R
{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "© Copyright 2016 Dr Marta Milo, University of Sheffield. \n", "\n", "\n", "# Week 3 Practical - Solutions\n", "\n", "\n", "This Notebook contains the solution of the practical assignments for Week 3. \n", "\n", "The solution to the exercises assigned but they are not unique. All the exercises proposed can be solved in different manners, some more eficient than other but still correct is the requested output is obtained. \n", "\n", "\n", "For this reason, when you compare your solutions with these bear in mind that you might have found the solution using a different algorithm and different commands, nonethless they are still correct. These solutions are a guidance and also a surce of ideas that can be merged with yours to build your scripts and to improve it.\n", "\n", "\n", "To help you to evaluate your notebooks please follow the following criteria:\n", "\n", "* Overall clarity (score = 0.25)\n", "* Correctness of the code (score = 0.25)\n", "* Exhaustive cover of required analysis (score= 0.25) \n", "* Interpretation of the results (score = 0.25)\n", "\n", "These criteria are used when peer-marking and self-marking. Please read the guidelines given to quantify the above criteria with a grade. Make sure that you score interpretation with a full mark if it is exhaustive and clear.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Accessing the data\n", "\n", "\n", "### Comma or tab delimited files\n", "\n", "\n", "**Exercise 1**: Explore the command `read.table()` in R help. In a markdown cell give example of the use of this command for `.csv` and `.txt` files.\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "?read.table()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Example for `.csv` files:\n", "`read.csv(file, header=TRUE, sep=\",\", fill=TRUE)`\n", "\n", "Some times you want also to disable any quotes in the file that you read. This is done with using `quote = \"\"` within the parameters of the function.\n", "\n", "Example for `.txt` files space delimited:\n", "`read.delim(file, header=TRUE, sep=\" \", fill=TRUE)`\n", "\n", "Example for `.txt` files tab delimited:\n", "`read.delim(file, header=TRUE, sep=\"\\t\", fill=TRUE)`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " **Exercise 2**: Load the data contained in the file smokers.csv and explore. Check what is its structure, using the command `str()` and explain in a markdown cell what you have found and if there are problems with missing data. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "'data.frame':\t19 obs. of 2 variables:\n", " $ Smokers..mmHg. : num 103 114 125 118 119 128 110 98 125 134 ...\n", " $ Non.smokers..mmHg.: Factor w/ 14 levels \"\",\"101\",\"102\",..: 6 2 4 11 2 12 7 12 5 8 ...\n" ] }, { "data": { "text/html": [ "<table>\n", "<thead><tr><th scope=col>Smokers..mmHg.</th><th scope=col>Non.smokers..mmHg.</th></tr></thead>\n", "<tbody>\n", "\t<tr><td>1.03000e+02</td><td>107 </td></tr>\n", "\t<tr><td>1.14000e+02</td><td>101 </td></tr>\n", "\t<tr><td>1.25000e+02</td><td>103 </td></tr>\n", "\t<tr><td>1.18000e+02</td><td>95 </td></tr>\n", "\t<tr><td>1.19000e+02</td><td>101 </td></tr>\n", "\t<tr><td>1.28000e+02</td><td>98 </td></tr>\n", "\t<tr><td>1.10000e+02</td><td>112 </td></tr>\n", "\t<tr><td>9.80000e+01</td><td>98 </td></tr>\n", "\t<tr><td>1.25000e+02</td><td>106 </td></tr>\n", "\t<tr><td>1.34000e+02</td><td>113 </td></tr>\n", "\t<tr><td>1.11000e+02</td><td>102 </td></tr>\n", "\t<tr><td>1.14000e+02</td><td>114 </td></tr>\n", "\t<tr><td>1.15000e+02</td><td>101 </td></tr>\n", "\t<tr><td>1.12000e+02</td><td>94 </td></tr>\n", "\t<tr><td> NA</td><td> </td></tr>\n", "\t<tr><td> NA</td><td> </td></tr>\n", "\t<tr><td> NA</td><td> </td></tr>\n", "\t<tr><td>3.05975e-04</td><td>equal </td></tr>\n", "\t<tr><td>3.89071e-04</td><td>unequal </td></tr>\n", "</tbody>\n", "</table>\n" ], "text/latex": [ "\\begin{tabular}{r|ll}\n", " Smokers..mmHg. & Non.smokers..mmHg.\\\\\n", "\\hline\n", "\t 1.03000e+02 & 107 \\\\\n", "\t 1.14000e+02 & 101 \\\\\n", "\t 1.25000e+02 & 103 \\\\\n", "\t 1.18000e+02 & 95 \\\\\n", "\t 1.19000e+02 & 101 \\\\\n", "\t 1.28000e+02 & 98 \\\\\n", "\t 1.10000e+02 & 112 \\\\\n", "\t 9.80000e+01 & 98 \\\\\n", "\t 1.25000e+02 & 106 \\\\\n", "\t 1.34000e+02 & 113 \\\\\n", "\t 1.11000e+02 & 102 \\\\\n", "\t 1.14000e+02 & 114 \\\\\n", "\t 1.15000e+02 & 101 \\\\\n", "\t 1.12000e+02 & 94 \\\\\n", "\t NA & \\\\\n", "\t NA & \\\\\n", "\t NA & \\\\\n", "\t 3.05975e-04 & equal \\\\\n", "\t 3.89071e-04 & unequal \\\\\n", "\\end{tabular}\n" ], "text/plain": [ " Smokers..mmHg. Non.smokers..mmHg.\n", "1 1.03000e+02 107 \n", "2 1.14000e+02 101 \n", "3 1.25000e+02 103 \n", "4 1.18000e+02 95 \n", "5 1.19000e+02 101 \n", "6 1.28000e+02 98 \n", "7 1.10000e+02 112 \n", "8 9.80000e+01 98 \n", "9 1.25000e+02 106 \n", "10 1.34000e+02 113 \n", "11 1.11000e+02 102 \n", "12 1.14000e+02 114 \n", "13 1.15000e+02 101 \n", "14 1.12000e+02 94 \n", "15 NA \n", "16 NA \n", "17 NA \n", "18 3.05975e-04 equal \n", "19 3.89071e-04 unequal " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data<-read.csv(\"data_wk3/smokers.csv\", header=TRUE)\n", "str(data)\n", "data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the information that `str()` give on the object `data`, it is stated that `data` is composed of two variables with 19 observations. there is no information on NA (not applicable) values) and because of the different types of observations within column 2, it is not considered numeric.\n", "We can use `is.na(data[,1])` and `is.na(data[,2])` to check for NA values and also use other parameters within `read.csv()` to avoid to generate factors taht are difficult to manipulate.\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "<ol class=list-inline>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>TRUE</li>\n", "\t<li>TRUE</li>\n", "\t<li>TRUE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "</ol>\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item TRUE\n", "\\item TRUE\n", "\\item TRUE\n", "\\item FALSE\n", "\\item FALSE\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. FALSE\n", "2. FALSE\n", "3. FALSE\n", "4. FALSE\n", "5. FALSE\n", "6. FALSE\n", "7. FALSE\n", "8. FALSE\n", "9. FALSE\n", "10. FALSE\n", "11. FALSE\n", "12. FALSE\n", "13. FALSE\n", "14. FALSE\n", "15. TRUE\n", "16. TRUE\n", "17. TRUE\n", "18. FALSE\n", "19. FALSE\n", "\n", "\n" ], "text/plain": [ " [1] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n", "[13] FALSE FALSE TRUE TRUE TRUE FALSE FALSE" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "<ol class=list-inline>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "\t<li>FALSE</li>\n", "</ol>\n" ], "text/latex": [ "\\begin{enumerate*}\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\item FALSE\n", "\\end{enumerate*}\n" ], "text/markdown": [ "1. FALSE\n", "2. FALSE\n", "3. FALSE\n", "4. FALSE\n", "5. FALSE\n", "6. FALSE\n", "7. FALSE\n", "8. FALSE\n", "9. FALSE\n", "10. FALSE\n", "11. FALSE\n", "12. FALSE\n", "13. FALSE\n", "14. FALSE\n", "15. FALSE\n", "16. FALSE\n", "17. FALSE\n", "18. FALSE\n", "19. FALSE\n", "\n", "\n" ], "text/plain": [ " [1] FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE FALSE\n", "[13] FALSE FALSE FALSE FALSE FALSE FALSE FALSE" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "is.na(data[,1])\n", "is.na(data[,2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that there are NA values that we need to remove." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cleaning the data\n", "\n", "Once we have loaded the data we want to make sure that all values have the type that we expect. We also have Excel's calculations for the t-tests -- both of which we don't need. It is traditional in data analysis for data cleansing to be a rather complex step. \n", "\n", "**Exercise 3**:In the `smokers` data the strings **equal** and **unequal** in column 2 create problems when R converts the data into a data.frame. What problems they create? Suggest ways of coping with this problem, without altering the dimensions of the the `data.frame`, to ensure that column 2 is considered numeric. (**TIP**: Our solution was to avoid the problem when reading the file. Explore `read.csv()` for futher information on this).\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "'data.frame':\t19 obs. of 2 variables:\n", " $ Smokers..mmHg. : num 103 114 125 118 119 128 110 98 125 134 ...\n", " $ Non.smokers..mmHg.: chr \"107\" \"101\" \"103\" \"95\" ...\n" ] }, { "data": { "text/html": [ "<table>\n", "<thead><tr><th scope=col>Smokers..mmHg.</th><th scope=col>Non.smokers..mmHg.</th></tr></thead>\n", "<tbody>\n", "\t<tr><td>1.03000e+02</td><td>107 </td></tr>\n", "\t<tr><td>1.14000e+02</td><td>101 </td></tr>\n", "\t<tr><td>1.25000e+02</td><td>103 </td></tr>\n", "\t<tr><td>1.18000e+02</td><td>95 </td></tr>\n", "\t<tr><td>1.19000e+02</td><td>101 </td></tr>\n", "\t<tr><td>1.28000e+02</td><td>98 </td></tr>\n", "\t<tr><td>1.10000e+02</td><td>112 </td></tr>\n", "\t<tr><td>9.80000e+01</td><td>98 </td></tr>\n", "\t<tr><td>1.25000e+02</td><td>106 </td></tr>\n", "\t<tr><td>1.34000e+02</td><td>113 </td></tr>\n", "\t<tr><td>1.11000e+02</td><td>102 </td></tr>\n", "\t<tr><td>1.14000e+02</td><td>114 </td></tr>\n", "\t<tr><td>1.15000e+02</td><td>101 </td></tr>\n", "\t<tr><td>1.12000e+02</td><td>94 </td></tr>\n", "\t<tr><td> NA</td><td> </td></tr>\n", "\t<tr><td> NA</td><td> </td></tr>\n", "\t<tr><td> NA</td><td> </td></tr>\n", "\t<tr><td>3.05975e-04</td><td>equal </td></tr>\n", "\t<tr><td>3.89071e-04</td><td>unequal </td></tr>\n", "</tbody>\n", "</table>\n" ], "text/latex": [ "\\begin{tabular}{r|ll}\n", " Smokers..mmHg. & Non.smokers..mmHg.\\\\\n", "\\hline\n", "\t 1.03000e+02 & 107 \\\\\n", "\t 1.14000e+02 & 101 \\\\\n", "\t 1.25000e+02 & 103 \\\\\n", "\t 1.18000e+02 & 95 \\\\\n", "\t 1.19000e+02 & 101 \\\\\n", "\t 1.28000e+02 & 98 \\\\\n", "\t 1.10000e+02 & 112 \\\\\n", "\t 9.80000e+01 & 98 \\\\\n", "\t 1.25000e+02 & 106 \\\\\n", "\t 1.34000e+02 & 113 \\\\\n", "\t 1.11000e+02 & 102 \\\\\n", "\t 1.14000e+02 & 114 \\\\\n", "\t 1.15000e+02 & 101 \\\\\n", "\t 1.12000e+02 & 94 \\\\\n", "\t NA & \\\\\n", "\t NA & \\\\\n", "\t NA & \\\\\n", "\t 3.05975e-04 & equal \\\\\n", "\t 3.89071e-04 & unequal \\\\\n", "\\end{tabular}\n" ], "text/plain": [ " Smokers..mmHg. Non.smokers..mmHg.\n", "1 1.03000e+02 107 \n", "2 1.14000e+02 101 \n", "3 1.25000e+02 103 \n", "4 1.18000e+02 95 \n", "5 1.19000e+02 101 \n", "6 1.28000e+02 98 \n", "7 1.10000e+02 112 \n", "8 9.80000e+01 98 \n", "9 1.25000e+02 106 \n", "10 1.34000e+02 113 \n", "11 1.11000e+02 102 \n", "12 1.14000e+02 114 \n", "13 1.15000e+02 101 \n", "14 1.12000e+02 94 \n", "15 NA \n", "16 NA \n", "17 NA \n", "18 3.05975e-04 equal \n", "19 3.89071e-04 unequal " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data1=read.csv(\"data_wk3/smokers.csv\", header=TRUE, stringsAsFactors=FALSE)\n", "str(data1)\n", "data1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Exercise 4**: Create a data.frame from smokers data with NA values and numerical data. Exclude the rows that are calculations from an Excel file (Could they be the last two rows?). Write the data in the directory `data_wk3` in a .csv file called \"smokers_clean.csv\".\n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "<table>\n", "<thead><tr><th scope=col>Smokers..mmHg.</th><th scope=col>Non.smokers..mmHg.</th></tr></thead>\n", "<tbody>\n", "\t<tr><td>103</td><td>107</td></tr>\n", "\t<tr><td>114</td><td>101</td></tr>\n", "\t<tr><td>125</td><td>103</td></tr>\n", "\t<tr><td>118</td><td> 95</td></tr>\n", "\t<tr><td>119</td><td>101</td></tr>\n", "\t<tr><td>128</td><td> 98</td></tr>\n", "\t<tr><td>110</td><td>112</td></tr>\n", "\t<tr><td> 98</td><td> 98</td></tr>\n", "\t<tr><td>125</td><td>106</td></tr>\n", "\t<tr><td>134</td><td>113</td></tr>\n", "\t<tr><td>111</td><td>102</td></tr>\n", "\t<tr><td>114</td><td>114</td></tr>\n", "\t<tr><td>115</td><td>101</td></tr>\n", "\t<tr><td>112</td><td> 94</td></tr>\n", "\t<tr><td> NA</td><td> NA</td></tr>\n", "\t<tr><td> NA</td><td> NA</td></tr>\n", "\t<tr><td> NA</td><td> NA</td></tr>\n", "</tbody>\n", "</table>\n" ], "text/latex": [ "\\begin{tabular}{r|ll}\n", " Smokers..mmHg. & Non.smokers..mmHg.\\\\\n", "\\hline\n", "\t 103 & 107\\\\\n", "\t 114 & 101\\\\\n", "\t 125 & 103\\\\\n", "\t 118 & 95\\\\\n", "\t 119 & 101\\\\\n", "\t 128 & 98\\\\\n", "\t 110 & 112\\\\\n", "\t 98 & 98\\\\\n", "\t 125 & 106\\\\\n", "\t 134 & 113\\\\\n", "\t 111 & 102\\\\\n", "\t 114 & 114\\\\\n", "\t 115 & 101\\\\\n", "\t 112 & 94\\\\\n", "\t NA & NA\\\\\n", "\t NA & NA\\\\\n", "\t NA & NA\\\\\n", "\\end{tabular}\n" ], "text/plain": [ " Smokers..mmHg. Non.smokers..mmHg.\n", "1 103 107 \n", "2 114 101 \n", "3 125 103 \n", "4 118 95 \n", "5 119 101 \n", "6 128 98 \n", "7 110 112 \n", "8 98 98 \n", "9 125 106 \n", "10 134 113 \n", "11 111 102 \n", "12 114 114 \n", "13 115 101 \n", "14 112 94 \n", "15 NA NA \n", "16 NA NA \n", "17 NA NA " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "write.csv(data1[1:17,],file=\"data_wk3/smokers_clean.csv\",row.names=FALSE)\n", "data2<-read.csv(\"data_wk3/smokers_clean.csv\")\n", "data2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I picked out the rows 1-17 to write in order to remove the calculation data. In addition, I added `row.names=TRUE` to keep track of row names. These can be changed in something more meaningful. \n", "If the second col has empty we need to remove them before calculting the mean, it would not happen if you write the data frame and then read it again to upload the data in your workspace. \n", "\n", "\n", "### Missing Data\n", "\n", "Often in a data set we have missing values, expressed within R as `NA` entries. NA stands for 'Not Available' and means that data is missing. In this context, if we were looking at an Excel file the corresponding cells in the Excel spreadsheet would be empty. These entries can cause problems with R functions and commands. We can tell R to exclude missing values with the parameter `na.rm`, in functions such as `mean()`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Exercise 5**: In the cleaned smoker data ( from *Exercise 4*) analyse the problem of missing values by calculating descriptive statistics of the data with and without missing values. Visualise the data in the way that is more appropriate to highlight the problem. Explain your choices in a markdown cell. Evaluate if there is a significant difference beetween smokers and non-smokers with a t-test. Plot results." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "<table>\n", "<thead><tr><th></th><th scope=col>Mean with NA removed</th><th scope=col>Mean with NA=0</th></tr></thead>\n", "<tbody>\n", "\t<tr><th scope=row>Smokers</th><td>116.1429</td><td>95.64706</td></tr>\n", "\t<tr><th scope=row>Non-smokers</th><td>103.2143</td><td>85.00000</td></tr>\n", "</tbody>\n", "</table>\n" ], "text/latex": [ "\\begin{tabular}{r|ll}\n", " & Mean with NA removed & Mean with NA=0\\\\\n", "\\hline\n", "\tSmokers & 116.1429 & 95.64706\\\\\n", "\tNon-smokers & 103.2143 & 85.00000\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "1. 116.142857142857\n", "2. 103.214285714286\n", "3. 95.6470588235294\n", "4. 85\n", "\n", "\n" ], "text/plain": [ " Mean with NA removed Mean with NA=0\n", "Smokers 116.1429 95.64706 \n", "Non-smokers 103.2143 85.00000 " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg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\n+AAAAABJRU5ErkJggg==", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mean1<-mean(data2[,1],na.rm=TRUE)\n", "mean2<-mean(data2[,2],na.rm=TRUE)\n", "\n", "data3<-data2\n", "data3[is.na(data3)]=0\n", "mean3<-mean(data3[,1])\n", "mean4<-mean(data3[,2])\n", "\n", "mean_total<-c(mean1, mean2, mean3, mean4)\n", "plotmean<-matrix(mean_total, nrow=2, ncol=2)\n", "colnames(plotmean)=c(\"Mean with NA removed\", \"Mean with NA=0\")\n", "rownames(plotmean)=c(\"Smokers\", \"Non-smokers\")\n", "plotmean\n", "\n", "barplot(plotmean, beside=TRUE, ylim=c(0,125), legend=c(\"Smokers\",\"Non-smokers\"), ylab=\"Blood pressure (mmHg)\", \n", " col=c(\"lightblue\",\"red\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The barplot of the means (smokers and non-smokers) for the data with NA removed and the data with NA=0, shows that when the NA are removed the means are smaller than the ones with NA considered as zero. This is because it counts in the sample size. This proves that it is important to remove the NA from the data because it could potentially skew it to be more widely dispersed, which the next graph, a box plot, will illustrate." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg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", "text/plain": [ "plot without title" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "boxplot(data2[,1],data2[,2],data3[,1],data3[,2], ylim=c(0,150),range=0,\n", " col=\"light blue\",ylab=\"Blood Pressure (mmHg)\", names=c(\"S, N=0\", \"NS, N=0\", \"S, NA.RM\", \"NS, NA.RM\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The box plot, in which the range is set to 0, causing whiskers to extend to the most extreme values. This is for including outliers in teh plots. Clearly the data sets with missing data is more dispersed, with minimum outliers of 0. The missing values does not implicate the median value as much, however, since it is base on the rank order instead of the average." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "\tWelch Two Sample t-test\n", "\n", "data: data2[, 1] and data2[, 2]\n", "t = 4.1621, df = 22.546, p-value = 0.0003891\n", "alternative hypothesis: true difference in means is not equal to 0\n", "95 percent confidence interval:\n", " 6.495648 19.361495\n", "sample estimates:\n", "mean of x mean of y \n", " 116.1429 103.2143 \n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "\n", "\tWelch Two Sample t-test\n", "\n", "data: data3[, 1] and data3[, 2]\n", "t = 0.70864, df = 31.505, p-value = 0.4838\n", "alternative hypothesis: true difference in means is not equal to 0\n", "95 percent confidence interval:\n", " -19.97615 41.27027\n", "sample estimates:\n", "mean of x mean of y \n", " 95.64706 85.00000 \n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "t.test(data2[,1],data2[,2])\n", "t.test(data3[,1],data3[,2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The test is evaluating the significance between the blood pressure of smokers vs non-smokers using a t-test with Welch's correction. The data set with missing values as 0 had a p-value of 0.48, while the data set with missing values removed had a p-value of 0.0004. Clearly, removing missing values resulted in a statistically significant difference. Therefore, the implications of missing values on statistical significance can be quite massive." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exponential and Log manipulations. \n", "In R we can use the the command `exp(x)` for computing $e^x$ and `log10(x),log2(x),logb(x, base=b)` to compute $log_{10}(x)$, $log_2(x)$ or $log_b(x)$.\n", "\n", "**Exercice 6**:\n", "Using the clean smokers data take the $log_2$ of the data and compare the density distribution of the data with or without the log transformation. Plot the densities on the the same plot using the command `lines()`. Explain in a markdown cell what you can derive." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "<table>\n", "<thead><tr><th scope=col>Smokers (mmHg)</th><th scope=col>Non-smokers (mmHg)</th></tr></thead>\n", "<tbody>\n", "\t<tr><td>6.686501</td><td>6.741467</td></tr>\n", "\t<tr><td>6.832890</td><td>6.658211</td></tr>\n", "\t<tr><td>6.965784</td><td>6.686501</td></tr>\n", "\t<tr><td>6.882643</td><td>6.569856</td></tr>\n", "\t<tr><td>6.894818</td><td>6.658211</td></tr>\n", "\t<tr><td>7.000000</td><td>6.614710</td></tr>\n", "\t<tr><td>6.781360</td><td>6.807355</td></tr>\n", "\t<tr><td>6.614710</td><td>6.614710</td></tr>\n", "\t<tr><td>6.965784</td><td>6.727920</td></tr>\n", "\t<tr><td>7.066089</td><td>6.820179</td></tr>\n", "\t<tr><td>6.794416</td><td>6.672425</td></tr>\n", "\t<tr><td>6.832890</td><td>6.832890</td></tr>\n", "\t<tr><td>6.845490</td><td>6.658211</td></tr>\n", "\t<tr><td>6.807355</td><td>6.554589</td></tr>\n", "</tbody>\n", "</table>\n" ], "text/latex": [ "\\begin{tabular}{r|ll}\n", " Smokers (mmHg) & Non-smokers (mmHg)\\\\\n", "\\hline\n", "\t 6.686501 & 6.741467\\\\\n", "\t 6.832890 & 6.658211\\\\\n", "\t 6.965784 & 6.686501\\\\\n", "\t 6.882643 & 6.569856\\\\\n", "\t 6.894818 & 6.658211\\\\\n", "\t 7.000000 & 6.614710\\\\\n", "\t 6.781360 & 6.807355\\\\\n", "\t 6.614710 & 6.614710\\\\\n", "\t 6.965784 & 6.727920\\\\\n", "\t 7.066089 & 6.820179\\\\\n", "\t 6.794416 & 6.672425\\\\\n", "\t 6.832890 & 6.832890\\\\\n", "\t 6.845490 & 6.658211\\\\\n", "\t 6.807355 & 6.554589\\\\\n", "\\end{tabular}\n" ], "text/plain": [ " Smokers (mmHg) Non-smokers (mmHg)\n", "1 6.686501 6.741467 \n", "2 6.832890 6.658211 \n", "3 6.965784 6.686501 \n", "4 6.882643 6.569856 \n", "5 6.894818 6.658211 \n", "6 7.000000 6.614710 \n", "7 6.781360 6.807355 \n", "8 6.614710 6.614710 \n", "9 6.965784 6.727920 \n", "10 7.066089 6.820179 \n", "11 6.794416 6.672425 \n", "12 6.832890 6.832890 \n", "13 6.845490 6.658211 \n", "14 6.807355 6.554589 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "colnames(data3)<-c(\"Smokers (mmHg)\", \"Non-smokers (mmHg)\")\n", "data4<-log2(data3[1:14,]) # we need to remove the NA\n", "data4" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg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\nTkSuQmCC", "text/plain": [ "Plot with title “density.default(x = data3[1:14, 1])”" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(density(data3[1:14,1]))\n", "lines(density(data3[1:14,2]), col=\"red\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To visualise the density distribution of the original data vs log2-transformed data, we need to adjust the ranges of the plot since the values are on different scales. A solution for this can be: " ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg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", "text/plain": [ "Plot with title “Smoker Data”" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "par(mfrow=c(1,2))\n", "plot(density(data4[,1]), col=234, main= \"Log2 Smoker Data\", xlab=\"Log2(mmHg)\", xlim=c(6.4,7.7), ylim=c(0,4.5))\n", "lines(density(data4[,2]), col=213)\n", "\n", "\n", "plot(density(data3[1:14,1]), col=234, main= \"Smoker Data\", xlab=\"mmHg\", xlim=c(90,160), ylim=c(0,0.1))\n", "lines(density(data3[1:14,2]), col=213)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plots are showing that, although on different scales, the density distributions of both datasets are the same. Therefore, it can be concluded that log-transformation does not alter the density distribution of the original data and allows comparisons with other datasets by normalising scale and order of magnitude of teh values.