394824 -5.77267647 -10.02830601 8.4723158\n",
"TCGA.DX.A8BL.01 -1.511995196 2.58822608 -17.48152542 -10.8924618\n",
"TCGA.DX.A8BM.01 -2.580703497 -5.31103516 -20.97152138 -30.4146194\n",
"TCGA.DX.A8BN.01 -1.823851466 5.45425177 -12.35906410 -15.9135427\n",
"TCGA.DX.A8BO.01 -1.223685265 0.13681100 -13.82842827 1.0506629\n",
"TCGA.DX.A8BP.01 -3.548448324 -8.65761375 -3.43829966 -1.0714227\n",
"TCGA.DX.A8BQ.01 -0.200286895 0.40586683 -26.05230713 -12.9069777\n",
"TCGA.DX.A8BR.01 -6.100277424 -9.30253124 -2.98230410 3.9985435\n",
"TCGA.DX.A8BS.01 -0.865331829 0.78511739 -9.48295212 7.2058687\n",
"TCGA.DX.A8BT.01 -0.172236040 -15.88902664 -25.98796654 2.5893018\n",
"TCGA.DX.A8BU.01 -4.330608368 -8.51357269 -8.14343739 -8.3191185\n",
"TCGA.DX.A8BV.01 -1.704003811 -13.56884670 -3.27153659 2.2296793\n",
"TCGA.DX.A8BX.01 -2.974093199 -13.92265606 -19.33148003 -29.1211586\n",
"TCGA.DX.A8BZ.01 0.185387611 3.34443307 -29.65728951 7.2859616\n",
"TCGA.DX.AATS.01 -0.212382212 -4.01725483 -26.31675339 6.5088801\n",
"TCGA.DX.AB2E.01 1.635088801 -14.16956425 -33.33689117 5.7044921\n",
"TCGA.DX.AB2F.01 1.743687272 7.80349445 -34.59193039 2.6577580\n",
"TCGA.DX.AB2G.01 0.148302838 9.07097816 -5.59024096 -0.8709635\n",
"TCGA.DX.AB2H.01 -0.476304650 -22.05815125 -20.82442474 9.5912275\n",
"TCGA.DX.AB2J.01 -1.454219341 -14.19270802 -3.95973635 -2.8955281\n",
"TCGA.DX.AB2L.01 -1.968662739 -8.01113415 -3.17678499 -11.8005056\n",
"TCGA.DX.AB2O.01 -1.284552932 16.09915543 -8.53562641 -11.6033030\n",
"TCGA.DX.AB2P.01 -0.917611539 -0.77777076 -14.80082607 6.1115570\n",
"TCGA.DX.AB2Q.01 0.029644797 -9.07042599 -30.49779892 -8.2479086\n",
"TCGA.DX.AB2S.01 -3.611162186 -3.89862657 -10.19956493 -10.4150381\n",
"TCGA.DX.AB2T.01 -1.682977557 -21.13257027 -21.57655334 -11.1898565\n",
"TCGA.DX.AB2V.01 -3.217496395 -0.09106554 -4.21908998 -17.5679264\n",
"TCGA.DX.AB2W.01 -10.911491394 -15.09318066 -12.78836060 -3.5481994\n",
"TCGA.DX.AB2X.01 -2.255780697 5.68055058 -12.23514843 -3.8484685\n",
"TCGA.DX.AB2Z.01 0.343098909 6.70364761 -19.31155777 10.1546917\n",
"TCGA.DX.AB30.01 -0.381942451 7.81104660 -13.06770992 -1.6534151\n",
"TCGA.DX.AB32.01 -0.617605448 -1.04620862 -18.10455894 -0.2301237\n",
"TCGA.DX.AB35.01 0.540316403 -2.01686645 -20.74022675 9.7434597\n",
"TCGA.DX.AB36.01 2.286777258 0.98981357 -0.61857885 6.2356753\n",
"TCGA.DX.AB37.01 6.218972683 0.75972056 -0.13454865 5.4826574\n",
"TCGA.DX.AB3A.01 0.926900685 -26.16940308 -38.42486572 -13.4050102\n",
"TCGA.DX.AB3B.01 -1.033859611 19.04770088 -2.31693888 -2.0516636\n",
"TCGA.DX.AB3C.01 0.494936883 7.80480576 -26.83709526 -3.3244736\n",
"TCGA.FX.A2QS.01 -0.438616216 1.22677732 -27.21792984 -3.0257213\n",
"TCGA.FX.A3NJ.01 -0.837301731 -2.86546350 -1.03273904 2.3044465\n",
"TCGA.FX.A3NK.01 -2.870034456 15.58107662 -16.31398010 1.0991896\n",
"TCGA.FX.A3RE.01 -0.896377504 24.22341537 -7.66579390 -1.7861046\n",
"TCGA.FX.A3TO.01 3.167778254 8.83824921 -7.11737156 4.5846128\n",
"TCGA.FX.A48G.01 -6.446987629 3.11391044 -4.68311501 -5.3778563\n",
"TCGA.FX.A76Y.01 -4.499691486 7.51591778 -5.73895502 -1.7233030\n",
"TCGA.FX.A8OO.01 0.014054099 0.01109765 -37.33890533 1.2014436\n",
"TCGA.HB.A2OT.01 -4.231862545 -8.80708981 -24.06087112 -23.2654972\n",