\n", "\n", "\n", "**Exercise 7**: Build a MA plot of the smoker data using the above formulae. Enrich the plot with labels and colors and In a markdown cell explain why M represents the fold change between samples and A the over signal. \n", "\n", "We can use a function to solve this exercise: " ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg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\nYII=", "text/plain": [ "Plot with title “MA plot of Smokers data”" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x<-data3[1:14,1]\n", "y<-data3[1:14,2]\n", "MA<-function(x,y){\n", " M<-log2(x)-log2(y)\n", " A<-0.5*(log2(x)+log2(y))\n", " plot(A, M, xlab=\"A\", ylab=\"M\", main=\"MA plot of Smokers data\", col=c(\"green\", \"red\"))\n", "}\n", "\n", "MA(x,y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "M represents the fold change between samples because `logb(x)-logb(y) = logb(x/y)`, effectively converting it into a ratio.\n", "\n", "A is the average log-signal intensity because `(logb(x)+logb(y))/2` is simply the average between log(x) and log(y). \n", "\n", "\n", "### For Loops and conditional statements\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [], "source": [ "mydata<-rnorm(100,mean=0,sd=1)\n", "mydata2<-rnorm(100,mean=2,sd=1)\n", "\n", "par(mfrow=c(2, 2))\n", "for(i in 1:2){\n", " hist(mydata,col='red', prob=TRUE)\n", " lines(density(mydata), pch=3, lty=i, col=\"blue\")\n", " hist(mydata2,col='red',prob=TRUE)\n", " lines(density(mydata2), pch=3, lty=i, col=\"blue\")\n", " #title(main=paste(\"lty = \",i), col.main=\"blue\")\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Exercise 8**: Use a for loop to plot the smokers data as shown in the example above, with and without the log transformation. " ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg\nAElEQVR4nOzdeXwM9/8H8NfKjZCLIHETiWjclbauuK/gi7iLqptSR8QZR+SLUmfcR6irqDMI\nJWgdiZY6qq5E3NFERRDknt8f87W/NLKRbHZ2diev56OPPuzszHzemXnvZ987x2dUgiCAiIiI\niIxfIbkDICIiIiLdYGFHREREpBAs7IiIiIgUgoUdERERkUKwsCMiIiJSCBZ2RERERArBwo6I\niIhIIVjYERERESkECzsiIiIihWBhR0RERKQQLOyIiIiIFIKFHREREZFCsLAjIiIiUggWdkRE\nREQKwcKOiIiISCFY2BEREREpBAs7IiIiIoVgYUdERESkECzsiIiIiBSChR0RERGRQrCwIyIi\nIlIIFnZERERECsHCjoiIiEghWNgRERERKQQLOyIiIiKFYGEHAC9evBg7dqyjo6OlpaWVlZWb\nm9uwYcPu3bun84YSExNVKpVKpTp9+rTOV04ycnZ2VqlU5cuXf/funXpiz549VSpVvXr1ZAxM\na8xVPVN2L1SqVCmVSrVp0yapG1q/fr1KpSpVqpTUDRkg9kI6oYBcZWEHQRD69OmzZMmSuLi4\n5OTkpKSkW7durVmzpk6dOtHR0XJHR8bk4cOHCxculDsKMj7shfRPrHj69u0rdyA6xl5IefKa\nqyzs8PTp09DQUACjRo2KiopKTk4+efJk6dKlExIS/P395Y6OjMzcuXMfPXokdxRkZNgLkQ6x\nFyrgWNjh/v374j8mTpxYuXJlc3NzLy+vgIAAd3f3N2/eAEhOTnZ1dXV1dT148GCHDh2KFy9e\nt27dI0eO3L59u3nz5sWKFatSpcrmzZszr3P//v2NGjWys7MrXbp069atz58/n23ToaGhJiYm\nJiYmBw4cAJCSkjJjxoxPPvmkaNGi9evXDwoKEgRBnNPU1FSlUu3bt8/f379MmTJJSUlxcXEj\nRoyoWLGilZVV1apVJ0yYEB8fL91WotwwMzN79+7dpEmTNM2QQ2K4u7u7uroePnx4yJAhZcqU\ncXR0HDp0aGJiYrbr0bT3matGqgD2QjmEJwjCsmXL3N3dHR0dR48effDgQVdXV29v72zXk5GR\nMW/ePDc3txIlSnz55Zfi5lJ78OBBv379ypYta2FhUb58+WHDhj179gzA6tWrr127BuDKlSvz\n5s3LYU6jw14IzFWhwIuLizMzMwPg7e197Nix5OTkLDOor1ewtLRUqVTiv83NzW1tbdUvVSrV\ntWvXxPnVh8Gtra0tLCzEd/fu3SsIwuvXr8W3Tp06dfPmzWLFigEQ01EQhA4dOohLVa9eXZxt\nzJgx4lsmJiYA2rRpI05/+/atp6enmL7ly5cXJzZq1CgjI0Nfm43+xcnJCUC/fv0cHBwAnD17\nVhCEHj16AKhbt644Tw6JIbzfxSVLlhSni3OOHz/+w7YyMjI07X3mqpFSfC/k6OgIIDg4+KPh\nCYIQEBAgvitukwoVKgBwd3fPdtONGTMm88yFCxcG4OjoKAhCUlKSm5ub+K74wQTQtm1bQRAa\nNGiA9xwdHXOY04iwF2KuiljYCYIgrF69WtxhYi56enqOGzfuzJkz4rvqNG3VqtWbN2/CwsLE\nl3Xr1n3x4sXVq1dNTU0BrFy5UhCE2NhYcW+NGjUqLS3t7du3HTt2BFC2bNm0tDR1mu7du7dq\n1aoA/Pz8xFZOnDgBwMTEJDo6WhCEc+fOqVQqExOT27dvC+/T1NnZ+dChQzdu3IiMjBTXExER\nIQhCRESEhYWFhYVFVFSUPFuwwBO71DFjxqxatUrMjfT09Mxdas6JIbzfxZ6enk+ePImJiWnY\nsCGA6tWrf9jW3bt3Ne195qrxUnYvlPnLMufwnj17VqRIEQATJkxISUm5dOmSvb29pi/LqKgo\nMaqAgIDU1NSLFy/a2NiovyzPnDkj/jli/Fu2bAFgbm4ufuLEj2efPn0+OqexYC/EXBWxsPuf\nx48fr169ulevXi4uLnhv5MiRQqYudceOHeLMdnZ2ABYvXiy+FH8uLFiwQBAE8UIZU1PTxMRE\n8d3r16+Li0dHR6vTtEyZMgBKly6t3hmzZs0C4OTkNPU98dfJmjVrhPdpumzZMnFmdZpWqFDB\n19c3LCwsKSlJj1uLslJ3qWlpaR4eHmK/kLlLzTkxhPe7eOvWreK7y5YtA2Bvby8Iwv37939/\n79q1aznsfeaqUVNwL5T5yzLn8A4fPgzAysrq7du34rvTp09Xf1lm+SwEBweLX43qP0E8KCJ+\nWaalpb179+7169eXLl3atGlTu3btxFbevXsn/PvLMuc5jQV7IeaqiIVdNm7fvj106FBxY12/\nfl2dpsePHxdnEKvyLVu2iC/d3d3Vabp69Wox29Rre/v2rbh4WFiYOk3VfvjhB3G2QYMGITu+\nvr7C+zRVH/4VBGHdunWZb5MuWrTo/Pnzjev3pZKou1RBEE6ePCl+XNu2bavuUnNODOH9Lt63\nb5/4rtgLiF3qyJEj1Tu6cuXKgua9z1xVDIX1Qpm/LHMOLygoSJ3nom3btuH9l2WWz8LMmTMB\nfPrpp+qZxVpE/LJMT0/39fW1trYW5xc/pMjuyzLnOY0FeyHmqog3T2Dz5s02NjYlSpRISkoS\np7i4uAQGBor//vvvv/O0tnLlygGIjY1V7371SFRly5ZVz9aiRYv+/fsDmDRpknhpqviL5MOr\nOr777jv1UuoLFAAMGjTo3r17ISEhgwYNKlmyZGJiop+f36lTp/L2x5MEvLy8unTpEhsbe/To\nUfXEXCZGLulk7zNXDUeB6oVyDk/8Wo2NjU1NTRUnPnjwQNOqxIAfPXqUkZHx4cy7du1asGBB\nSkrK1q1bnz17luWC/cxyP6exYC+EApyrLOxQq1atly9f/vPPP4MGDRI3+u3bt+fMmQNApVKJ\nB7Rzr06dOpaWlmlpaVOnTs3IyEhKSpoyZQqA0qVLV6pUST3blClT5syZY2lpGRMTI97nIl4g\nefbs2adPnwJ4/vz5wIED+/bte+nSpQ9b2bBhQ6lSpWrXrv3FF1+sW7cuMjKyePHiAG7duqX9\nhiDdWbBggbm5ufD+Fi3kOjGypb5YWBCEqKgoXe195qrhKFC9UM7h1a5dW6VSJSYmBgYGZmRk\n3Lx5c/ny5epls3wWGjVqpFKpnj59unDhwoyMjD///FM8yCS6ceMGgFKlSnXv3t3GxmbdunUf\nBiNW0rmZ0+iwF1IrcLkqkCB8++236g1SqND/F7uBgYFCpisGcnNgWRCE+fPni/Pb2NiI110C\n2LNnj/Dve3wEQfD19QVgYWFx7969jIwMLy8vcSlPT0/xsspatWqJ98dlOUJ+9+5dMS/FEerF\nf1taWt68eVOvG47ey3wSRDR58mRxX6vvR8shMYQcT4JkkcPeZ64aL2X3QlnuNMz5szBgwABx\nipWVFQCxXU13Gg4cOFCc2dLSUr3pxNNbe/fuFd8qWrSojY2NeJ07gJcvXwqCMGzYMADW1tbD\nhg3LeU5jwV6IuSpiYScIgpCenr53797mzZs7Ozubm5uXK1euTZs2hw8fFu+FzmuaCoKwZ8+e\nzz//3MbGxtHRsWXLlufOnROnZ0nT58+fixnm4+MjCMKbN2/Gjx/v4uJiYWFRqVIlX1/fhIQE\nccEsaSoIwpUrV7p37+7s7GxmZlayZMlWrVr9+uuvUm8o0uTDLvXVq1elS5fO3KUKmhNDyEuX\nKmje+8xV46XsXijLl2UO4QmCkJycPHHixIoVK9rY2HTr1k08CqLpyzI1NXXq1KlVq1a1tbXt\n1q3bihUrKleu3KBBA0EQMjIy/P39S5Ys6eDg0Lt37/v377u4uFSuXHn79u2CIPz11181a9Y0\nNTWtUKFCznMaC/ZCzFWRSsh0nJaIiEhGaWlp4imnwoULi4c0Vq5cOXLkyEaNGv36669yR0f0\n/ww2V3mNHRERGYonT55YW1tbW1tPnjw5Pj7+8uXLixYtAtC0aVO5QyP6F4PNVR6xIyIiAzJ/\n/vxp06alpaWpp7Rr127Pnj3ilUlEhsMwc5WFHRERGZaYmJhTp07FxMTY29vXqlWrTp06ckdE\nlD0DzFUWdkREREQKwWvsiIiIiBSChR0RERGRQrCwIyIiIlIIFnZERERECsHCjoiIiEghWNgR\nERERKQQLOyIiIiKFYGFHREREpBAs7IiIiIgUgoUdERERkUKwsCMiIiJSCBZ2RERERArBwo6I\niIhIIVjYERERESkECzsiIiIihWBhR0RERKQQLOyIiIiIFIKFHREREZFCsLAjIiIiUggWdkRE\nREQKwcKOiIiISCFY2BEREREphEEUdunp6ffv35c7CiIiIiLjphIEQe4Y8M8//5QoUSLnSNLT\n048cOZKUlJR5YkZGxu3btydNmmRubi5xjB+RbXh5Ymlp2a5dOxMTEx1GRcrGrCP9Y9aRpLRL\nMCZVZqb6b7Jbt25ZpiQnJ6un//TTT9kuderUqY4dO2b7VqFChaZNm6bTGPMsNDRUU3i5FxIS\n0qFDB53EQzph4D8nmHVGJz09/dGjRxUqVJA7EO0x6xTJcPo6rROMSaUmQ2FXoUKFxYsXV69e\nvX379uKUt2/fAqhSpUoOS3l5eR08eDBL2oWHhy9evLhq1arSRZtL7969AzAO8NRq8Qhg0fuV\nkOEw8J8TzDqj8+LFi4oVKxrCeRKtMesUyXD6Oi0SjEmVhQyF3cKFC7t16zZw4MDo6Ojly5c7\nOjr+888/y5cvnzdvXg5LmZiYeHt7fzh98eLFhQoZxJWCADwBH7ljIB0y8J8TImadwdLu7IRR\nYNYpjKH1dUyw/JChsAPg6el5+fLlgIAADw+PhQsXtmnTRpYwiHJmFD8nyGBpd3bCcE6KUcHB\nvk5J5CnsAFhYWMyZM6dr164DBw5ct26dXGFQgSUIgkqlkjsKUjLtzk4YzkkxIjJGMlfitWvX\n/u2337y9vfv37y9vJKRs06ZNe/LkCYDk5GR/f/+KFStaWlrWqFFjzZo1GRkZckdHiiWenXBx\ncfHw8NiyZUturq4TT4rt+rexY8cCMJwLAIjIYMl2xE7NzMzM19dX7ihI4QIDAzt37uzk5OTv\n77958+bp06e7ublFRUXNnj07JSXlm2++kTtAUqy8np3gSTHSLZ6dKGg0dhPBwcEvXryQqNUL\nFy4MGTKkXr165cqVc3Jyqlev3qBBg37//XeJmiNjIWnWibZt27Zx48aRI0c2a9ZsyJAhwcHB\nK1askLRFMnB6yDrw7AT9m3RZl56eHhQUNHv2bADPnz/v06ePjY2Nk5PTpEmTxHt3SPE0HrGb\nO3fu0KFDW7Vq1b17906dOhUvXlxXTe7YsWPAgAHi71cHBwcA8fHx4eHhXl5eGzdu7N69u64a\nIqMjXdapvX79ulq1auqX5cqVe/jwoaaZs72MPTw8HIDBnMAt/Dta/Y7PH6JcBgo54cmn+K0t\nQm2QIHdgRkMPWSfi2QlSky7rxo8fv3Xr1u+++w7AsGHDHj9+vHXr1qSkpOnTp5uams6ZMyfb\npYyhr6NcEzTIyMi4evWqv7+/u7u7ubl5x44dt27d+urVK03z556bm9u2bds+nB4aGuru7p6n\nVe3atQvArl278h9VPv0vEkDQ6r9dgIH8IfKSLusATJo06cSJE+3atZs6dao4MTU1dcyYMfXq\n1dO01PHjxzV9cKZPn57/qPIjLk7o0OE28PLDhLLC2+FY+QRlmHW5IV3W6RD7OoWRLutsbW1D\nQ0MFQUhNTbWwsLh37544PTw8vFy5cpqWMpy+TosEY1JlofFUrEql8vDwmDVr1vXr169du2Zn\nZ9e3b98SJUp06dLl4MGDQj4G2Pz7779r1qz54fTatWvHxMRovVoDdAcuY7C0Hi66469e2HEY\n7QXwQoecSJd1o0aN+uOPPwYPHnz06NHAwMCXL18CaNu2bXBw8MKFCzUtlcNl7O7u7loHk0+C\ngDVrULUqDh1yAe5/hdE34ZYKs3SYRKPSOgyuiaurMNwVt1ZhOFPuo6TLOiJNpMs6GxsbGxsb\nAIUKFbKwsChWrJg43cHBITExUdNShtnXkXZyunkiLS0tPDw8JCTk4MGDd+/ebdasWceOHWNi\nYgYNGtSjR4/ly5dr12SLFi1Gjx4dFBTk6uqqvqIzMjLS19e3ZcuWmpYyrgPFAlTz4eeP2akw\nc8bjInizC91/RE8vnNqM/mXxSO4ADZdEWadeMCUlJTo6ukiRIgCGDBnyww8/lC5dWtNSBngZ\ne0ICBgzAgQMoVw6DBoV///0XbSG4vn+3Iu4NwvpBWH8Y7UchaARWnkSzTRhQBG9kidZYSJR1\nRDmQKOv69u3bv3//1atXN27ceNCgQQEBAQsWLEhOTp42bVrTpk01LWWAfR1pT9OhvL59+9rZ\n2VlbW3fv3n3r1q3x8fHqty5dumRjY6P1QcKEhIROnToVKlTI3t7excWlWrVqDg4OhQoV6tSp\nU0JCgqalDOdAcbYyHz3OgGooVgOCB66exRfiseLHcBqK1SpklETsBXzKI8nZki7rdEjGk2KR\nkUK1agIgfPml8OrVR85ZvIJ1T+wAhLq4GIuSPH+hCbNOm0h4KjZ/pMu6jIyMmTNnOjg4FClS\nRHwqsZWVlZmZ2RdffBEXF5enVcmSdTwVm38aj9gVK1Zs+/btXl5eHw50XrVq1UOHDmlTRQIA\nihcvvn///idPnly7du3vv/8G4Ojo6OHh4ezsnMNSOTzwxNAOFPtj9hoMbY1je9GlMN6KE53w\nZDWGtUVoH2xrgROhaPsFzskbpwGSLusAXLhwYcOGDX/88UdcXFx6enrp0qVr1ao1dOjQ+vXr\n52e1enPpEtq1Q3w8li/HqFEfn98ar3eglxtuzsCsxvg1DM2d8ET6MI2PpFmneJGoug6Dj6Pl\nfVQQoCqHh03wy5fY8il+kzs0gyZd1qlUqhkzZkyePPnixYsxMTHx8fH29vbVqlWrUaNG/kIm\no6GxsKtSpUrr1q0zT0lNTV2xYsW3335rbW39xRdf5LNhJycnJyen3M9vLAeKD6BTIKY2wIV9\n+I8Vsj6TuBMO/IxWbXC0PQ7/isYeuCZLkAZLuqwz9nuxw8PRti1SUrBvHzp0yMOC/phtj+ff\nYHkznPwVjR0RK1mMxkrqvk6pXsN6EuatwdB0mJRBTH38DuA2qgVhVBBGeeHU9xhfG5flDtNA\nSZ115ubmn3/+eT5XQkYqm8JO/K0wbdq0LKOc//3339OnT//2228lCuXkyZPbt29fv369ROvX\ngwSUmoL19ni+B10/rOpEn+P8QXQUa7sIePIgikjqrAsICAgODu7du3fmicOGDevVq9eECRMM\nvLC7cAFt2iAjA6GhaNIkz4uPxIpCyBiJFa1x7DSaciQUNbn6OgV4Atd6OHAHLk1xehZmNMav\n6reuouZSjNmCLz/FbxOwcBZmmCNFxlANDbOOpJZNYTdhwgQA7969E/+hplKpJk2aJF0ocXFx\nFy9elG79erABQf/AYS+65FyuNcXpTRjQG9s7Y/+vaKypBCxQpM46470X+9o1tG2L9HSEhqJR\nIy1XMhyrXsPaD/P/g31H0cYCHKcUkK+vM371/HE0CcWWYsw3WK7Cv27hrImrGzFwLBZ/jQ3z\nMOkUvHbDh3eMqTHrSGrZFHa3bt0C0KhRozNnzugzlJ49e/bs2VOfLepa+wvo6oPd/8G+j87a\nEz/egusszPgaG7ahD/7dMxZAUmedkd6LffcuWrfGu3c4dEj7qk40Ed89Rekl+HYgNm5FX1WB\nTznI19flTPasy9nDh8WBYymwDIF3axzTNNsn+PM8Pp+OgPnwq4/f96LL5zivzzgNFrOOpJZN\nYXf27NmKFSvu3r1bvLMhi1KlSkkflfFJTS0ELLHC6yXI7YH0GZj1Jz7ZgV61cKUivpM0PMMn\nddatW7euf//+NWrUsLW1tbe3V6lUz58/j4+P9/b2Xrt2raalTp061bFjx2zf+uuvv/IZ0kc9\ne4Y2bfDsGXbvRvPmOljh9xj/EOW2o3dVRM7ETB2s0cgZZl8nb9blLCYGc+c2Agr5wrs1NI5U\nIDJF2lxM/hS/9cMPzRG2CQN6YKd+4jRkzDqSWjaFXaNGjRYvXiyOTPghQRfDdRr7/YkfOnq0\nKlClC/zKILfn9VQQNqN/JKpOwX8n4jpwRNIIDZzUWWd092K/fQtvb0RFYfVq/Oc/ullnIWRs\nwZePUHY2/F1wxwzbdbNeo6WHvk4LBjsCQHIyunZFfLwV0NvjY1Wd2n+w7wwadcChXtjxAOX5\nI5ZZR1LLprC7fPmyk5PToEGDJGrS2O9P/FB8PPbudQXutcPSPC1YFIkH0OlT/LYU24ECfQeT\n1FknMpZ7sTMy0LcvLlzA1KkYOlSXay6Mt/vRuQEufI0N0xENROhy7cZGP1mXVwY7AsCECYiI\nwH/+c2vfvh15WrAWrkTAsz0O+2F+a5QDxkgUoVFg1pHUsinsatWqlWVKUlLSxYsXK1WqVKZM\nmfw3adT3J2Zr7ly8eWMOTDXL+zXpFXFvN3xa4Gfg0MuX16UIzyhInXWaGOa92H5+2LcPvXsj\nIED3Ky+DmAPo1Bi/LsA+oIHuGzAecmWdMdq3D0FB8PJCjx7X9338KuKsnPH4VzTuij3HMBIo\nm5ycLkGMxoFZR1LTWIlfuHChRo0aR44cEQShZcuWzZo1q1Chwv79+/PfpPHen5itx48RFISK\nFROg7eUjTXF6CIYCFebObfj6tW6jMzLSZZ0mBngv9rp1WLgQjRph40aopHnQax38sRn9X6Ik\ncDApKafnChYE+s86oxMTg8GD4eCArVtRqJCW5wqL4+URtGuCH4CO/v5NHz/WbYxGhllH0tHY\npw8fPtzDw6NevXphYWGXL19++PBhaGjozJkzO3funM8mjfT+RE0CApCUhN69/wwM1D4MLwSv\nQtno6FkdO+LwYRQurMMAjYl0WaeJod2LfeoURo5E5crYuxcWFhI21BV7emL6DgQuXVqid2+Y\nmORt8Ww/j3liaWnZrl07k7w2LAH9Z51xEQQMGoTnz7F/P/J5RMkcKSMw4BdE3b8/+9NPsXs3\nCuzwz8y6bCUn49YtB2DkZlQ5gBIpMLfG6zKIccWtBrhQBVHyhqddvydDX6fpWWMWFhZ37twR\nBGHYsGHdu3cXBOHhw4eWlpb5f4qZkp4VGxkpmJkJjRvr5vmJ7drdAYRmzYTERLn+IJlJl3U6\nJN3zEyMjBTs7oXhx4caNvESSr6zbDAjffJPnUENCQvLf+YSEhOS5YQkU8Kz7qPXrBUD46qt/\nR5K/vm78+PNFiwpmZsKiRUJGhv7/Jvkx6zJ7907YsUPo1EkoXDin9KmEuxMx/wbc5HpWrNb9\nnp77Oo1H7MqUKfP777+XKlVq9+7da9asAXD9+nUbGxvt/qrMjO7+xBzMmIHUVAQG4ulTHayt\nf/8rlStXXb4cLVogJAQODjpYp3GRLuug1b3Y+jxO/OoVOnbEy5c4dAhubrpddw4Gu7u3Wb68\nZNmy8PXNw2Lv3r0DMA7w1KrVCGDR+5XITtKsM3aPH2P8eDg7Y/FiXa62QYPHAwagWzeMG4cT\nJ7BhAwraOFqGlnVynROLi8OyZVizBv/8A1NTNGqEUqX+3LFj3Crc/gpxFkh+DesHKH8dNc6i\n4SF0+A4Tv8PEljg+GXO9cEq6wLKlRb8nT1+nqeJbs2aNSqWytrZ2c3NLS0vbtm2btbX1hAkT\n9Fl1fpSMv2IFQbh6VShUSGjXLlMk+fsVK/4hU6cKgFClivDXX7L8WXKSLuu2b99ubm7eq1ev\nFStW7Ny5c+fOnatWrerXr1+RIkV27typaSm9HSdOTxfatxcAYfHiPCylk6wLDt5Xo4agUgmb\nN+u7abk+uVmwr8tB27YCIBw58kEkutj1r18LAwYIgODgIGzdque/TGaGlnX6PycWHy9MnCgU\nKSIAgouLsHixEBcnCDkmWAZUv6JRL2w3RSogNMeJy6ilz/5Ei+SXpa/TeMRuyJAhnp6ed+/e\nbdKkiYmJiZOT0/r167t165a7crFAmDoVAAIDdbzaOXNQrhxGjYKnJ9asQa9eOl6/IZMu67S7\nF1tvx4knT8bhwxg4EPp/UGSRIqlHj6JhQ3z9NQoXRgH8iLOv0+SHHxAaigED0LatJOsvWhTB\nwfD2xogR6NsXmzZh+XK4ukrSlqExtKzT5zmxtDSsXIlZsxAfDw8PzJiBzp2RmzFVVBAa4Uwj\nnAnE1ABM/wH96uLSEKxtgCnAC90GadRyuiHOw8PDw8ND/HcTLZ49rmhnzuDQIfTsiQ9uXdeB\nIUNQvTq6d0fv3jhxAkuXomhR3bdimCTKOu3uxdbP2E7bt2PBAnz+OVau1NUq88bJCcePo0kT\n9O4NlQpdu8oThozY133o778xdizKlMGiRdI21KULmjaFnx82boSHB0aMwPTpsLeXtlFDYFBZ\np7dx7M6dw4gRuHYN5cph2TL06pWrki6Liri3EQO/xZIxWLoaw35EZ2C0DoM0dhoLuydPnsyb\nN+/pv68da9eu3cCBA6WPytAJAiZOhLk55syRqomGDXHlCgYMwMaNOH0amzejYUOp2jIc0mWd\ndvdi68GlSxg0CE5O2LNH2ttgc1alCsLC0KwZevbEunUYMEC2SPRPuqx78+aNr6/v7t27TUxM\nhg8f7u/vL+ben3/+6eXl9c8//+Rz/ZIaPhzx8di3D7a2ulyteLmWePFWZq1aoVIlu+DgWkuX\n2q9fn9q58622bSPNzbMOd2c4N1PnUwH8hn35En5+WLsWFhbw94efX37Hf/DAtZNotgVfjsL3\nwK5Fix43bYoSJXQUrjHTWNj16dMnMTHR29vbItO3TXJyngfgVaSdOxERgTFjULmyhK2ULInD\nh7FyJSZORJMmGD8eAQFyfvfrgXRZp92zYqUWG/u/x4Xt2yf/xeOurvj1V7RqhYED8eAB/P2l\nGkXP0EiXdVOmTAkLC1uxYsWLFy8CAgJMTU2nTp0KID09/fnz5/lfv3R27BtasGkAACAASURB\nVMD+/ejZEzoffOMyAGDx4sWLs78dQwX4vHkzd9u2T7ZtswNmAJuAf5V3ISEhHTp00HFYelfQ\nvmEPHcKwYXjyBM2aYfVqVK2qm9WqIPTDDyk4OhhBERE+NWpg7Vp06qSblRsvjYXdnTt3IiMj\nixQpos9ojMLbt/Dzg60tpk+XvC2VCiNHomVL9OuHBQvw88/Yvh3Vq0verlykyzrt7sWWVGoq\nfHzw6BG2bkW9enJF8S9VquDcOXh7Y+ZMXLmCjRt1fLTGMEmXdbt3796zZ89nn30GoGHDhp9+\n+mmLFi0aNPjI0z5kH7Pz6VN88w0cHbF8ue5XngIgp/sKBWBXGvYfx9C9mPYS68vi236YUBPH\nYGA3U+dTwfmGffECY8ZgyxbY2GDDBnz1le5/MRZHHNB97NjwH37w7NwZAwZg6VIUK6bjVoyI\nxsKudu3apqYFfUj6bP33v3j4EMuX6+8qEBcXnD2LuXMxezbq1cOyZTCwxwzqjNRZl9dnxUrq\n229x5gzGjUOfPnKHkknp0vj1Vwwdiq1bcfEiVqxAx45yxyQx6bIuMTGx1Psjse7u7hMnThw9\nevSZM2dyXurUqVMdNWz0v/76S8chfkAQ8PXXeP4cBw5IOOKSJ+CT0/spvbB8KTYtgO/3GB+I\no+1xeCnGAHelCkjvpMs6QRC2bdsWHh7epEkTHx8fPz+/ffv2WVpa9ujRw8/Pz8zMTIpGNTl8\nGEOGICYGHTpgzZr8DnCds88+e+Tr6zl4MDZtwqlT2LgRzZpJ2Jwh05hYc+bM+eqrrwYPHlyl\nSpXMqVBK9jNGsrp5EwsWoGZNDBumy9Vquu4kM1dXzJplv2RJg8GDi2zffn/QoD/MzP53hkIx\n150YWtZJd+xkwwasXIkWLfDdd/mKUAqFC2PLFrRogTFj0KkTWraEv7+SL/GULus8PT0nT54c\nFBTk4OAAYNKkSXv27Bk1atRXX32Vw1LyjtkZFITQUAwcKH9Bb43Xs+E/FGsmYd429AlD804I\nBObLHJaOSJd1c+bMWbRoUbt27SZNmrR///6wsLDp06ebmJh89913giBM13CmSed93atXGDcO\nGzbAxgabNqF/fy3WkWelSyMkBOvXY/x4tGiB4cMxf34BuvXw/2kaByWv88tCz2M7paUJn38u\nmJgIEREaItF2bCe/POwxW+AQIAAXgNLqqQYyiH8+GVrWSTS20/nzgoWFUKmS8M8/+QpP6sHk\nYmKEAQMEExMBEDw8hMBA4fz5/z0WJXPTCSh+A24n4fUjeqzBEPG/n9D1D9ROgZnhjO2kiXRZ\nd/PmzerVqwNY/H58wujo6GrVqllZWeV1/frp6y5fFiwthSpVhFevPhaJtlk3Vtz1eVzqVzSq\ngT8BAbg2f/5xSTeCfkiXdWXLlhXH5jx58iSA9evXi9NPnz5dqVIlTUvptq8LCxPKlxcAoU0b\n4fHjvC2rk7HioqOFpk0FQKhQQQgNzWv40samBxqP2L02sMfRy37dCYAFC3D+PMaNw8cuksmz\nj113ktkLAR13YvY+TLHDhcloH4M/FXPdiaFlXW6OneT16YEvXlhNmtQcMBs+/OSJEy+uX79e\no0YN7QYUyPkQ70fl5jhxu3aoXbvokSNVz50rN3WquTixWLFklaoZcHcorPrBNgmWmha3wrsm\n+KUnfuyOXVYw0BSVLutcXV2vXr168+bNwu9v/6tYseKff/555MiRa9euSdSo1hIS4OMDQcCP\nP8LaWu5o/q0RzvyBOl9i0k5MmzLFPTUVkybl+QHHBkW6rPvnn3/Eyzrd3d1NTEzUz8KuXLny\nU82PSNJVX5ecbLJ9u8fRo1UsLdOGDLnq5RW1enXeujgturVsu7Lhw1G5cuXt2z3atjX97LNH\n/fpdtbfP2gUp5mRXVh8t/TIM40l+sj8r9vx5wcxMcHcX3r3L5l39/4rdij4WSCqOhBloCoM5\n+KErBpJ12cpy7CSPTw+0AMKBjI9cYpQXejlODMAMaApMAbYCp4GLwMVqONsBIQOxYTpmB2Hk\nLvgcRwvxv23oPQMzW+JnCyQBQknEfo9xSbAwwCN2akaUdTqnfvbJihW5i0S/R+wypU3NsmUT\nAKFJkzwfCjJMOs+6evXqBQYGfrjalStXenh45GlVee/rPIHbgACcBirmrYP5tzxlSI5dmTOw\nBxCARGAWkPUnS55Odhn9Ebu0tLQZM2aEhITcu3fv9evX06ZNK1my5KhRo3Q7VmHuyXvdydOn\n8PGBuTl+/BGWGg9P6FUfbHPCk87Y/18cBRTyeApDy7rcyNPTA1dh5Sl4/gdze2E3gB+AQ/l4\n4qq4uNbycpwYQCpwGjiduemAXNSnCbD5Af0WYdx4fL8WQzbg6y9wTtuQJWGMWadzvr44fBhf\nfYURI+QO5SOuzpsXFhHRJSgItWtj2zbIOgyl9qTLuu+//75z586LFi168uSJOJbKs2fPunTp\n8vvvv4t1idZy6OvSYL4bMw9goilSemFcOyxVIQNadXFadGs5dmWPga5X0WozFj+GfzEM98b3\nrbDKCq+UdJN1FhoLuxkzZuzatWvevHnieIl16tQZMWLE8+fPZ82apcfw/p/exsX+0OvX8PZG\nTAy2b0eNGpI2lTdNcfoXNPFC6Avs+uWXyz46OwYkG0PLutz72F1+ABCEUacwsB2O/IRpYsqG\n53rZbOXrROx72rWe+6ZtkDAay4ZizSKMC8D0JvhlGuZUx+z350/kZ4xZl9cLADLLyMjIcgHA\noUMuP/xQ083tnxYtftm9+yP7JZ8XAOSfmVn6smXw8sLAgWjbFrNnY/Jk4xtzUbqsa9y48d27\nd3/77Tf1XbcmJiZdunTZsGGDi4tLfuPOrse4Bo9++OEqatbH75vR3w031W9p0cVpnV45tOKD\nn2ei5mb0D8D0bZgXgikDsKkc1gN/atuaYdN0KM/R0fHMmTOCINjb24tTjh8/7uTkpKcjibmj\nhwuKX78WGjUSAGH27FxEIsfpieWoDESrVEJQkHSbQU+MMetyuevD0MwUqdVw6wVsdLLf5V1c\nu2Vvw6UuLgJCHRwCrA3kVKwxZl0eLwDI2SggA/gTsMv9MvKdiv3/jRAZKXh4CIDQtavw+rV8\n+0Yrxph1H/Z1aTCZBz8LJJkhZRb8U2Ga/90t6SLJMN+E/h64+n7C1a5d/zp7VkhOzssGyUfS\n6ofGI3ZJSUlZRvyqXLnymzdvcv/JV4DYWHh74/ffMW6cPoYj1o4j7gKNypS5OWqUdWIi/PJ4\n5ZRBUWrWRaGKD3YXReIBdLJBgtzhyMYFd87hi+FYFYyvgLMvXjyUOyLAOLMuTxcAZJH57Nhe\nTP0Rc5xwawZa2iA+94sbgipVEB6OQYOwYwfu3MGBA6iYr8u69MoYsy6Lu6jcH5vP4YvquLEF\nX9bBH3JH9HHmSOmPzf2x+Tw+n4l+x9Flz54S4uMcP/kE7u6oWBFOTrCxgY0NABQrBhMTJCVB\nPGF7+7YDUPcB0h4goSTiDPaGMI2FXdOmTefNm7dixQrxZUJCgq+vr5eXl74C07cPT21ERtov\nWuT5/HlhH58bnp5/7d6d0+Jyn554MnPmqaCgjpMm4c0bzJ4tayz5oMisS4CNN0JeovhhtK+G\n23KHIzMLJG/EwBTc3oa506ZV9vLS2cOFtGa8WZef0+i1Ufgg1vyIvrVxORRtHRGbp8UNROHC\n2LYNtWphyhTUr4+ffkLTpnLHlDvGm3UABKjWYfB4fP8Whcfj+zmYZgltrgqQ0ec4Pxjnj2Nk\nQMDPQLPwcFy5gosXP7qcF3DRF/AFADjgn6qI9MA1T0Q0xekKuC9x1LmlsbALCgpq27ats7Nz\nQkJC3bp1b926VaNGjQMHDugzOH0KDQ3NNNq7OTAVmAykAl/u3r0156rOEBQvnnzqFNq2RUAA\nEhPx/ffGd9EJDC/r8j/IThpMu2PXLbguwbetcUySKI1QJ8zfhr/j44ObNEFYGNzc5AzG0LJO\nLxpMwqYncO2Ig1vR1xqGNcxQnqhUmDgRNWqgd2+0aoXlyzF0qNwx5YKhZV3u+7oXKN0B64+g\nXQXc34QBTfCLXgPVsfRq1Z6rL09/9QoPHuDJE7x8iZcvAeDtW6SkoEgRiGNIR0RcDg7e2QNm\nTrB9hhL3UeEWXMPx2RoMBeCOv3yw+0tsqYRouf4ekcbCztnZ+fLly6dPn75z5461tXW1atXq\n16+vMsZiIXfUpzas0GoTlj6BawVc+QZ9yyJXz/AxhNMTtrY4fhze3li8GK9fY/Vq4xvnydCy\nLv8PdxqBlcfRcjhWjcFSnYamAJu//XbI8uWfN22Kkych/a3tGhla1knqIcr9jBnAgDikLsSE\ncVikgiB3UDrQrh3Cw9GxI4YNw7VrWLoUBv5ETEPLulz3dd0mYNVrOHyF4CX4thhe6Sc8/ShW\nDJ98gk8+0TiDrW1UcPD8rv8+Uh6DMmfR8ARaHETHmZg5G/6t8PM4LGoJjWO0SS2n3Dc1Na1f\nv379+vWLFy+ut4BkVf00vvsD7Qvj7X8xZQIWmiE1l0sayOkJa2uEhqJbN6xfj5cvsWULLCzk\njimPDCrr8jnIzn8xZR0Gt8axZRgtWYxGrEGDJ40bw8cHzZrJXNsZVNZJNBh7OD5bjWE/omcK\nzIET3+Gbb3Erv7EaEjc3XLiA7t2xciVu3cKuXfp7nLd2DCrrPtrXvXyJoKBPAZ9CiNuH/3TG\nfpkiNThlENMdu7pj1yoMD0PzdRi8H52Pok19/B6A6ZDjRE32hV1UVNTs2bOPHDny/PlzAPb2\n9u3bt/f3969cubJ+w9OT2FisXVsXuHYZhfpg21xMLotHcgelJSsr7NuHfv2wcydevMDevQY3\niLwmBph1+RlkJxhfTcOcWriyGz6mSJMmQKPXsSP27EHXrhg3DsfkOFNtgFmX/+PEamkwDcdn\nh9H+J3S7i8oAmuK0PQL34ITTRxc2QnZ2OHoUY8ciKAiffop9++DhIXdM2THArMu5rwsLw1df\n4dGj8sDBhRjSOddXZBYoJkhvhZ9b4ecHKP89xq/D4DY4WgMngfF6jiSbwi4yMrJevXr169df\nsWJF5cqVVSrV3bt3169fX7du3YsXL1apUkXPIYok+hWbkoIlSxAYiFevKgG//BcTJuHj108a\nOHNzbN8OOzusWgUvLxw6hHw/V1pyhpl1WtuPzkOwtgLuH0E7o76ASQ86dMBPP2HVKhmaNsys\ny/9g7DfhFobmJ9DiNJq+RHEAzng8Fou/QvAn+HOcJFEbClNTLF+OmjUxciQ+/xwbNqBHD7lj\n+jfDzDrNTDZsqP3zzyhaFMOHX1y1qpP8RxcNXnk8WIbRE/HdTMwMxgDg4rp195s3h10eBhTK\nnw9HQPH29u7Ro0eWB5JkZGT06tWrU6dOOhlkJSIiYvDgwXXr1i1btmyZMmXq1q379ddf//bb\nbzksIsUjxU6eFFxdBUCoWlXw9T0L4xxRLIdhcmbPFlQqoWJF4eZN7baQ/hhm1mXro2M7haKN\nBZJK4Wkkqhhs2uRz8Xw2/WHSRkXpZCfnjR6yTlc+mnVvYbUfnQZjbVk8FKeZIvULnJ0F/99R\nLwMqQ0ibfC6epyHBzp8XypQRAOHbb4WUFCn3TR4ZW9YVA4SmTYV797QZxc3QxrHTOp0ybZC8\nNbQANYFTgFCihLBpk6CfxxZmc8QuIiJi9+7dWa7iVKlUw4cP79atWw41Yi7t2LFjwIABXbt2\nHThwoIODA4D4+Pjw8HAvL6+NGzd2794926V0+0ixhARMmICNG2Flhf/+F+PG4eDBGO3+HEM2\nfTqcnTF0KD7/HD/9hGbN5A5IM8PMOi0cQ+v/YJ81Xh9HyyqI0tVqFU+Wc1BSZ50epMLsCNpt\nR+/DaP8GRQC44tYYLG2BE03wi8KOFmf7rPcczJhhuWTJZ0uWOISGPh8zJsLB4a0hPPTd2LIu\n/auvrqxfX6tQIfz+u9yxGKHyuAo0++ab8N27GwwYgE2bsHo1qlWTttFsCrtnz56VK1fuw+kV\nKlSIi4vLf5MBAQHBwcG9e/fOPHHYsGG9evWaMGGCpq9YHT5SLDQUgwfjyRO0bo1Vq4xpTEst\nfPUVypVDt25o0wZLl2L4cLkD0sAwsy6v9qNzT/xYFInH0bIGrutknSQdqbNOYpW3Yugo9I9D\nyULIaIizXbC3Iw5WxD25A5PKZQDA4sWLFy9enOuFTIG5t2+PHzHiM+BrYH9ISEiHDh2kCjEX\njC3r3rRtG1moUC25wzBqQqNGD2fPbjBlCtaswciROHFC2vayv3ki25uudXUn9t9//12zZs0P\np9euXTsmJl+HzT76/MSkJNMffqgZFlbJyip1+PArXl73L17835iEco8wrL3c/IqdMcP6u+8a\njhhRdM+eewMH/mFm9q+rEg3hVywMMuvydGXnWgwZgZUl8OwYWnvgmi6iJslJmnUSOXkS8+d/\nAdw5iEIuuDMWi/tiqzMeyx2X5HJ81rsmaYDvJfyyEsGvsQ9YHx+f27EOpGOAWSfRVeykZmOD\nlSvx5ZfYuVPytrIv7JYvX25ra5tl4ktxwL58a9GixejRo4OCglxdXdWpHBkZ6evr27Jly/ys\n+d+DDH+oIbAZqAScePt24KpVj2S5Xlvncv0r1hbYHhbWJiwsHugB3M38nuy/YmGQWZfr+xNN\ntmB+CMZXQdRRtKn8721LhkzSrNM11fnzZefNwx9/oFCh0sB+fwTNxCllDESXe1o8b8MHh0aj\nZjsEX8WgCRPelCmDFi0kiS2XDDDrdHgvNuXgs8/w2WeSt5JNYdegQYNz585lO3eDBg3y3+S6\ndev69+9fo0YNW1tbe3t7lUr1/Pnz+Ph4b2/vtWvX5mfNmp6fmAKrnQg4hLHmSOqDb1pjxYdd\noSGMMKydXP+KfSGg/U/w/wnTLfHHIIxshK0AIoBF7zedjAwz63JzZWdCgiVwLATNG+LsPvzH\nAf/kP1rSD6mzTteslyzxLFIEo0fDxSV01KguNQCDPrRoSMogZgra9MCwxMRlrVqhb18sWABH\nRxkiMcys0+1V7CSv7G+ekLTJ4sWL79+//8mTJ9euXfv7778BODo6enh4ODs762T9WX7PnYLX\nUKyJRNXPEL4JA1xwJ9uljPVE7Hu5+xWb0R0zw3CmH35Yji2P0WUFRgJPpY/u4wwz6z56Zefe\nvfD1bQVYtMaKgxhn/r8ym4yD1Fmna2k+PjdWrqzu4IDdu43pafEGQgUBWLVwYfsjR9pv2YKD\nB7FwIQYN0ncYhpl1OryKnWQn21NXnJycnJykHSPzMZz9MH8Helnh3fcYPwZLTZAuaYtGoTnC\nrsFjFIJ+RM+TaNYF/oAizknngg6zLja2SOfOOHAA1tYqoNvX2GOuk/USafTWx+cvB4fqcodh\n3EqUeHvoEA4cwPjx+PFHGQo7IqnJU4lfuHBhyJAh9erVK1eunJOTU7169QYNGvS77u6ljkPJ\nifiuGm5vR+8OOHQdNcZhEas6NXs834FeB9HRBgnBWApcP3OmXLrSN49Os67I2LFtDhxAz55Y\ntOgYsEfHsRKRlDp1wo0b8POTOw4iCchQ2O3YsaNx48aJiYkDBw5cuHDh4sWLBw0alJqa6uXl\nJY7+lz/11mBtBdxfAF8X3DmKNgfRUcH3/+eHN0Juwq0npgGOy5c3qFoVCxciVqGPitF11plU\nqvTil1+wYweKF9d4FzYRGSxzc+Tvbj0iAyXDqVidjyiWnGwaFobjx7FlSxvAJwzwRIQf5nfC\ngYJ2v1heWeFdFwT+iJU9epw5fdrd1xeTJ2P4cCxbJndkuqbrrHs9Z87Jxo3zenMeFTgXLlzY\nsGHDH3/8ERcXl56eXrp06Vq1ag0dOrR+/fpyh0aKxawr4GQo7HQ9oph1//6dxXF2bG3NgOV9\nsakj/kgFfspLVJEAAK0vapVx8Xw2HQEAL7p2vfHDD+4HDmDbNkRHa7suA6brrBOyjO0ky74z\n8qxTPu2ed5L7EcWYdXnCrNN/1mmxy/SzCN7fMZmnIWzFmfPUkDxZp4/nlv2bj49Ps2bNbty4\nkflheXfu3OnUqVP37t01LaX5WbFF3N1vLlwoXLwoHDwYotdtpyAhISHqTZ2WJm0CyELXWYeA\ngABxnpAQZp2WMmedIrm5uW3btu3D6aGhoe7u7pqWYtZJilmXLWadpPScdSpB0PfJypcvX/bv\n3z8kJOTDEcU2b95cvHjxbJfK9vdERkbG7du3J02aZG5urmmeXMrIyLh+/XqNGjW0u7VbxsXz\n2TQM5skTkmLW6XZxZl1u2NnZnTlz5sNhwGJjY93c3OLj47NdilknUdNg1uk967TYZfpZRJ8N\n6T/rZDgVq9sRxTJLT0+/fPlytWrVtPvY57PGlXHx/CybkZFx+fLl1q1bK7uzY9bpfHFm3Udp\n97wTZp1EyzLrZMk6LXaZfhbRT0PyZJ0+Dw9KLSAgQH8bTlnUB9spr5h1WlN81iUkJHTq1KlQ\noUL29vYuLi7VqlVzcHAoVKhQp06dEhIS8rNmZp3WmHVaY9ZpTc9ZJ9sAxR86efLk9u3b169f\nr/UaqlatCmDs2LGf5f1hbOKzU7RbVt7FddK0uOkKIGYds0460j1lh1mnddPMOq1pkXVa7DL9\nLKLn2PSddfqsInO2Y8eOmjVr5mcN4oBku3bt0vOy8i4ub+TGjllnjJGT8e47442ctNiABruI\ngceWTwb0DLiePXteuXJF7iioYGHWERGRkhhQYUdERERE+SHPNXYcF5v0j1lHRESKJ0Nhp924\n2ET5wawjIqKCQAnPiiX6KGYdEREVBDJcY6fdUztzw8rKSv1/fS4r7+LyRm4smHW6XZxZJy/j\n3XfGGzlpsQENdhEDjy2/9HkLrki7p3bmRlpa2rFjx9K0etZpfpaVd3F5IzcWzDrdLs6sk5fx\n7jvjjZy02IAGu4iBx5ZPRvOsWKL8YNYREVFBIENhJ5JiXGyinDHriIhI2WQr7IiIiIhItzhA\nMREREZFCsLAjIiIiUggWdkREREQKwcKOiIiISCFY2BEREREpBAs7IiIiIoVgYUdERESkEEZc\n2F25cqVZs2bW1tbu7u7r1q1TT3/16lXPnj3t7e1r1Kjx448/6rbR8PDwpk2b5ma6FGF82MqZ\nM2caNGhQpEiRChUqBAYGqkcllHQjFGQGknWamtNP1uU1KtKaIAgzZ86sUqWKg4PDuHHj0tPT\ntZtHoqZv3brVunVra2vr8uXLZ+5/8mnTpk2qD9y/fz/LbMw3HcrN7h41alTmPTJt2rScp+st\nthwSRuokyc/HRMLtps/nl+nQs2fPHBwcpk2b9uDBg5CQEDs7u4MHD4pvderUycvL688//9yy\nZYu5uXlERIROWnz58uX+/fvr1KnTpEmT3EzXbRjZthIfH29nZzdnzpwHDx7s3LnTxsZmy5Yt\nUrROIsPJOk3N6SHrtIiKtDZr1iwXF5fw8PDDhw/b29sHBQVpN48UTaenp1eqVKlfv36XL1/+\n6aefSpYsuWHDBp00/ezZs98zmTJliqenZ2pqapbZmG86lJssatWq1aRJk9T75fHjxzlP11ts\nOSSM1EmSn4+JdNvNWAu7zZs3V65cWf1A9zlz5rRr104QhCdPnhQqVOivv/4Sp/fq1Wvw4ME6\naXHChAlOTk7FihXL8mWW7XSdh5FtK0ePHrW3t1dvhN69e48YMUKK1klkIFmnqTn9ZF1eoyKt\nJScnOzg4nDx5Uny5YcOGWbNmaTGPRE0/efIEQHR0tPhy8ODBAwcOzH/TWcTFxVWsWDEyMvLD\n1plvupLLLKpYseKJEydyP12fsallThipkySfHxPptpuxFnZBQUHu7u7ql8uWLatUqZIgCEeO\nHLGzs1N/9a5YsaJevXo6bHfBggVZvuSynS5RGFlaSUtLS0pKEgQhLi7u9OnTlSpV2rlzp3St\nk4Fknabm9JN1eY2KtHbu3LnChQunpaWlp6d/eLwq9/NI1HRGRkb16tXHjh375MmTM2fOlC9f\nftu2bboKQG3AgAHi2assmG86lJvdnZycXKhQoXbt2hUrVszZ2dnPz0/89tE0XZ+xZZY5YaRO\nkvx8TCTdbsZ6jV3z5s3v3Lmzfv36xMTE33777fvvv3/27BmAv//+28HBQaVSibM5ODjExsbq\nPzz9hGFiYmJhYQGgdOnSTZs29fT09PHx0VvrBZCBZJ2m5uTd78w6nYuJiSlZsqSfn5+dnV3R\nokW7d+/+/PlzLeaRqGmVSrVr167ly5c7OTk1atTos88+6927d/6bzuzmzZvHjh0bPXr0h28x\n33QoN7s7Ojo6IyOjVq1aly5dWr16dXBwcGBgYA7T9RmbWpaEkTpJ8vMxkXS7GWth5+rqumPH\njtmzZ1tbW/fr18/Hx8fBwUF8S70XRWlpaXIEqNcwXr58uXbt2uPHj/v5+em/9YLDcLJOU3Py\n7ndmnW7Fx8ffv38/LS0tOjr6xo0bjx49+rDEyc08EjUdGxvbqlWrwMDA58+fX7ly5caNGwEB\nAflvOrPAwMARI0YULVo023eZb7qSm91dpUqVhISEwMDAKlWqtG/ffvr06Vu2bMlhuj5jU/sw\nYSRNkvx8TCTdbsZa2AHo2rXrw4cP3759e+vWLWdn5zJlygBwdHTMXDLHx8eL0/VMP2HEx8eL\nR4yKFCkyePBgf3//ffv26a31gskQsk5Tc/Lud2adztnb21tZWS1cuNDOzq5SpUpTpkw5dOiQ\n8O87T3Mzj0RNHzlyxNbWduLEiXZ2djVr1pw1a9batWvz37RafHz8nj17vvzyy2zfZb7pUG52\nt6mpafHixdUvq1evHhMTIwiCpun6jE30YcJInST5+ZhIut2MtbC7d++ej49PQkKClZUVgNDQ\n0LZt2wLw8PB4/vx5VFSUOFtEREStWrX0H55+wti8eXOXLl3UL01MTCwtLfXWegFkIFmnqTl5\n9zuzTudcXFzS0tJSUlLEl8nJyUWLFs1yBCI380jUdGpqanp6uvqrfCR1rgAAIABJREFUKPP8\nOrF9+/b69euXL18+23eZbzqUm929e/fuli1bqo94RUVFVa1aVaVSaZquz9hEHyaM1EmSn4+J\ntNtNVxfr6VlKSkrZsmUHDBhw69atBQsW2Nraqm8V7tixY6dOnWJjY48ePVqkSJHffvtNh+3m\n8kJyicLI0srt27fNzc1XrVr1+PHjX375pUKFCrNnz5audTKcrNPUnB6yTouoSGuff/55jx49\noqKiIiIiXF1d/fz8xOk7duwICwvLeR6pm3748KG1tfWMGTMePnx47tw5V1fXb775RidNi9q2\nbTt9+vQsEzP/4cw3Hfro7o6JibG2th4zZszt27dPnDjh5OS0evXqHKbrMzZRtgkjdZJo/TGR\ndLsZa2EnCMLFixfr1atXtGjRJk2a/PHHH+rpCQkJPj4+tra2bm5uP/74o24bzf2XnBRhfNjK\n/v37P/nkE0tLy4oVK86cOTMlJUW61kkwmKzT1Jx+si6vUZHWYmNjO3fubGtr6+zsPHnyZPV9\nczVr1vz6669znkcPTZ8/f75hw4ZFihRxdnaeMGHC27dvddK0IAjJycmFCxc+cuRIlumZW2e+\n6VBudvepU6fq1KljaWlZtWrVJUuWiAeicpiuz9g0JYzUSZKfj4l0200l6O5cOBERERHJyFiv\nsSMiIiKiLFjYERERESkECzsiIiIihWBhR0RERKQQLOyIiIiIFIKFHREREZFCsLAjIiIiUggW\ndkREREQKwcKOiIiISCFY2BEREREpBAs7IiIiIoVgYUdERESkECzsiIiIiBSChR0RERGRQrCw\nIyIiIlIIFnZERERECsHCjoiIiEghWNgRERERKQQLOyIiIiKFYGFHREREpBAs7IiIiIgUgoUd\nERHpXnh4eNOmTeWOggoWZh1Y2BERkW69evXqwIEDo0aNkjsQKkCYdWos7KS1a9eu0qVLv3r1\nCsClS5eKFCkSHR0td1CkcCNGjOjXr5/4b0EQXFxcNm3aJGtEpEya+reAgICRI0dGRUXJHSAp\nkKb+jVmnphIEQe4YlEwQhDZt2tSoUWPBggUNGzbs0KHDlClT5A6KFO7YsWO9e/eOjY01NTW9\ndu1avXr1YmNjbW1t5Y6LlCbn/m3hwoWHDh06ffq0fAGSAuXcvzHrAJjKHYDCqVSqFStW1K5d\n28zMLCEhYcKECXJHRMrXtGnT1NTU8PDwRo0a7dmzp1WrVqzqSArs30j/2L99FE/FSq5KlSrj\nx4+fP3/+6tWrzc3N5Q6HlM/CwqJt27YhISEA9uzZ0717d7kjIsVi/0Z6xv7to1jY6cPTp08B\n8Oo60puOHTsePHjw9u3bkZGRnTp1kjscUjL2b6Rn7N9yxsJOcufOnfvpp59Wrlw5ceLEhIQE\nucOhAqFdu3Z3796dN29emzZtihcvLnc4pFjs30j/2L/ljIWdtFJSUoYOHTp79uxhw4bVqFHD\n399f7oioQLC1tW3cuPGmTZt4noKkw/6NZMH+LWcs7KT1/fffm5iYDB06VKVSLVu2bO3atVev\nXpU7KCoQOnbsaGFh4e3tLXcgpFjs30gu7N9ywOFOiJTJz88vMjJy7969cgdCRKRj7N9ywOFO\niJTm9evXkZGRwcHB69evlzsWIiJdYv/2UTwVS6Q0165da968effu3XmegogUhv3bR/FULBER\nEZFC8IgdERERkUKwsCMiIiJSCBZ2RERERArBwo6IiIhIIVjYERERESkECzsiIiIihWBhR0RE\nRKQQLOyIiIiIFIKFHREREZFCsLAjIiIiUggWdkREREQKwcKOiIiISCFY2BEREREpBAs7IiIi\nIoVgYUdERESkECzsiIiIiBSChR0RERGRQrCwIyIiIlIIFnZERERECsHCjoiIiEghWNgRERER\nKQQLOyIiIiKFYGFHREREpBAs7IiIiIgUgoUdERERkUKwsCMiIiJSCBZ2RERERArBwo6IiIhI\nIVjYERERESkECzsiIiIihWBhR0RERKQQLOyIiIiIFIKFHREREZFCsLAjIiIiUggWdkREREQK\nwcKOiIiISCFY2BEREREpBAs7IiIiIoVgYUdERESkECzsiIiIiBSChR0RERGRQrCwA4AXL16M\nHTvW0dHR0tLSysrKzc1t2LBh9+7d03lDiYmJKpVKpVKdPn1a5ysnGTk7O6tUqvLly7979049\nsWfPniqVql69ejIGpjXmqp4puxcqVaqUSqXatGmT1A2tX79epVKVKlVK6oYMEHshnVBArrKw\ngyAIffr0WbJkSVxcXHJyclJS0q1bt9asWVOnTp3o6Gi5oyNj8vDhw4ULF8odBRkf9kL6J1Y8\nffv2lTsQHWMvpDx5zVUWdnj69GloaCiAUaNGRUVFJScnnzx5snTp0gkJCf7+/nJHR0Zm7ty5\njx49kjsKMjLshUiH2AsVcCzscP/+ffEfEydOrFy5srm5uZeXV0BAgLu7+5s3bwAkJye7urq6\nuroePHiwQ4cOxYsXr1u37pEjR27fvt28efNixYpVqVJl8+bNmde5f//+Ro0a2dnZlS5dunXr\n1ufPn8+26dDQUBMTExMTkwMHDgBISUmZMWPGJ598UrRo0fr16wcFBQmCIM5pamqqUqn27dvn\n7+9fpkyZpKSkuLi4ESNGVKxY0crKqmrVqhMmTIiPj5duK1FumJmZvXv3btKkSZpmyCEx3N3d\nXV1dDx8+PGTIkDJlyjg6Og4dOjQxMTHb9Wja+8xVI1UAe6EcwhMEYdmyZe7u7o6OjqNHjz54\n8KCrq6u3t3e268nIyJg3b56bm1uJEiW+/PJLcXOpPXjwoF+/fmXLlrWwsChfvvywYcOePXsG\nYPXq1deuXQNw5cqVefPm5TCn0WEvBOaqUODFxcWZmZkB8Pb2PnbsWHJycpYZ1NcrWFpaqlQq\n8d/m5ua2trbqlyqV6tq1a+L86sPg1tbWFhYW4rt79+4VBOH169fiW6dOnbp582axYsUAiOko\nCEKHDh3EpapXry7ONmbMGPEtExMTAG3atBGnv3371tPTU0zf8uXLixMbNWqUkZGhr81G/+Lk\n5ASgX79+Dg4OAM6ePSsIQo8ePQDUrVtXnCeHxBDe7+KSJUuK08U5x48f/2FbGRkZmvY+c9VI\nKb4XcnR0BBAcHPzR8ARBCAgIEN8Vt0mFChUAuLu7Z7vpxowZk3nmwoULA3B0dBQEISkpyc3N\nTXxX/GACaNu2rSAIDRo0wHuOjo45zGlE2AsxV0Us7ARBEFavXi3uMDEXPT09x40bd+bMGfFd\ndZq2atXqzZs3YWFh4su6deu+ePHi6tWrpqamAFauXCkIQmxsrLi3Ro0alZaW9vbt244dOwIo\nW7ZsWlqaOk337t1btWpVAH5+fmIrJ06cAGBiYhIdHS0Iwrlz51QqlYmJye3bt4X3aers7Hzo\n0KEbN25ERkaK64mIiBAEISIiwsLCwsLCIioqSp4tWOCJXeqYMWNWrVol5kZ6enrmLjXnxBDe\n72JPT88nT57ExMQ0bNgQQPXq1T9s6+7du5r2PnPVeCm7F8r8ZZlzeM+ePStSpAiACRMmpKSk\nXLp0yd7eXtOXZVRUlBhVQEBAamrqxYsXbWxs1F+WZ86cEf8cMf4tW7YAMDc3Fz9x4sezT58+\nH53TWLAXYq6KWNj9z+PHj1evXt2rVy8XFxe8N3LkSCFTl7pjxw5xZjs7OwCLFy8WX4o/FxYs\nWCAIgnihjKmpaWJiovju9evXxcWjo6PVaVqmTBkApUuXVu+MWbNmAXBycpr6nvjrZM2aNcL7\nNF22bJk4szpNK1So4OvrGxYWlpSUpMetRVmpu9S0tDQPDw+xX8jcpeacGML7Xbx161bx3WXL\nlgH/x959hzWRdXEA/oVQRRQERQQVGxZYRUVFXV17QbGLddVF7K5txS4W4Fs7LqKi6GJDVxQb\n1rWuZXHtXRFULCCgICoiNfP9MRAQSAxJJpOE8z4+PsnNzNxD5uTmZmbuXJibmzMMExMTcz3P\nvXv3pOx9ylWNpsWtUMEvS+nhHTt2DICRkVFaWhr76sKFC8VfloU+C8HBwexXo/hPYA+KsF+W\n2dnZX79+/fz5882bN7dt2+bi4sLW8vXrV+bbL0vpS2oKaoUoV1nUsStGZGTkuHHj2DfrwYMH\n4jQ9ffo0uwDbK9+5cyf71N7eXpymgYGBbLaJt5aWlsaufvbsWXGaiu3YsYNdzMPDA8Xx9PRk\n8tJUfPiXYZigoKCCw6TLli27fPlyzfp9qU3ETSrDMOfOnWM/rt27dxc3qdITg8nbxQcPHmRf\nZVsBtkmdNGmSeEfXqlWLkbz3KVe1hpa1QgW/LKWHFxAQIM5zVkhICPK+LAt9FhYvXgygefPm\n4oXZvgj7ZZmTk+Pp6WliYsIuz35IUdyXpfQlNQW1QpSrLBo8ge3bt5uamlasWDE9PZ0tsbOz\n8/X1ZR/Hx8eXaGvVqlUDkJCQIN794jtRVa1aVbxYp06dRo4cCWDOnDnspansL5KiV3WsWLFC\nvJb4AgUAHh4eL168CA8P9/DwqFSpUmpq6uzZs8+fP1+yP55woH379v369UtISDh58qS4UMbE\nkJFS9j7lqvooVa2Q9PDYr9WEhISsrCy28OXLl5I2xQb8+vVrkUhUdOHQ0NCVK1dmZmbu2rXr\n3bt3hS7YL0j2JTUFtUIoxblKHTs4Ojp+/Pjx/fv3Hh4e7JseGRnp4+MDQCAQsAe0ZdekSRND\nQ8Ps7Oz58+eLRKL09PR58+YBsLKyqlmzpnixefPm+fj4GBoaxsXFseNc2AskL1++/PbtWwBJ\nSUnu7u7Dhw+/efNm0Vq2bt1auXLlxo0bt27dOigoKCoqqnz58gCePHki/xtBlGflypX6+vpM\n3hAtyJwYxRJfLMwwTHR0tLL2PuWq+ihVrZD08Bo3biwQCFJTU319fUUi0ePHj9etWydet9Bn\noU2bNgKB4O3bt6tWrRKJRPfv32cPMrEePXoEoHLlym5ubqampkFBQUWDYXvSsiypcagVEit1\nucoQhpk2bZr4DdHRye/s+vr6MgWuGJDlwDLDMMuXL2eXNzU1Za+7BBAWFsZ8O8aHYRhPT08A\nBgYGL168EIlE7du3Z9dydnZmL6t0dHRkx8cVOkL+7NkzNi/ZO9Szjw0NDR8/fqzSN47kKXgS\nhDV37lx2X4vHo0lJDEbqSZBCpOx9ylXNpd2tUKGRhtI/C6NGjWJLjIyMALD1Shpp6O7uzi5s\naGgofuvY01sHDhxgXypbtqypqSl7nTuAjx8/Mgwzfvx4ACYmJuPHj5e+pKagVohylUUdO4Zh\nmJycnAMHDnTs2NHGxkZfX79atWrdunU7duwYOxa6pGnKMExYWFirVq1MTU0tLS07d+585coV\ntrxQmiYlJbEZNnDgQIZhvnz58ttvv9nZ2RkYGNSsWdPT0zMlJYVdsVCaMgxz584dNzc3Gxsb\nPT29SpUqdenS5eLFi1y/UUSSok3qp0+frKysCjapjOTEYErSpDKS9z7lqubS7lao0JellPAY\nhsnIyJg1a1aNGjVMTU0HDBjAHgWR9GWZlZU1f/78OnXqmJmZDRgwYP369bVq1WrRogXDMCKR\nyMvLq1KlShYWFkOHDo2JibGzs6tVq9bu3bsZhnn48GGjRo10dXVtbW2lL6kpqBWiXGUJmALH\naQkhhBAeZWdns6ecypQpwx7S2LBhw6RJk9q0aXPx4kW+oyMkn9rmKl1jRwghRF3ExsaamJiY\nmJjMnTs3OTn59u3ba9asAdCuXTu+QyPkG2qbq3TEjhBCiBpZvnz5ggULsrOzxSUuLi5hYWHs\nlUmEqA/1zFXq2BFCCFEvcXFx58+fj4uLMzc3d3R0bNKkCd8REVI8NcxV6tgRQgghhGgJusaO\nEEIIIURLUMeOEEIIIURLUMeOEEIIIURLUMeOEEIIIURLUMeOEEIIIURLUMeOEEIIIURLUMeO\nEEIIIURLUMeOEEIIIURLUMeOEEIIIURLUMeOEEIIIURLUMeOEEIIIURLUMeOEEIIIURLUMeO\nEEIIIURLUMeOEEIIIURLUMeOEEIIIURLUMeOEEIIIURLUMeOEEIIIURLUMeOEEIIIURLUMeO\nEEIIIURLUMeOEEIIIURLUMeOEEIIIURLUMeOEEIIIURLqEXHLicnJyYmhu8oCCGEEEI0m4Bh\nGL5jwPv37ytWrCg9kpycnOPHj6enpxcsFIlEkZGRc+bM0dfX5zjG7yg2vBIxNDR0cXERCoVK\njIpoN8o6onqUdYRT8iUYJVVBuqqvcsCAAYVKMjIyxOX79+8vdq3z58/36tWr2Jd0dHQWLFig\n1BhL7MSJE5LCk114eHjPnj2VEg9RCjX/OUFZp3FycnJev35ta2vLdyDyo6zTSurT1smdYJRU\nYjx07Gxtbf38/Bo0aNCjRw+2JC0tDUDt2rWlrNW+ffsjR44USruIiAg/P786depwF62Mvn79\nCmAG4CzX6leBNXkbIepDzX9OUNZpnA8fPtSoUUMdzpPIjbJOK6lPWydHglFSFcJDx27VqlUD\nBgxwd3d//vz5unXrLC0t379/v27dumXLlklZSygUurq6Fi338/PT0VGLKwUBOAMD+Y6BKJGa\n/5xgUdapLfnOTmgEyjoto25tHSWYInjo2AFwdna+ffu2t7d3w4YNV61a1a1bN17CIEQ6jfg5\nQdSWfGcn1OekGCk9qK3TJvx07AAYGBj4+Pj079/f3d09KCiIrzBIqcUwjEAg4DsKos3kOzuh\nPifFCCGaiOeeeOPGja9du+bq6jpy5Eh+IyHabcGCBbGxsQAyMjK8vLxq1KhhaGjo4OCwadMm\nkUjEd3REa7FnJ+zs7Bo2bLhz505Zrq5jT4qFfmv69OkA1OcCAEKI2uLtiJ2Ynp6ep6cn31EQ\nLefr69unTx9ra2svL6/t27cvXLiwfv360dHRS5cuzczM/PXXX/kOkGitkp6doJNiRLno7ERp\nI7GZCA4O/vDhA0e1/vfff2PHjnVycqpWrZq1tbWTk5OHh8f169c5qo5oCk6zjhUSEvLnn39O\nmjSpQ4cOY8eODQ4OXr9+Pac1cu0VftiK0UuwaBGWBGL8NTTPAd3MqQRUkHWgsxPkW9xlXU5O\nTkBAwNKlSwEkJSUNGzbM1NTU2tp6zpw57NgdovUkHrH7/fffx40b16VLFzc3t969e5cvX15Z\nVe7Zs2fUqFHs71cLCwsAycnJERER7du3//PPP93c3JRVEdE43GWd2OfPn+vWrSt+Wq1atVev\nXklauNjL2CMiIgDwfgL30yccOlQPeD4TNQq9ZIW3o7F1GtaaI4mX2DSLCrKORWcniBh3Wffb\nb7/t2rVrxYoVAMaPH//mzZtdu3alp6cvXLhQV1fXx8en2LXUua0jJcZIIBKJ7t696+XlZW9v\nr6+v36tXr127dn369EnS8rKrX79+SEhI0fITJ07Y29uXaFOhoaEAQkNDFY9KQbmRAEyBf3Gw\n8sO04dg5CH8tgPcNNGW+XUD8LxRQkz+EX9xlHYA5c+acOXPGxcVl/vz5bGFWVtbUqVOdnJwk\nrXX69GlJH5yFCxcqHpV8RCJm82bGwkJSNuX+M8WH9ZgogoCyTjrusk6J1Lytk/0fZR2Lu6wz\nMzM7ceIEwzBZWVkGBgYvXrxgyyMiIqpVqyZpLfVp6+RIMEqqQiQesRMIBA0bNmzYsOGSJUsi\nIyOXLVs2fPhwAwMDFxeXUaNGubq6yn3OPj4+vlGjRkXLGzduHBcXJ9821U02dH0xfxnmpMNQ\nXOiDBV1xagMm1sRzHmNTZ9xl3eTJk2/durV3796XL18eP37c09OzfPny3bt3v3bt2pEjRySt\nJeXeTvb29vJFoqDERIwYgVOnvinUQ1ZNPBci5wVqfIURW5gC00lYHw7XXRhOh+6k4C7rCJGE\nu6wzNTU1NTUFoKOjY2BgUK5cObbcwsIiNTVV0lpq2NYRuUkbPJGdnR0REREeHn7kyJFnz551\n6NChV69ecXFxHh4egwYNWrdunXxVdurUacqUKQEBAfXq1RPnblRUlKenZ+fOnSWtpUEHitNQ\nph8OnELXoi+dQtfGuB2CYT1xVPWBaQSOsk68YmZm5vPnz42NjQGMHTt2x44dVlZWktZSt8vY\nb9xA375486Zg2TlPrFuCU0b4CiALehfQzh9TjiJ3ap2T6NYc147DpS4iVR+wpuAo6wiRgqOs\nGz58+MiRIwMDA9u2bevh4eHt7b1y5cqMjIwFCxa0a9dO0lrq1tYRhUg6lDd8+PAKFSqYmJi4\nubnt2rUrOTlZ/NLNmzdNTU3lPkiYkpLSu3dvHR0dc3NzOzu7unXrWlhY6Ojo9O7dOyUlRdJa\n6nOguFjio8eZ0OuCU+KDxDrIaYfzrjhSHiniQl1kbccIOpJcFHdZp0R8nRQ7epQxNs7PmmrV\nmLlzL0HCOYvT6FQdMeKCiki8iSZ0/qJYlHXyRJKXRYmoGIBJbtjbAleb478B2LcaM2JQnc6a\nScdd1olEosWLF1tYWBgbG7OzEhsZGenp6bVu3ToxMbFEm+Il6+hUrOIkHrErV67c7t2727dv\nX/RG53Xq1Dl6VP4DTuXLlz906FBsbOy9e/fi4+MBWFpaNmzY0MbGRspamnKgeCr++Btd2Me1\nER0Kt8a4DeAjys/BskCMB5ANXXf8qY/MwfiLz1jVD3dZB+C///7bunXrrVu3EhMTc3JyrKys\nHB0dx40b16xZM0U2qxp79mDkSGRl5T7t0wfBwTh9+q2k5TvhzG00HordJ9ENwDtU7IQzZ9Cp\nCW6pJmANwmnWabFPKLcYizdiQsELTq6h+X4M8MTKPjjkjYUN8IjHCNUZd1knEAgWLVo0d+7c\nGzduxMXFJScnm5ub161b18HBQbGQicaQ2LGrXbt2167fnEzMyspav379tGnTTExMWrdurWDF\n1tbW1tbWsi+vEQeKI+C2ERPYx3Z4ehFtLZHAPi2PjxsxoQluTcDGHAhzIByJ7ZWQ2AHn+ItX\n7XCXdRo9FjskBCNHIicn9+mCBVi6FN+9AscMH8LhOg6b/oQ7gA8w64K/L6ItfdcWwnVbp5Wi\n0dwToS9RvdhXRdA5gH5H0Os3rF6CRQagu2wUxnXW6evrt2rVSsGNEA1VTMeO/a2wYMGCQnc5\nj4+PX7hw4bRp0zgK5dy5c7t3796yZQtH2+de5SBsZB+ZIuUYeoh7dWJjEGSAjF8QLIJOJvQH\nYH8EWtLFT+A+67y9vYODg4cOHVqwcPz48UOGDJk5c6Y6d+z278eoUbm9Oh0dBARgwgRZ19VF\n9hZ4lEFaACYDSIJ5V5z6F62q4jVn8WoSvto6zddnEfZk5R2o04GoJSKa4boAzF00uoQ2WdAD\nkA3d5Zh9Cl1D4VYHUbwGrEYo6wjXiunYzZw5E8DXr1/ZB2ICgWDOnDnchZKYmHjjxg3uts+9\ntamowD7ajLG1EV3sQiOwIwnmM7AGwAeY9cbhq3AGUlQXplriOus0dCz2339j2DBkZwOAjg62\nbMEvv5RsCwIw/piSCf3NGAvgDWxccPwS2piW+pQDf22dRvvvP2tgX1bed0dHnPXHlIKHgd/C\naiU812NSJvQB3IFjM1wPwbAeOMZPxGqGso5wrZiO3ZMnTwC0adPm0qVLqgxl8ODBgwcPVmWN\nSnT/fiXgJ/bxYPw1EPukLDwdftGovQETAUSi7lDsHglXIEfKKlqP66zTxLHY16+jf39kZgKA\nQIBNm0rcq2MJwGzAxCSYh6E/gAdwGIh9x+ECZH13Xe3GV1snnTrfAeDCBfj7O7NTFgnALMbi\nhfAW4JsJcK3wdg1mjMbWkdh+E00BfET53ji8CjOnYS0/casTyjrCtWI6dpcvX65Ro8a+ffvY\nkQ2FVK5cmfuoNEx2NrZta8w+NsOHtfj+sfQ/MDUSdc+iI4AT6K6P/wGzuY1SvXGddUFBQSNH\njnRwcDAzMzM3NxcIBElJScnJya6urps3b5a01vnz53v16lXsSw8fPlQwJOmio9GzJ8S3nVqz\nBh4e8m9NiJxdGJ6ISpfQBsAZdPoV6zpivDIi1WDq2dbxmHXSRUejf39kZeX26jZg4ngESlrY\nHg//RasZWLMekwDkQDgdfi9QozWmA6W6o0BZR7hWTMeuTZs2fn5+06dPL3YFhmGKLS8RjR6f\nWNSWLXj9OvcmkEuwqOildUXpInsvBjXHteeoCeAwZgH3uY1SvXGddZo1FjspCT16IDEx9+m8\neVD8whtDpB9E35aIiEIdAJswLhOPAH9Ft6vJVNDWyUE97wCQloZ+/ZCcnPt0OGZJ6dWx9JEZ\ngMmNcXsiNrCnZf0x5SqqAsO4jladUdYRrhXTsbt9+7a1tbWHIscHpNLo8YlFpaZiyZLcxzZ4\nNCFv/MR3mSPpIPq2xpVUlAUABEVGRnASoibgOutYGjEWOyMDffvi6dPcp6NGQcLsjiVmjqSj\n6NkSEcmoAGA71gBPv7uWFlNN1pWUet4B4NdfcT//t+dmV6ySccXR2FoDL/ojLAWmAK6hL3D2\n06d3nESpCSjrCNeK6dg5OjoWKklPT79x40bNmjWrVKmieJWaOz6xWH5+EB9QH4bZusiWfd2G\nuLcDIwZgvwg6gOGKFa3c3GBnx0mcao7rrJNE3cZiMww8PCC+9qZTJ2ze/P07m8jODk/3Y0BX\nnMqCnghC4K83b64qbeuahq+s0zh79+LPP3Mf16mTFBX1a4lW74Bzl/GjC46/QjUAQMv581Nb\nt0a9ekqOUyNQ1hGuSeyJ//fffw4ODsePH2cYpnPnzh06dLC1tT106JDiVWro+MRiJSVhVf4P\n14tNSz5RWF8c9MEC9vHnzwZduxaaMKp04S7rJFG3sdj/+x927cp9bG+P/fuhp6fkKtrjPHv3\nEwBA+eXLf3xXeo+eAHxknWaJjc2/w46ZGaZPvwpklnQj9ngYgZaNcJd9mpBQtmVLnDihxDA1\nDGWdJB8/GgCdz8JjOWYvx+zV+C0Ew27AiT2bT2Qh8QbFEyb6ZeRcAAAgAElEQVRMaNiwoZOT\n09mzZ2/fvv3q1asTJ04sXry4T58+ClapieMTJVm+HJ8+iZ/JOVJ9Ln4/i5pn4QEgJgYdO+L8\neZTOX27cZZ0kajUW+8ABeHnlPra0xNGjKF+ek4rGYvNj1GdH+SQkGPfpgzNnYGRUgi0U+3ks\nEUNDQxcXF6FQKPcWlEX1WadB2EPIHz7kPt28GQyTJt+mqiDuEtq0RegddAOQkgJXVyxejHnz\nUArP9VHWFcQwuHIF+/fjxAk8fdoL6LWpyDKGSG+NK31xcBD2WuA9D1HK2+7x0NZJmmvMwMDg\n6dOnDMOMHz/ezc2NYZhXr14ZGhoqPouZ1swVGxvLlCmTO1td06axKOH0dgX/7YEucFhcUKsW\n8+wZL38Tz7jLOiXiaP7EW7fyp4I1NGQiImSORK6Uy4awMY6JCwYMYHJyShBteHi44o1PeHi4\n3G+XEpXmrPuuLVvys2bkyAKRKNTWBRQs69yZiYtT8Z/FP8o61ufPzB9/MHZ2JUgifWQMw647\naKT6uWLlbvdU3NZJPGJXpUqV69evV65ced++fZs2bQLw4MEDU1NT+f6qgjRrfKIUPj5ISwMA\nHR0MHvzg5k35NyVENjCoUaMXd+9WBvDsGVq1wuHDaNFCSbFqCO6yDnKNxVbZceKEBPTpgy9f\nAEAgwNatcHZW4uaLIUTONAweictAQwD792PKFAQEyLr6169fAcwA5AvzKrAmbyO84zTrNNqb\nN/jtt9zHNjZYq4yb0AmRDUweN85527amGRkAcPo0fvgB/v749rprLaduWaf6c2JfvsDfH6tX\nIympmFcNkGaNeACZ0I9H5ewCZxczoR+CYbsxtC8O+mJ+PTzhIrxiydHu8dPWSerxbdq0SSAQ\nmJiY1K9fPzs7OyQkxMTEZObMmarsdX4XX79iGYaJjmb09HJ/MAwZouivWPYHR0jIfheX/GID\nAyYoSPV/GZ+4y7rdu3fr6+sPGTJk/fr1e/fu3bt378aNG0eMGGFsbLx3715Ja6nmOHFGBtO6\ndf5+nzdP1hWVkXU25uZp4jLZ/yalJDwvn9yiqK2TpGBzdPz4t5EovOuvX2dq1Pjmxe7dmeho\nVf59fFK3rFPlObGcHCYoiLGyKpwd5uaMuzszffq/QLWCCZYB/Ztoshoz2uCiAKKCq+ghcxr8\ntqOcaj4dciQ/L22dxCN2Y8eOdXZ2fvbs2U8//SQUCq2trbds2TJgwADZu4zazcsLWVkAoKeH\nJUtw544StqmnJzp0CKNHY+dOAMjIwJgxuHABGzagXDklbF/9cZd18o3FVs1x4okTceVK7uPe\nveHtrawNy+LNvHmXfHy6sBdReXvDwADz56syAP5RW1esHTtw/Hju41Gj0L27krfv5ITbtzFp\nEkJCcktOnICDA2bMwJw5MDFRcnXqRt2yTmXnxK5dw8SJKHSCq1UrTJ2KPn2gr499+974+b0q\n+Ko+MpvgVhPcmoE1z1ArAJODMOYLjAFkQW8tppnBDZiixCA1nip7kUrH1xG7W7cYHZ3cHvm4\ncQUiUcYBDJGI8fHJ3z7A2Noy//yj4j9R25iZmT148KBoeXx8vJmZWYk2pdys8/fP39EODsyn\nTyWPROGsu3Il//I+gPHyUl3Vcr9vpY2K27q3b5kKFXJ3V5UqTHJykUiUt+v372cqV/5mKUtL\nZv16JjNTNX8rkUi5WffxIzNp0jdfbQDTpg1z4UJxlUrNogRUmoq1+sgoWOzs/DohQSmRSqTx\nR+xiY2OXLVv29u3bgoUuLi7u7u5K61RqLE9PsFcdlCmTP4xRWQQCzJ+Ppk3x8894/x4AYmLQ\nvj2mT4ePDwwNlVydWuEu6+Qbi821c+cwY0buY3NzHD7Mz4EK9oJOV1ew14EsXYr4eKxfD12J\nzYNW4S7rvnz54unpuW/fPqFQOGHCBC8vLzb37t+/3759+/fv+RnZJ4uJE/MnmdiwAWZmStsy\ne7kWe/GW2O+/6/31l8Pp07VEIgGAhARMmgQfn9TBgx84O78ueB9H9RlMraDS9g177BjGj//m\nZl516mDlSvTuLc/WKiFxLaZNxIZfse5vdGELr161cXBAYCD69VNGxJpMYss9bNiw1NRUV1dX\nAwMDcWEGe7Fr6RYejrNncx9Pn87VfUm6dcPduxg5EmfOAIBIhNWrcfIkQkJQ3E0AtQR3WSff\nXLGcionBoEHIzgYAXV3s3YuaNXkJBAA6dsTRo+jVK3cAx+bNiI7Gnj2oVIm3kFSGu6ybN2/e\n2bNn169f/+HDB29vb11d3fnz5wPIyclJKvaKcfUQEoKDB3MfDxki51evJLcBAH5+fn5+fkVe\nbASsBjqyT96+Levn5wzoADOBS+KFwsPDe/bsqcyY+FB6vmE/fMDUqbnXF7GMjDB/PmbORIE/\nXR52eHoKXXdj6ASs/YSKAN69Q//+GD4c69ahNA9/ktixe/r0aVRUlLGxsSqjUX8ZGfmHWCwt\nMWsWh3VVqYK//4a/P+bOzT2U8vAhWrTAihX49VdlzkagPrjLOvnGYnMnLQ19+0J8yGb1anTs\nyEsg+Tp0wN9/w9U191DNuXNwdMSWLXBx4TkwrnGXdfv27QsLC2vZsiWAH3/8sXnz5p06dWrx\nvbHu/N6z880b/Jo3r4SlJfyVPZkwe2tjCeMK7wKdbsMlBMte4Ye8wubARWfs/xkzn+Gl+gym\nVlAp+YY9ehRjx6LgcclOnRAYiFq1lFbFUOz+itMeWA8MZEt27cI//+DPP9Gpk9Jq0SwSO3aN\nGzfWLSVnYkpixQpER+c+9vHhfEyDQICpU9GtG37+GdevA0BGBqZOxcWLCA7WwuuLuc66ks4V\nyxGGwejR+QNuRo3CFPW48LdVK/z7L1xdERUFAG/fokcP9O0LX1/Ur893cJzhLutSU1MrV67M\nPra3t581a9aUKVMuXbokfa3z58/36tWr2JcePnyo5BC/xTBwd8+/HXFgICwsOKnIWfwlXMRA\nHPfByV0YvhDeeVOQ4SoG3INLb/hA5jlq1Rx3WccwTEhISERExE8//TRw4MDZs2cfPHjQ0NBw\n0KBBs2fP1lP6VDYSfPyIadOwbVt+iakp/PwwcqTyj0qUwzvAberUqzt3tmB/l75+jS5dMGEC\nli9H2bJKrk79SUwsHx+fX375ZcyYMbVr1y6YCuJ2qhR68gT/+1/u42bNoMRrIYq97qSgGTME\n+/c3OHiwPnsNSlgY/vvvk6fnFSurVGjRdSfqlnUcHTtZuRJ//ZX7uHlzbNyoQIjKVrcurl2D\nu3v+ybiDB3H4MLp2xfDh6NwZFSsWs1YOhImo9B4Wn1DuK4yM8NUMH2wRUwZyzlKgStxlnbOz\n89y5cwMCAiwsLADMmTMnLCxs8uTJv/zyi5S1eLxn5+rVEN/1YsQI8DUJgg5EI7DDDaH+mPI/\nzPuI8gDSUGYP/gcMfv48kZ+wlIq7rPPx8VmzZo2Li8ucOXMOHTp09uzZhQsXCoXCFStWMAyz\ncOHCYtdSblt35gzc3fH6dX5Jjx7YvJnbGZVat341a1aL0aNx8iQAMAw2bMCJEwgMRJcuHNar\njiSNqijp8rxQ5Uix7GymZcvckS5CIXPjRnGRyDtSbLasu+snILbAeklAO/YFNbmJv4LULeu4\nuLfTyZOMUJi7BytXZt68kT88Toembt3KmJkVs161akybNuxUKwd/wBlH3LZCnBDZRZcUQFQX\nTyZgw1l0yIGO7FWrGHdZ9/jx4wYNGgDw8/NjS54/f163bl0jI6OSbl8FbV1ERP69OW1tGUnT\nACmYddPZXS/z8gmo5IEgHeSIy4TCnMWLmaws7t4JVeAu66pWrcrem/PcuXMAtmzZwpZfuHCh\nZs2aktZSVluXmspMmsQIBPn70NSUCQ4uQfwKjjwViZiNG5myZb9ZZPhw5u3bEsTAUWwqI/GI\n3efPnyW9xAve54r19YX4gNrUqWjaVJkbl3rdSUH/fESTNQh9jLYAgAq6ONUFo45jj3Zcd6Ju\nWSfLsZMSzR4YH1927tyOOTn6AHR1RRMmnA8MvODg4KAj12SZUg7xykL6cWITE6xaZRAWVv/0\n6ZpZWfkHg1+9wqtXAKoAfe5L3T4DQSTqRqLuRkyog6jZWD4S23WRrUjMXOAu6+rVq3f37t3H\njx+XKVOGLalRo8b9+/ePHz9+7949jiqVT0ICBg7MvTenri527eJqnuKSqoTEIIwZja3jsOke\nGgLIydFZvBinTmH3btja8h2fvLjLuvfv37OXddrb2wuFQvFc2LVq1So0CLcgpbR1kZHm69c3\nj4/PP/fZsGF8u3Y7jYyq7dsnaxMnR7NWqCkzN8fvvxsHBjZ7+DD3/MKuXThwIKtfv8fdu0fp\n6eV3GLTmZFdh3+36iUQiFXQwv4vfuWJPn84/ylKvHpOWVngBVf6KzYTeWGwqeFwEmKomBz+U\nRU2yrliFjp2UZPZAE+BBgT05TtFPb0nSpug/mY8TWwJzgfvy1pP/zwH3L6M1X79iv0uDsk65\n0tO/mftk2TIZIlFJW1eo3XODF5ApLjMzYw4d4uL9UCmlZ52Tk5Ovr2/RzW7YsKFhw4Yl2lRJ\n2joDYBm+OXL/GRgPyHk9XYkyREJTJgDGAynfLvsSGAPoixcq0ckujT9il52dvWjRovDw8Bcv\nXnz+/HnBggWVKlWaPHmyfIcWFMfjdSeRkRg0CDk5AGBggJAQGBlxWuF36CFrE8bVQdQsrGAg\nYCAA1u7d+2igpKuRNYe6ZZ0sZJw9kIFgFXZcR26udsLmsdi0AziqwIyr7Opyk/k4cQLwO/B7\nEmyi4PwWdsmwfgDTWAg74WNjfKyMeEsk2OBNRbwzRYoRvqbDMB6Vn6DeRbQ9hD7xyL1s6AEc\n2uLiTKxqjAVAlgKxK5MmZp0SiUQYNSp/7pM+fbgd7C83PWQNwNJQhFtbX4iNLQfgwwf07YtZ\ns+DrC4075sJd1q1evbpPnz5r1qyJjY1l76Xy7t27fv36Xb9+ne2XyE1SWxcDxwDsKDCQGfVw\neRJGWuK5HE2cHM2ahKaMAQI/4PAOrPkXg5jcLmY1YHMFLOqGgHIIDkSCdpzsKkRix27RokWh\noaHLli1j75fYpEmTiRMnJiUlLVmyRIXh5RMKha6urkXL/fz8OG1/X79Gt2759+r080OTJtzV\nVgIzscoGb0Zieyb0AYSFNZgyBX/8odm3QVG3rJOdlFF+rMVYdB2516K3xpVj+FUfiJBtXUkU\nOhGbpyS1vwH2s49mAH7AWMnrWuFtY9wegj3r8Ot+DFgKr8eoD0AEnRWYVQ+tAHWZs0sTs65E\nFwAUIhKJHjx4wF4AwDDYsqXp6dO5d1CsWvVj377n9u+XdrpcwQsAFHZ72bIz//zTb8sWAGAY\nLF+OGzewdy/MzXmNq4S4y7q2bds+e/bs2rVr4lG3QqGwX79+W7dutbOzUzTub1uMbOgux+yl\n8MrMOwZmiHRvLJyBNToQQa4mTu70klDL27EYcgkbZmDNDTixRcmw3o3fhVgKnLpwwbJNG2jb\noFBJh/IsLS0vXbrEMIy5uTlbcvr0aWtraxUdSZQN1xcUR0V9M001O3uYtEhUfnriFLoYIFVc\nMHo0k53N0ZuhCpqYdbLs+n0YIJ672hpv3qKygvud99VLum4WdFfhNyOkFSiLWb36JL+7kqWJ\nWVeSCwCkEAJbCuyROKC6jGvyknUFz2rt2vXNPHg1ajB37/K6h0pIE7OuUFsXCTtnRBTcRU1x\n4wHsFdzdHK0igiAM/X7AvWJfr1uXGTaM+f13Zu9e5vJl5tEj5vVrJjm58L/g4EOAqQafik1P\nTy90x69atWp9YW9LXzqcPw83t/xbyPbujYAAXgMqThf8vQBdFuIYYApg61akpWH7dqjqXkVK\nppVZdxuNR2EbeyLACF8PoU9lxPMdlKrpIvs3rO6Gk24IfYQGAIDqXl5WLVqgdWueY9PErJPx\nAoBisae6JqF8BEJuoQdbaIKkRehaDS9lXJ13w4ahUSP065d7z8UXL9C6NXbsQN++fEcmG03M\nOjEGgo2Y4ImVacgdFaSL7Hn43wL46KnNJRaFCMD0w4G+OHgcLv6YcgadRMg/1xcZichIWTbT\nG/jgBhjjS0W8s8EbOzy1x8PmuNYM1w2gLhOHSOzYtWvXbtmyZevXr2efpqSkeHp6tm/fXlWB\nqVrBUxvZ2TphYQ0OHqzH3jQOQNOmcYMGRRw8KHH4LY+nJ+riX6BDuXIRnz4ZANizB1++IDRU\n0dlaeKF9WReHKr1w5AuMAQjAbIGHE27wHRRv7PHwKpyHISQcrgC+fNHv2hWHDvF8g3jNzTr5\nTuJHAECLMOyKR222xALvz6BTI0gf5VxwdbXg4IBr1zB0KE6cAIDUVPTvj6VLMX++BlyRorlZ\nlwzr7th6Cl3FJfXxeDtGNsN1HqOSkQBMDxzrgWMxsJ2HoXvQXyBoIvnmMxJ9gfEXGMfA9jJ+\nZEvKIK0DzvXDgX44UB4flRx3CUns2AUEBHTv3t3GxiYlJaVp06ZPnjxxcHA4fPiwKoNTpRMn\nTuTd7b0tsAEoeKP9rTdvjh86VO1u01DA7cWLL6xa1TUuDgCOHIGrKw4ehMZNV6NuWafgTXa+\nwLgXjrxB7qxl8/C/odjNRZwaxASfD6JvD/xxCpMAfPkCV1ccOIDu3XkLSd2yjlPvYXEei4AJ\n8cgdbmCLmBPoXg9P+A1MPqamCA/H3LlYuRIAGAYLF+LBA/z5J/LuMKOm1C3rZG7rBs3EhlRU\nYJ8IwEyB/++YawQNG4Jgi5i++N8e/G/TpiPlyrlevYp79xAZibg4yNHPA5CGMkfR8yh6TsL6\nwfhrCvwdcef7q3FDYsfOxsbm9u3bFy5cePr0qYmJSd26dZs1ayZQ/99B8vr69StQww7LojAw\nb/gM9JDxM2Z2w/dPwfJ+esLG5tPFi+jUCTExAHD6NLp0wdGjMDPjNawSUresU2RypxwIh2DP\nTeTe8LA/wrxR/D3fSxshckZj8ikkAV4A0tPRty/CwtCjBz/xqFvWcSQGthswMRDjPyN/LsKO\nOLsHQyriHY+BKUgoxIoVaNgQY8aA7Zbs3YuoKBw+DJ4mgpaJumXdd9u6Dx/wxx8tgIGpeeXV\n8CoYv3TAOVXFyAlT0/SBAzFoUO7TzEwkJiIpCWlpKHpi/OLFi97e3tNh9gPKxqHKK1R7jPp3\n0egT8mcX/QqjYPwSjF+64eQiLAGuqupPySdtrjpdXd1mzZo1a9asvJrcqpIzHz5gx45GwOOn\nyD9/6Yg72zCqEe7KsgV1OD1RqxbYvt3TpwDw77/46SecOgUrK74jKwm1yjpFbrIzGQHsCUcA\nTrixAyMEkOuXoNZaNGxY35CQHwBkZMDPj7eOHdQs65R7M/ZYWIfDNRRu/+CnghcV6SHdG4tn\nYpUQOYrHzLvhw1GnDvr2zZ1v/tYtNGuG/fv5v4JTCrXKOult3d9/w90dsbHVxC/9jJ3+mGKK\nFJVHyi19fdjYSPxJ8OFDAnCm5beXQORAeBeNTqFrGPqLf8kDOIluJ9GtGQ4Dc7gNuqhih1RE\nRUX9/PPP5nnDx83NzUeMGBEdHa3KYR2yUHxUbFYW4+/PVKjwzUCWcvi4GjOyoKuaoV5KHCnG\nMEx8POPomP+6rS3z5ImS3m6OaWjWFTsqdiGW5u8CvBAPg1WftFFwdQWrFiftqlW5ZR078rM3\n1TDrZLkZu/Sx2J9R9hhcZmC1pDGAwAF/1Na4rPvuAMPXrxknp/w19PWZjRtVtdtKQg2zrlih\noaGAsEuX6IJThJng3T4M4G53q2YVWdJJwhsiraKHaDAZ68ri87fFmT16PJU0Rx8XijliFxUV\n5eTk1KxZs/Xr19eqVUsgEDx79mzLli1Nmza9ceNG7dq1JfcSOcTFlGKXL2PiRNwvcMWwENke\n2LoEiyyRoECwfLK0xPnz6NULly4BQEwMWrfGkSNo1YrvyKRSz6yTzxrMEJ91NUfScbiUwmGw\nMvrtNzAMPD35qV09s07u48R30egEup9Et3/RKgvFDIzXQ1Y/HBBi1W7c0LL7drFsbHDxIkaP\nxp49AJCZiQkTcOMGAgJgaMh3cHnUM+skM/7771oFnh5fBY8BkDg1WSnXAI/W4del8PoDU/0w\nPe8Urd6xY3Xq1cPq1Rg6VCVxFO3rubq6Dho0qNCEJCKRaMiQIb1791ZKd/Lq1atjxoxp2rRp\n1apVq1Sp0rRp09GjR1+7dk3KKsqdUuzDB2bMmG8mKgYY4OgaNFD9z1AFVy/2Z0daGuPqmr+U\noSGzd2+Jd5MqqWfWFUv6ETt//Cq+ZZ0xUv9FS/VMGwVXV9YRO/Y9XL6cnyN2Ksg6ZZGSdbfQ\n2BMrauC5pPdbBzmtcGUtpsbDUqOzTsZDLCIRs3x5/iSQANO4MaM+h8M0LevKse9h2bLM2LE3\nAIEaHn5TnyN2Bf+9h/lUrBUWmAQPYDp3ZqKiuNtjuYo5Ynf16tV9+/YVuopTIBBMmDBhwAAl\n3Cx+z549o0aN6t+/v7u7u4WFBYDk5OSIiIj27dv/+eefbm5uxa6lxCnFjh/H2LGIjc0vsbdH\nv34Xvb17qvG1tiVjZIQDBzBxIoKCACA9HYMHIzISCxao6Y0A1DPrSsoP03/DanbwjQEywtC/\npVpcfqnuZs1Cy5Y81Mt11nHM7BhGLsXoB3Ao9uUqiOuEM51xuitOafTwCLFCc71LUaMG5syx\n/OMP59RUfQC3b6Nhw6yxY2926PCO90nfNTHr2rZFcDBu3ny+eTPDdywawxxJazGtBjZOgz/Q\nhS08fRrjx+PMGW6rLqZj9+7du2rVqhUtt7W1TUxMVLxKb2/v4ODgod8ekRw/fvyQIUNmzpwp\n6StWKVOKff6MGTPAzkXDMjbGkiWYMgWHDmnquVdJdHWxeTOqVYOXFxgGDAMvL9y7h+BglC3L\nd3BFqGfWyY6BYCGW+mAB+1QfmaFw64pTCm629GjThodKuc46jjx4gE2bnIDY7Sg8a7URvrbH\n+W442Qln6uMxL+Fx5zYAwM/Pz8/PT7Y1bIH9QFMAaWl6a9c6r127be/e025u3TiL8fs0Lety\nRo26s3Wro44Obt7kOxYNVAWRQNcZM/7du7dlwcNJnCp+VGyxg66VNRI7Pj6+UaNGRcsbN24c\nx96HTV7S5098/Lji+vXNEhPz7+3m6Bg/ZszNihXTDh3ifQJE+Un/FVu3LqZMqbphQ7OsLCGA\n/ftx9eqnGTMibGw+iZcxNDTk/Vcs1DLrZL6y02A9gi7iZ/aJPjL3YlAvHFFG4IRbnGad0j14\nUGnrVvz9NximRsFyE3zujcMDsL8L/ta4O4rJTsJc71LEZKH1Dqw5hYl5JaMmT/5ibo6OHTmI\nT2ZqmHWS27ov3bpF6ug48hWYdnB2frNoERYsQN4dqblVfMdu3bp1ZkVugPbxo3JuptypU6cp\nU6YEBATUq1dPnMpRUVGenp6dO3dWZMsFbjJciBHgA/RH/mj/j8D0O3eCJ01SpEK1INuv2ObA\nQaAKgDdvys2Y8SMwBfhT/HJ4eHjPnj05jvQ71DDrZLmPXVJSGeCfi2jBPjXGlzD0p2N1moLT\nrFO2ckuX/lTwuQDMT/hnNLb2w4EySOMrLBUr4XwbGUMxKQznxiDoA8wAvHtn3LkzRo3CypXI\nG5aqamqYdYrcs5PIolw5+Ptj+HCEhnJeVzEduxYtWly5cqXYpVu0aKF4lUFBQSNHjnRwcDAz\nMzM3NxcIBElJScnJya6urps3b1Zky8XOn/gYbQMR9BZ24hIHnJuIXyzwquC6vN9hWG6y/Yq9\n9gFOfgh9kjv/iTGwtTl6jsGEx0hYk/fW8Ug9s+67V3aGhWHWrM6APvtSJSSGw7U5rikeMFEB\nrrOOOwYG2RkZW1Zj3XQ84jsWDdAfYS3wnwu23UdHAAyD4GAcPow//sDw4aoORj2zTolXsRMp\nmjdH8+ac11L84AlOqyxfvvyhQ4diY2Pv3bsXHx8PwNLSsmHDhjZKuk24+PdcIirNxe/B+EU8\nk4QRvv6OuVPgX/RWsZp6IjaPDL9i3/6CDnPx+xrMYN+Qa+gbhXYDMQfY8p1VuaeeWSflys6U\nFGM3N+zbB3GvrhHuHkIfW8QoP3rCDa6zjguVKmHyZFhbHxs9eoLWDPZSARu8WYDOgzDByOiP\nr191ASQnY9s2Hjp26pl1SrmKnagJaTNPcMra2tra2pqjjaeirD+mrMCsj8i/o3dLRATjl7qI\n5KhS9aeHrFWY2RFn3fFnPCoD+ACzzdgETLh9+/NAOaYT1zTKyzrjqVO7ZWTkP/8J249hkjGK\nzEFDiNJkubvfXreucZky2Lcvk+9gNI8ADLBhzRqXv//ucfAg39EQwhl+euL//fff2LFjnZyc\nqlWrZm1t7eTk5OHhcf36dWVs22YvvG0RMx++4l5dWaSuwYxLaFOae3Vi3XHiPn4Ygj0Fyhx/\n/71Ns2YICUHBzoqWUWrWCTMycn8UmZhkAkMmYRT16gjHvnbrFq3mc9urP3PztAMHcOoU6AQj\n0VY8dOz27NnTtm3b1NRUd3f3VatW+fn5eXh4ZGVltW/fPlTeqwpfvsSmTfDxaQvEhGFBEvKv\niR2IfY/QYDr8tGNKRKWwwPvdGHocLnUQJS68cQPDh8PKCr6+PIbGFS6yTiDAyJFYs+Yk8Jdy\noyWEcKpLF9y9Cx8fvuMghAM8nIpV9h3FjCdO7PH+PfvYsuAL7XDBBwtao/jLVEl3nOiIs+Mx\nLhjzgNwZhj58wPnzmD+f39CUT+n3sWvc+O2WLVZNmmDfPu09yEkU9t9//23duvXWrVuJiYk5\nOTlWVlaOjo7jxo1r1qwZ36GVdkIhnGW+b4pmoawr5Xjo2Cn7jmLC9++/OTkhQI4TwnvCrz4u\nxgH7ZIuKPXIl90WtPK6uWNWZZlgHbBkz5vLly00ea9sNTfMpO+s+zZ59sUmTQeJCPvad5mad\n/CtqFvnmO5F9XmzKuhKhrFN91smxy1SzCvJGTJboFhmazV4AACAASURBVLbswiWqiJ+s43zS\nsiIGDhzYoUOHR48eFZws7+nTp71793Zzc5O0luS5YnNnstPRYerWTQZmsndrIyUSHh7OMMy/\n/zJTpjDu7qpIAxVTdtbB29ubXSY8PFyVe0qbsFmnxerXrx8SElK0/MSJE/b29pLWoqzjFGVd\nsSjrOKXirBMwjKqnfvv48ePIkSPDw8OL3lFs+/bt5cuXL3atYn9PiESihw+fZWTMbt1a+OOP\nKF9e2swT0olEogcPHjg4OMg3tJvH1RWsGmoz8wSnlJt1kZGRc+bM0dfXl7SMjCjrtDvrKlSo\ncOnSpaK3AUtISKhfv35ycnKxa1HWcVQ1KOtUnnVy7DLVrKLKilSfdTycilXuHcUKyszMuX37\ndt26deX72CvYx+VxdUXWFYlEt2/f7tq1q3Y3dtxlXU4OZV2JlZKsk2++E8o6jtalrOMl6+TY\nZapZRTUV8ZN1qjw8yDVvb2/VvXHaRXywnZQUZZ3ctD7rUlJSevfuraOjY25ubmdnV7duXQsL\nCx0dnd69e6ekpCiyZco6uVHWyY2yTm4qzjreblBc1Llz53bv3r1li/yzINSpUwfA9OnTW7Zs\nWdJ12blT5FuX39WVUjX71pVClHWUddzhbpYdyjq5q6ask5scWSfHLlPNKiqOTdVZp8pepHR7\n9uxp1KiRIltgb0gWGhqq4nX5XZ3fyDUdZZ0mRk40d99pbuREjjdQbVdR89gUpEZzwA0ePPjO\nnTt8R0FKF8o6Qggh2kSNOnaEEEIIIUQR/FxjR/fFJqpHWUcIIUTr8dCxk+++2IQogrKOEEJI\naaAFc8US8n2UdYQQQkoDHq6xk2/WTlkYGRmJ/1fluvyuzm/kmoKyTrmrU9bxS3P3neZGTuR4\nA9V2FTWPTVGqHILLkm/WTllkZ2efOnUqOztbxevyuzq/kWsKyjrlrk5Zxy/N3XeaGzmR4w1U\n21XUPDYFacxcsYQogrKOEEJIacBDx47FxX2xCZGOso4QQoh2461jRwghhBBClItuUEwIIYQQ\noiWoY0cIIYQQoiWoY0cIIYQQoiWoY0cIIYQQoiWoY0cIIYQQoiWoY0cIIYQQoiWoY0cIIYQQ\noiU0uGN3586dDh06mJiY2NvbBwUFics/ffo0ePBgc3NzBweHv/76S7mVRkREtGvXTpZyLsIo\nWsulS5datGhhbGxsa2vr6+srvishp29CaaYmWSepOtVkXUmjInJjGGbx4sW1a9e2sLCYMWNG\nTk6OfMtwVPWTJ0+6du1qYmJSvXr1gu2PgrZt2yYoIiYmptBilG9KJMvunjx5csE9smDBAunl\nKotNSsJwnSSKfEw4fN9UOX+ZEr17987CwmLBggUvX74MDw+vUKHCkSNH2Jd69+7dvn37+/fv\n79y5U19f/+rVq0qp8ePHj4cOHWrSpMlPP/0kS7lywyi2luTk5AoVKvj4+Lx8+XLv3r2mpqY7\nd+7konbCUp+sk1SdCrJOjqiI3JYsWWJnZxcREXHs2DFzc/OAgAD5luGi6pycnJo1a44YMeL2\n7dv79++vVKnS1q1blVL1u3fvrhcwb948Z2fnrKysQotRvimRLFnUpUuXOXPmiPfLmzdvpJer\nLDYpCcN1kijyMeHufdPUjt327dtr1aolntDdx8fHxcWFYZjY2FgdHZ2HDx+y5UOGDBkzZoxS\napw5c6a1tXW5cuUKfZkVW670MIqt5eTJk+bm5uI3YejQoRMnTuSidsJSk6yTVJ1qsq6kURG5\nZWRkWFhYnDt3jn26devWJUuWyLEMR1XHxsYCeP78Oft0zJgx7u7uilddSGJiYo0aNaKioorW\nTvmmLDJmUY0aNc6cOSN7uSpjEyuYMFwniYIfE+7eN03t2AUEBNjb24uf+vv716xZk2GY48eP\nV6hQQfzVu379eicnJyXWu3LlykJfcsWWcxRGoVqys7PT09MZhklMTLxw4ULNmjX37t3LXe1E\nTbJOUnWqybqSRkXkduXKlTJlymRnZ+fk5BQ9XiX7MhxVLRKJGjRoMH369NjY2EuXLlWvXj0k\nJERZAYiNGjWKPXtVCOWbEsmyuzMyMnR0dFxcXMqVK2djYzN79mz220dSuSpjK6hgwnCdJIp8\nTDh93zT1GruOHTs+ffp0y5Ytqamp165dW7169bt37wDEx8dbWFgIBAJ2MQsLi4SEBNWHp5ow\nhEKhgYEBACsrq3bt2jk7Ow8cOFBltZdCapJ1kqrjd79T1ildXFxcpUqVZs+eXaFChbJly7q5\nuSUlJcmxDEdVCwSC0NDQdevWWVtbt2nTpmXLlkOHDlW86oIeP3586tSpKVOmFH2J8k2JZNnd\nz58/F4lEjo6ON2/eDAwMDA4O9vX1lVKuytjECiUM10miyMeE0/dNUzt29erV27Nnz9KlS01M\nTEaMGDFw4EALCwv2JfFeZGVnZ/MRoErD+Pjx4+bNm0+fPj179mzV1156qE/WSaqO3/1OWadc\nycnJMTEx2dnZz58/f/To0evXr4t2cWRZhqOqExISunTp4uvrm5SUdOfOnUePHnl7eytedUG+\nvr4TJ04sW7Zssa9SvimLLLu7du3aKSkpvr6+tWvX7tGjx8KFC3fu3CmlXJWxiRVNGE6TRJGP\nCafvm6Z27AD079//1atXaWlpT548sbGxqVKlCgBLS8uCXebk5GS2XMVUE0ZycjJ7xMjY2HjM\nmDFeXl4HDx5UWe2lkzpknaTq+N3vlHVKZ25ubmRktGrVqgoVKtSsWXPevHlHjx5lvh15Kssy\nHFV9/PhxMzOzWbNmVahQoVGjRkuWLNm8ebPiVYslJyeHhYX9/PPPxb5K+aZEsuxuXV3d8uXL\ni582aNAgLi6OYRhJ5aqMjVU0YbhOEkU+Jpy+b5rasXvx4sXAgQNTUlKMjIwAnDhxonv37gAa\nNmyYlJQUHR3NLnb16lVHR0fVh6eaMLZv396vXz/xU6FQaGhoqLLaSyE1yTpJ1fG73ynrlM7O\nzi47OzszM5N9mpGRUbZs2UJHIGRZhqOqs7KycnJyxF9FBZdXit27dzdr1qx69erFvkr5pkSy\n7O59+/Z17txZfMQrOjq6Tp06AoFAUrkqY2MVTRiuk0SRjwm375uyLtZTsczMzKpVq44aNerJ\nkycrV640MzMTDxXu1atX7969ExISTp48aWxsfO3aNSXWK+OF5ByFUaiWyMhIfX39jRs3vnnz\n5p9//rG1tV26dCl3tRP1yTpJ1akg6+SIisitVatWgwYNio6Ovnr1ar169WbPns2W79mz5+zZ\ns9KX4brqV69emZiYLFq06NWrV1euXKlXr96vv/6qlKpZ3bt3X7hwYaHCgn845ZsSfXd3x8XF\nmZiYTJ06NTIy8syZM9bW1oGBgVLKVRkbq9iE4TpJ5P6YcPq+aWrHjmGYGzduODk5lS1b9qef\nfrp165a4PCUlZeDAgWZmZvXr1//rr7+UW6nsX3JchFG0lkOHDv3www+GhoY1atRYvHhxZmYm\nd7UTRm2yTlJ1qsm6kkZF5JaQkNCnTx8zMzMbG5u5c+eKx801atRo9OjR0pdRQdX//vvvjz/+\naGxsbGNjM3PmzLS0NKVUzTBMRkZGmTJljh8/Xqi8YO2Ub0oky+4+f/58kyZNDA0N69Sps3bt\nWvZAlJRyVcYmKWG4ThJFPibcvW8CRnnnwgkhhBBCCI809Ro7QgghhBBSCHXsCCGEEEK0BHXs\nCCGEEEK0BHXsCCGEEEK0BHXsCCGEEEK0BHXsCCGEEEK0BHXsCCGEEEK0BHXsCCGEEEK0BHXs\nCCGEEEK0BHXsCCGEEEK0BHXsCCGEEEK0BHXsCCGEEEK0BHXsCCGEEEK0BHXsCCGEEEK0BHXs\nCCGEEEK0BHXsCCGEEEK0BHXsCCGEEEK0BHXsCCGEEEK0BHXsCCGEEEK0BHXsCCGEEEK0BHXs\nCCGEEEK0BHXsCCGEKF9ERES7du34joKULpR1oI4dIYQQ5fr06dPhw4cnT57MdyCkFKGsE6OO\nHbdCQ0OtrKw+ffoE4ObNm8bGxs+fP+c7KKLlJk6cOGLECPYxwzB2dnbbtm3jNSKinSS1b97e\n3pMmTYqOjuY7QKKFJLVvlHViAoZh+I5BmzEM061bNwcHh5UrV/744489e/acN28e30ERLXfq\n1KmhQ4cmJCTo6ureu3fPyckpISHBzMyM77iItpHevq1atero0aMXLlzgL0CihaS3b5R1AHT5\nDkDLCQSC9evXN27cWE9PLyUlZebMmXxHRLRfu3btsrKyIiIi2rRpExYW1qVLF+rVES5Q+0ZU\nj9q376JTsZyrXbv2b7/9tnz58sDAQH19fb7DIdrPwMCge/fu4eHhAMLCwtzc3PiOiGgtat+I\nilH79l3UsVOFt2/fAqCr64jK9OrV68iRI5GRkVFRUb179+Y7HKLNqH0jKkbtm3TUsePclStX\n9u/fv2HDhlmzZqWkpPAdDikVXFxcnj17tmzZsm7dupUvX57vcIjWovaNqB61b9JRx45bmZmZ\n48aNW7p06fjx4x0cHLy8vPiOiJQKZmZmbdu23bZtG52nINyh9o3wgto36ahjx63Vq1cLhcJx\n48YJBAJ/f//NmzffvXuX76BIqdCrVy8DAwNXV1e+AyFai9o3whdq36Sg250Qop1mz54dFRV1\n4MABvgMhhBAlo/ZNCrrdCSHa5vPnz1FRUcHBwVu2bOE7FkIIUSZq376LTsUSom3u3bvXsWNH\nNzc3Ok9BCNEy1L59F52KJYQQQgjREnTEjhBCCCFES1DHjhBCCCFES1DHjhBCCCFES1DHjhBC\nCCFES1DHjhBCCCFES1DHjhBCCCFES1DHjhBCCCFES1DHjhBCCCFES1DHjhBCCCFES1DHjhBC\nCCFES1DHjhBCCCFES1DHjhBCCCFES1DHjhBCCCFES1DHjhBCCCFES1DHjhBCCCFES1DHjhBC\nCCFES1DHjhBCCCFES1DHjhBCCCFES1DHjhBCCCFES1DHjhBCCCFES1DHjhBCCCFES1DHjhBC\nCCFES1DHjhBCCCFES1DHjhBCCCFES1DHjhBCCCFES1DHjhBCCCFES1DHjhBCCCFES1DHjhBC\nCCFES1DHjhBCCCFES1DHjhBCCCFES1DHjhBCCCFES1DHjhBCCCFES1DHjhBCCCFES1DHjhBC\nCCFES1DHjhBCCCFES1DHjhBCCCFES1DHjhBCCCFES1DHjhBCCCFES1DHjhBCCCFES1DHjhBC\nCCFES1DHjhBCCCFES1DHDgA+fPgwffp0S0tLQ0NDIyOj+vXrjx8//sWLF0qvKDU1VSAQCASC\nCxcuKH3jhEc2NjYCgaB69epfv34VFw4ePFggEDg5OfEYmNwoV1VMu1uhypUrCwSCbdu2cV3R\nli1bBAJB5cqVua5IDVErpBRakKvUsQPDMMOGDVu7dm1iYmJGRkZ6evqTJ082bdrUpEmT58+f\n8x0d0SSvXr1atWoV31EQzUOtkOqxPZ7hw4fzHYiSUSukfUqaq9Sxw9u3b0+cOAFg8uTJ0dHR\nGRkZ586ds7KySklJ8fLy4js6omF+//33169f8x0F0TDUChElolaolKOOHWJiYtgHs2bNqlWr\nlr6+fvv27b29ve3t7b98+QIgIyOjXr169erVO3LkSM+ePcuXL9+0adPjx49HRkZ27NixXLly\ntWvX3r59e8FtHjp0qE2bNhUqVLCysurateu///5bbNUnTpwQCoVCofDw4cMAMjMzFy1a9MMP\nP5QtW7ZZs2YBAQEMw7BL6urqCgSCgwcPenl5ValSJT09PTExceLEiTVq1DAyMqpTp87MmTOT\nk5O5e5eILPT09L5+/TpnzhxJC0hJDHt7+3r16h07dmzs2LFVqlSxtLQcN25campqsduRtPcp\nVzVUKWyFpITHMIy/v7+9vb2lpeWUKVOOHDlSr149V1fXYrcjEomWLVtWv379ihUr/vzzz+zb\nJfby5csRI0ZUrVrVwMCgevXq48ePf/fuHYDAwMB79+4BuHPnzrJly6QsqXGoFQLlKlPqJSYm\n6unpAXB1dT116lRGRkahBcTXKxgaGgoEAvaxvr6+mZmZ+KlAILh37x67vPgwuImJiYGBAfvq\ngQMHGIb5/Pkz+9L58+cfP35crlw5AGw6MgzTs2dPdq0GDRqwi02dOpV9SSgUAujWrRtbnpaW\n5uzszKZv9erV2cI2bdqIRCJVvW3kG9bW1gBGjBhhYWEB4PLlywzDDBo0CEDTpk3ZZaQkBpO3\niytVqsSWs0v+9ttvResSiUSS9j7lqobS+lbI0tISQHBw8HfDYxjG29ubfZV9T2xtbQHY29sX\n+9ZNnTq14MJlypQBYGlpyTBMenp6/fr12VfZDyaA7t27MwzTokUL5LG0tJSypAahVohylUUd\nO4ZhmMDAQHaHsbno7Ow8Y8aMS5cusa+K07RLly5fvnw5e/Ys+7Rp06YfPny4e/eurq4ugA0b\nNjAMk5CQwO6tyZMnZ2dnp6Wl9erVC0DVqlWzs7PFaXrgwIE6deoAmD17NlvLmTNnAAiFwufP\nnzMMc+XKFYFAIBQKIyMjmbw0tbGxOXr06KNHj6KiotjtXL16lWGYq1evGhgYGBgYREdH8/MO\nlnpskzp16tSNGzeyuZGTk1OwSZWeGEzeLnZ2do6NjY2Li/vxxx8BNGjQoGhdz549k7T3KVc1\nl3a3QgW/LKWH9+7dO2NjYwAzZ87MzMy8efOmubm5pC/L6OhoNipvb++srKwbN26YmpqKvywv\nXbrE/jls/Dt37gSgr6/PfuLYj+ewYcO+u6SmoFaIcpVFHbtcb968CQwMHDJkiJ2dHfJMmjSJ\nKdCk7tmzh124QoUKAPz8/Nin7M+FlStXMgzDXiijq6ubmprKvvrgwQN29efPn4vTtEqVKgCs\nrKzEO2PJkiUArK2t5+dhf51s2rSJyUtTf39/dmFxmtra2np6ep49ezY9PV2F7xYpTNykZmdn\nN2zYkG0XCjap0hODydvFu3btYl/19/cHYG5uzjBMTEzM9Tz37t2TsvcpVzWaFrdCBb8spYd3\n7NgxAEZGRmlpaeyrCxcuFH9ZFvosBAcHs1+N4j+BPSjCfllmZ2d//fr18+fPN2/e3LZtm4uL\nC1vL169fmW+/LKUvqSmoFaJcZVHHrhiRkZHjxo1j36wHDx6I0/T06dPsAmyvfOfOnexTe3t7\ncZoGBgay2SbeWlpaGrv62bNnxWkqtmPHDnYxDw8PFMfT05PJS1Px4V+GYYKCggoOky5btuzy\n5cs16/elNhE3qQzDnDt3jv24du/eXdykSk8MJm8XHzx4kH2VbQXYJnXSpEniHV2rVi1G8t6n\nXNUaWtYKFfyylB5eQECAOM9ZISEhyPuyLPRZWLx4MYDmzZuLF2b7IuyXZU5Ojqenp4mJCbs8\n+yFFcV+W0pfUFNQKUa6yaPAEtm/fbmpqWrFixfT0dLbEzs7O19eXfRwfH1+irVWrVg1AQkKC\nePeL70RVtWpV8WKdOnUaOXIkgDlz5rCXprK/SIpe1bFixQrxWuILFAB4eHi8ePEiPDzcw8Oj\nUqVKqamps2fPPn/+fMn+eMKB9u3b9+vXLyEh4eTJk+JCGRNDRkrZ+5Sr6qNUtULSw2O/VhMS\nErKystjCly9fStoUG/Dr169FIlHRhUNDQ1euXJmZmblr1653794VumC/INmX1BTUCqEU5yp1\n7ODo6Pjx48f37997eHiwb3pkZKSPjw8AgUDAHtCWXZMmTQwNDbOzs+fPny8SidLT0+fNmwfA\nysqqZs2a4sXmzZvn4+NjaGgYFxfHjnNhL5C8fPny27dvASQlJbm7uw8fPvzmzZtFa9m6dWvl\nypUbN27cunXroKCgqKio8uXLA3jy5In8bwRRnpUrV+rr6zN5Q7Qgc2IUS3yxMMMw0dHRytr7\nlKvqo1S1QtLDa9y4sUAgSE1N9fX1FYlEjx8/XrdunXjdQp+FNm3aCASCt2/frlq1SiQS3b9/\nnz3IxHr06BGAypUru7m5mZqaBgUFFQ2G7UnLsqTGoVZIrNTlKkMYZtq0aeI3REcnv7Pr6+vL\nFLhiQJYDywzDLF++nF3e1NSUve4SQFhYGPPtGB+GYTw9PQEYGBi8ePFCJBK1b9+eXcvZ2Zm9\nrNLR0ZEdH1foCPmzZ8/YvGTvUM8+NjQ0fPz4sUrfOJKn4EkQ1ty5c9l9LR6PJiUxGKknQQqR\nsvcpVzWXdrdChUYaSv8sjBo1ii0xMjICwNYraaTh/9m777gmzj8O4J+wEVEQnODAgQs31lXr\nXjirgLNqratqq1ZRXLhbrYPWUfdedaBWXP3V1apFratu3BM3oiIyc78/rk1DSBCSXC4Jn/fL\nV1/1yd09X3PfPPnmxnN9+vQRF3ZyclK9deLpre3bt4sv5c6d283NTbzOHcDr168FQRg4cCAA\nV1fXgQMHZr6kpeAoxFwVsbATBEFIS0vbvn17kyZNvL29HRwcihUr1rJlyz179oj3Qmc3TQVB\niIiIqFu3rpubW8GCBZs1a3b8+HGxXSNNX758KWZYUFCQIAjv3r0bMWKEr6+vo6NjyZIlQ0JC\n4uLixBU10lQQhPPnzwcHB3t7e9vb2xcoUKB58+Z//PGH1G8U6ZJxSH3z5k3hwoXVh1RBd2II\n2RlSBd17n7lquax7FNL4sswkPEEQkpKSRo0a5ePj4+bmFhgYKB4F0fVlmZKSMm7cuDJlyri7\nuwcGBi5cuLBUqVK1atUSBEGpVIaFhRUoUMDT07Nbt25379719fUtVarUxo0bBUG4fPlylSpV\n7OzsSpQokfmSloKjEHNVpBDUjtMSERHJKDU1VTzllCtXLvGQxk8//TR48OD69ev/8ccfckdH\n9B+zzVVeY0dERObi0aNHrq6urq6uY8aMiY2NPXfu3Ny5cwE0bNhQ7tCI0jHbXOUROyIiMiMz\nZ84cP358amqqqiUgICAiIkK8MonIfJhnrrKwIyIi8xITE3P48OGYmBgPD4+qVatWr15d7oiI\ntDPDXGVhR0RERGQleI0dERERkZVgYUdERERkJVjYEREREVkJFnZEREREVoKFHREREZGVYGFH\nREREZCVY2BERERFZCRZ2RERERFaChR0RERGRlWBhR0RERGQlWNgRERERWQkWdkRERERWgoUd\nERERkZVgYUdERERkJVjYEREREVkJFnZEREREVoKFHREREZGVYGFHREREZCVY2BERERFZCRZ2\nRERERFaChR0RERGRlWBhR0RERGQlzKKwS0tLu3v3rtxREBEREVk2hSAIcseAFy9e5M+fP/NI\n0tLS9u7dm5iYqN6oVCqjo6NDQ0MdHBwkjvEDtIaXLU5OTgEBAba2tkaMiqwbs45Mj1lHktIv\nwZhU6uxM32VgYKBGS1JSkqp927ZtWtc6fPhwu3bttL5kY2Mzfvx4o8aYbfv27dMVXtZFRka2\nadPGKPGQUZj5zwlmncVJS0t78OBBiRIl5A5Ef8w6q2Q+Y53eCcakUpGhsCtRokR4eHiFChVa\nt24ttiQkJAAoXbp0Jms1atRo165dGmkXFRUVHh5epkwZ6aLNovfv3wP4Bqit1+ongLn/boTM\nh5n/nGDWWZxXr175+PiYw3kSvTHrrJL5jHV6JBiTSoMMhd3s2bMDAwP79Olz+/bt+fPnFyxY\n8MWLF/Pnz58xY0Yma9na2rZt2zZje3h4uI2NWVwpCKA2ECR3DGREZv5zQsSsM1v6nZ2wCMw6\nK2NuYx0TzBAyFHYAateufe7cualTp1auXHn27NktW7aUJQyizFnEzwkyW/qdnTCfk2KUc3Cs\nsybyFHYAHB0dp02b1qlTpz59+ixbtkyuMCjHEgRBoVDIHQVZM/3OTpjPSTEiskQyV+LVqlU7\ndepU27Zte/XqJW8kZN3Gjx//6NEjAElJSWFhYT4+Pk5OTn5+fkuWLFEqlXJHR1ZLPDvh6+tb\nuXLldevWZeXqOvGk2Jb0hg8fDsB8LgAgIrMl2xE7FXt7+5CQELmjICs3ffr0Dh06eHl5hYWF\nrVmzZsKECeXLl7958+aUKVOSk5O/+uoruQPU33u4/olKMSgiQFEAzyrhYj7Eyh0U/Se7Zyd4\nUoyMi2cnchqdw8SqVatevXolUa8nT57s37+/v79/sWLFvLy8/P39+/bt+9dff0nUHVkKSbNO\ntGHDhpUrVw4ePLhx48b9+/dftWrVwoULJe1RIklJOHy4BHDkc7yqh+NB2BqMLQ1xxBMvPsKp\nhRj8Di5yx2gZTJB14NkJSk+6rEtLS1uwYMGUKVMAvHz5snv37m5ubl5eXqGhoeK9O2T1dB6x\n++677wYMGNC8efPg4OD27dvnzZvXWF1u2rSpd+/e4u9XT09PALGxsVFRUY0aNVq5cmVwcLCx\nOpJdAnL9hmaXUTEJjqVwqykOFEGM3EGZNemyTuXt27dly5ZV/bVYsWL379/XtbDWy9ijoqIA\nyHgCVxCwdi3Gj8fDhzUBaMQhQPEXav6FmlMQNhUT+mGZAhY8uYYJmCDrRDw7QSrSZd2IESPW\nr1///fffAxg4cODDhw/Xr1+fmJg4YcIEOzu7adOmaV3LPMc60pOgg1Kp/Pvvv8PCwipWrOjg\n4NCuXbv169e/efNG1/JZV758+Q0bNmRs37dvX8WKFbO1qS1btgDYsmWL4VEZ6J9IAAEQgGTY\nT8dYN7z6t0EABFukBmPzLZQU1FsBAdgCmMk/RF7SZR2A0NDQAwcOBAQEjBs3TmxMSUkZOnSo\nv7+/rrV+++03XR+cCRMmGB6VHh4+FJo2zZhBOv80xsFHKKL1NWadSLqsMyKzHeuy+4dZJ5Iu\n69zd3fft2ycIQkpKiqOj4507d8T2qKioYsWK6VrLfMY6PRKMSaVB5xE7hUJRuXLlypUrT548\nOTo6esaMGT169HB0dAwICOjdu3fbtm31Pmf/5MmTKlWqZGyvVq1aTIw1HNB6gkIdsPMkamm0\np8F2C4L3oPUifPkZ1skSm5mTLuuGDBly9uzZvLEj8QAAIABJREFUzZs337t3b+/evSEhIXnz\n5m3VqtWpU6d27dqla61M5naqWLGifpEY4uBBdOmCFy+yscohNK6BM9vRsQ6iJIvLskmXdUS6\nSJd1bm5ubm5uAGxsbBwdHfPkySO2e3p6xsfH61rL3MY6MkRmN0+kpqZGRUVFRkbu2rXr1q1b\njRs3bteuXUxMTN++fTt37jx//nz9umzatOnXX3+9YMGCcuXKqXL3xo0bISEhzZo107WWpRwo\nfozCn+CPm9A5T9U7uPTE2hsoMwVhpgzMUkiUdaoVk5OTb9++7eLiAqB///5r164tXLiwrrXM\n6jL2ZcswaBBSU7W85IM7lXHBFmnXUO4KKmi8+gSFmuDgZnRui0hTBGqBJMq6nCAJjofQ+ARq\nP4KXAEVhPK6Jv5rigAveyR2auZMo63r06NGrV6/Fixd/8sknffv2nTp16qxZs5KSksaPH9+w\nYUNda5nVWEeG0nUor0ePHvny5XN1dQ0ODl6/fn1sbKzqpTNnzri5uel9kDAuLq59+/Y2NjYe\nHh6+vr5ly5b19PS0sbFp3759XFycrrXM50CxVuLR43VwqYazWTx+PBozeCRZg3RZZ0SynBSb\nMkVXIkV8h5rqf7+MCt2xXgGlxpL2SN6KQJ6/yIhZp08kwFvknohJHniRMS1dED8Ai2/Dh2fN\ndJEu65RK5aRJkzw9PV1cXMSnEjs7O9vb29erV+/Zs2fZ2pQsWcdTsYbTecQuT548GzdubNSo\nUcaJzsuUKbN79269ykgAyJs3786dOx89enThwoUnT54AKFiwYOXKlb29vTNZyyIOFC/F4nOo\npt5ij5Ru2FgAzzagewyKqL80E6PzIXYUvjdtjGZNuqwDcPLkyRUrVpw9e/bZs2dpaWmFCxeu\nWrXqgAEDatasachmTWDsWHz3nWajlxd69/5j+vROpdK3V8CV9ejxOVb1xFr1lEuBfTdstEdK\ne/wiecQWRdKss1aX0XAk1txHMa2vvoPLEgxYjd4jMGcCpjohUetiOZl0WadQKCZOnDhmzJjT\np0/HxMTExsZ6eHiULVvWz8/PsJDJYugs7EqXLt2iRQv1lpSUlIULFw4bNszV1bVevXoGduzl\n5eXl5ZX15S3hQHG3o+ih/ndPvIhE29o4ASAMU77EovXpFwjFjBK4G/zP7w2SMOss917ssDAt\nVV2jRtiyBYcPP9W1VhMcPIMa7fHLKXykakyBfRf8vA+tGuKINMFaJKnHOms0ZBrC0z40DWoS\nHL/F2J3o8DO6VMJF00RmKaTOOgcHh7p16xq4EbJQWj6Z4m+F8ePHa8xy/uTJkwkTJgwbNkyi\nUA4dOrRx48bly5dLtH1JvX7tCMxTb8mFhH1o5Y/T4l9zI34tehZBzPcYpVpGgKI3VvvgDpDT\n5/CTOuumTp26atWqbt26qTcOHDiwa9euI0eONNvCbtYsTJ2q2di7N5Yuhb39B9YthCcH0eRT\n7DiApqrGRDh1wM6jqM8vWsg31lm0iIgKQFBalpe/ggq1cWIp+nfHBgnDshzMOpKalsJu5MiR\nAN6/fy/+j4pCoQgNDZUulGfPnp0+fVq67Utq7doqgId6yxIMUFV1IgWEmRidBMcfMVTV+B7O\nn2JHGGoCj00Uq1mSOuss8V7slSsxerRm47BhmDsXWbxhLjfiI9G2HXb9hv9uS3qNvAHYexK1\nkONnVZRrrLNcc+Zg82bNS18ckRSErXUQpYBwDtW2IigObuoLJCBXD6y/iErfYmyGiRdzHGYd\nSU1LYXft2jUA9evXP3r0qClD6dKlS5cuXUzZo7EcO4Zjx4qrt3TBzz2wXuvCc/HNQ3hHoJOq\n5RG85mIb0FjaKM2b1Flncfdi796NAQOg8WTRESMwe3b2tuOExJ3o0Bz/O47/Tu48hHc77BqG\nT4AEYwRrqeQa6zJntjMAbN2KjPMrN8SRlejjgzuqljkYMQsh32NUEhzVl5yJ0bdRsgN6Imdf\ncsesI6lpKeyOHTvm4+OzdetW8c4GDYUKFZI+KkuiVGLYsHRfwB54OQ9f61reBsq16HkHPmdR\nXdUYjbrAT5LGaeakzrply5b16tXLz8/P3d3dw8NDoVC8fPkyNja2bdu2S5cu1bXW4cOH27Vr\np/Wly5cvGxhSJk6fRpcumjObDBqEWbP02VouJESi7cc4pj4TyhnUWIB1QJBhkVo28xzr5Mq6\nzF24gN69NX9p9MfShRhsh3SZ6oq3UxAWjC3dsPEiKqm/tBVBF1AEaG+CgM0Ws46kpqWwq1+/\nfnh4+PDhw7WuIGh8svViufcnZrRpE86cSdfyHcbkx/NMVsmFhF/Qvib+egL1z3Cf3bv/Dsqp\n37NSZ50F3Yt97x7atsW79LOAde+O+fOzegY2I3e82ouAOoh6jP8m7TuJjsAUAyK1eCYY6/Rg\nhjMAvHmDwEAkpD+8+yUWLcRgXQ+s88OlE6jdH0s3oLt6ezTqAcefPr0lXbRmjllHUtNS2J07\nd87Ly6tv374SdWm59ydmlJSECRPStVTH2S+w4oMreuPhNgQ2xqFk/Hev+/r1lTt2RPsc+WtW\n6qwTmf+92G/eoE0baPySb9ECq1bBwA6L494vaN8Av7+Hs1rz2KNHT+XYnxOmybrsMsMZAL78\nEjdupGuphe0LMCTzxxDnQsI6fFYBV8ZjmgD1HyVlx48v4e+P2rUlidbMMetIaloKu6pVq2q0\nJCYmnj59umTJkkWKFMm4fHZZ6P2JWi1Zgjt30rXMwQibrF0dXA/HF2JwPyxTtSiVim7d8L//\nIQdOsCB11uliVvdip6Whc2dcupSusVo1bN364Xtgs6Im/lqLnsHYovYtq1i82L9LF+TMiRHk\nyjrLsn49Nm7UaLswBD2zMtApIIzFtyVxuzdWq19y9/q1Y6NGWLEC6b8HcgRmXRYUvYbiO+GZ\nAvvciC+EJ6VwKw/eyB2VxdBZiZ88edLPz2/v3r2CIDRr1qxx48YlSpTYuXOn4V1a4v2JWsXH\nY/r0dC01sDtbM4T1xfKh+FG9JSEBbdpontvNOaTLOl3M6l7sb77B/v3pWooWxe7dcHU1WheB\n2KbxLLuUFNtPP8Xt20brwuKYPussyIMH+OqrdC3OzilAoGN2nhjWBT//ihbueKXemJiIHj0w\napT2p+RZPWadhnv38OOPaN0an3/eHrgfhqOfYkcwtgRgb3WcdUNcWUQPwJJItFU/zUVa6Zxh\n8ssvv6xcubK/v//BgwfPnTt3//79ffv2TZo0qUOHDgZ2aXH3J+ry44949ky9QdkVY7O7kTkY\ncQuldqONqiUuDs2aYd8+1KplhCAti3RZp4v53Iu9ZAnmpZsJEa6u2L0bRv8NPw7Tr6L8Rvx3\nqOTZM7RujePHkS9fVjei9fOYLU5OTgEBAba2tnpvwVhMn3WWQhDQrx/i4tI19ut3dt68GzrW\n0KkBfj+GjwOw9x7+m0BAEDBrFk6cwIYNKFrU8HgtCbNOlJqKiAgsXozff1fdmqOlbhOguA7f\n6/Bdiv4eeNkbq7/C/OK4Z9pg9Rz3ZBjrdD1rzNHR8fr164IgDBw4MDg4WBCE+/fvOzk5Gf4U\nM+t4VmxsrODmpvHAunXZeryd6k88XErhlEZz7tzCnj2m/2fJTLqsMyIpnp94+LBgb58uAWxt\nP5wAejxUUfzzHk61EaXR/PHHQkJCVgOOjIw0fPCJjIw08H0zihybdR+0fLlm7nTvrn/WCcBj\nFMo41gGCu7uwYYMp/2XyY9YlJQk//SQUL65HHgmAYI/kPlhxF8VN+axYvcc9E491Oo/YFSlS\n5K+//ipUqNDWrVuXLFkC4NKlS25ubrqWzzoLuj8xE99/n+6HrK2tMi1tkn6bcsG7sQj4Ar9D\nbTaK+Hi0a4eZM/HNN/rfC2lxpMs66HUvtmmOE9+5g6AgpKSka5wzBwEBxupBkzi5XSWcfK52\n+OTYMXTpgogI2H3gSVEA8P79ewDfAPpd/n4CmPvvRmQnadZZrocPMWJEuhYvL8yfjwMH9N9m\nITyZjAY9sBJId5j81St0746ff8aCBSim/fGz1sbcss6U58QEAZs3Y+xYzSvUsyUF9ivRZyO6\nDUd4eXwLxBsvQJ30GPfkGet0VXxLlixRKBSurq7ly5dPTU3dsGGDq6vryJEjTVl1fpAsv2IF\nQYiJEVxc0v16aNbsJvT9FfvvD45CXl5vMr7YsaMQG2vif59spMu6jRs3Ojg4dO3adeHChZs3\nb968efOiRYt69uzp4uKyefNmXWuZ4Djx27dCpUqaO71fvyyta8ixEwGYg4rAK43mLl2E1FTJ\nuzbZL+ys4FinVevWmvtt7161SAza9YoePf7WOEQt/nFxEaZOzcaRY8tlbllnsnNiZ88Kdet+\nME3elsTpNogMwpZm+F8ZXLdBWibLe+AB0N4Enw49kl+WsU7nb/P+/fvXrl371q1bDRo0sLW1\n9fLyWr58eWBgYDbrRus0ZUq6acacnREYeFX35yKLnkyadPinn9qdO5eudft2nD6N1avRqJGB\n27cA0mWdfvdiS32cWBDQsycupn9qa4MGWLjQ8G1/WFFcBjra2x9ISfnvJqqff4ZCgbVrs3Tc\nzjpwrMto/Xrs2ZOupXdvtGplrM0L7dpFDxhQuWtXPHyY7oV37zBhApYtw7Rp6N7d0Cl+zJm5\nZZ0Jzom9fYsJE7BgAdJ0PGm4fHl07QpHxwOjR7eYAaX6LExvkOcQGm9D4HZ0TD9hEwC8hDew\nMzz8YYMGKFDAKMFaOFNWkUYnyxG7a9cEO7t0RXlIiNEOYLx+LbRooWURGxth2LAc8UNWIu7u\n7pcuXcrY/uTJE3d392xtyohZN2mS5o4uUUJ49iybkRiWdcOH/2lrq/limzbCu3eSd20mR+ws\nginHusePhXz50u2xIkWEV6/SR2KMXf/ypdC5s85lq1YV9u0zwT+XdDJi1u3ZIxQrpn1HKxRC\nu3bC77+n71RHWrxEvmkY54EXWl/39BS2bjU8WJ0s/ojdo0ePZsyY8fhxuifTBwQE9OnTx2hF\npWXSuD/fzQ2hoTh40Dgbz5MHu3cjNBRz56Z7eo9SiR9+wK+/Yt061KhhnL7MkHRZp9+92JLa\nuROTJ6dryZ0bu3Yhf36ThlGnzsMKFdC/f7p8270bDRpgxw5keuGrlZAu6969excSErJ161Zb\nW9svv/wyLCxMzL2LFy82atToxYsXBm5fIl9+idjYdC2LF8NYV3+Jl2uJF28B6NQJRYt6rVhR\n7dUrzcMw58+jVSv4+T3r0eNCyZL/TJViPjdTGyjnfMO+eoWhQ7FunfZXAwIwfToyTO2nUz7E\njsP0rzD/e4yai280jt69eIGgIHTrhgUL4O5uWNyWTGdh17179/j4+LZt2zo6/jerZFJSkkmi\nMl8HDmDXrnQtoaHZmCQiK+zsMHs26tZF3754lW7iJ1y9ijp1MG0aRo60zpMU0mWdfs+Klc6V\nK+jZM10tpVBgzRpUqqR7Hcn07YvkZAwZki6e06dRvTpWrULr1jKEZErSZd3YsWMPHjy4cOHC\nV69eTZ061c7Obty4cQDS0tJevnxp+PalsG4dNCZT69oV2h5JoCfxSpPw8PDw8HC15jzAROAr\nQHMm7kuXCoSGNgbWA2OAGACRkZFt2rSBhcsh37CRkRgwAOnL139UrIgff0STJvpsNg/eTMP4\nL7DiK8zfA80RauNG/PEHVqxA8+b6bNwK6Czsrl+/fuPGDRcXF1NGY+ZSUjB0aLqWYsXw9deS\n9NWxI/z90asXjhzRjGH0aBw+jHXr4OkpSdcyki7r9LsXWyJxcejQAW/fpmsMC0PHjqaP5R+D\nBsHeHl9+me7yl+fP0aYNunXDjBnWPM2YdFm3devWiIiIOnXqAPj4448/+uijpk2b1vrQBJUy\nztn54IHmgFaggOb0igZKBqDlvsI3wIgYLN2AmX8h40MVbYCezvj0I0z6HfPM5GZqA1n9N2xc\nHIYNw5o1Wl5yccHEiRg2zNAH6vjgzm60+RldBmDeG6Q70/HwIVq2xMCB+P575M5tUC+WSGdh\nV61aNbucc/l01syejStX0rV89x2cNU8gGE2xYjh4ED/8gHHjoDEh4v798PfHjh2oVk2q3mUh\nddZl91mxUlAq0a2b5pM3O3TAxIkyBfSvfv3g4YEePaDxvblxIyIi0L07+vRBnTqZHSpOg+0b\n5BH/Py9eZ/HZerKTLuvi4+MLFSok/n/FihVHjRr19ddfHz16NPO1Dh8+3K5dO60vXb582cgh\nqlEq0bOn5nTEixZJ8gOyNqDtAcXRQ9HhKOqPxswo1NF47T1cf8cc4LM7d8z0FHa2SJd1giBs\n2LAhKiqqQYMGQUFBo0eP3rFjh5OTU+fOnUePHm1vlKcTfsj//ocvvtC8M0bUogUWL0aJEkbr\nqwt+foeDfbEI6KTeLghYtAj792PZMj2PC1ounYk1bdq0zz//vF+/fqVLl1ZPBdU4ldNER2Pq\n1HQt9eqha1fjbFzjuhN1RYvi22/zzJ//0Z076S4ZuHcPdeqkDRlyqlath1Zz3Ym5ZZ0Ux07G\njcO+felaKlTA2rVmMVthx444cgRBQbh/P117UhJWrsTKlciXDzVqoGRJPHlSCZixCs6/wOMJ\nCj1G4ScoFIv/LkqwgbIoHlTGhU/wR3v8UgbZflaByUiXdbVr1x4zZsyCBQs8PT0BhIaGRkRE\nDBky5PPPP89kLbnm7Jw+XfP8QPfuMhxFro+jf6LuDnw6Ft9eQ7kMr1cdO1aIj8eECcZ5gLJc\npMu6adOmzZ07NyAgIDQ0dOfOnQcPHpwwYYKtre33338vCMKECRO0rmWsse7dO4SEYPHidNd1\niNzcEB6O3r2z9a/Jkjx4DgR+9dWJ9etraVy/dOcOmjVD7974/nsrPMelk667KrK7vCxMdqdY\nSopQq1a6m13s7ITz5zNEou+dYqM/vKMcgJmAMsOqSmAkzGYSfwOZW9YZfW6nzZsFhSLdHnRz\nE65f1zM8iW5NffZMyxxmBv6ph2Pb8akSChnvFNNFuqy7evVqhQoVAISHh4stt2/fLlu2rLOz\nc3a3L/VYd+CAoHFzdNGi/90JqyUSfVNhuLjrs7BkCuwWYLAnnmt93d9f/w+OOZAu64oWLSrO\nzXno0CEAy5cvF9uPHDlSsmRJXWsZZaw7elQoVUr7/mzdWnj0KEsbMeTO0wcPhGbNtC+VL5+w\ncKGQkpLFf4rxYzOo42zSecTurcYVQHKT91mx48bh5Ml0LcOGoUoVo21fx3UnGouM/hsH52Hj\nW3iotSuAWYB3QoL+T+00H+aWdVk5dpL1pwfeu+c2fnwj9Q+djY3QqtX6s2cdzp/X514YrYd4\nsy6T48Q9e6J48RLr11d+88Yx46t6OI56x1HPH6fn4es6MChso5Mu68qVK/f3339fvXo1V65c\nYouPj8/Fixf37t174cIFiTrVw9276NIl3eWVNjZYu9Zod8Lqxw6pg7GwGzaGYcoifJmGdGck\nTp9GjRpYvBjp56a0GNJl3YsXL8TLOitWrGhra6t6FnapUqUea72LAYDBY11Kis3PP/vt3u0r\nCJqnHhwdEz///ELjxveOH89S/HoMa+pDWd++KFas1Pr1lZOS0pU3sbEYPBjffvumc+fLtWo9\nUigEWNFN1po+WPoplUoTFJgfJOOzYrdu1TzK4uurOaWcyX7F3kXxqjiX8ZX69e8lJ0v6NpiU\nmWSdVhrHTrL89EBP4HaGHRdq+EdYyuPEeYHJwEt9e9DyxwZpwzF3AxxhNkfsVCwo64woLk6o\nWFFzN2UypppsrFP/cxo1tI57gDBwoJCYaPR3xXSMnnX+/v7Tp0/PuNmffvqpcuXK2dpUlse6\n6sAlHbvuf4A+D4nLVoZoG8pKAod1r3ER+BxwQjZPdln8EbvU1NSJEydGRkbeuXPn7du348eP\nL1CgwJAhQ2xkmmZDrutOjh3TnJbC3h5r10p4z0TmiuPeMXz8GdbtwKfq7UePFuvUCVu2wMlJ\nnsCMwtyyLiuy8vTANNhNx+ZL8FFvrIMtHpi524Anrq4Fduu1oigLx4lfAxOTMeMEAqMQdBmN\nEvGBG8zc8QqAAEUctB/tUcImHMN90AAwl0c7WGLWGUtCAtq1g8YtGU2bYtIkeeLRpQbOnMJH\n3TF2K8ZpTImyeDHOnUNEBOS+LSp7pMu6OXPmdOjQYe7cuY8ePRLnUnn+/HnHjh3/+usvsS7R\nW8axLg12OzFmGyakZZinxhHvemDUUyzaDSFbQ5wew5q2oey2gMaH0Hc9Zr5Dxhnt/ICVTpiT\niE2nT+du2dLaHrSj818zceLELVu2zJgxQ5wvsXr16oMGDXr58uVkjTlVTcXW1rattsmUwsPD\npRt///wTbdpo3iT47bf40HwF0nLBu20I/AZzf0S6yVciI9G6NXbtguXeQW9uWZd1Ou7y+8dX\nCL+ExuotVfD3b+gzAcIH182EUc5oZqH3992xDliXCrtrKHcTpR/CezNcjgG9kdgQcfnx3AuP\nCuJpATxT3QmbCKdL8DuExhvQ/QIqa2zxDqoDp65evZihLxlYYtZl/QKAjJRK5aVLl/z8/FJS\nHL7/vt7Fi+mewZQ//7uuXQ9GROicUM3ACwD0Zo+UIEzeir2FCx96/DjdD4yTJ+Hvj23bUK+e\nLKHpQ7qs++STT27dunXq1CnVXbe2trYdO3ZcsWKFr6+voXGrjRjRKNsTa0/ho4zL1MPx1ehd\nGje/Sb9KVuidXhl6EYKxbDJ2jcF3a9BLCc06IRHuwKDJk/HDD6hfHx99BD8/lC4NLy8jz00r\nA12H8goWLHj06FFBEDw8PMSW3377zcvLy0RHErNG0guKt28XcuXSPLDaqZOg9cC5LKcnZmKU\nIsPtFHXrCnFxUrwfpmCJWffBXb8YAzTaPPDiNnz03u8Gpo1RVs/Wuv9Ds+o4k/EVe/s0czgZ\na4lZl+ULADJRAIjKsFNeA1maI1uWrBMPN61Zs71bNy2vOzgIy5bJu5eywRKzTjXWKaGYh6+c\nkZBxLzgicSZGpcJW790txSp/wb8RDmV9kwqF4O4uuLsL3t5CyZJCoUL//NXN7T1wqzCiP8LJ\n1tjdD0tnYtRutH6Cgpknrbmcik1MTNSY8atUqVLv3r3LzsBhqZKTMWECZs3SvGH7o4/MZVoK\n0Sh874GX/bFEqXZZ8Z9/okkT7N9vkbd2W1/WHULjrzBfvcUOqVsQ7IM7coVkes3wW2Mc+gHD\nxmNaIv67ViAlxaZLF8TFoV8/GaOzyKzLygUAuqwFdqOeKza9RbpZp+2QPAadKuEDh1ENvADA\ncM7OqRs2oH59DBsG9Sc1JCejXz9cvIg5cyzgzJolZp3oJbybY9UBNM34UjWcW4uefrhk+qgy\n54/Th9D4IJpMw/gjaPjB5QXhn8c+aUyeAjgBJR8DGW9CKYvo5vhfe/zSEEdskZbhdZPSmf4N\nGzacMWPGwoULxb/GxcWFhIQ0atTIVIGZmurUxo0bHkuX1rh3L6/GAkWLvh4w4Pc9e7SfoZDr\n9MQXWHEZb8OxXv26kzNn0LAhfvsNhQvLEpT+rCzrolE2ENtS0l99MhffNMYhuUKSiy3SRmBO\nIxzuhIi7KKFqVyoxYAASE/HVV7LFZrlZp8dJ/DfIMxNhwLC36W8ytUfKFnTugAMf3IKZ3NI8\ncCCqVUOnTnj0KF37vHm4ehWbN5v7o0ItNuu6jcTCdxmuoLVDaihmhGGKPVJkCSsrmuBgExw8\ni+oLMGQLgt/BmBctRaNsNMrOx1dFENMbqwdgSTHc//Bq0tBZ2C1YsKBVq1be3t5xcXE1atS4\ndu2an5/fL7/8YsrgTGnfvn3t2g0EpgGdkOFkPHDmwYNWX3zxXIbIPqQOtoQjwd5+Z0rKfyP1\n5cuoXx8HDhhzgm8TMLesM2SSnefI3wa7X6W/brcflmkcwMtRquPsKXzUATv/RF1VoyBg6FAo\nFBgyRJ6ozC3rJPIaeZdgwGyMfJ7+4UsAnJC4BcFtYfjpXZOqVQunT6NTJ/z5Z7r2335DrVrY\ntQvlMk5vbDbMLes+ONbFxiI8vDYQlPGgYllEr0GvWjiZ4RVzVB1nV6LPjxg6Du3no0OuXO0S\nEow51XUMinyLsd9jVGdsHotvgSsfXsfYdBZ23t7e586dO3LkyPXr111dXcuWLVuzZk2F+ZyG\nNKr4eKxZUxK4Dm0lfE388hV6OCE+ky3IfXpid2jo8blzP1E/kH/rFj7+GPv3w89Pvriyydyy\nTu+HOyUgVzvsuonS6o0NcWQhBhszPguUH88PoGl9bD6D/+6FEgTs3ClbYWduWWdcyXA4hMY/\no8s2BGo9RJEfz3fg03rI2iRjZqZQIRw6hEGDsHJluvYbN1CnDjZuRKtWMkX2IeaWdZmPdfv3\n44svEBOj+cRoBYTBWDgTo3MhQfoYjckVb+tj/XysX7lya5kygadO4e+/cfMm7t9HTAziM/u2\nz5JU2G1A903o+jE2ANqf9iGdzK5EsLOzq1mzZs2aNfPm1TwvaTWUSqxahfHj8eRJhYyv2iNl\nOsaNxGwFhIyvqpP99ESlSk9//RWtW+P16/8aHz1CgwaIjETdurrXNDNmlXX6TbKTCrvO2Hwi\n/eVPZXBjGwLN+TyFyTjj/Uh07Io1gLnMLWtWWWeUydivw/cAmv6GZgfR5C1cdS1WD8d/Rhdv\naHuop4VwdMSKFfDzQ0hIujmW4+LQti2mTcPo0WZ0YbQ6s8o63WPdvKioXtOmaXlEmDcerkSf\nZtA5xaxFsLERqldH9erpGtPS8OYNAMTHIyUFzs7/zCO2devuAQOGhsOhFtyfouAd+FxBhb9Q\n8xL8NCbQFilh8wc+A4I2bbrTqhVyf2C2KOPRekvFjRs3PvvsMw+Pf55w4OHh0bNnz5s3b5ry\nto6sMPCu2BMnhBo1dN4XUwOnz6GqCW71MnB19ZtuTp8WPD01F3F2FnbsMOr7Lg0LzTqNu2LT\nYNMD6zR2gQdeRMPXrNLGwNUN7HoLANgOMmHRAAAgAElEQVQ2aHBH1dakiTx70wyzLiuTsWu9\nFzsW7psR3AcriuL+B3eCI97NwOgU2FlQ1mV+g+H+/YKbm5b1AgOFN29MuP+ywAyzTqstW7YA\nebTuja7YGAt3KXa3aVb5YDrpfkO0dBQL943o2gE7HJCkq0Nvb2HrVun2VTpajtjduHHD39+/\nZs2aCxcuLFWqlEKhuHXr1vLly2vUqHH69OnSpUtnXMUEjPtIsdevERqKpUuhdVUPvJyMiQOx\nWPZ7W7KrRg388QeaN8dDtV/g798jMBBz5+Lrr+WL7EPMM+uyS4BiIBavRw/1Rick7kQHX1yX\nKypzlTZo0GkfnxKrV8sWgXlmXXaPEz9BoQh02o6Of+CT1ExPwogUSBOwIRwTvpTv4m4ptGiB\nEyfQvj2io9O1b9uGS5cQEYEKWs7KyMA8sy7rciN2OQZ1xma5AzEj7njVFZu6YtMzFFiGfvPx\n1VMU1Fjm4UMEBaFVKyxcCB8frZsxnoy1Xtu2bTt37qzxQBKlUtm1a9f27dsbpZw8ceJEv379\natSoUbRo0SJFitSoUeOLL744depUJqsY8ZFiu3cLXl7aa2p7JI7A7Kz8EDHiz1ADV8/4s+Pu\nXaFsWS3LDhli6COQpWOeWaeVriN2abDpjyUa77ktUiPQ0QzTxsDVjXHEDlu2bElLE3r1EiDT\nETsTZJ2xaMs6h+EIaoW9tkjN4hvvjthhCP8cpSw067JyiOXVK6FlSy1ru7gIq1aZYk99kKVl\nncYRu31LUETS3W2JR+w0/iTAORzDCuCp1tdNMNZp+Xl34sSJrVu3alzFqVAovvzyy8BAIzwF\naNOmTb179+7UqVOfPn08PT0BxMbGRkVFNWrUaOXKlcHBwVrXMsojxd68wbBhWLVKy0sKBQRh\nczjGDLb8CcaKF8fRo2jTBqdOpWtfsADXrmHzZnOcVts8sy7r0mDfCys1jtUpICzClx2x3cCN\nWzEbG6xcCUHQnLTCNKTOOonExODnn/2A++EZjgpolQ+xrbCvEyJaYZ8TEr+ROj7JqD/rPRO9\neyucnPx++aWc+mVh797h88+xevWj7dsL5csn50PfLTTrcudG165nly0LcIfw4aVzNme8H4Yf\nvsCKGQidhW9SYOoHfWop7J4/f16smJan9pYoUeLZs2eGdzl16tRVq1Z165buuumBAwd27dp1\n5MiRur5iDX+k2OHD+Pxz3Lun5aVq1fDpp4fDwroU0PKiRcqfH4cOoUsX7E5/s+6BA/88e0fj\nWlHZmWfWZVmeGdjyN1potM7GyH5YZtiWrZ+NDVatwtq1MnQtddYZ3b17eXv2xObNSE4un/mS\nDkiujRNNcLAZfvsIpyzuqhKtzgEAwsPDw8PDs7B4ILAS6W8c+f13r3Ll3m/c6NxUy/S6JmJx\nWQegfn2sWoWzZ28tW8aqLqtc8XY6xhXB8iH4EdBSvUhH+wUZWm+6Ntad2E+ePKlSpUrG9mrV\nqsXExBiyZV3PT0xOtt20qdLevaUFQfOf4Oyc2qXLpRYtbp48+ScsUya/Ynv0UKSkVPv111Lq\njXfuoHbttJ49/27R4pbY4uTkFBAQYGsr569YmGXWZeXKzidPcgN//g3Nw8bfYuw3mGto3DmD\njQ1695ana0mzzthcR41qnvHmRHUlcTsAe1tif0MccYEFPMYgW7Q96z0T2x7h0lxse5D+s/n8\nuXPz5ujbFzNnyjaJsRlmne6xLq1nz3OrVlWzscHZs3JFZ8EK4A7QLiTk2ObN9e6b6qJW7YXd\n/Pnz3TOk/Gv1iTQM0LRp06+//nrBggXlypVTpfKNGzdCQkKaNWtmyJb37dunbSaeesBKoIzW\nNd6/H7Bq1QOtJ2ctRRZ+xX4NzFHf1ykptitWVF+x4iHQH3gKIDIysk2bNtIHmxkzzLoPzmO3\neTNCQ5si/bMlFBC+x6iRmG2UyElSkmadsSl0VXU+uNMNG4OwtQr+Nm1IMsjO8zau9cdHg7Fw\nNXqrtwoCli3Drl2YNw8GX4WhDzPMukzGuuLFd9jYVDNxPFamZs2YsDCEhWHePFN0p6Wwq1Wr\n1vHj2ierrFWrluFdLlu2rFevXn5+fu7u7h4eHgqF4uXLl7GxsW3btl26dKkhW9Z4fmI88m3C\n9APoL2R4koQz3vbC8MZYoWqRe4Zh/WXhV+y8C7j6A36Oh8a1de1cUa8uRv6KNeJbJyPzzLpM\nruz09q7RpQs2b4ZGVWeH1EX4si+WGx4zSU3qrJOaHZKDENEfSxvg9w/OtZkz5ULCKnzeFAcG\nY+FrpJsu7ulTLF0qQ2FnnllnlKvYKRO5c2PuXPToIX5rSEv7zROSdpk3b96dO3c+evTowoUL\nT548AVCwYMHKlSt7e3sbZfu1gfZwWIr+kzHxBTwzLtAAv69G7xK4q94o+wzDBsr8V2wQfusD\n/2BsOQ1/9fa38PgVq4D+0dEyF3bmmXW6r+xcMnx4QEKGudZd8XYTurbGHuMFThKSOuukkzdv\n0uvXMxZhUV88lTsWC9AdGz7GsdZYdRnyP4zVPLPO8KvYKSsyToYshQ9PeiQRLy8vLy8vCTac\nez96h2DkPRTP+JoTEqdj3DD8YINsT31n6Xxw5xg+HoE52p5qVWfCBBw7hpAQNG5sprO0G4Xx\nss4u4+MFy+DGdnT0wyVjbJ9Iu1KlEBICV9c93btPkv95BZajOO6FoUlnDHR2/vH9e2M+G5TI\n3MhTiZ88ebJ///7+/v7FihXz8vLy9/fv27fvX3/9pfcGk5Pxv/9h0SJ/4NFKzNda1dVB1DlU\n+wZzc2BVJ3JE0gIM+QXtC0DLvVe//oqmTVGuHJZZ6X2cRs86dXWx+TT8WdWRlJKHDTsRHY0B\nA2Bvbw13uZqYAgKw6Icffu3SRe5QiKQkQ2G3adOmTz75JD4+vk+fPrNnzw4PD+/bt29KSkqj\nRo3E2f+yyWnq1Ab58qFFCxw+7APkybhEHryZh6+P4eNyuGZ4/JauHXZdRsXu2KD11evXTXEF\ngOkZO+v+4+qaBHQfhi558MZY0RJpk1i37gO5b163eO7u7zdtwh9/wBKuoiTShwynYo09o5jD\nxYs6p5+zgfIzrPsOYwrjsV7BWidPvFiPHn2wchh+uIhKcodjClLMY2dnh759UbPm/i++2Gik\nMMnanDx5csWKFWfPnn327FlaWlrhwoWrVq06YMCAmjVryh1ajla/PqKicPGi3HFIg1mXw8lQ\n2Bl9RjGtFBD88UswJhbHhWNZiOoGAEDvi1plXN2AdQ+NQ7XV6L4f43VMB2M9jJ11yvr17y1b\nVrxsWWzdmgwZ9p3MqxvYtTlePS4B/Z53kvXnYjPrskVjRYUClSvruy0zZlZZp8cuM80q+PeO\nyQ8+yCTdKlFR2e1InrFO8oeWZRAUFNS4ceMrV66oPyzv+vXr7du3Dw4O1rWW7mfF5snwLLbX\nwELgAzOzkxqbsWP/atJEsLEx0ZPsTM/YWYepU6eKy0RGRppyV1mTyMhIyXe8rMqXL79hw4aM\n7fv27atYsaKutZh1kmLWacWsk5SJs04hZD6RuQRev37dq1evyMjIjDOKrVmzJm9e7Xd6af09\noVQqL1y4++23owHkz4+mTYVixc5WqnTPwSHbVxYrlcpLly75+fnpd2u3jKsb2DXUnjxx/z4i\nIvDiBaZP129L5su4WRcdHR0aGurg4KBrmSxi1sn+vBNJ5cuX7+jRoxmnAXv69Gn58uVjY2O1\nrsWsk6hrMOtMnnV67DLTrGLKjkyfdTKcijXujGIdOsDXFzVronx5pKSkzJixx86urH43hRhY\n48q4uiHrKpXKc+fOtWjRwtbWtlgxDB+u95bMmnGzTl1aWtq5c+fKli2r35cNs07vjZg//Z53\nwqyTaF1mnSxZp8cuM80qpulInqwz5eFBqU2dOtV0b5x1UR1sp+xi1unN6rMuLi6uffv2NjY2\nHh4evr6+ZcuW9fT0tLGxad++fVxcnCFbZtbpjVmnN2ad3kycdbJNUJzRoUOHNm7cuHy5/s9i\nKlOmDIDhw4fXqVMnu+uKz07Rb115VzdK1+JblwMx65h10pHuKTvMOr27ZtbpTY+s02OXmWYV\nE8dm6qwzZRWZuU2bNlWpUsWQLYgTkm3ZssXE68q7uryRWzpmnSVGTpa77yw3ctLjDTTbVcw8\nNgOZ0TPgunTpcv78ebmjoJyFWUdERNbEjAo7IiIiIjKEPNfYcV5sMj1mHRERWT0ZCjv95sUm\nMgSzjoiIcgIreFYs0Ycx64iIKCeQ4Ro7/Z7amRXOzs6q/5pyXXlXlzdyS8GsM+7qzDp5We6+\ns9zISY830GxXMfPYDGXKW3BF+j21MytSU1N//fXX1NRUE68r7+ryRm4pmHXGXZ1ZJy/L3XeW\nGznp8Qaa7SpmHpuBLOZZsUSGYNYREVFOIENhJ5JiXmyizDHriIjIuslW2BERERGRcXGCYiIi\nIiIrwcKOiIiIyEqwsCMiIiKyEizsiIiIiKwECzsiIiIiK8HCjoiIiMhKsLAjIiIishIWXNid\nP3++cePGrq6uFStWXLZsmar9zZs3Xbp08fDw8PPz+/nnn43baVRUVMOGDbPSLkUYGXs5evRo\nrVq1XFxcSpQoMX36dNWshJK+CTmZmWSdru5Mk3XZjYr0JgjCpEmTSpcu7enp+c0336Slpem3\njERdX7t2rUWLFq6ursWLF1cffwy0evVqRQZ3797VWIz5ZkRZ2d1DhgxR3yPjx4/PvN1ksWWS\nMFIniSEfEwnfN1M+v8yInj9/7unpOX78+Hv37kVGRubLl2/Xrl3iS+3bt2/UqNHFixfXrVvn\n4OBw4sQJo/T4+vXrnTt3Vq9evUGDBllpN24YWnuJjY3Nly/ftGnT7t27t3nzZjc3t3Xr1knR\nO4nMJ+t0dWeCrNMjKtLb5MmTfX19o6Ki9uzZ4+HhsWDBAv2WkaLrtLS0kiVL9uzZ89y5c9u2\nbStQoMCKFSuM0vXz58//UjN27NjatWunpKRoLMZ8M6KsZFHz5s1DQ0NV++Xhw4eZt5sstkwS\nRuokMeRjIt37ZqmF3Zo1a0qVKqV6oPu0adMCAgIEQXj06JGNjc3ly5fF9q5du/br188oPY4c\nOdLLyytPnjwaX2Za240ehtZe9u/f7+HhoXoTunXrNmjQICl6J5GZZJ2u7kyTddmNivSWlJTk\n6el56NAh8a8rVqyYPHmyHstI1PWjR48A3L59W/xrv379+vTpY3jXGp49e+bj43Pjxo2MvTPf\njCWLWeTj43PgwIGst5syNhX1hJE6SQz8mEj3vllqYbdgwYKKFSuq/jpv3rySJUsKgrB37958\n+fKpvnoXLlzo7+9vxH5nzZql8SWntV2iMDR6SU1NTUxMFATh2bNnR44cKVmy5ObNm6Xrncwk\n63R1Z5qsy25UpLfjx4/nypUrNTU1LS0t4/GqrC8jUddKpbJChQrDhw9/9OjR0aNHixcvvmHD\nBmMFoNK7d2/x7JUG5psRZWV3JyUl2djYBAQE5MmTx9vbe/To0eK3j652U8amTj1hpE4SQz4m\nkr5vlnqNXZMmTa5fv758+fL4+PhTp07NmTPn+fPnAJ48eeLp6alQKMTFPD09nz59avrwTBOG\nra2to6MjgMKFCzds2LB27dpBQUEm6z0HMpOs09WdvPudWWd0MTExBQoUGD16dL58+XLnzh0c\nHPzy5Us9lpGoa4VCsWXLlvnz53t5edWvX79OnTrdunUzvGt1V69e/fXXX7/++uuMLzHfjCgr\nu/v27dtKpbJq1apnzpxZvHjxqlWrpk+fnkm7KWNT0UgYqZPEkI+JpO+bpRZ25cqV27Rp05Qp\nU1xdXXv27BkUFOTp6Sm+pNqLotTUVDkCNGkYr1+/Xrp06W+//TZ69GjT955zmE/W6epO3v3O\nrDOu2NjYu3fvpqam3r59+8qVKw8ePMhY4mRlGYm6fvr0afPmzadPn/7y5cvz589fuXJl6tSp\nhnetbvr06YMGDcqdO7fWV5lvxpKV3V26dOm4uLjp06eXLl26devWEyZMWLduXSbtpoxNJWPC\nSJokhnxMJH3fLLWwA9CpU6f79+8nJCRcu3bN29u7SJEiAAoWLKheMsfGxortJmaaMGJjY8Uj\nRi4uLv369QsLC9uxY4fJes+ZzCHrdHUn735n1hmdh4eHs7Pz7Nmz8+XLV7JkybFjx+7evVtI\nf+dpVpaRqOu9e/e6u7uPGjUqX758VapUmTx58tKlSw3vWiU2NjYiIuKzzz7T+irzzYiysrvt\n7Ozy5s2r+muFChViYmIEQdDVbsrYRBkTRuokMeRjIun7ZqmF3Z07d4KCguLi4pydnQHs27ev\nVatWACpXrvzy5cubN2+Ki504caJq1aqmD880YaxZs6Zjx46qv9ra2jo5OZms9xzITLJOV3fy\n7ndmndH5+vqmpqYmJyeLf01KSsqdO7fGEYisLCNR1ykpKWlpaaqvIvXljWLjxo01a9YsXry4\n1leZb0aUld29devWZs2aqY543bx5s0yZMgqFQle7KWMTZUwYqZPEkI+JtO+bsS7WM7Hk5OSi\nRYv27t372rVrs2bNcnd3V90q3K5du/bt2z99+nT//v0uLi6nTp0yYr9ZvJBcojA0eomOjnZw\ncFi0aNHDhw9///33EiVKTJkyRbreyXyyTld3Jsg6PaIivdWtW7dz5843b948ceJEuXLlRo8e\nLbZv2rTp4MGDmS8jddf37993dXWdOHHi/fv3jx8/Xq5cua+++sooXYtatWo1YcIEjUb1fzjz\nzYg+uLtjYmJcXV2HDh0aHR194MABLy+vxYsXZ9JuythEWhNG6iTR+2Mi6ftmqYWdIAinT5/2\n9/fPnTt3gwYNzp49q2qPi4sLCgpyd3cvX778zz//bNxOs/4lJ0UYGXvZuXNnpUqVnJycfHx8\nJk2alJycLF3vJJhN1unqzjRZl92oSG9Pnz7t0KGDu7u7t7f3mDFjVPfNValS5Ysvvsh8GRN0\n/eeff3788ccuLi7e3t4jR45MSEgwSteCICQlJeXKlWvv3r0a7eq9M9+MKCu7+/Dhw9WrV3dy\ncipTpswPP/wgHojKpN2UselKGKmTxJCPiXTvm0Iw3rlwIiIiIpKRpV5jR0REREQaWNgRERER\nWQkWdkRERERWgoUdERERkZVgYUdERERkJVjYEREREVkJFnZEREREVoKFHREREZGVYGFHRERE\nZCVY2BERERFZCRZ2RERERFaChR0RERGRlWBhR0RERGQlWNgRERERWQkWdkRERERWgoUdERER\nkZVgYUdERERkJVjYEREREVkJFnZEREREVoKFHREREZGVYGFHREREZCVY2BERkfFFRUU1bNhQ\n7igoZ2HWgYUdEREZ15s3b3755ZchQ4bIHQjlIMw6FRZ20tqyZUvhwoXfvHkD4MyZMy4uLrdv\n35Y7KLJygwYN6tmzp/j/giD4+vquXr1a1ojIOuka36ZOnTp48OCbN2/KHSBZIV3jG7NORSEI\ngtwxWDNBEFq2bOnn5zdr1qyPP/64TZs2Y8eOlTsosnK//vprt27dnj59amdnd+HCBX9//6dP\nn7q7u8sdF1mbzMe32bNn7969+8iRI/IFSFYo8/GNWQfATu4ArJxCoVi4cGG1atXs7e3j4uJG\njhwpd0Rk/Ro2bJiSkhIVFVW/fv2IiIjmzZuzqiMpcHwj0+P49kE8FSu50qVLjxgxYubMmYsX\nL3ZwcJA7HLJ+jo6OrVq1ioyMBBAREREcHCx3RGS1OL6RiXF8+yAWdqbw+PFjALy6jkymXbt2\nu3btio6OvnHjRvv27eUOh6wZxzcyMY5vmWNhJ7njx49v27btp59+GjVqVFxcnNzhUI4QEBBw\n69atGTNmtGzZMm/evHKHQ1aL4xuZHse3zLGwk1ZycvKAAQOmTJkycOBAPz+/sLAwuSOiHMHd\n3f2TTz5ZvXo1z1OQdDi+kSw4vmWOhZ205syZY2trO2DAAIVCMW/evKVLl/79999yB0U5Qrt2\n7RwdHdu2bSt3IGS1OL6RXDi+ZYLTnRBZp9GjR9+4cWP79u1yB0JEZGQc3zLB6U6IrM3bt29v\n3LixatWq5cuXyx0LEZExcXz7IJ6KJbI2Fy5caNKkSXBwMM9TEJGV4fj2QTwVS0RERGQleMSO\niIiIyEqwsCMiIiKyEizsiIiIiKwECzsiIiIiK8HCjoiIiMhKsLAjIiIishIs7IiIiIisBAs7\nIiIiIivBwo6IiIjISrCwIyIiIrISLOyIiIiIrAQLOyIiIiIrwcKOiIiIyEqwsCMiIiKyEizs\niIiIiKwECzsiIiIiK8HCjoiIiMhKsLAjIiIishIs7IiIiIisBAs7IiIiIivBwo6IiIjISrCw\nIyIiIrISLOyIiIiIrAQLOyIiIiIrwcKOiIiIyEqwsCMiIiKyEizsiIiIiKwECzsiIiIiK8HC\njoiIiMhKsLAjIiIishIs7IiIiIisBAs7IiIiIivBwo6IiIjISrCwIyIiIrISLOyIiIiIrAQL\nOyIiIiIrwcKOiIiIyEqwsCMiIiKyEizsiIiIiKwECzsiIiIiK8HCjoiIiMhKsLADgFevXg0f\nPrxgwYJOTk7Ozs7ly5cfOHDgnTt3jN5RfHy8QqFQKBRHjhwx+sZJRt7e3gqFonjx4u/fv1c1\ndunSRaFQ+Pv7yxiY3pirJmbdo1ChQoUUCsXq1aul7mj58uUKhaJQoUJSd2SGOAoZhRXkKgs7\nCILQvXv3H3744dmzZ0lJSYmJideuXVuyZEn16tVv374td3RkSe7fvz979my5oyDLw1HI9MSK\np0ePHnIHYmQchaxPdnOVhR0eP368b98+AEOGDLl582ZSUtKhQ4cKFy4cFxcXFhYmd3RkYb77\n7rsHDx7IHQVZGI5CZEQchXI4Fna4e/eu+D+jRo0qVaqUg4NDo0aNpk6dWrFixXfv3gFISkoq\nV65cuXLldu3a1aZNm7x589aoUWPv3r3R0dFNmjTJkydP6dKl16xZo77NnTt31q9fP1++fIUL\nF27RosWff/6ptet9+/bZ2tra2tr+8ssvAJKTkydOnFipUqXcuXPXrFlzwYIFgiCIS9rZ2SkU\nih07doSFhRUpUiQxMfHZs2eDBg3y8fFxdnYuU6bMyJEjY2NjpXuXKCvs7e3fv38fGhqqa4FM\nEqNixYrlypXbs2dP//79ixQpUrBgwQEDBsTHx2vdjq69z1y1UDlwFMokPEEQ5s2bV7FixYIF\nC3799de7du0qV65c27ZttW5HqVTOmDGjfPny+fPn/+yzz8S3S+XevXs9e/YsWrSoo6Nj8eLF\nBw4c+Pz5cwCLFy++cOECgPPnz8+YMSOTJS0ORyEwV4Uc79mzZ/b29gDatm3766+/JiUlaSyg\nul7ByclJoVCI/+/g4ODu7q76q0KhuHDhgri86jC4q6uro6Oj+Or27dsFQXj79q340uHDh69e\nvZonTx4AYjoKgtCmTRtxrQoVKoiLDR06VHzJ1tYWQMuWLcX2hISE2rVri+lbvHhxsbF+/fpK\npdJUbxul4+XlBaBnz56enp4Ajh07JghC586dAdSoUUNcJpPEEP7dxQUKFBDbxSVHjBiRsS+l\nUqlr7zNXLZTVj0IFCxYEsGrVqg+GJwjC1KlTxVfF96REiRIAKlasqPWtGzp0qPrCuXLlAlCw\nYEFBEBITE8uXLy++Kn4wAbRq1UoQhFq1auFfBQsWzGRJC8JRiLkqYmEnCIKwePFicYeJuVi7\ndu1vvvnm6NGj4quqNG3evPm7d+8OHjwo/rVGjRqvXr36+++/7ezsAPz000+CIDx9+lTcW0OG\nDElNTU1ISGjXrh2AokWLpqamqtJ0+/btZcqUATB69GixlwMHDgCwtbW9ffu2IAjHjx9XKBS2\ntrbR0dHCv2nq7e29e/fuK1eu3LhxQ9zOiRMnBEE4ceKEo6Ojo6PjzZs35XkHczxxSB06dOii\nRYvE3EhLS1MfUjNPDOHfXVy7du1Hjx7FxMR8/PHHACpUqJCxr1u3buna+8xVy2Xdo5D6l2Xm\n4T1//tzFxQXAyJEjk5OTz5w54+HhoevL8ubNm2JUU6dOTUlJOX36tJubm+rL8ujRo+I/R4x/\n3bp1ABwcHMRPnPjx7N69+weXtBQchZirIhZ2/3j48OHixYu7du3q6+uLfw0ePFhQG1I3bdok\nLpwvXz4A4eHh4l/FnwuzZs0SBEG8UMbOzi4+Pl589dKlS+Lqt2/fVqVpkSJFABQuXFi1MyZP\nngzAy8tr3L/EXydLliwR/k3TefPmiQur0rREiRIhISEHDx5MTEw04btFmlRDampqauXKlcVx\nQX1IzTwxhH938fr168VX582bB8DDw0MQhLt37/71rwsXLmSy95mrFs2KRyH1L8vMw9uzZw8A\nZ2fnhIQE8dUJEyaoviw1PgurVq0SvxpV/wTxoIj4ZZmamvr+/fu3b9+eOXNm9erVAQEBYi/v\n378X0n9ZZr6kpeAoxFwVsbDTIjo6esCAAeKbdenSJVWa/vbbb+ICYlW+bt068a8VK1ZUpeni\nxYvFbFNtLSEhQVz94MGDqjRVWbt2rbhY3759oU1ISIjwb5qqDv8KgrBs2TL126Rz5849c+ZM\ny/p9aU1UQ6ogCIcOHRI/rq1atVINqZknhvDvLt6xY4f4qjgKiEPq4MGDVTu6VKlSgu69z1y1\nGlY2Cql/WWYe3oIFC1R5LtqwYQP+/bLU+CxMmjQJwEcffaRaWKxFxC/LtLS0kJAQV1dXcXnx\nQwptX5aZL2kpOAoxV0W8eQJr1qxxc3PLnz9/YmKi2OLr6zt9+nTx/588eZKtrRUrVgzA06dP\nVbtfNRNV0aJFVYs1bdq0V69eAEJDQ8VLU8VfJBmv6vj+++9Va6kuUADQt2/fO3fuREZG9u3b\nt0CBAvHx8aNHjz58+HD2/vEkgUaNGnXs2PHp06f79+9XNWYxMbLIKHufuWo+ctQolHl44tfq\n06dPU1JSxMZ79+7p2pQY8IMHD9gRmGkAACAASURBVJRKZcaFt2zZMmvWrOTk5PXr1z9//lzj\ngn11WV/SUnAUQg7OVRZ2qFq16uvXr1+8eNG3b1/xTY+Ojp42bRoAhUIhHtDOuurVqzs5OaWm\npo4bN06pVCYmJo4dOxZA4cKFS5YsqVps7Nix06ZNc3JyiomJEe9zES+QPHbs2OPHjwG8fPmy\nT58+PXr0OHPmTMZeVqxYUahQoWrVqtWrV2/ZsmU3btzImzcvgGvXrun/RpDxzJo1y8HBQfj3\nFi1kOTG0Ul0sLAjCzZs3jbX3mavmI0eNQpmHV61aNYVCER8fP336dKVSefXq1fnz56vW1fgs\n1K9fX6FQPH78ePbs2Uql8uLFi+JBJtGVK1cAFCpUKDg42M3NbdmyZRmDESvprCxpcTgKqeS4\nXBVIEIYNG6Z6Q2xs/it2p0+fLqhdMZCVA8uCIMycOVNc3s3NTbzuEkBERISQ/h4fQRBCQkIA\nODo63rlzR6lUNmrUSFyrdu3a4mWVVatWFe+P0zhCfuvWLTEvxRnqxf93cnK6evWqSd84+pf6\nSRDRmDFjxH2tuh8tk8QQMj0JoiGTvc9ctVzWPQpp3GmY+Wehd+/eYouzszMAsV9ddxr26dNH\nXNjJyUn11omnt7Zv3y6+lDt3bjc3N/E6dwCvX78WBGHgwIEAXF1dBw4cmPmSloKjEHNVxMJO\nEAQhLS1t+/btTZo08fb2dnBwKFasWMuWLffs2SPeC53dNBUEISIiom7dum5ubgULFmzWrNnx\n48fFdo00ffnypZhhQUFBgiC8e/duxIgRvr6+jo6OJUuWDAkJiYuLE1fUSFNBEM6fPx8cHOzt\n7W1vb1+gQIHmzZv/8ccfUr9RpEvGIfXNmzeFCxdWH1IF3YkhZGdIFXTvfeaq5bLuUUjjyzKT\n8ARBSEpKGjVqlI+Pj5ubW2BgoHgURNeXZUpKyrhx48qUKePu7h4YGLhw4cJSpUrVqlVLEASl\nUhkWFlagQAFPT89u3brdvXvX19e3VKlSGzduFATh8uXLVapUsbOzK1GiROZLWgqOQsxVkUJQ\nO05LREQko9TUVPGUU65cucRDGj/99NPgwYPr16//xx9/yB0d0X/MNld5jR0REZmLR48eubq6\nurq6jhkzJjY29ty5c3PnzgXQsGFDuUMjSsdsc5VH7IiIyIzMnDlz/PjxqampqpaAgICIiAjx\nyiQi82GeucrCjoiIzEtMTMzhw4djYmI8PDyqVq1avXp1uSMi0s4Mc5WFHREREZGV4DV2RERE\nRFaChR0RERGRlWBhR0RERGQlWNgRERERWQkWdkRERERWgoUdERERkZVgYUdERERkJVjYERER\nEVkJFnZEREREVoKFHREREZGVYGFHREREZCVY2BERERFZCRZ2RERERFaChR0RERGRlWBhR0RE\nRGQlWNgRERERWQkWdkRERERWgoUdERERkZVgYUdERERkJVjYEREREVkJFnZEREREVoKFHRER\nEZGVMIvCLi0t7e7du3JHQURERGTZFIIgyB0DXrx4kT9//swjSUtL27t3b2JionqjUqmMjo4O\nDQ11cHCQOMYP0Bpetjg5OQUEBNja2hoxKrJuzDoyPWYdSUq/BGNSqbMzfZeBgYEaLUlJSar2\nbdu2aV3r8OHD7dq10/qSjY3N+PHjjRpjtu3bt09XeFkXGRnZpk0bo8RDRmHmPyeYdRYnLS3t\nwYMHJUqUkDsQ/THrrJL5jHV6JxiTSkWGwq5EiRLh4eEVKlRo3bq12JKQkACgdOnSmazVqFGj\nXbt2aaRdVFRUeHh4mTJlpIs2i96/fw/gG6C2XqufAOb+uxEyH2b+c4JZZ3FevXrl4+NjDudJ\n9Mass0rmM9bpkWBMKg0yFHazZ88ODAzs06fP7du358+fX7BgwRcvXsyfP3/GjBmZrGX7//bu\nOyyK6+sD+HdBAUVESmzYCzZiBcXeG4oYDdjFoNjRqBhsYEHsSqJgBbGCgoWIEf3ZowY79gYS\nNaKigoio9Hn/2IQX2Zll2d2Z2V3O5+HJE2fm7j3snB3u3pl7r76+o6Oj7HZ/f389PY14UhCA\nPeAsdgxEjTT864QUZZ3GUu7uhFagrNMxmnatowRThQgNOwD29vaxsbG+vr5NmzZds2ZNnz59\nRAmDEPm04usE0VjK3Z3QnJtipOSga50uEadhB8DQ0HDp0qWDBw92c3Pbtm2bWGGQEothGIlE\nInYURJcpd3dCc26KEUK0kcgt8RYtWly9etXR0dHV1VXcSIhuW7BgQWJiIoDMzEwfH5/atWsb\nGRnZ2Nhs2bIlLy9P7OhUlQLz+2hyDzZJqCR2LOQb0rsT1tbWTZs23b17tyJP10lvioV/a8aM\nGQA05wEAQojGEq3HLl/p0qVnz54tdhREx/n5+Q0cONDKysrHx2fnzp3e3t6NGjWKj49fsmRJ\nVlaWh4eH2AEWW14ebt+uDOyYhO7JqJa/3RLvu+HMEOwfgCOlkCNihESquHcn6KYYUS+6O1HS\ncF4mQkJCPnz4wFOtV65cGT9+vK2tbY0aNaysrGxtbceNG3ft2jWeqhPRAzSOxMAIOF9BmyzQ\nwzFF4DXrpPbu3bt9+/YpU6Z069Zt/PjxISEhgYGBvNbIhwMHYGMDP7+OgGvBVh2A97AMh8tg\nHLTGk90YxYAu6EUQIOtAdyfIt/jLutzc3ICAgCVLlgBITk4eMWJEhQoVrKys5syZIx27Q3Qe\nZ4/d8uXLJ0yY0KtXLxcXFycnJ1NTU3VVGRYWNmbMGOn3V0tLSwApKSkxMTFdu3bdvn27i4uL\nuioSUTZKb8Kk3zA9AXXyN5ZH2gjsnYvl1fGPiLFpMv6yLt+nT58aNGiQ/88aNWq8ePGC62DW\nx9hjYmIAiHUD9/lzjBuHU6eKPvJv1B6NXdvhtgNjauI5/6FpKwGyToruTpB8/GXdrFmz9uzZ\ns2rVKgATJ058+fLlnj17MjIyvL29S5UqtXTpUtZSGnitI8pjOOTl5d2+fdvHx6dJkyYGBgYD\nBgzYs2dPWloa1/GKa9So0d69e2W3R0dHN2nSpFgvFR4eDiA8PFz1qFT0byQAAzxB/eaIBRjW\nH2Okb8SkQlvDAQ35RcTFX9YBmDNnzqlTpxwcHObPny/dmJ2dPX36dFtbW65SJ0+e5PrgeHt7\nqx5VcR06xFSowJ5Xcn7MkPIHHGR3UNZJ8Zd1aqSZ1zolfijrpPjLOjMzs+joaIZhsrOzDQ0N\n//77b+n2mJiYGjVqcJXSnGudEglGSVUIZ4+dRCJp2rRp06ZNFy9e/Pjx4xUrVowcOdLQ0NDB\nwWHMmDGOjo5K37N/8+ZNs2bNZLe3aNHi1atXyr2m5rgGu76IToYF1wGfYTwZG6+i9VaML41s\nIWPTfPxl3dSpU2/evLl///7nz58fO3Zs9uzZpqamffv2vXr16pEjR7hKyZnbqUmTJspFohyG\nweLFWLIESkxt+wFmA3BkPaZNxkYeQtN6/GVdCfEE1jfQKhFWDCRV8ao5bjXBfbGD0nT8ZV2F\nChUqVKgAQE9Pz9DQsHz58tLtlpaW6enpXKU051pHVCdv8EROTk5MTExUVNSRI0eePn3arVu3\nAQMGvHr1aty4cUOGDNmwYYNyVfbo0WPatGkBAQENGzbMz924uLjZs2f37NmTq5RWdBQnotFE\nHE+BeZFH7sCYFJhHwNkAWQIEpkV4yrr8gllZWQkJCcbGxgDGjx+/a9euKlWqcJXSkMfYc3Ph\n7o6QEBVeAfpTEPgBZvPhp764dAdPWafbMmC0De4bMfkRGhbaVQMvxmDHFARWxFtRYtMKPGXd\nyJEjXV1dN2/e3KlTp3Hjxvn6+q5evTozM3PBggVdunThKqUh1zqiHlxdeSNHjjQ3NzcxMXFx\ncdmzZ09KSkr+rhs3blSoUEHpTsLU1FQnJyc9PT0LCwtra+sGDRpYWlrq6ek5OTmlpqZyldKc\njmJW4eHhQIXKiCvWfYkfEZEDfepJzsdf1qmRwDfFsrKYwYPlZZEecnrg5Fws88Hi/ogyRIac\ng32xgO5fFEJZp0QkC9CzNhLkX9+Mkb4YPl9hRHfNZPGXdXl5eYsWLbK0tDQ2NpauSlymTJnS\npUu3b9/+7du3xXopUbKObsWqjrPHrnz58qGhoV27dpWd6Lx+/fpHjx5Vrh0JwNTUNDIyMjEx\n8c6dO2/evAFQqVKlpk2bVqtWTU4pbego3vYG8iaUl3UAP86A/3pM4ykgrcNf1gG4cuVKcHDw\nzZs33759m5ubW6VKlebNm0+YMMHOzk6Vl+VVTg6GDsWhQ+x7JRIwzO4N8JmMZ/kbX6OKD5YE\nYyzreFhv+Jrg03T8xk+8WonXrNM9DAPA1w/zixxw/RnGC7F4H4buxqhWuCFIdFqDv6yTSCQL\nFy6cO3fu9evXX716lZKSYmFh0aBBAxsbG9VCJlqDs2FXr1693r17F9ySnZ0dGBj4888/m5iY\ntG/fXsWKraysrKysFD9ewzuKL1yoAbSR3a6P3JlYVwvPVmP2M9SSPWADPKzxpBICeA9RG/CX\nddo4FjsvD6NHc7bqKlbEuHEXli0b/d2326vg9Ta4D8KhUdjN+qznTKyriLfDEKb+iLUT39c6\nXZKTg4CA1oCz4o96PkSjdvhrHWZOgfbNK8QfvrPOwMCgXbt2Kr4I0VIsDTvpd4UFCxYUmuX8\nzZs33t7eP//8M0+hnDlzJjQ0NCgoiKfX58/799ixo7ns9lLIiYDzQEQCGIk9Q7D/OFhWxZ0B\n/7l4CJzmPVANxnfW+fr6hoSEDB8+vODGiRMnDhs2zNPTUzMbdpMnI4yj9dWiBY4cQUzMG66y\nfRF9Gfa9caLghDtSedAbgx1V8Bo4p75gtZJY1zotlZcHV1dcuFCzuAWzYDAVATfQajMmosQ/\nVUxZR/jG0rDz9PQE8PXrV+n/5JNIJHPmzOEvlLdv316/fp2/1+fP3Ln49MlQdvtvmC5t1QEo\nj7Tf4eSMiCMovApkDkr5IxzQ3BuCAuA767RuLPbChdiyhX1Xz544dAjlyhXxCvUQfxEduuGM\n7LPtWTAYhEML0RZ4rI5gtZVY1zotNWMGQkOVLx6CnxJQZwx+AHifDlqTUdYRvrE07B49egSg\nY8eOFy5cEDKUoUOHDh06VMga1eL6dWzfzrLdGRGFZpcwQNZ+DOmNE3+iU6GD02EO/J6REcdf\nnBqO76zTrrHYQUFYsoR9V//+OHAAhizfI1hUwesz6NYJf8bLPP35AWYrcBSwVy1S7SbWtU4+\nzZwBYPNmrF/PvssYn6cg0AHH9JD3JzptwYR/UJ31yPPoHI9LgAOPgWo8yjrCN5aG3cWLF2vX\nrh0RESEd2VBI5cqV+Y9Km8yaBdm0/w7vNmGS7MFGyDiMH+xxOQ6yi3nbbNhgPmIENOCJQRHw\nnXXbtm1zdXW1sbExMzOzsLCQSCTJyckpKSmOjo5bt27lKnX27NkBAwr3sErdv8/XTF0nTmAS\nS+4AgINDMVp1UlXw+iR6tselV6haaNcb1AMO5OYmKxup1tPMa50oWSff5cuYPp19lx2uhcOl\n1n/DdzrigifWrIGnL7wzwZKpiWgExCQk3OMtWE1HWUf4xtKw69ixo7+//4wZM1gLMEpMkCpD\nG8cnsjpyBH/+ybJ9LWZZgP3vpTlSjmBAW8SkokKhXdeuVZ07FytXqj1MLcB31mnLWOw7d+Di\ngpwcll2dOxe7VSdVC8+OwaET/kxDeZmdXYKC/tbCjnL1EOBapwRNmwHgwwcMGYIstkfjeuF/\nh/FDWXwpuNEQmfPh1w9/uCCc7RssgMqLFlna2KBfP14C1nCUdYRvLA272NhYKyurcePG8VSl\nNo5PZJWbi3nzWLa3x6WR2COnYEM8CsVwR0TlQr/QrlWrUKsWZ4eNDuM766Q0fCz2mzdwdERa\nGssu6WiJMmWUfOVmuB0Ol/44miPzkT99ura/Pzj+yug4YbKuuDRtBgB3d7Aup9wRFyIxsAy+\nspZqjlvXYDcMYdHoK7s3I6OUkxPWrcO0kjfXE2WdItJhnoAKAPSRWxFvudKMsFNksruvX79e\nuHAhMTFRLVPn6cxasTt2sMyVKEHeVdgpMqfiCnixzzerx4SFifILaRb1Zh2X06dPjx07tlhF\neMq6L1+Y1q3Zk6V2beb1a+5IFJ7GMxCTWffo6zNRUer9bbSVMFmnBLGudSEh7NlUGXHvYVFk\nyuVAfyo2yDlk3DgmI0Pg30njUNYxDPP5M/P774yHB1O/fjKQVihPrPCyH46ugNcdfE8TFBeJ\nsyV+5coVGxubY8eOMQzTs2fPbt261apVKzIyUvWmpNaNT2SVlYVFi1i2D8U+O1xT5BV+warh\nYBljJp29LCJCtfi0E39Zx0VDxmIzDNzccPUqyy4zMxw7BrU8eDMZGz3Ask5Rbi6GDUNsrBqq\n0EbCZ522+OcfcEy+8cUTg7ieNilIH7kb4LEWs/TA/gB+UBA6dMDff6sUpzairMt3/jxGjkTF\ninBywoYNiIszB0wKHZMIqz/Qbw5WNMWdJri/FrM+wEyUaLUC5wTFkyZNatq0qa2t7enTp2Nj\nY1+8eBEdHb1o0aKBAweqWKV2jU/ksnUrnj0rvLEUspZigYKvIAETjLEJqHNZZmRidjaGDUNa\nGsaOVTlQrcJf1nHRkLHYfn7Yt49lu4EBDh9Gw8LTlShvHWY+RoP/oVeh7enp6N8ff/2FmopN\nUsb6eSwWIyMjBwcHff3CTyMIT/is0woMA3d3fPzIutOjBu4q/lIzsa46/hmF3azDKa5fR4sW\nCAjAyJFKhqqNKOvy8hARgZUri/2V8gEae2LNIiyagC1eWPkd3vETIAvlrnsiXOu4uvIMDQ2f\nPHnCMMzEiRNdXFwYhnnx4oWRkZHqnYQ6sFZsejpTuTLLbYXeCFB8eTvpTxIq1kU81/65c5nc\nXIF/OTHxl3VqpPbbE4cPM3p67AmwY4cCkRQz5T6gQiM8YN3ZsCHz7p1CMUdFRal+8YnSjBvA\nJTPrihQUxJ5Bbdu+UCLrGOACOljgvZxDBg5kXr4U7PcTWQnPuiNHGBub4mYQy085fPLFgj0o\nI8ynQ+nrnsDXOs4eu6pVq167dq1y5coRERFbtmwBcO/evQoVCg/kVIK2jE+UY/16sA1U/zwY\nS4v7UhXx9jj62OLiR1SS3bt8OWJjsXs3LC2ViVPr8Jd1UGostgD9xHfvYtQolhlzAMydC1dX\ntVTyjQpIjYKjPS6/R+GsevQIffrg9GmYmhbxIl+/fgUwU9l58C4D6/57EdHxmnVaKjERs2ax\nbK9aFe7uN2NilHnNDrgYg7adcfQ1rFkPiIzE6dNYtAgeHihdWpkqtIimZZ1g98Tu38f06Tit\npoWW0lHOG74V4QZ4qOcV5VLiuifOtY6rxbdlyxaJRGJiYtKoUaOcnJy9e/eamJh4enoK2eos\nkigPFKekMGZmrN8eVijxLVb6sxrNwP1dtmpV5n//E/JXFA1/WRcaGmpgYDBs2LDAwMD9+/fv\n379/06ZNo0ePNjY23r9/P1cpvvuJ379natdmP+k//FB0Z61yPXb53Sel8ZV1p709w911roaq\nGQ172JmudbL692c/dX/8oeqpD4EZEC3/KGtr5vBhYX5R0Wha1glwTyw9nfH0ZEqXVi5xiv5p\n2/ZFUpJaIuWkRPKLcq3j7LEbP368vb3906dPO3furK+vb2VlFRQU9OOPPyrTeNQty5fjg8yK\nOMbG2Z8/r1L6NWviNtCjfPnLaWksz6C8eoXeveHhgeXLUbas0pVoAf6yTrm1YnntJ87JgbMz\n+2PjzZtj925+p6rugIuT8dNvCAUkhXZdvozu3REdje++4zEAzUHXukL27MHRoyzbf/oJDg6q\njusyxgeg/+DBdw8fbsTVE/TkCX74Ae3bY9Uq6OpC9pqWdXzfE4uOxuTJLA+my9LTY/LybnfE\nPXu81kNeBowSUOca7N6giBFkMTHVmzRBYCC0Z8403gjZilQ74Xvsnj9njIxY2uVDh96Fyh0Y\n/v7RXP03+V9kr1wR7HfVKWZmZvfu3ZPd/ubNGzMzs2K9lLqyzsOD/SxXrMg8f16cSFTKuplc\n++vXZx494rVqTemx0wqCXetev2bMzVlOWtWqzIcPBSJR+dT/739MlSpFl3ByYh4+5PuXJuzU\nknXJyczo0UWfaImE6dGD2bWL2b49kjXBbqGZF1ZUwpsiX2roUCY5WV3vwTe0vscuMTFxxYoV\nr1+/LrjRwcHBzc1Nfa1K7TNnDmQHxFSqBAeHONZRjcViZfXp0iUMHMg+7QWAJ0/Qvj18fDBv\nHjRgNKH68Zd1yo3F5k9ICDawTDwCAwMcPIgaNQQLZJ2Tk/vvv7MMu42LQ5s22L4dgwYJFow4\n+Mu6z58/z549OyIiQl9ff9KkST4+PtLcu3v3bteuXd+/f6/i6/Nh4kSkpLBs37IFankATNpJ\nFxMT07Ytli41CA5u+ddf7AvLSv3+O44eZbp1Sxgy5H758pmaM5haRSXkL+yRI5g4Ed/+loWV\nLo1RozB79r/D/yMi2BY5AZrhdjPcXoyFIfhpGeZxrUcMYN8+nD+P4GD0ZZkbu0TgbNiNGDEi\nPT3d0dHRsMAaRpmZmYJEpaEuXmSfk8LHB0ZGbItAFV+VKjh/Hh4eCApiPyAnBz4+OH0aoaGo\nWnjxT63HX9Ypt1YsT65c4VxcJDAQHToIGszw4XerVWsYGMiy6+NHDB6M0aOxejUqVhQ0KiHx\nl3Xz5s07ffp0YGDghw8ffH19S5UqNX/+fAC5ubnJyZq4RO/Onfj9d5btI0agf3/1VCGd2sLf\n39/f3/+/bQOADQDnt5ncXMnJk3VPnjQHfIBNUVGR/dUVjXh0/i9saiqmT8euXfKOkUjg4gI/\nP9Stq+jLGiJzIja7Yqc/ZizDvM8wZj3s9Wv064fx47FmDcqVK2bo2o+zYffkyZO4uDhjY/Z3\nrQTKycGUKZBdx8/aGu7uUOO8kkZG2LYNXbpg8mT21aUAnD+Pli0RHo5OndRWrybgL+uUG4vN\nh9evMXgwWC/gU6dC+HWGJBJs2ACGwcaN7Afs2oXISEyZggkTFJ3lTrvwl3UREREHDx5s27Yt\ngA4dOrRu3bpHjx5t2rSRX0qsOTufPWNf4KtiRfz6q9pqkfbGfDuu8EgmTh/G3CjMyoYRd1Ez\nYAPw04MHydrfrtPxv7AnTmDcOLx8Ke+Y5s0REID27ZV5/TL4Og/LRmG3Bzb8DifWYxgGW7bg\nxAkEB6NbN2Vq0V6cDbsWLVqUKsW5twRatw537rBsX7mSl5H5I0agXTu4uuLCBfYDkpLQowfW\nr8fEieqvXSx8Z11x14pVu6ws/PgjEhNZdnXtinXrBA8IACCRICAApqZYvpz9gLQ0LF+OFSvQ\nqhXs7VG/PuLjawLDTqL8E1gmodIrVH2Dyu9h+RGmmTA0RKY5UqrjHxvc64CL3XCmPDi+o2gA\n/rIuPT298n9rhjRp0uSXX36ZNm3aBa6P9H/Onj07YMAA1l33799Xc4j/ycnBiBHs3yQ3blT/\ndEv2gPM3Gz6PxILn2DYffmEYlgc544ZazpvHpKXBxwcGBmqOSkj8ZR3DMHv37o2JiencubOz\ns7OXl9fhw4eNjIyGDBni5eVVmueJZNLT4emJrVtZOkHylSsHX194eKj6QFF1/BOJgfsxZDw2\npIF9qNezZ+jRA2PHYuVKmJurVJ0W4UyspUuX/vTTT+7u7vXq1SuYCpXVsraRtnn4kH0Bse7d\noZZ5wvOfOym0fepUSa1a1vv2NcnOZvkEZGdj0iQcPRo3fvzjfv366sBzJ5qWdWrvO/HwwF9/\nsWyvWRPh4WLO3SWRYNkyVKuG6dORw/FYAcPg+nX8twBbayB0G/cLvkHlB2h8Ar3XYpYRMgbg\nyFQEdEQRbRpR8Jd19vb2c+fODQgIsLS0BDBnzpyDBw9OnTr1p59+klNKlDk7Fyxgz8xhwzB4\nME91FlYTz/dg5CysnYMVsouj5MvNlfj54dgx7N2LRo0Eik3t+Mu6pUuXrlu3zsHBYc6cOZGR\nkadPn/b29tbX11+1ahXDMN7e3qyl1HKt+/NP/PQTEhLkHdOnD7ZsUedjxEOw/xPOumMz8APr\nAQyDoCAcOYIVK+Dqyu9sA5qCa1RFcY8XhTAjxTIymJYtWca7lC7N3L//bSTKjhTzKuIs2QC3\n5L7AgYMH/+D1TRCGpmWdeud22rSJ/fSVLcvcvKlMeHwMTT11ivnuO+Ver+ifLjh7Ha3EGinG\nhb+se/jwYePGjQH4+/tLtyQkJDRo0KBMmTLFfX1er3WHDjESCcv5qlbt35GwLJEomwQzpKe+\nqMNOoXsL3JR/VNmyzLZtfLwfQuAv66pXry6dm/PMmTMAgoKCpNvPnTtXp04drlIqXuu+fmVm\nzuRcQUf6U6FCEUvpSCk98nTKlCumpkUc26oVc/Kkou+kGmPTlFGxnz594tolChHXiv35Z9y8\nybJ91iw0bqyeKtieOynoXjba7MHq45jKyMw6BgAY7O39rkcPlC+vnnjEomlZp0jfiYKrBz56\nZLlkSWew3WMaOzYmPv5lfHyxw5Pt4i0Wrn7ipUuNNm2yu3VL/b2k59ClDa54YIMt5gEasewE\n+My6hg0b3r59++HDh2X/m3+ydu3ad+/ePXbs2B3WBzvEcOcOXF1ZbpxJJNixQz0jYZXQHaev\nw3YXRs/DsteownrMly9wd8f589i8GVr3rBp/Wff+/XvpY51NmjTR19fPXwu7bt26r7mHp6py\nrXv61CwwsPXLl/L+/LRo8XrChBtly34tch5EJS5r0kuZgcG+5cvfbdpkd/cu51CvGzfQsyca\nNXo/cOCj5s1flymjI4OsCyuy6ZeXlydAA7NIYq0VG8Cx+qu1NfPly/8fJsy32AMYbII0Od9F\n3r7l750QlIZkHatCfSeKrR5YDZzTL61W8SPMWz/xCOAfZV+7iJ9quA801pAeu3xalHXq8vw5\nU60a+zniWgRBmGtd/k8aNyz1qQAAIABJREFUTGZibSlkyznKxoZ58kS9b4xw1J51tra2fn5+\nsi+7cePGpk2bFuulFLjWlQYWQe7ZAT4CxZ7DpVgJ9u2lTAJMBdIVKPcEmBMcfLrYb0hxYtOs\nHrucnJyFCxdGRUX9/fffnz59WrBgQcWKFadOnaon0g1qUZ47CQ1lHyamr4+dO1GmDE/VchqM\ng43wcACOPAXL6PAbN9C5M06d0uJpUDQt6xRR5OqBWSizEIefsq0F/B3+9w5zlF5xdRfAtkCA\noorqJ96bjQOnMOEYpiehjgr1sHiJxsCVa9fuODsXfTDftDHr1OLVK/TsyT500d4ey5YJHhAb\nE3xai1kjsWcsgmPRgvWYe/fQujVCQ7Vp3jL+sm7t2rUDBw5ct25dYmKidC6Vd+/eDRo06Nq1\na9J2idIKXeteonEgdj6FrZwiljj9Hm4z8ULxS5wSl7VvL2UMEJCEY1uw7R7kj4atDywfOxa/\n/YZu3WBvj2bNUKeOdg/KkeJs2C1cuDA8PHzFihXS+RJbtmw5efLk5OTkxYsXCxje/9PX13d0\ndJTd7u/vz9P1d/NmTJ3Kvjr7ggWwV+5Pscoa48EVtBmIyItgme7s4UN06oRTp1CrluCRqYOm\nZZ3iZEb5/YuBZBhCWK99dfG0F4ZtQi5X2SKpdCP2P3JrzxyO9XkI+BOdDuOHP9HpLr7PBftt\nC0u8r4i3FZBaFl++oOxrVHmOmnKHN5Zbs6ZtlSqYMUPVX0FF2ph1Cj4AwCovL+/evXsVK9r7\n+XVOSmKZ48vUNNPV9VRk5BfW4io+AKCcFoi9gjbDseAA5rH+2UpNhaMj/PzgVVRHtIbgL+s6\nder09OnTq1ev5o+61dfXHzRoUHBwsLW1tapxA/bAYOitx7T5WPYVnN0bZfFlJbwSEOgPpliX\nOKXT69taEqagxw6MmY3VybCQX/DOnf+f8kIiQeXKMDeHiQnLBHhJSZ2Ak+uQ+gc+WyC5Ov6p\ng4TGeFAXTyVglA2cB1xdeZUqVbpw4QLDMBYWFtItJ0+etLKyEqgnUTE83Z7IyGCmTuXsW+3R\ng8nJ4YhEqNsTGTD8ERFc+6tXZx4/Vu9bIhBtzDr5p94XC1j3lMOnu7Ap7nlXMW1UL/4VRvfR\n+Ay6DoAT4OiNHlfQ+jlqZMBQ9uAPqLAPQ3rjuAR5cl71l18YcW+BamPWKfYAgBzdgbccZyQT\n6FhkeVGSNhwA2n73nby7bMOHM1+/inuuFKKNWSf950bU6Ioz8s9VW/z1BPWVO93qLfIeFpOw\nUf6tfNV/TJHqgD/WYUY86rIlrcbcis3IyCg041fdunU/f/5c3OuH1rlxA25u7FPWAahXD/v2\nib+clyEy92HoFARuwQTZvf/8g06dcPIkvv9e+NBUomNZFwFnHyyR3S4BsxOuNrgnfEgqMkJG\nYzxojAfSZsX3QGvugysgdQj2D8H+q2g9Hb9d5rjlu2oVPn1CYCAkrOOC+KeNWVfkAwBcMlF2\nERY9xUyw9bxKwEzBuE5yZ6VR8QEAlcWsWnUqMtKJdYUMAKGhiI/H4cOa/kSKNmYdAGC0J9Z/\ngSnXbkNkLsKi2Vitj1whw+JigeSNmOyBDfPhF4mBHKMPVfURpsfgcAwOM7HOFtfHYMco7BZx\n8k7Ohl2XLl1WrFgR+N9KQ6mpqbNnz+7atatQgQktNzd3//5Tu3bVO3myTl4e+7k3Nc2YNu3s\nmTPpsruEvz2hj9xNmGSGDyswR3ZvUhK6dEF0NFrL+cOreXQp666itSt2sl5HfLBkEA4JH5JY\nWuPqJbRfjdne8M0Gy2R9mzahXDmsWiV8aIA2Z12x7nBlwWA3Ri3GQjmLbK6B50zslv86ItyI\n/Zaxcdbhw1i1CvPnI5et8XD1Klq3xuHDsLMTPDiFaV3WvX+PtWvbAs7sd+gBAM1wexdGN4Wm\njPjO1wgPD2HQTbRcjrmH8QPX8yRqcR2212E7F8vdsN0TawC562/wg7NhFxAQ0Ldv32rVqqWm\nprZq1erRo0c2Nja/c31L0nIZGZg8+UlISBtAzuD+tx8/dp82TYN6WSRglmPuc6SFgeU555QU\ndO+OyEh07y58aErStKxTepKdBNQZgCOsD6AMwqGF0NyHt3iihzwvrGyHv37EgbdgmYyAdUYh\nYWha1qndAzQOxfDtcOOaN0RqGebNhEiLnxSTRAIvL7RqhaFDwbrobmIiOnVCcDCGDxc8OMVo\nWtbJv9b98QfGjcObN5wLMOoj9xesWoRFBv+OZNBELXEzAs7PUXMb3HdhtJxvOKr7BJPfMH0z\nJnbFNmApfxWx4mzYVatWLTY29ty5c0+ePDExMWnQoIGdnZ1ErJslvGEY7N+PuXPx7Jm8Kcwr\nI34u+lXBE64DRLw98QOWh+GzRPKb7ExU6eno1w979wo3d7yKNC3rlFvc6R2+64PjSWzDYJvj\n1k64atZjtgLqiAuXYd8X0Y/RQOxY/p+mZZ1afEHZi+hwAr2PweERGso/WA95G+AxGRyrBWuq\nHj1w9SoGDsTduyx7MzIwYgRu38ayZeI/PCNL07KO+1pXauXKerGx8srWR9xOuLYVvzNXITXx\nfCkWLIGPH9r5YEDt2uOePzfjaTLcTBgex1RgzKFDz/r3F24mDXlr1ZUqVcrOzs7Ozs7UlPOG\nula7eZNziaeCuuLsfgz5Du/kHCN2Rq+fMGHUtm22sjcmMjMxZAh++w1TpogRV/FpVNYpMclO\nGsr3RXQc6svuqoLXRzCgHFhu5ZcctfH3RXSwR7T8WRIEplFZp3Q/cR70bqLlCfQ+je5/oV0m\nDBWpzhQfd2OUI1QcjSGOOnXw118YORJcXV2rVuHWLYSGwqKIkZEi0Kis477WBcfGtuIqJQEz\nEZtXY7YxNP/pwG/oIa8hLgIXV66s1auX840buHcPcXF4/hxv3yIlBZ8/46vMHOpZWVmfP38F\n9yOGHMrt22dz5Qp+/RUcHQXqxjqkIi4ubtSoURb/fRQsLCxGjx4dHx8v5LAORSg9KvbjR8bD\ng9HXL2KoS2lkLYF3Doo6TozxibKDbkJDmdKlOQ/08hJ57GGRtDTrCo6K/YyynXCe9f0vi89X\nYac5aaNicRWr3gFT4FLBbd27i3M2NTDrFJmMvWDWZcAwCv3dEFwRScU9Fa1xJQ71tCXruAYY\n5uYy8+axr4om/alVi7l+XfATyU0Ds45VeHg4UJ7rXa2KxGj0UfvpFqaInHQq6g1BOPAR5R+g\nUTT6rMJsZ4R/xznGvPDPgAHMs2f8nbF/sfTYxcXF2dra2tnZBQYG1q1bVyKRPH36NCgoqFWr\nVtevX69Xr57chiJf1Lik2B9/YOJE9mk5C2qDK1swoRluFzNS0QwbhnLl4OIC1smtVq5EQoI4\n8yorQjOzrli+oOwAHPkTnWR36SFvD0ba4ZrwUWmmsvgI9G7U6O+HDy1FDEMzs07xfuLHaDce\nYyLgnCrv4WB2ZfDJF4un47dSyFE1YrHp6cHPDzY2GDuWpZcFwLNnaN8e69Zh8mTBg5OhmVlX\nXC4I34RJ5kgROxBxlEdaeaQ1wsM+OA4gD3pX0CYMw/ZiRArM5RQ8cgRfvoD7u5uayLb1HB0d\nhwwZUmhBkry8vGHDhjk5OamlOXn58mV3d/dWrVpVr169atWqrVq1Gjt27NWrV+UUUcuSYh8+\nMK6uRbepq+DVdvyUC7kLGqvva6iKxQt97ThzhjEx4Tzczo55+VLV08cHzcw6Vqw9djtRvjPO\ncb3t6+GhaWmjYnEVq5Ym7a5dhzp2/HebKD12AmSduhTMurQ0ZuzYm8A95d7+UvgM/BqE77Qu\n64rsYrl2jXOFNOnP4MFMSoqAp42NtmVd4R47Y3zYi+H8nW6t6LHjes0vKLMV7vXxRE7NAlzr\nWHrsLl++HBERUegpTolEMmnSpB9//LGohmLRwsLCxowZM3jwYDc3N0tLSwApKSkxMTFdu3bd\nvn27i4sLaynVlxQ7fRpubnjxQt4xhvg8B2s8sUZ7H4Tq2hVnz8LBAW/fsuy9dg12dggPRweW\ndSvEpJlZp7DKi/DH32jJum8ulntgg2qvr5uMjHKOHUPfvrh4UZwA+M46tUtOLuvpiaAgfPzI\nvriWfNZ44obtzxC8Ge/lLdiuqaS3ZuTPLeXtbbRuXbvHj9kfqTt4EFeuYPt29OzJQ3yK0bqs\n+9bJNXAbLsYUHlqhDL66Y5sbtu/GqIVY/AI1xIlDtq0HICEhQXb7ixcvWI8vrkaNGu3du1d2\ne3R0dJMmTYr1Ugo+Y/f5M+PhIe8JDICRSPKA4C2oqsT3SKW/MailOOvXjqdPGWtrzkKlSzNr\n1mjWI3fam3WrVv0PeM71Vk/A5jxwZl4J77HL739q316cHju+s06NwsPDgXL6+rnFfbMlyGuO\n2PlYeh2tRE8bFYsrvFqYAbBZ3nsiYSZMYFJTxTmV2pZ1//bYGRtL+4klGtj9pjk9dgV/vqDM\nUsw3ROGFUsTpsQPAOuhaXSOx37x506xZM9ntLVq0ePXqlSqvzPoc3uPHlhs32r5+bSKnYL16\nKa1b7wwNnWmmSvUi4foW6+VluGJFh7g4lvv92dnw9MTevW8mTbpWoUKGkZGRg4ODvthTAmhg\n1hX5ZOfOnfD27sY6iT+A0di1EZNL7OQmCjIxQXQ01q4Vp3Zes07d9HJzFV0XuwZedMfpHjjV\nHacrIYnXsATz7Vrv8g+ceAbXghGQDSPZ3QyDLVsQFYXAQAwcqP44i6SBWSfnWgegQweEhCA2\nNj44mK5miiqDr/PhZ4Gdk+APCNoXy96w27Bhg5lZ4UbOx48f1VJljx49pk2bFhAQ0LBhw/xU\njouLmz17dk/V+sejo6O/nYmnPOAHDIa8lcjTgLnx8Zvj4/mZx4Z/0gmG/P39/f39ZXaWAXYD\n7LPYxcZWHj++HfAzsCcqKqp///68xlkkDcw6OfPYXbv27PBh7N8PrlbdKOzeDjc9aGteCcnE\nBIsWiVM1r1knsFLI6YQ/++NoX0Q3xCOxw+GLguttOCN4PG46I+Ip6rIe8OoVAgLEadhpYNZx\nX+uMe/WKjo7uq6cH+bPZEVYWeAk4z517ISysw7NnAlXK0rBr06bNpUuXWI9u06aN6lVu27bN\n1dXVxsbGzMzMwsJCIpEkJyenpKQ4Ojpu3bpVlVfOXz+xDfTOwTUMy1JRWc7xzXF8Atwt8BLi\nL4CoPLnfYr8ycN4P38OYx7FGngWwG3B79Chb3HadZmYd95Odm7dunfHpE2d147F1EyZRq07D\n8Z11wpCAaY9LI7FnMA5a4r3Y4WiQFoi9gVYTsGU/hogdy//TzKyT8xS7m1uanqI9xYRdixav\nFyzAwoX49VchqmMfPMFrlaamppGRkYmJiXfu3Hnz5g2ASpUqNW3atFo1zuVKikM/F86+mH8P\nNnIOMsGntZg1DkH5t8nEnmFYVdzfYhkXLIjAbTdsT0c5jtJdf/mFiY3FnDn4/nveQpRLM7NO\nX1/f0dFRdru/f/CnTwZcpRZi8UIspjuwmo/vrOObMT5MxPbx2GrNvShOCWeKj/swtA+OT8P6\nT5D3QI5gNDPruK91/nrUrFOHsmWxejVGjkR4OO91yVt5gldWVlZWVlZqfMEnTxAR0RhI+K2o\ncSgdcWEnXGvjbzXWruGcEdEE93/EgYdgXzmNYSShoQgLQ5cu+PlnoWbHFpzas64QQ2RuwqSf\nEMJfFYQAqFIl/fXrXzZj10htm/FfFGOwowvO9cf2++gqdiykRGvWDGwPe6uZOC3xK1eujB8/\n3tbWtkaNGlZWVra2tuPGjbt2TbnpWw23bWvZsCEaNEBERBPIbdUZIWM1Zp9DlxLVqpNqjAfX\nYOeG7XKOYRicPYv16wULSlBqzToW1fHPOXShVh3hlZ0dDhzAr78eBzYZUqtOYbXwzAfdgQnG\nxtlix0IIv0Ro2IWFhXXq1Ck9Pd3NzW3NmjX+/v7jxo3Lzs7u2rVruDJ9lIYnT9Z9/Ljo49rh\nr1i08MSaEvvkkzE+B2PsQQyuCLY57nSaurOusDY4FIsW9tDEmyxEV2R6e5+/ehWDB0MioRv9\nxSYBA2z99dfjY8aA7i4SHSbCrVhfX9+QkJDhw4cX3Dhx4sRhw4Z5enqqPFUsCzN88MP8CdhS\nYpt0BQ3Coc44Pwtrd2E0x4gKHcRf1pmaZnz86DYLYZq3yDgR35UrV4KDg2/evPn27dvc3Nwq\nVao0b958woQJdnZ2xX+xzO+/L3FfydTO1DQjJARTp2LePOTmih0NP9SadUT7iNCwU/uMYnKU\nQlZ3bHPBIhO8Pyj3yDgAUL6/RcTiSpVN7ocx9bB1D1Y/RjulqtUyfGRd2bKYPBk2NsfHjAkT\n8NxpRHEVqy4hHZvKrXei+LrYlHXFUrBgq1Y4cQIJCcq+lgbTqKxT4pQJUwT/jZgsshXxTZGY\nmOJWJM61jvcpkGU4Ozt369btwYMHBRfLe/LkiZOTk4uLC1cp7rViC69k999PJhAEjhmMSAGO\nwGWB58UWnrqzzrhduyvSVXejoqIEPV06JCoqSoBTLyLl1juRsy62r6+v9BjKOqVR1rGirOOV\nwFknYRihn9X4+PGjq6trVFSU7IxiO3fuNDU1ZS3F+n0iLy/vzp1ny5Z9s9JMpUrpXbo87949\noUKFDCgsLy/v3r17NjY2yg3tFrG4ilUDMDIyMjPrt22b3qFDSE9H9+44dUq5V9Jc6s26x48f\nz5kzx8DAgOsYBZXwrNOE9U54ZW5ufuHCBdnFrJOSkho1apSSksJairKOp6pBWSd41ilxyoQp\nImRFwmedCLdi1TujWN++WLYMpUqhdWt06pSbkhLStauJvr4yH3sV27giFlelbF5eXmxs7Jw5\nvTt0MNi0CSdOQLV13TSUerOuoNzc3NjY2AYNGij3x6YkZ13v3r11+0+scuudUNbxVJayTpSs\nU+KUCVNEmIrEyTohuwf5kJXFxMQwX74wDMP4+voK98bplvzOdlJclHVK0/msS01NdXJy0tPT\ns7CwsLa2btCggaWlpZ6enpOTU6pqS9BT1imNsk5plHVKEzjrRJugWNaZM2dCQ0ODgoKKVap0\nadj/t5ZW/fr1AcyYMaNt27bFrV26dopyZcUtrpaqpW9dCaRc1hVEWad01TqfdfytskNZp3TV\nlHVKUyLrlDhlwhQRODahs07IVqR8YWFhzZo1U+UVpBOShYeHC1xW3OLiRq7tKOu0MXKivedO\neyMnSryBGltEw2NTkQbN0jh06NBbt26JHQUpWSjrCCGE6BINatgRQgghhBBViPOMHc2LTYRH\nWUcIIUTnidCwU25ebEJUQVlHCCGkJCgRa8USQllHCCGkJBDhGTvlVu1URJkyZfL/K2RZcYuL\nG7m2oKxTb3HKOnFp77nT3siJEm+gxhbR8NhUJeQQXCnlVu1URE5OzokTJ3JycgQuK25xcSPX\nFpR16i1OWScu7T132hs5UeIN1NgiGh6birRmrVhCVEFZRwghpCQQoWEnxce82ITIR1lHCCFE\nt4nWsCOEEEIIIepFExQTQgghhOgIatgRQgghhOgIatgRQgghhOgIatgRQgghhOgIatgRQggh\nhOgIatgRQgghhOgIatgRQgghhOgILW7Y3bp1q1u3biYmJk2aNNm2bVv+9rS0tKFDh1pYWNjY\n2Ozbt0+9lcbExHTp0kWR7XyEIVvLhQsX2rRpY2xsXKtWLT8/v/xZCXl9E0oyDck6ruqEybri\nRkWUxjDMokWL6tWrZ2lpOXPmzNzcXOWO4anqR48e9e7d28TEpGbNmgWvPyrasWOHRMazZ88K\nHUb5pkaKnO6pU6cWPCMLFiyQv12w2OQkDN9JosrHhMf3Tcj1y9To3bt3lpaWCxYseP78eVRU\nlLm5+ZEjR6S7nJycunbtevfu3d27dxsYGFy+fFktNX78+DEyMrJly5adO3dWZLt6w2CtJSUl\nxdzcfOnSpc+fP9+/f3+FChV2797NR+1ESnOyjqs6AbJOiaiI0hYvXmxtbR0TE/PHH39YWFgE\nBAQodwwfVefm5tapU2f06NGxsbEHDhyoWLFicHCwWqp+9+7dtQLmzZtnb2+fnZ1d6DDKNzVS\nJIt69eo1Z86c/PPy8uVL+dsFi01OwvCdJKp8TPh737S1Ybdz5866devmL+i+dOlSBwcHhmES\nExP19PTu378v3T5s2DB3d3e11Ojp6WllZVW+fPlCf8xYt6s9DNZajh8/bmFhkf8mDB8+fPLk\nyXzUTqQ0JOu4qhMm64obFVFaZmampaXlmTNnpP8MDg5evHixEsfwVHViYiKAhIQE6T/d3d3d\n3NxUr7qQt2/f1q5dOy4uTrZ2yjd1UTCLateuferUKcW3CxlbvoIJw3eSqPgx4e9909aGXUBA\nQJMmTfL/uX79+jp16jAMc+zYMXNz8/w/vYGBgba2tmqsd/Xq1YX+yLFu5ymMQrXk5ORkZGQw\nDPP27dtz587VqVNn//79/NVONCTruKoTJuuKGxVR2qVLl8qWLZuTk5ObmyvbX6X4MTxVnZeX\n17hx4xkzZiQmJl64cKFmzZp79+5VVwD5xowZI717VQjlmxopcrozMzP19PQcHBzKly9frVo1\nLy8v6V8fru1CxlZQwYThO0lU+Zjw+r5p6zN23bt3f/LkSVBQUHp6+tWrV9euXfvu3TsAb968\nsbS0lEgk0sMsLS2TkpKED0+YMPT19Q0NDQFUqVKlS5cu9vb2zs7OgtVeAmlI1nFVJ+55p6xT\nu1evXlWsWNHLy8vc3LxcuXIuLi7JyclKHMNT1RKJJDw8fMOGDVZWVh07dmzbtu3w4cNVr7qg\nhw8fnjhxYtq0abK7KN/USJHTnZCQkJeX17x58xs3bmzevDkkJMTPz0/OdiFjy1coYfhOElU+\nJry+b9rasGvYsGFYWNiSJUtMTExGjx7t7OxsaWkp3ZV/FqVycnLECFDQMD5+/Lh169aTJ096\neXkJX3vJoTlZx1WduOedsk69UlJSnj17lpOTk5CQ8ODBg3/++Ue2iaPIMTxVnZSU1KtXLz8/\nv+Tk5Fu3bj148MDX11f1qgvy8/ObPHlyuXLlWPdSvqmLIqe7Xr16qampfn5+9erV69evn7e3\n9+7du+VsFzK2fLIJw2uSqPIx4fV909aGHYDBgwe/ePHiy5cvjx49qlatWtWqVQFUqlSpYJM5\nJSVFul1gwoSRkpIi7TEyNjZ2d3f38fE5fPiwYLWXTJqQdVzViXveKevUzsLCokyZMmvWrDE3\nN69Tp868efOOHj3KfDvyVJFjeKr62LFjZmZmv/zyi7m5ebNmzRYvXrx161bVq86XkpJy8ODB\nUaNGse6lfFMjRU53qVKlTE1N8//ZuHHjV69eMQzDtV3I2KRkE4bvJFHlY8Lr+6atDbu///7b\n2dk5NTW1TJkyAKKjo/v27QugadOmycnJ8fHx0sMuX77cvHlz4cMTJoydO3cOGjQo/5/6+vpG\nRkaC1V4CaUjWcVUn7nmnrFM7a2vrnJycrKws6T8zMzPLlStXqAdCkWN4qjo7Ozs3Nzf/T1HB\n49UiNDTUzs6uZs2arHsp39RIkdMdERHRs2fP/B6v+Pj4+vXrSyQSru1CxiYlmzB8J4kqHxN+\n3zd1PawnsKysrOrVq48ZM+bRo0erV682MzPLHyo8YMAAJyenpKSk48ePGxsbX716VY31Kvgg\nOU9hFKrl8ePHBgYGmzZtevny5fnz52vVqrVkyRL+aieak3Vc1QmQdUpERZTWrl27IUOGxMfH\nX758uWHDhl5eXtLtYWFhp0+fln8M31W/ePHCxMRk4cKFL168uHTpUsOGDT08PNRStVTfvn29\nvb0LbSz4i1O+qVGRp/vVq1cmJibTp09//PjxqVOnrKysNm/eLGe7kLFJsSYM30mi9MeE1/dN\nWxt2DMNcv37d1ta2XLlynTt3vnnzZv721NRUZ2dnMzOzRo0a7du3T72VKv5Hjo8wZGuJjIz8\n/vvvjYyMateuvWjRoqysLP5qJ4zGZB1XdcJkXXGjIkpLSkoaOHCgmZlZtWrV5s6dmz9urlmz\nZmPHjpV/jABV//XXXx06dDA2Nq5WrZqnp+eXL1/UUjXDMJmZmWXLlj127Fih7QVrp3xTI0VO\n99mzZ1u2bGlkZFS/fv1ff/1V2hElZ7uQsXElDN9JosrHhL/3TcKo7144IYQQQggRkbY+Y0cI\nIYQQQgqhhh0hhBBCiI6ghh0hhBBCiI6ghh0hhBBCiI6ghh0hhBBCiI6ghh0hhBBCiI6ghh0h\nhBBCiI6ghh0hhBBCiI6ghh0hhBBCiI6ghh0hhBBCiI6ghh0hhBBCiI6ghh0hhBBCiI6ghh0h\nhBBCiI6ghh0hhBBCiI6ghh0hhBBCiI6ghh0hhBBCiI6ghh0hhBBCiI6ghh0hhBBCiI6ghh0h\nhBBCiI6ghh0hhBBCiI6ghh0hhBBCiI6ghh0hhBD1i4mJ6dKli9hRkJKFsg7UsCOEEKJeaWlp\nv//++9SpU8UOhJQglHX5qGHHr/Dw8CpVqqSlpQG4ceOGsbFxQkKC2EERHTd58uTRo0dL/59h\nGGtr6x07dogaEdFNXNc3X1/fKVOmxMfHix0g0UFc1zfKunwShmHEjkGXMQzTp08fGxub1atX\nd+jQoX///vPmzRM7KKLjTpw4MXz48KSkpFKlSt25c8fW1jYpKcnMzEzsuIiukX99W7NmzdGj\nR8+dOydegEQHyb++UdYBKCV2ADpOIpEEBga2aNGidOnSqampnp6eYkdEdF+XLl2ys7NjYmI6\ndux48ODBXr16UauO8IGub0R4dH0rEt2K5V29evVmzZq1cuXKzZs3GxgYiB0O0X2GhoZ9+/aN\niooCcPDgQRcXF7EjIjqLrm9EYHR9KxI17ITw+vVrAPR0HRHMgAEDjhw58vjx47i4OCcnJ7HD\nIbqMrm9EYHR9k48adry7dOnSgQMHNm7c+Msvv6SmpoodDikRHBwcnj59umLFij59+piamood\nDtFZdH0jwqPrm3xuGzBuAAABTElEQVTUsONXVlbWhAkTlixZMnHiRBsbGx8fH7EjIiWCmZlZ\np06dduzYQfcpCH/o+kZEQdc3+ahhx6+1a9fq6+tPmDBBIpGsX79+69att2/fFjsoUiIMGDDA\n0NDQ0dFR7ECIzqLrGxELXd/koOlOCNFNXl5ecXFxhw4dEjsQQghRM7q+yUHTnRCiaz59+hQX\nFxcSEhIUFCR2LIQQok50fSsS3YolRNfcuXOne/fuLi4udJ+CEKJj6PpWJLoVSwghhBCiI6jH\njhBCCCFER1DDjhBCCCFER1DDjhBCCCFER1DDjhBCCCFER1DDjhBCCCFER1DDjhBCCCFER1DD\njhBCCCFER1DDjhBCCCFER1DDjhBCCCFER1DDjhBCCCFER1DDjhBCCCFER1DDjhBCCCFER1DD\njhBCCCFER1DDjhBCCCFER1DDjhBCCCFER/wfmYsTfbdy4vAAAAAASUVORK5CYII=", "text/plain": [ "Plot with title “Non-smokers log-data”" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x1<-data4[,1]\n", "y1<-data4[,2]\n", "\n", "par(mfrow=c(4, 4))\n", "for(i in 1:4){\n", " hist(x,col='red', prob=TRUE, main=\"Smokers\")\n", " lines(density(x), pch=3, lwd=i, col=\"blue\")\n", " hist(y,col='red',prob=TRUE, main=\"Non-smokers\")\n", " lines(density(y), pch=3, lwd=i, col=\"blue\")\n", " hist(x1,col='red', prob=TRUE, main=\"Smokers log-data\")\n", " lines(density(x1), pch=3, lwd=i, col=\"blue\")\n", " hist(y1,col='red',prob=TRUE, main=\"Non-smokers log-data\")\n", " lines(density(y1), pch=3, lwd=i, col=\"blue\")\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Real data case study\n", "In this section we will analyse data collected from qPCR on single cell gene expression. The data is saved in a file called `\"Ct_data.csv\"` saved in `data_wk9` folder. The data are stored in a table of 384 rows and 3 columns, representing 384 qPCR reactions in 3 different runs. \n", "The genes that are quantified with qPCR are grouped in three different clusters of 8 genes (24 genes in total) and each run analyses one group of genes. In each colum (experiment) every 8 rows the same markers repeat, but the samples in which they are tested are different, they are products from different cells (experiments). The target names are stored in a file called `\"targetNames.csv\"`.