"TCGA.HB.A3L4.01 -0.935872138 18.26700020 -21.33177567 -28.2948399\n",
"TCGA.HB.A3YV.01 -2.871965170 3.87543225 -7.20774651 -26.7182751\n",
"TCGA.HB.A43Z.01 -12.563369751 1.24351907 -15.35253716 5.7476959\n",
"TCGA.HB.A5W3.01 -4.054453373 20.52732277 -23.11888885 -15.7223120\n",
"TCGA.HS.A5N7.01 -2.678968191 -0.76227832 -4.30434561 -30.4079990\n",
"TCGA.HS.A5N8.01 -5.302285671 24.18607903 -13.77940273 -11.8420057\n",
"TCGA.HS.A5NA.01 -4.407289982 -1.30217624 -3.73940229 -41.3293839\n",
"TCGA.IE.A3OV.01 -2.805487871 -1.12120152 -9.79106522 -3.4503872\n",
"TCGA.IE.A4EH.01 -2.206354856 21.26727867 2.74482393 -14.7330112\n",
"TCGA.IE.A4EI.01 -0.089645587 -12.71283340 -9.24526787 8.8423185\n",
"TCGA.IE.A4EJ.01 -0.089826494 -8.50701046 -38.41139984 -8.1130571\n",
"TCGA.IE.A4EK.01 -3.454174995 -11.73904991 -12.93827534 -40.7588120\n",
"TCGA.IE.A6BZ.01 -3.407927275 -1.07202888 -12.14774990 -34.9864616\n",
"TCGA.IF.A3RQ.01 -8.311664581 20.66678047 -29.35517502 -13.5619154\n",
"TCGA.IF.A4AJ.01 -1.205577612 -5.31741714 -17.66213226 -18.0385532\n",
"TCGA.IF.A4AK.01 -2.671097517 23.42390442 -15.93794918 1.6003984\n",
"TCGA.IS.A3K6.01 -9.164086342 -4.72979307 -12.64540768 -16.4402142\n",
"TCGA.IS.A3K7.01 -2.847512484 25.54268456 -24.66206169 -0.1982259\n",
"TCGA.IS.A3K8.01 4.019686699 -5.67963362 -7.22438002 6.3482618\n",
"TCGA.IS.A3KA.01 -1.206301808 10.75614071 -29.72842979 -17.6827145\n",
"TCGA.IW.A3M4.01 -1.570368409 21.49531555 -18.43685150 -15.2575073\n",
"TCGA.IW.A3M5.01 -5.119030476 -16.16039467 -9.79987049 -13.7736378\n",
"TCGA.IW.A3M6.01 8.532189369 -22.70548630 -17.64272499 5.2740955\n",
"TCGA.JV.A5VE.01 -2.401310444 7.85168266 -1.29746759 -31.9561329\n",
"TCGA.JV.A5VF.01 -2.581021070 2.09856915 0.80479246 -32.7822342\n",
"TCGA.JV.A75J.01 -0.929601908 16.87723732 -8.78893089 -5.8903136\n",
"TCGA.K1.A3PN.01 -2.407087564 19.76995087 -18.01414108 -27.1675682\n",
"TCGA.K1.A3PN.02 -2.501042604 25.98827362 -9.48806477 -2.3723271\n",
"TCGA.K1.A3PO.01 -2.985296011 25.91319656 -10.11323643 -2.5902789\n",
"TCGA.K1.A42W.01 -0.837973475 10.86982059 -7.52805948 -11.7775974\n",
"TCGA.K1.A42X.01 -0.529633582 -7.67485237 -22.04725266 4.4198904\n",
"TCGA.K1.A42X.02 -1.919432044 -11.23629379 0.70416856 -6.7800598\n",
"TCGA.K1.A6RT.01 -2.086227179 -8.70001507 0.69369060 -7.6630669\n",
"TCGA.K1.A6RU.01 -1.359400153 21.32176208 -33.30253983 -6.5922966\n",
"TCGA.K1.A6RV.01 -5.515748024 7.76079798 -0.32420462 -10.8935003\n",
"TCGA.KD.A5QS.01 -1.980718136 -11.02002048 -14.69867420 -18.0800476\n",
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"TCGA.KF.A41W.01 -0.893449605 -15.62464046 -4.68293238 -15.7782888\n",
"TCGA.LI.A67I.01 -1.009376764 6.29952574 -12.18884182 -18.4724541\n",
"TCGA.LI.A9QH.01 -1.327433825 9.79724503 5.20423317 -19.9690971\n",
"TCGA.MB.A5Y8.01 -2.073992252 4.09074259 -8.48556900 2.1908953\n",
"TCGA.MB.A5Y9.01 1.013391852 -25.76845741 -27.31879616 -16.5960293\n",
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"TCGA.MJ.A68H.01 -1.376042962 19.73043823 -15.02363777 -16.6100273\n",
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"TCGA.QQ.A8VG.01 -1.510932326 4.35546398 -12.90818310 -23.8061275\n",
"TCGA.QQ.A8VH.01 -1.329206467 -8.67343998 -0.77155763 1.2808722\n",