\n", "\n", "The number of clusters that are repeated each column is equal to 48. These are the cells that have been analysed, each cell is considered an independent experiment.\n", "\n", "In summary we have full data stored in a [384x3] and we want to build a data structure which is a matrix of [24x48], i.e the 24 different genes analysed and the 48 cells (experiments) that we performed. \n", "\n", "\n", "**Exercise 9**: Write a workflow and its associated pipeline for the analysis of this data, including the intital reorganisation of the data, the diagnostics and the analysis to describe the data and saving results with column and row names.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "***Workflow***\n", "\n", "Reorganise data -> Transform data ->Analyse data-> Save results \n", "\n", "***Pipeline***\n", "\n", "Reorganise data: changing the data structure from a [384 x 3] matrix into a [24 x 48] matrix. Each row of the new matrix corresponds to a gene analysed, while each column represents the data collected from each experiment run (e.g. experiments on different genes in a different cell type). \n", "\n", "Transform data: gene expression data is obtained by subtracting the background (RNA SPIKE), and using $2^{-deltaCt}$. However, in order to mantain the scale within same order of magnitude, we keep the log-form of the data. \n", "\n", "Analyse data: compare the distribution of gene expression data in the 48 experiments using boxplots and density distribution curves. Pick out any visible outliers, and generate conjectures of cell function/behaviour based on these analyses.\n", "\n", "Save results: results are saved with appropriate column and row names. Column names are the number of experiment run (1-48), while the row names are the names of gene analysed. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Exercise 10:** Analyse the single cell qPCR data following your workflow. Ensure that you explain in a markdown your analysis and plot the diagnostics as well as the analysis on the transformed data. You might want to use any visulaisation tool that you feel is appropriate for better explaining this data." ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "<table>\n", "<tbody>\n", "\t<tr><th scope=row>RNA SPIKE</th><td>40.000</td><td>18.903</td><td>18.622</td><td>21.938</td><td>14.487</td><td>18.780</td><td>35.385</td><td>17.439</td><td>18.148</td><td>28.215</td><td>⋯ </td><td>17.397</td><td>40.000</td><td>17.631</td><td>16.855</td><td>23.725</td><td>19.249</td><td>18.698</td><td>22.629</td><td>18.021</td><td>35.597</td></tr>\n", "\t<tr><th scope=row>B-ACTIN</th><td>10.689</td><td>40.000</td><td>27.852</td><td>40.000</td><td>33.368</td><td>26.049</td><td>27.076</td><td>27.088</td><td>29.750</td><td>22.186</td><td>⋯ </td><td>27.204</td><td>40.000</td><td>31.061</td><td>31.027</td><td> 8.650</td><td>28.800</td><td>26.691</td><td>14.410</td><td>16.521</td><td>31.825</td></tr>\n", "\t<tr><th scope=row>PAX2</th><td>26.276</td><td>23.597</td><td>21.913</td><td>28.105</td><td>20.244</td><td>19.911</td><td>40.000</td><td>20.699</td><td>20.676</td><td>22.411</td><td>⋯ </td><td>21.741</td><td>25.830</td><td>20.790</td><td>23.270</td><td>26.432</td><td>20.766</td><td>22.742</td><td>22.785</td><td>20.875</td><td>19.859</td></tr>\n", "\t<tr><th scope=row>PAX8</th><td>14.877</td><td>22.536</td><td>21.913</td><td>22.079</td><td>18.031</td><td>21.211</td><td>26.394</td><td>20.067</td><td>21.729</td><td>20.114</td><td>⋯ </td><td>23.095</td><td>21.986</td><td>40.000</td><td>20.641</td><td>24.193</td><td>19.068</td><td>20.692</td><td>21.275</td><td>20.720</td><td>40.000</td></tr>\n", "\t<tr><th scope=row>FOXG1</th><td>23.972</td><td>23.239</td><td>25.456</td><td>23.322</td><td>24.934</td><td>28.429</td><td>20.383</td><td>23.619</td><td>23.197</td><td>23.594</td><td>⋯ </td><td>22.909</td><td>21.605</td><td>21.686</td><td>24.928</td><td>20.668</td><td>22.407</td><td>24.750</td><td>23.894</td><td>25.790</td><td>24.254</td></tr>\n", "\t<tr><th scope=row>DLX5</th><td>13.871</td><td>11.345</td><td>25.412</td><td>40.000</td><td>32.118</td><td>40.000</td><td>20.552</td><td>15.233</td><td>40.000</td><td>40.000</td><td>⋯ </td><td>37.773</td><td> 8.485</td><td>31.421</td><td>22.094</td><td>23.196</td><td>25.677</td><td>11.169</td><td>40.000</td><td>40.000</td><td>24.685</td></tr>\n", "\t<tr><th scope=row>GFP</th><td>32.987</td><td>28.168</td><td>40.000</td><td>40.000</td><td>30.817</td><td>18.850</td><td>32.173</td><td>40.000</td><td>34.128</td><td>40.000</td><td>⋯ </td><td>24.838</td><td>40.000</td><td>23.742</td><td>40.000</td><td>29.212</td><td>24.434</td><td>22.176</td><td>28.258</td><td>28.545</td><td>26.940</td></tr>\n", "\t<tr><th scope=row>RPLPO</th><td>24.659</td><td>22.507</td><td>17.877</td><td>27.677</td><td>22.238</td><td>20.576</td><td>28.942</td><td>20.832</td><td>21.962</td><td>24.549</td><td>⋯ </td><td>21.867</td><td>23.759</td><td>21.275</td><td>21.925</td><td>20.873</td><td>21.275</td><td>27.176</td><td>19.763</td><td>24.849</td><td>23.920</td></tr>\n", "\t<tr><th scope=row>OCT3-4</th><td>18.010</td><td>15.492</td><td>13.154</td><td>17.142</td><td>13.021</td><td>15.697</td><td>23.152</td><td>21.132</td><td>14.220</td><td>20.462</td><td>⋯ </td><td>15.750</td><td>16.787</td><td>21.664</td><td>22.104</td><td>22.583</td><td>13.774</td><td>14.961</td><td>15.042</td><td>15.436</td><td>40.000</td></tr>\n", "\t<tr><th scope=row>PAX6</th><td>14.455</td><td>40.000</td><td>40.000</td><td>16.928</td><td>13.766</td><td>40.000</td><td>15.438</td><td>12.008</td><td>14.939</td><td>21.699</td><td>⋯ </td><td>16.115</td><td>14.482</td><td>22.274</td><td>15.846</td><td>22.929</td><td>13.127</td><td>40.000</td><td>15.413</td><td>22.898</td><td>17.283</td></tr>\n", "\t<tr><th scope=row>BRN3A</th><td>13.791</td><td>18.811</td><td>19.899</td><td>15.298</td><td>15.464</td><td>25.094</td><td>15.315</td><td>12.849</td><td>16.128</td><td>10.475</td><td>⋯ </td><td>16.937</td><td>40.000</td><td>13.124</td><td>16.999</td><td>23.885</td><td>24.367</td><td>13.624</td><td>18.530</td><td>23.815</td><td>16.554</td></tr>\n", "\t<tr><th scope=row>NESTIN</th><td>20.407</td><td>21.954</td><td>26.150</td><td>19.844</td><td>23.908</td><td>20.792</td><td>17.461</td><td>21.345</td><td>21.022</td><td>17.451</td><td>⋯ </td><td>22.216</td><td>23.892</td><td>20.156</td><td>21.128</td><td>23.624</td><td>19.101</td><td>23.067</td><td>24.323</td><td>40.000</td><td>23.385</td></tr>\n", "\t<tr><th scope=row>SIX1</th><td>22.347</td><td>27.539</td><td>19.578</td><td>24.323</td><td>22.653</td><td>22.509</td><td>22.921</td><td>20.932</td><td>40.000</td><td>19.425</td><td>⋯ </td><td>22.032</td><td>22.226</td><td>19.482</td><td>22.124</td><td>25.862</td><td>40.000</td><td>19.765</td><td>24.175</td><td>40.000</td><td>17.535</td></tr>\n", "\t<tr><th scope=row>GATA3</th><td>19.857</td><td>18.919</td><td>25.792</td><td>18.642</td><td>19.464</td><td>21.133</td><td>16.613</td><td>19.413</td><td>19.377</td><td>17.530</td><td>⋯ </td><td>22.143</td><td>25.790</td><td>16.824</td><td>18.894</td><td>17.427</td><td>22.973</td><td>25.604</td><td>17.674</td><td>23.845</td><td>10.607</td></tr>\n", "\t<tr><th scope=row>RNA SPIKE H10_1</th><td>18.636</td><td>22.384</td><td>24.537</td><td>20.167</td><td>19.651</td><td>22.306</td><td>13.703</td><td>20.667</td><td>22.811</td><td>18.876</td><td>⋯ </td><td>22.602</td><td>40.000</td><td>16.529</td><td>24.656</td><td>20.611</td><td>18.735</td><td>18.117</td><td>20.582</td><td>22.450</td><td>23.651</td></tr>\n", "\t<tr><th scope=row>NANOG</th><td>40.000</td><td>14.979</td><td>15.436</td><td>13.104</td><td>40.000</td><td>40.000</td><td>22.816</td><td>23.050</td><td>22.017</td><td>13.629</td><td>⋯ </td><td>13.088</td><td>31.496</td><td>31.583</td><td>16.539</td><td>14.034</td><td>14.116</td><td>12.619</td><td>40.000</td><td>31.626</td><td>31.635</td></tr>\n", "\t<tr><th scope=row>SOX2</th><td>23.684</td><td>23.371</td><td>25.924</td><td>25.800</td><td>22.965</td><td>22.675</td><td>21.714</td><td>20.791</td><td>23.796</td><td>22.108</td><td>⋯ </td><td>22.553</td><td>25.435</td><td>23.469</td><td>21.263</td><td>21.579</td><td>40.000</td><td>25.555</td><td>25.895</td><td>23.036</td><td>23.158</td></tr>\n", "\t<tr><th scope=row>ATOH1</th><td>21.211</td><td>18.621</td><td>20.260</td><td>19.172</td><td>26.221</td><td>21.263</td><td>24.987</td><td>19.758</td><td>19.434</td><td>40.000</td><td>⋯ </td><td>21.660</td><td>19.519</td><td>40.000</td><td>40.000</td><td>29.021</td><td>33.983</td><td>23.002</td><td>32.835</td><td>26.654</td><td>21.848</td></tr>\n", "\t<tr><th scope=row>BRN3C</th><td>21.652</td><td>21.903</td><td>19.860</td><td>19.676</td><td>20.235</td><td>16.916</td><td>20.947</td><td>18.828</td><td>19.045</td><td>18.576</td><td>⋯ </td><td>20.673</td><td>21.221</td><td>18.511</td><td>20.705</td><td>20.292</td><td>18.486</td><td>21.716</td><td> 6.086</td><td>26.535</td><td>20.880</td></tr>\n", "\t<tr><th scope=row>MYOSIN7A</th><td>26.446</td><td>29.702</td><td>26.397</td><td>25.000</td><td>23.348</td><td>25.444</td><td>25.163</td><td>23.744</td><td>24.689</td><td>24.399</td><td>⋯ </td><td>23.305</td><td>26.313</td><td>21.708</td><td>24.654</td><td>26.082</td><td>23.381</td><td>25.817</td><td>31.666</td><td>24.257</td><td>24.445</td></tr>\n", "\t<tr><th scope=row>SOX9</th><td>22.231</td><td>27.370</td><td>25.362</td><td>23.793</td><td>23.357</td><td>25.282</td><td>23.193</td><td>21.901</td><td>24.775</td><td>24.703</td><td>⋯ </td><td>25.604</td><td>30.275</td><td>20.300</td><td>24.623</td><td>22.811</td><td>24.440</td><td>19.754</td><td>27.954</td><td>24.218</td><td>25.583</td></tr>\n", "\t<tr><th scope=row>SYP</th><td>23.965</td><td>28.319</td><td>32.671</td><td>24.078</td><td>24.565</td><td>24.121</td><td>23.685</td><td>25.283</td><td>28.538</td><td>24.656</td><td>⋯ </td><td>26.445</td><td>28.416</td><td>26.561</td><td>26.849</td><td>22.653</td><td>40.000</td><td>27.911</td><td>27.258</td><td>25.978</td><td>25.988</td></tr>\n", "\t<tr><th scope=row>RNA SPIKE H10</th><td>20.707</td><td>40.000</td><td>22.742</td><td>20.641</td><td>17.126</td><td>40.000</td><td>19.219</td><td>21.213</td><td>22.882</td><td>21.945</td><td>⋯ </td><td>20.332</td><td>25.483</td><td>20.885</td><td>23.024</td><td>40.000</td><td>33.480</td><td>21.548</td><td>26.690</td><td>22.175</td><td>22.153</td></tr>\n", "\t<tr><th scope=row>MEIS1</th><td>32.147</td><td>40.000</td><td>11.149</td><td>28.568</td><td>27.460</td><td> 9.694</td><td>40.000</td><td>40.000</td><td>13.366</td><td>40.000</td><td>⋯ </td><td>26.551</td><td>16.721</td><td>40.000</td><td>18.592</td><td>13.406</td><td>28.300</td><td>26.140</td><td>29.894</td><td>40.000</td><td>40.000</td></tr>\n", "</tbody>\n", "</table>\n" ], "text/latex": [ "\\begin{tabular}{r|llllllllllllllllllllllllllllllllllllllllllllllll}\n", "\tRNA SPIKE & 40.000 & 18.903 & 18.622 & 21.938 & 14.487 & 18.780 & 35.385 & 17.439 & 18.148 & 28.215 & ⋯ & 17.397 & 40.000 & 17.631 & 16.855 & 23.725 & 19.249 & 18.698 & 22.629 & 18.021 & 35.597\\\\\n", "\tB-ACTIN & 10.689 & 40.000 & 27.852 & 40.000 & 33.368 & 26.049 & 27.076 & 27.088 & 29.750 & 22.186 & ⋯ & 27.204 & 40.000 & 31.061 & 31.027 & 8.650 & 28.800 & 26.691 & 14.410 & 16.521 & 31.825\\\\\n", "\tPAX2 & 26.276 & 23.597 & 21.913 & 28.105 & 20.244 & 19.911 & 40.000 & 20.699 & 20.676 & 22.411 & ⋯ & 21.741 & 25.830 & 20.790 & 23.270 & 26.432 & 20.766 & 22.742 & 22.785 & 20.875 & 19.859\\\\\n", "\tPAX8 & 14.877 & 22.536 & 21.913 & 22.079 & 18.031 & 21.211 & 26.394 & 20.067 & 21.729 & 20.114 & ⋯ & 23.095 & 21.986 & 40.000 & 20.641 & 24.193 & 19.068 & 20.692 & 21.275 & 20.720 & 40.000\\\\\n", "\tFOXG1 & 23.972 & 23.239 & 25.456 & 23.322 & 24.934 & 28.429 & 20.383 & 23.619 & 23.197 & 23.594 & ⋯ & 22.909 & 21.605 & 21.686 & 24.928 & 20.668 & 22.407 & 24.750 & 23.894 & 25.790 & 24.254\\\\\n", "\tDLX5 & 13.871 & 11.345 & 25.412 & 40.000 & 32.118 & 40.000 & 20.552 & 15.233 & 40.000 & 40.000 & ⋯ & 37.773 & 8.485 & 31.421 & 22.094 & 23.196 & 25.677 & 11.169 & 40.000 & 40.000 & 24.685\\\\\n", "\tGFP & 32.987 & 28.168 & 40.000 & 40.000 & 30.817 & 18.850 & 32.173 & 40.000 & 34.128 & 40.000 & ⋯ & 24.838 & 40.000 & 23.742 & 40.000 & 29.212 & 24.434 & 22.176 & 28.258 & 28.545 & 26.940\\\\\n", "\tRPLPO & 24.659 & 22.507 & 17.877 & 27.677 & 22.238 & 20.576 & 28.942 & 20.832 & 21.962 & 24.549 & ⋯ & 21.867 & 23.759 & 21.275 & 21.925 & 20.873 & 21.275 & 27.176 & 19.763 & 24.849 & 23.920\\\\\n", "\tOCT3-4 & 18.010 & 15.492 & 13.154 & 17.142 & 13.021 & 15.697 & 23.152 & 21.132 & 14.220 & 20.462 & ⋯ & 15.750 & 16.787 & 21.664 & 22.104 & 22.583 & 13.774 & 14.961 & 15.042 & 15.436 & 40.000\\\\\n", "\tPAX6 & 14.455 & 40.000 & 40.000 & 16.928 & 13.766 & 40.000 & 15.438 & 12.008 & 14.939 & 21.699 & ⋯ & 16.115 & 14.482 & 22.274 & 15.846 & 22.929 & 13.127 & 40.000 & 15.413 & 22.898 & 17.283\\\\\n", "\tBRN3A & 13.791 & 18.811 & 19.899 & 15.298 & 15.464 & 25.094 & 15.315 & 12.849 & 16.128 & 10.475 & ⋯ & 16.937 & 40.000 & 13.124 & 16.999 & 23.885 & 24.367 & 13.624 & 18.530 & 23.815 & 16.554\\\\\n", "\tNESTIN & 20.407 & 21.954 & 26.150 & 19.844 & 23.908 & 20.792 & 17.461 & 21.345 & 21.022 & 17.451 & ⋯ & 22.216 & 23.892 & 20.156 & 21.128 & 23.624 & 19.101 & 23.067 & 24.323 & 40.000 & 23.385\\\\\n", "\tSIX1 & 22.347 & 27.539 & 19.578 & 24.323 & 22.653 & 22.509 & 22.921 & 20.932 & 40.000 & 19.425 & ⋯ & 22.032 & 22.226 & 19.482 & 22.124 & 25.862 & 40.000 & 19.765 & 24.175 & 40.000 & 17.535\\\\\n", "\tGATA3 & 19.857 & 18.919 & 25.792 & 18.642 & 19.464 & 21.133 & 16.613 & 19.413 & 19.377 & 17.530 & ⋯ & 22.143 & 25.790 & 16.824 & 18.894 & 17.427 & 22.973 & 25.604 & 17.674 & 23.845 & 10.607\\\\\n", "\tRNA SPIKE H10\\_1 & 18.636 & 22.384 & 24.537 & 20.167 & 19.651 & 22.306 & 13.703 & 20.667 & 22.811 & 18.876 & ⋯ & 22.602 & 40.000 & 16.529 & 24.656 & 20.611 & 18.735 & 18.117 & 20.582 & 22.450 & 23.651\\\\\n", "\tNANOG & 40.000 & 14.979 & 15.436 & 13.104 & 40.000 & 40.000 & 22.816 & 23.050 & 22.017 & 13.629 & ⋯ & 13.088 & 31.496 & 31.583 & 16.539 & 14.034 & 14.116 & 12.619 & 40.000 & 31.626 & 31.635\\\\\n", "\tSOX2 & 23.684 & 23.371 & 25.924 & 25.800 & 22.965 & 22.675 & 21.714 & 20.791 & 23.796 & 22.108 & ⋯ & 22.553 & 25.435 & 23.469 & 21.263 & 21.579 & 40.000 & 25.555 & 25.895 & 23.036 & 23.158\\\\\n", "\tATOH1 & 21.211 & 18.621 & 20.260 & 19.172 & 26.221 & 21.263 & 24.987 & 19.758 & 19.434 & 40.000 & ⋯ & 21.660 & 19.519 & 40.000 & 40.000 & 29.021 & 33.983 & 23.002 & 32.835 & 26.654 & 21.848\\\\\n", "\tBRN3C & 21.652 & 21.903 & 19.860 & 19.676 & 20.235 & 16.916 & 20.947 & 18.828 & 19.045 & 18.576 & ⋯ & 20.673 & 21.221 & 18.511 & 20.705 & 20.292 & 18.486 & 21.716 & 6.086 & 26.535 & 20.880\\\\\n", "\tMYOSIN7A & 26.446 & 29.702 & 26.397 & 25.000 & 23.348 & 25.444 & 25.163 & 23.744 & 24.689 & 24.399 & ⋯ & 23.305 & 26.313 & 21.708 & 24.654 & 26.082 & 23.381 & 25.817 & 31.666 & 24.257 & 24.445\\\\\n", "\tSOX9 & 22.231 & 27.370 & 25.362 & 23.793 & 23.357 & 25.282 & 23.193 & 21.901 & 24.775 & 24.703 & ⋯ & 25.604 & 30.275 & 20.300 & 24.623 & 22.811 & 24.440 & 19.754 & 27.954 & 24.218 & 25.583\\\\\n", "\tSYP & 23.965 & 28.319 & 32.671 & 24.078 & 24.565 & 24.121 & 23.685 & 25.283 & 28.538 & 24.656 & ⋯ & 26.445 & 28.416 & 26.561 & 26.849 & 22.653 & 40.000 & 27.911 & 27.258 & 25.978 & 25.988\\\\\n", "\tRNA SPIKE H10 & 20.707 & 40.000 & 22.742 & 20.641 & 17.126 & 40.000 & 19.219 & 21.213 & 22.882 & 21.945 & ⋯ & 20.332 & 25.483 & 20.885 & 23.024 & 40.000 & 33.480 & 21.548 & 26.690 & 22.175 & 22.153\\\\\n", "\tMEIS1 & 32.147 & 40.000 & 11.149 & 28.568 & 27.460 & 9.694 & 40.000 & 40.000 & 13.366 & 40.000 & ⋯ & 26.551 & 16.721 & 40.000 & 18.592 & 13.406 & 28.300 & 26.140 & 29.894 & 40.000 & 40.000\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "1. 40\n", "2. 10.689\n", "3. 26.276\n", "4. 14.877\n", "5. 23.972\n", "6. 13.871\n", "7. 32.987\n", "8. 24.659\n", "9. 18.01\n", "10. 14.455\n", "11. 13.791\n", "12. 20.407\n", "13. 22.347\n", "14. 19.857\n", "15. 18.636\n", "16. 40\n", "17. 23.684\n", "18. 21.211\n", "19. 21.652\n", "20. 26.446\n", "21. 22.231\n", "22. 23.965\n", "23. 20.707\n", "24. 32.147\n", "25. 18.903\n", "26. 40\n", "27. 23.597\n", "28. 22.536\n", "29. 23.239\n", "30. 11.345\n", "31. 28.168\n", "32. 22.507\n", "33. 15.492\n", "34. 40\n", "35. 18.811\n", "36. 21.954\n", "37. 27.539\n", "38. 18.919\n", "39. 22.384\n", "40. 14.979\n", "41. 23.371\n", "42. 18.621\n", "43. 21.903\n", "44. 29.702\n", "45. 27.37\n", "46. 28.319\n", "47. 40\n", "48. 40\n", "49. 18.622\n", "50. 27.852\n", "51. 21.913\n", "52. 21.913\n", "53. 25.456\n", "54. 25.412\n", "55. 40\n", "56. 17.877\n", "57. 13.154\n", "58. 40\n", "59. 19.899\n", "60. 26.15\n", "61. 19.578\n", "62. 25.792\n", "63. 24.537\n", "64. 15.436\n", "65. 25.924\n", "66. 20.26\n", "67. 19.86\n", "68. 26.397\n", "69. 25.362\n", "70. 32.671\n", "71. 22.742\n", "72. 11.149\n", "73. 21.938\n", "74. 40\n", "75. 28.105\n", "76. 22.079\n", "77. 23.322\n", "78. 40\n", "79. 40\n", "80. 27.677\n", "81. 17.142\n", "82. 16.928\n", "83. 15.298\n", "84. 19.844\n", "85. 24.323\n", "86. 18.642\n", "87. 20.167\n", "88. 13.104\n", "89. 25.8\n", "90. 19.172\n", "91. 19.676\n", "92. 25\n", "93. 23.793\n", "94. 24.078\n", "95. 20.641\n", "96. 28.568\n", "97. 14.487\n", "98. 33.368\n", "99. 20.244\n", "100. 18.031\n", "101. 24.934\n", "102. 32.118\n", "103. 30.817\n", "104. 22.238\n", "105. 13.021\n", "106. 13.766\n", "107. 15.464\n", "108. 23.908\n", "109. 22.653\n", "110. 19.464\n", "111. 19.651\n", "112. 40\n", "113. 22.965\n", "114. 26.221\n", "115. 20.235\n", "116. 23.348\n", "117. 23.357\n", "118. 24.565\n", "119. 17.126\n", "120. 27.46\n", "121. 18.78\n", "122. 26.049\n", "123. 19.911\n", "124. 21.211\n", "125. 28.429\n", "126. 40\n", "127. 18.85\n", "128. 20.576\n", "129. 15.697\n", "130. 40\n", "131. 25.094\n", "132. 20.792\n", "133. 22.509\n", "134. 21.133\n", "135. 22.306\n", "136. 40\n", "137. 22.675\n", "138. 21.263\n", "139. 16.916\n", "140. 25.444\n", "141. 25.282\n", "142. 24.121\n", "143. 40\n", "144. 9.694\n", "145. 35.385\n", "146. 27.076\n", "147. 40\n", "148. 26.394\n", "149. 20.383\n", "150. 20.552\n", "151. 32.173\n", "152. 28.942\n", "153. 23.152\n", "154. 15.438\n", "155. 15.315\n", "156. 17.461\n", "157. 22.921\n", "158. 16.613\n", "159. 13.703\n", "160. 22.816\n", "161. 21.714\n", "162. 24.987\n", "163. 20.947\n", "164. 25.163\n", "165. 23.193\n", "166. 23.685\n", "167. 19.219\n", "168. 40\n", "169. 17.439\n", "170. 27.088\n", "171. 20.699\n", "172. 20.067\n", "173. 23.619\n", "174. 15.233\n", "175. 40\n", "176. 20.832\n", "177. 21.132\n", "178. 12.008\n", "179. 12.849\n", "180. 21.345\n", "181. 20.932\n", "182. 19.413\n", "183. 20.667\n", "184. 23.05\n", "185. 20.791\n", "186. 19.758\n", "187. 18.828\n", "188. 23.744\n", "189. 21.901\n", "190. 25.283\n", "191. 21.213\n", "192. 40\n", "193. 18.148\n", "194. 29.75\n", "195. 20.676\n", "196. 21.729\n", "197. 23.197\n", "198. 40\n", "199. 34.128\n", "200. 21.962\n", "201. 14.22\n", "202. 14.939\n", "203. 16.128\n", "204. 21.022\n", "205. 40\n", "206. 19.377\n", "207. 22.811\n", "208. 22.017\n", "209. 23.796\n", "210. 19.434\n", "211. 19.045\n", "212. 24.689\n", "213. 24.775\n", "214. 28.538\n", "215. 22.882\n", "216. 13.366\n", "217. 28.215\n", "218. 22.186\n", "219. 22.411\n", "220. 20.114\n", "221. 23.594\n", "222. 40\n", "223. 40\n", "224. 24.549\n", "225. 20.462\n", "226. 21.699\n", "227. 10.475\n", "228. 17.451\n", "229. 19.425\n", "230. 17.53\n", "231. 18.876\n", "232. 13.629\n", "233. 22.108\n", "234. 40\n", "235. 18.576\n", "236. 24.399\n", "237. 24.703\n", "238. 24.656\n", "239. 21.945\n", "240. 40\n", "241. 17.225\n", "242. 27.713\n", "243. 20.359\n", "244. 20.222\n", "245. 21.544\n", "246. 22.351\n", "247. 26.301\n", "248. 21.314\n", "249. 14.61\n", "250. 15.765\n", "251. 15.129\n", "252. 18.377\n", "253. 20.906\n", "254. 40\n", "255. 16.313\n", "256. 30.086\n", "257. 19.868\n", "258. 20.56\n", "259. 19.83\n", "260. 25.025\n", "261. 23.008\n", "262. 22.215\n", "263. 17.441\n", "264. 19.251\n", "265. 18.242\n", "266. 27.282\n", "267. 21.543\n", "268. 40\n", "269. 22.532\n", "270. 28.247\n", "271. 27.918\n", "272. 19.439\n", "273. 14.38\n", "274. 40\n", "275. 15.595\n", "276. 15.545\n", "277. 21.799\n", "278. 40\n", "279. 21.032\n", "280. 14.341\n", "281. 19.882\n", "282. 25.005\n", "283. 19.244\n", "284. 22.819\n", "285. 22.377\n", "286. 21.502\n", "287. 22.146\n", "288. 40\n", "289. 21.942\n", "290. 28.272\n", "291. 21.121\n", "292. 30.115\n", "293. 27.344\n", "294. 27.51\n", "295. 27.589\n", "296. 30.418\n", "297. 16.1\n", "298. 22.954\n", "299. 15.84\n", "300. 21.481\n", "301. 23.782\n", "302. 21.609\n", "303. 21.271\n", "304. 13.014\n", "305. 23.488\n", "306. 24.48\n", "307. 18.734\n", "308. 28.469\n", "309. 26.583\n", "310. 28.328\n", "311. 23.444\n", "312. 25.475\n", "313. 18.224\n", "314. 