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"TCGA.RN.AAAQ.01 -1.083329797 0.36068282 -8.82647133 -15.2242575\n",
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"TCGA.SI.A71O.06 4.242039204 -6.85162163 -8.47379589 0.5014678\n",
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"TCGA.SI.AA8B.01 -1.013693690 -1.84094167 -18.79338264 -17.8007050\n",
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"TCGA.VT.A80J.02 2.059626341 -1.30326056 -20.07600403 9.5585489\n",
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"TCGA.Z4.A8JB.01 -2.273244143 -26.09312057 -5.95012283 -24.3402042\n",
" V11\n",
"TCGA.3B.A9HI.01 -23.031366348\n",
"TCGA.3B.A9HJ.01 -3.035895109\n",
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"factorizations[[1]]"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"# Export results into separated tables\n",
"write.table(biological_analysis, paste0(results_folder, \"results_biological_analysis.txt\"), \n",
" sep=\"\\t\", row.names=FALSE)\n",
"\n",
"write.table(clinical_analysis, paste0(results_folder, \"results_clinical_analysis.txt\"), \n",
" sep=\"\\t\", row.names=FALSE)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"library(ggplot2)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Warning message in min(biological_analysis[, \"nonZeroFacs\"]):\n",
"“min里所有的参数都不存在; 回覆Inf”\n",
"Warning message in max(biological_analysis[, \"nonZeroFacs\"]):\n",
"“max里所有的参数都不存在；回覆-Inf”\n",
"Warning message in min((biological_analysis[, \"selectivity\"] * 10) - 0.4):\n",
"“min里所有的参数都不存在; 回覆Inf”\n",
"Warning message in max((biological_analysis[, \"selectivity\"] * 10) + 0.2):\n",
"“max里所有的参数都不存在；回覆-Inf”\n"
]
},
{
"ename": "ERROR",
"evalue": "Error in min_nonZero:max_nonZero: 答案矢量会太长\n",
"output_type": "error",
"traceback": [
"Error in min_nonZero:max_nonZero: 答案矢量会太长\nTraceback:\n",
"1. scale_x_discrete(limits = min_nonZero:max_nonZero, labels = c(min_nonZero:max_nonZero))",
"2. discrete_scale(c(\"x\", \"xmin\", \"xmax\", \"xend\"), \"position_d\", \n . identity, ..., expand = expand, guide = guide, position = position, \n . super = ScaleDiscretePosition)",
"3. check_breaks_labels(breaks, labels)"
]
}
],
"source": [
"#tiff(\"BioEnr_go_fig1.tiff\", units=\"in\", width=8.95, height=6.05, res=300)\n",
"min_nonZero = min(biological_analysis[, \"nonZeroFacs\"]) \n",
"max_nonZero = max(biological_analysis[, \"nonZeroFacs\"]) \n",
"g <- ggplot(biological_analysis, \n",
" aes(x=nonZeroFacs,y=selectivity)) + \n",
" geom_point(aes(colour = methods, shape = cancer), size=5, alpha=.6, position=position_jitter(h=0, w=0.15))+ \n",
" theme_bw() + \n",
" scale_shape_manual(values=c(15,17,16)) + \n",
" scale_color_manual(values=c('#FF00FF', '#FF6E28', '#C8961E', '#FF0000', '#0000FF', '#A0A0A0', '#48D1CC', '#00FF00')) +\n",
" ylim(floor(min((biological_analysis[,\"selectivity\"]*10)-.4)) / 10,\n",
" ceiling(max((biological_analysis[,\"selectivity\"]*10)+.2)) / 10) +\n",
" labs(title=\"Biological annotations\", \n",
" x=\"# metagenes (factors) enriched in at least one annotation\") +\n",
" theme(plot.title = element_text(size=14,face=\"bold\"),\n",
" axis.text = element_text(size=11),\n",
" axis.title = element_text(size=13),\n",
" legend.text=element_text(size=10)) +\n",
" ylab(\"Selectivity\") + \n",
" labs(colour = \"Methods\", shape = \"Cancer\") +\n",
" guides(color = guide_legend(order = 1),shape = guide_legend(order = 2),size = guide_legend(order = 3)) + \n",
" #scale_x_discrete() + scale_x_discrete(limits=min_nonZero:max_nonZero) + \n",
" scale_x_discrete(limits=min_nonZero:max_nonZero, labels = c(min_nonZero:max_nonZero));\n",
"g\n",
"#dev.off()\n",
"\n",
"ggsave(paste0(results_folder, \"biological_annotations.pdf\"),dpi=300)\n",
"ggsave(paste0(results_folder, \"biological_annotations.png\"),dpi=300) "
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Saving 6.67 x 6.67 in image\n",
"\n",
"Saving 6.67 x 6.67 in image\n",
"\n"
]
},
{
"data": {
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OAJBDsAAAAAnkCwAwAAAOAJBDsAAAAA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AAKiDPVEEUXrtFdRED4gisQUFQLNVV2K3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\n9Pb27tOnD72hFhu1tbXe3t5+fn5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Icf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",
"text/plain": [
"plot without title"
]
},
"metadata": {
"image/png": {
"height": 420,
"width": 420
},
"text/plain": {
"height": 420,
"width": 420
}
},
"output_type": "display_data"
}
],
"source": [
"#tiff(\"BioEnr_go_fig1.tiff\", units=\"in\", width=8.95, height=6.05, res=300)\n",
"min_nonZero = min(clinical_analysis[, \"nonZeroFacs\"]) \n",
"max_nonZero = max(clinical_analysis[, \"nonZeroFacs\"]) \n",
"g <- ggplot(clinical_analysis, \n",
" aes(x=nonZeroFacs, y=selectivity)) + \n",
" geom_point(aes(colour = methods, shape = cancer), size=5, alpha=.6, position=position_jitter(h=0, w=0.15))+ \n",
" theme_bw() + \n",
" scale_shape_manual(values=c(15,17,16,17,18,19,20)) + \n",
" scale_color_manual(values=c('#FF00FF', '#FF6E28', '#C8961E', '#FF0000', '#0000FF', '#A0A0A0', '#48D1CC', '#00FF00')) +\n",
" ylim(floor(min((clinical_analysis[,\"selectivity\"]*10)-.4)) / 10,\n",
" ceiling(max((clinical_analysis[,\"selectivity\"]*10)+.2)) / 10) +\n",
" labs(title=\"Clinical annotations\", \n",
" x=\"# metagenes (factors) enriched in at least one annotation\") +\n",
" theme(plot.title = element_text(size=14,face=\"bold\"),\n",
" axis.text = element_text(size=11),\n",
" axis.title = element_text(size=13),\n",
" legend.text=element_text(size=10)) +\n",
" ylab(\"Selectivity\") + \n",
" labs(colour = \"Methods\",shape=\"Cancer\") +\n",
" guides(color = guide_legend(order = 1),shape = guide_legend(order = 2),size = guide_legend(order = 3)) + \n",
" #scale_x_discrete() + scale_x_discrete(limits=min_nonZero:max_nonZero) + \n",
" scale_x_discrete(limits=min_nonZero:max_nonZero, labels = c(min_nonZero:max_nonZero));\n",
"g\n",
"#dev.off()\n",
"\n",
"ggsave(paste0(results_folder, \"clinical_annotations.pdf\"),dpi=300)\n",
"ggsave(paste0(results_folder, \"clinical_annotations.png\"),dpi=300) "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "R",
"language": "R",
"name": "ir"
},
"language_info": {
"codemirror_mode": "r",
"file_extension": ".r",
"mimetype": "text/x-r-source",
"name": "R",
"pygments_lexer": "r",
"version": "3.5.1"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
Datasets
Models