27.004\n", "315. 20.412\n", "316. 20.694\n", "317. 23.701\n", "318. 40\n", "319. 25.564\n", "320. 21.896\n", "321. 14.97\n", "322. 40\n", "323. 18.326\n", "324. 18.509\n", "325. 23.993\n", "326. 19.495\n", "327. 22.358\n", "328. 21.93\n", "329. 19.994\n", "330. 22.799\n", "331. 22.123\n", "332. 22.565\n", "333. 23.062\n", "334. 22.702\n", "335. 23.434\n", "336. 32.009\n", "337. 40\n", "338. 40\n", "339. 19.915\n", "340. 18.316\n", "341. 26.391\n", "342. 37.67\n", "343. 31.217\n", "344. 23.265\n", "345. 16.12\n", "346. 12.256\n", "347. 15.351\n", "348. 21.019\n", "349. 21.606\n", "350. 40\n", "351. 24.679\n", "352. 40\n", "353. 24.381\n", "354. 16.348\n", "355. 20.051\n", "356. 23.336\n", "357. 26.671\n", "358. 31.346\n", "359. 22.915\n", "360. 40\n", "361. 18.784\n", "362. 32.524\n", "363. 22.364\n", "364. 22.539\n", "365. 27.686\n", "366. 32.563\n", "367. 30.735\n", "368. 24.425\n", "369. 22.438\n", "370. 22.224\n", "371. 13.343\n", "372. 22.534\n", "373. 20.494\n", "374. 19.82\n", "375. 19.332\n", "376. 13.914\n", "377. 24.301\n", "378. 20.546\n", "379. 17.988\n", "380. 26.813\n", "381. 40\n", "382. 28.936\n", "383. 23.985\n", "384. 40\n", "385. 17.253\n", "386. 31.791\n", "387. 23.906\n", "388. 21.559\n", "389. 28.663\n", "390. 40\n", "391. 29.664\n", "392. 22.869\n", "393. 23.618\n", "394. 14.862\n", "395. 13.741\n", "396. 20.955\n", "397. 20.99\n", "398. 23.215\n", "399. 24.49\n", "400. 22.069\n", "401. 23.742\n", "402. 20.826\n", "403. 19.093\n", "404. 23.274\n", "405. 24.354\n", "406. 40\n", "407. 23.476\n", "408. 40\n", "409. 17.814\n", "410. 33.763\n", "411. 21.387\n", "412. 23.157\n", "413. 24.971\n", "414. 23.148\n", "415. 40\n", "416. 22.428\n", "417. 22.65\n", "418. 14.862\n", "419. 16.718\n", "420. 21.417\n", "421. 23.093\n", "422. 40\n", "423. 21.504\n", "424. 23.246\n", "425. 27.238\n", "426. 19.524\n", "427. 20.217\n", "428. 26.757\n", "429. 25.159\n", "430. 27.065\n", "431. 19.905\n", "432. 40\n", "433. 19.107\n", "434. 30.805\n", "435. 20.467\n", "436. 20.721\n", "437. 25.036\n", "438. 33.135\n", "439. 40\n", "440. 24.41\n", "441. 13.593\n", "442. 13.945\n", "443. 40\n", "444. 19.675\n", "445. 20.522\n", "446. 21.033\n", "447. 21.566\n", "448. 40\n", "449. 28.289\n", "450. 19.843\n", "451. 18.74\n", "452. 24.728\n", "453. 31.056\n", "454. 25.869\n", "455. 22.75\n", "456. 40\n", "457. 19.131\n", "458. 30.437\n", "459. 22.845\n", "460. 21.622\n", "461. 26.629\n", "462. 18.107\n", "463. 33.644\n", "464. 24.589\n", "465. 11.63\n", "466. 14.789\n", "467. 16.863\n", "468. 23.091\n", "469. 16.715\n", "470. 20.085\n", "471. 40\n", "472. 22.371\n", "473. 24.51\n", "474. 21.601\n", "475. 20.687\n", "476. 25.487\n", "477. 26.697\n", "478. 25.278\n", "479. 23.385\n", "480. 27.688\n", "481. 21.285\n", "482. 34.751\n", "483. 24.936\n", "484. 40\n", "485. 24.48\n", "486. 40\n", "487. 40\n", "488. 22.317\n", "489. 13.04\n", "490. 40\n", "491. 40\n", "492. 19.967\n", "493. 23.362\n", "494. 23.963\n", "495. 26.448\n", "496. 14.768\n", "497. 25.271\n", "498. 20.656\n", "499. 20.687\n", "500. 25.33\n", "501. 30.898\n", "502. 7.872\n", "503. 25.087\n", "504. 40\n", "505. 18.126\n", "506. 31.076\n", "507. 22.183\n", "508. 20.254\n", "509. 29.284\n", "510. 10.308\n", "511. 36.856\n", "512. 22.983\n", "513. 18.53\n", "514. 22.86\n", "515. 15.844\n", "516. 21.923\n", "517. 22.721\n", "518. 23.984\n", "519. 16.076\n", "520. 14.593\n", "521. 22.142\n", "522. 21.151\n", "523. 19.581\n", "524. 26.451\n", "525. 27.177\n", "526. 27.335\n", "527. 24.458\n", "528. 9.529\n", "529. 18.138\n", "530. 32.531\n", "531. 20.639\n", "532. 32.596\n", "533. 40\n", "534. 30.644\n", "535. 40\n", "536. 22.78\n", "537. 13.998\n", "538. 16.623\n", "539. 17.798\n", "540. 17.546\n", "541. 24.078\n", "542. 19.045\n", "543. 20.337\n", "544. 14.448\n", "545. 25.211\n", "546. 20.553\n", "547. 21.898\n", "548. 25.038\n", "549. 21.491\n", "550. 28.991\n", "551. 24.378\n", "552. 40\n", "553. 19.513\n", "554. 40\n", "555. 21.758\n", "556. 22.053\n", "557. 24.89\n", "558. 40\n", "559. 31.641\n", "560. 22.696\n", "561. 16.525\n", "562. 14.903\n", "563. 18.05\n", "564. 21.083\n", "565. 23.353\n", "566. 25.35\n", "567. 19.228\n", "568. 14.787\n", "569. 26.06\n", "570. 22.261\n", "571. 19.876\n", "572. 26.62\n", "573. 24.663\n", "574. 30.872\n", "575. 26.087\n", "576. 6.001\n", "577. 16.911\n", "578. 38.475\n", "579. 23.868\n", "580. 20.194\n", "581. 26.42\n", "582. 24.802\n", "583. 28.882\n", "584. 25.452\n", "585. 14.25\n", "586. 15.525\n", "587. 15.694\n", "588. 19.029\n", "589. 21.224\n", "590. 40\n", "591. 17.475\n", "592. 31.72\n", "593. 24.471\n", "594. 22.532\n", "595. 19.226\n", "596. 26.235\n", "597. 26.802\n", "598. 30.327\n", "599. 24.067\n", "600. 40\n", "601. 15.311\n", "602. 40\n", "603. 20.413\n", "604. 19.494\n", "605. 24.254\n", "606. 40\n", "607. 27.442\n", "608. 20.606\n", "609. 22.118\n", "610. 14.786\n", "611. 16.672\n", "612. 21.524\n", "613. 23.523\n", "614. 40\n", "615. 40\n", "616. 11.229\n", "617. 24.332\n", "618. 20.527\n", "619. 15.863\n", "620. 23.735\n", "621. 25.471\n", "622. 29.872\n", "623. 22.793\n", "624. 40\n", "625. 18.811\n", "626. 40\n", "627. 20.9\n", "628. 21.325\n", "629. 22.804\n", "630. 23.028\n", "631. 40\n", "632. 21.501\n", "633. 14.116\n", "634. 16.254\n", "635. 15.103\n", "636. 22.872\n", "637. 20.484\n", "638. 40\n", "639. 27.565\n", "640. 14.301\n", "641. 24.489\n", "642. 20.792\n", "643. 20.09\n", "644. 25.055\n", "645. 31.271\n", "646. 29.444\n", "647. 30.673\n", "648. 40\n", "649. 17.846\n", "650. 29.315\n", "651. 22.888\n", "652. 20.828\n", "653. 23.825\n", "654. 15.248\n", "655. 10.655\n", "656. 24.831\n", "657. 14.373\n", "658. 11.281\n", "659. 16.105\n", "660. 23.799\n", "661. 17.027\n", "662. 23.011\n", "663. 18.779\n", "664. 14.449\n", "665. 25.797\n", "666. 19.918\n", "667. 19.837\n", "668. 23.067\n", "669. 27.77\n", "670. 28.866\n", "671. 23.111\n", "672. 40\n", "673. 16.762\n", "674. 40\n", "675. 22.456\n", "676. 17.605\n", "677. 25.028\n", "678. 23.108\n", "679. 40\n", "680. 18.455\n", "681. 12.837\n", "682. 13.278\n", "683. 18.104\n", "684. 27.345\n", "685. 40\n", "686. 27.697\n", "687. 24.274\n", "688. 12.951\n", "689. 25.752\n", "690. 20.398\n", "691. 21.838\n", "692. 24.82\n", "693. 28.991\n", "694. 28.794\n", "695. 25.84\n", "696. 36.603\n", "697. 19.202\n", "698. 29.845\n", "699. 22.149\n", "700. 23.922\n", "701. 40\n", "702. 6.442\n", "703. 29.906\n", "704. 28.669\n", "705. 14.854\n", "706. 14.407\n", "707. 15.967\n", "708. 21.306\n", "709. 40\n", "710. 27.029\n", "711. 26.978\n", "712. 13.521\n", "713. 26.298\n", "714. 21.058\n", "715. 22.425\n", "716. 25.899\n", "717. 28.286\n", "718. 24.363\n", "719. 22.468\n", "720. 33.931\n", "721. 18.768\n", "722. 28.059\n", "723. 27.676\n", "724. 26.258\n", "725. 24.45\n", "726. 32.099\n", "727. 40\n", "728. 24.705\n", "729. 14.584\n", "730. 14.109\n", "731. 15.688\n", "732. 24.291\n", "733. 20.143\n", "734. 22.756\n", "735. 25.899\n", "736. 14.151\n", "737. 40\n", "738. 20.436\n", "739. 21.727\n", "740. 23.633\n", "741. 28.893\n", "742. 26.662\n", "743. 24.055\n", "744. 34.743\n", "745. 14.374\n", "746. 33.831\n", "747. 19.483\n", "748. 20.307\n", "749. 22.164\n", "750. 29.709\n", "751. 25.531\n", "752. 20.955\n", "753. 14.499\n", "754. 14.698\n", "755. 14.324\n", "756. 13.683\n", "757. 40\n", "758. 40\n", "759. 27.115\n", "760. 22.991\n", "761. 24.355\n", "762. 21.247\n", "763. 18.824\n", "764. 23.789\n", "765. 29.814\n", "766. 29.071\n", "767. 22.673\n", "768. 30.99\n", "769. 17.827\n", "770. 40\n", "771. 18.979\n", "772. 20.811\n", "773. 20.432\n", "774. 21.911\n", "775. 40\n", "776. 16.352\n", "777. 14.308\n", "778. 13.999\n", "779. 14.473\n", "780. 19.963\n", "781. 20.335\n", "782. 20.958\n", "783. 40\n", "784. 31.568\n", "785. 28.493\n", "786. 16.705\n", "787. 27.709\n", "788. 23.806\n", "789. 22.727\n", "790. 27.22\n", "791. 21.828\n", "792. 40\n", "793. 19.473\n", "794. 33.971\n", "795. 21.681\n", "796. 18.96\n", "797. 24.202\n", "798. 5.949\n", "799. 40\n", "800. 24.707\n", "801. 40\n", "802. 14.194\n", "803. 15.626\n", "804. 40\n", "805. 17.39\n", "806. 18.98\n", "807. 21.342\n", "808. 22.791\n", "809. 24.939\n", "810. 21.132\n", "811. 18.943\n", "812. 26.167\n", "813. 29.243\n", "814. 25.209\n", "815. 22.854\n", "816. 21.823\n", "817. 17.257\n", "818. 40\n", "819. 21.746\n", "820. 19.085\n", "821. 19.898\n", "822. 40\n", "823. 31.099\n", "824. 20.874\n", "825. 13.888\n", "826. 13.116\n", "827. 12.162\n", "828. 22.622\n", "829. 18.464\n", "830. 19.529\n", "831. 30.994\n", "832. 12.466\n", "833. 26.857\n", "834. 18.112\n", "835. 17.696\n", "836. 24.237\n", "837. 26.024\n", "838. 31.882\n", "839. 24.523\n", "840. 6.639\n", "841. 17.024\n", "842. 34.529\n", "843. 20.53\n", "844. 19.535\n", "845. 26.928\n", "846. 15.739\n", "847. 31.963\n", "848. 20.648\n", "849. 16.527\n", "850. 40\n", "851. 15.819\n", "852. 22.68\n", "853. 22.281\n", "854. 21.348\n", "855. 26.75\n", "856. 14.276\n", "857. 24.26\n", "858. 21.507\n", "859. 20.934\n", "860. 23.612\n", "861. 25.559\n", "862. 28.666\n", "863. 23.688\n", "864. 12.339\n", "865. 20.528\n", "866. 31.759\n", "867. 21.132\n", "868. 22.88\n", "869. 25.79\n", "870. 35.892\n", "871. 40\n", "872. 26.427\n", "873. 17.473\n", "874. 40\n", "875. 17.787\n", "876. 20.685\n", "877. 40\n", "878. 20.257\n", "879. 40\n", "880. 12.01\n", "881. 31.114\n", "882. 23.851\n", "883. 21.779\n", "884. 25.231\n", "885. 25.223\n", "886. 26.936\n", "887. 20.815\n", "888. 8.415\n", "889. 15.126\n", "890. 29.793\n", "891. 21.267\n", "892. 19.486\n", "893. 24.406\n", "894. 28.524\n", "895. 33.566\n", "896. 20.054\n", "897. 12.656\n", "898. 40\n", "899. 14.027\n", "900. 25.333\n", "901. 22.889\n", "902. 22.879\n", "903. 40\n", "904. 11.052\n", "905. 26.001\n", "906. 21.77\n", "907. 19.999\n", "908. 24.236\n", "909. 27.763\n", "910. 24.891\n", "911. 26.806\n", "912. 16.934\n", "913. 17.397\n", "914. 27.204\n", "915. 21.741\n", "916. 23.095\n", "917. 22.909\n", "918. 37.773\n", "919. 24.838\n", "920. 21.867\n", "921. 15.75\n", "922. 16.115\n", "923. 16.937\n", "924. 22.216\n", "925. 22.032\n", "926. 22.143\n", "927. 22.602\n", "928. 13.088\n", "929. 22.553\n", "930. 21.66\n", "931. 20.673\n", "932. 23.305\n", "933. 25.604\n", "934. 26.445\n", "935. 20.332\n", "936. 26.551\n", "937. 40\n", "938. 40\n", "939. 25.83\n", "940. 21.986\n", "941. 21.605\n", "942. 8.485\n", "943. 40\n", "944. 23.759\n", "945. 16.787\n", "946. 14.482\n", "947. 40\n", "948. 23.892\n", "949. 22.226\n", "950. 25.79\n", "951. 40\n", "952. 31.496\n", "953. 25.435\n", "954. 19.519\n", "955. 21.221\n", "956. 26.313\n", "957. 30.275\n", "958. 28.416\n", "959. 25.483\n", "960. 16.721\n", "961. 17.631\n", "962. 31.061\n", "963. 20.79\n", "964. 40\n", "965. 21.686\n", "966. 31.421\n", "967. 23.742\n", "968. 21.275\n", "969. 21.664\n", "970. 22.274\n", "971. 13.124\n", "972. 20.156\n", "973. 19.482\n", "974. 16.824\n", "975. 16.529\n", "976. 31.583\n", "977. 23.469\n", "978. 40\n", "979. 18.511\n", "980. 21.708\n", "981. 20.3\n", "982. 26.561\n", "983. 20.885\n", "984. 40\n", "985. 16.855\n", "986. 31.027\n", "987. 23.27\n", "988. 20.641\n", "989. 24.928\n", "990. 22.094\n", "991. 40\n", "992. 21.925\n", "993. 22.104\n", "994. 15.846\n", "995. 16.999\n", "996. 21.128\n", "997. 22.124\n", "998. 18.894\n", "999. 24.656\n", "1000. 16.539\n", "1001. 21.263\n", "1002. 40\n", "1003. 20.705\n", "1004. 24.654\n", "1005. 24.623\n", "1006. 26.849\n", "1007. 23.024\n", "1008. 18.592\n", "1009. 23.725\n", "1010. 8.65\n", "1011. 26.432\n", "1012. 24.193\n", "1013. 20.668\n", "1014. 23.196\n", "1015. 29.212\n", "1016. 20.873\n", "1017. 22.583\n", "1018. 22.929\n", "1019. 23.885\n", "1020. 23.624\n", "1021. 25.862\n", "1022. 17.427\n", "1023. 20.611\n", "1024. 14.034\n", "1025. 21.579\n", "1026. 29.021\n", "1027. 20.292\n", "1028. 26.082\n", "1029. 22.811\n", "1030. 22.653\n", "1031. 40\n", "1032. 13.406\n", "1033. 19.249\n", "1034. 28.8\n", "1035. 20.766\n", "1036. 19.068\n", "1037. 22.407\n", "1038. 25.677\n", "1039. 24.434\n", "1040. 21.275\n", "1041. 13.774\n", "1042. 13.127\n", "1043. 24.367\n", "1044. 19.101\n", "1045. 40\n", "1046. 22.973\n", "1047. 18.735\n", "1048. 14.116\n", "1049. 40\n", "1050. 33.983\n", "1051. 18.486\n", "1052. 23.381\n", "1053. 24.44\n", "1054. 40\n", "1055. 33.48\n", "1056. 28.3\n", "1057. 18.698\n", "1058. 26.691\n", "1059. 22.742\n", "1060. 20.692\n", "1061. 24.75\n", "1062. 11.169\n", "1063. 22.176\n", "1064. 27.176\n", "1065. 14.961\n", "1066. 40\n", "1067. 13.624\n", "1068. 23.067\n", "1069. 19.765\n", "1070. 25.604\n", "1071. 18.117\n", "1072. 12.619\n", "1073. 25.555\n", "1074. 23.002\n", "1075. 21.716\n", "1076. 25.817\n", "1077. 19.754\n", "1078. 27.911\n", "1079. 21.548\n", "1080. 26.14\n", "1081. 22.629\n", "1082. 14.41\n", "1083. 22.785\n", "1084. 21.275\n", "1085. 23.894\n", "1086. 40\n", "1087. 28.258\n", "1088. 19.763\n", "1089. 15.042\n", "1090. 15.413\n", "1091. 18.53\n", "1092. 24.323\n", "1093. 24.175\n", "1094. 17.674\n", "1095. 20.582\n", "1096. 40\n", "1097. 25.895\n", "1098. 32.835\n", "1099. 6.086\n", "1100. 31.666\n", "1101. 27.954\n", "1102. 27.258\n", "1103. 26.69\n", "1104. 29.894\n", "1105. 18.021\n", "1106. 16.521\n", "1107. 20.875\n", "1108. 20.72\n", "1109. 25.79\n", "1110. 40\n", "1111. 28.545\n", "1112. 24.849\n", "1113. 15.436\n", "1114. 22.898\n", "1115. 23.815\n", "1116. 40\n", "1117. 40\n", "1118. 23.845\n", "1119. 22.45\n", "1120. 31.626\n", "1121. 23.036\n", "1122. 26.654\n", "1123. 26.535\n", "1124. 24.257\n", "1125. 24.218\n", "1126. 25.978\n", "1127. 22.175\n", "1128. 40\n", "1129. 35.597\n", "1130. 31.825\n", "1131. 19.859\n", "1132. 40\n", "1133. 24.254\n", "1134. 24.685\n", "1135. 26.94\n", "1136. 23.92\n", "1137. 40\n", "1138. 17.283\n", "1139. 16.554\n", "1140. 23.385\n", "1141. 17.535\n", "1142. 10.607\n", "1143. 23.651\n", "1144. 31.635\n", "1145. 23.158\n", "1146. 21.848\n", "1147. 20.88\n", "1148. 24.445\n", "1149. 25.583\n", "1150. 25.988\n", "1151. 22.153\n", "1152. 40\n", "\n", "\n" ], "text/plain": [ " [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] \n", "RNA SPIKE 40.000 18.903 18.622 21.938 14.487 18.780 35.385 17.439 18.148\n", "B-ACTIN 10.689 40.000 27.852 40.000 33.368 26.049 27.076 27.088 29.750\n", "PAX2 26.276 23.597 21.913 28.105 20.244 19.911 40.000 20.699 20.676\n", "PAX8 14.877 22.536 21.913 22.079 18.031 21.211 26.394 20.067 21.729\n", "FOXG1 23.972 23.239 25.456 23.322 24.934 28.429 20.383 23.619 23.197\n", "DLX5 13.871 11.345 25.412 40.000 32.118 40.000 20.552 15.233 40.000\n", "GFP 32.987 28.168 40.000 40.000 30.817 18.850 32.173 40.000 34.128\n", "RPLPO 24.659 22.507 17.877 27.677 22.238 20.576 28.942 20.832 21.962\n", "OCT3-4 18.010 15.492 13.154 17.142 13.021 15.697 23.152 21.132 14.220\n", "PAX6 14.455 40.000 40.000 16.928 13.766 40.000 15.438 12.008 14.939\n", "BRN3A 13.791 18.811 19.899 15.298 15.464 25.094 15.315 12.849 16.128\n", "NESTIN 20.407 21.954 26.150 19.844 23.908 20.792 17.461 21.345 21.022\n", "SIX1 22.347 27.539 19.578 24.323 22.653 22.509 22.921 20.932 40.000\n", "GATA3 19.857 18.919 25.792 18.642 19.464 21.133 16.613 19.413 19.377\n", "RNA SPIKE H10_1 18.636 22.384 24.537 20.167 19.651 22.306 13.703 20.667 22.811\n", "NANOG 40.000 14.979 15.436 13.104 40.000 40.000 22.816 23.050 22.017\n", "SOX2 23.684 23.371 25.924 25.800 22.965 22.675 21.714 20.791 23.796\n", "ATOH1 21.211 18.621 20.260 19.172 26.221 21.263 24.987 19.758 19.434\n", "BRN3C 21.652 21.903 19.860 19.676 20.235 16.916 20.947 18.828 19.045\n", "MYOSIN7A 26.446 29.702 26.397 25.000 23.348 25.444 25.163 23.744 24.689\n", "SOX9 22.231 27.370 25.362 23.793 23.357 25.282 23.193 21.901 24.775\n", "SYP 23.965 28.319 32.671 24.078 24.565 24.121 23.685 25.283 28.538\n", "RNA SPIKE H10 20.707 40.000 22.742 20.641 17.126 40.000 19.219 21.213 22.882\n", "MEIS1 32.147 40.000 11.149 28.568 27.460 9.694 40.000 40.000 13.366\n", " [,10] [,11] [,12] [,13] [,14] [,15] [,16] [,17] [,18] \n", "RNA SPIKE 28.215 ⋯ 17.397 40.000 17.631 16.855 23.725 19.249 18.698\n", "B-ACTIN 22.186 ⋯ 27.204 40.000 31.061 31.027 8.650 28.800 26.691\n", "PAX2 22.411 ⋯ 21.741 25.830 20.790 23.270 26.432 20.766 22.742\n", "PAX8 20.114 ⋯ 23.095 21.986 40.000 20.641 24.193 19.068 20.692\n", "FOXG1 23.594 ⋯ 22.909 21.605 21.686 24.928 20.668 22.407 24.750\n", "DLX5 40.000 ⋯ 37.773 8.485 31.421 22.094 23.196 25.677 11.169\n", "GFP 40.000 ⋯ 24.838 40.000 23.742 40.000 29.212 24.434 22.176\n", "RPLPO 24.549 ⋯ 21.867 23.759 21.275 21.925 20.873 21.275 27.176\n", "OCT3-4 20.462 ⋯ 15.750 16.787 21.664 22.104 22.583 13.774 14.961\n", "PAX6 21.699 ⋯ 16.115 14.482 22.274 15.846 22.929 13.127 40.000\n", "BRN3A 10.475 ⋯ 16.937 40.000 13.124 16.999 23.885 24.367 13.624\n", "NESTIN 17.451 ⋯ 22.216 23.892 20.156 21.128 23.624 19.101 23.067\n", "SIX1 19.425 ⋯ 22.032 22.226 19.482 22.124 25.862 40.000 19.765\n", "GATA3 17.530 ⋯ 22.143 25.790 16.824 18.894 17.427 22.973 25.604\n", "RNA SPIKE H10_1 18.876 ⋯ 22.602 40.000 16.529 24.656 20.611 18.735 18.117\n", "NANOG 13.629 ⋯ 13.088 31.496 31.583 16.539 14.034 14.116 12.619\n", "SOX2 22.108 ⋯ 22.553 25.435 23.469 21.263 21.579 40.000 25.555\n", "ATOH1 40.000 ⋯ 21.660 19.519 40.000 40.000 29.021 33.983 23.002\n", "BRN3C 18.576 ⋯ 20.673 21.221 18.511 20.705 20.292 18.486 21.716\n", "MYOSIN7A 24.399 ⋯ 23.305 26.313 21.708 24.654 26.082 23.381 25.817\n", "SOX9 24.703 ⋯ 25.604 30.275 20.300 24.623 22.811 24.440 19.754\n", "SYP 24.656 ⋯ 26.445 28.416 26.561 26.849 22.653 40.000 27.911\n", "RNA SPIKE H10 21.945 ⋯ 20.332 25.483 20.885 23.024 40.000 33.480 21.548\n", "MEIS1 40.000 ⋯ 26.551 16.721 40.000 18.592 13.406 28.300 26.140\n", " [,19] [,20] [,21] \n", "RNA SPIKE 22.629 18.021 35.597\n", "B-ACTIN 14.410 16.521 31.825\n", "PAX2 22.785 20.875 19.859\n", "PAX8 21.275 20.720 40.000\n", "FOXG1 23.894 25.790 24.254\n", "DLX5 40.000 40.000 24.685\n", "GFP 28.258 28.545 26.940\n", "RPLPO 19.763 24.849 23.920\n", "OCT3-4 15.042 15.436 40.000\n", "PAX6 15.413 22.898 17.283\n", "BRN3A 18.530 23.815 16.554\n", "NESTIN 24.323 40.000 23.385\n", "SIX1 24.175 40.000 17.535\n", "GATA3 17.674 23.845 10.607\n", "RNA SPIKE H10_1 20.582 22.450 23.651\n", "NANOG 40.000 31.626 31.635\n", "SOX2 25.895 23.036 23.158\n", "ATOH1 32.835 26.654 21.848\n", "BRN3C 6.086 26.535 20.880\n", "MYOSIN7A 31.666 24.257 24.445\n", "SOX9 27.954 24.218 25.583\n", "SYP 27.258 25.978 25.988\n", "RNA SPIKE H10 26.690 22.175 22.153\n", "MEIS1 29.894 40.000 40.000" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Ct_data <- read.csv(\"data_wk3/Ct_data.csv\", header=TRUE)\n", "i<-1\n", "j<-1\n", "k<-1\n", "\n", "Ct<-matrix(0,nrow=8,ncol=48)\n", "Ct_full<-matrix(0,nrow=24,ncol=48)\n", "cell_number<-dim(Ct_data)[1]\n", "step<-c(1,9,17)\n", "\n", "for (k in 1:3){\n", " while (i<= (cell_number)) {\n", " Ct[,j]<-Ct_data[i:(i+7),k]\n", " i<-i+8\n", " j<-j+1\n", " }\n", " Ct_full[step[k]:(step[k]+7),]=Ct\n", " i<-1\n", " j<-1\n", "}\n", "\n", "targetNames<-read.csv(\"data_wk3/targetNames.csv\", header=TRUE, stringsAsFactors=FALSE)\n", "full_target<-c(targetNames[1:8,1],targetNames[1:8,2],targetNames[1:8,3])\n", "rownames(Ct_full)<-full_target\n", "\n", "Ct_full\n", "\n", "write.csv(Ct_full, file=\"data_wk3/Ct_full.csv\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Data was reorganised into the 24x48 matrix. The command `full_target<-c(targetNames[1:8,1],targetNames[1:8,2],targetNames[1:8,3])` was used to organise the 24 gene names in a table of 3 columns where each column contains the 8 gene names.Note: I added the command `stringsAsFactor=FALSE` to conserve the gene names as characters instead of factors. " ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "<table>\n", "<tbody>\n", "\t<tr><th scope=row>RNA SPIKE</th><td> 0.000</td><td> 0.000 </td><td> 0.000 </td><td> 0.000 </td><td> 0.000 </td><td> 0.000 </td><td> 0.000</td><td> 0.000 </td><td> 0.000 </td><td> 0.000</td><td>⋯ </td><td> 0.000 </td><td> 0.000</td><td> 0.000 </td><td> 0.000 </td><td> 0.000</td><td> 0.000 </td><td> 0.000 </td><td> 0.000</td><td> 0.000 </td><td> 0.000</td></tr>\n", "\t<tr><th scope=row>B-ACTIN</th><td>-29.311</td><td>21.097 </td><td> 9.230 </td><td>18.062 </td><td>18.881 </td><td> 7.269 </td><td> -8.309</td><td> 9.649 </td><td>11.602 </td><td> -6.029</td><td>⋯ </td><td> 9.807 </td><td> 0.000</td><td>13.430 </td><td>14.172 </td><td>-15.075</td><td> 9.551 </td><td> 7.993 </td><td> -8.219</td><td>-1.500 </td><td> -3.772</td></tr>\n", "\t<tr><th scope=row>PAX2</th><td>-13.724</td><td> 4.694 </td><td> 3.291 </td><td> 6.167 </td><td> 5.757 </td><td> 1.131 </td><td> 4.615</td><td> 3.260 </td><td> 2.528 </td><td> -5.804</td><td>⋯ </td><td> 4.344 </td><td>-14.170</td><td> 3.159 </td><td> 6.415 </td><td> 2.707</td><td> 1.517 </td><td> 4.044 </td><td> 0.156</td><td> 2.854 </td><td>-15.738</td></tr>\n", "\t<tr><th scope=row>PAX8</th><td>-25.123</td><td> 3.633 </td><td> 3.291 </td><td> 0.141 </td><td> 3.544 </td><td> 2.431 </td><td> -8.991</td><td> 2.628 </td><td> 3.581 </td><td> -8.101</td><td>⋯ </td><td> 5.698 </td><td>-18.014</td><td>22.369 </td><td> 3.786 </td><td> 0.468</td><td>-0.181 </td><td> 1.994 </td><td> -1.354</td><td> 2.699 </td><td> 4.403</td></tr>\n", "\t<tr><th scope=row>FOXG1</th><td>-16.028</td><td> 4.336 </td><td> 6.834 </td><td> 1.384 </td><td>10.447 </td><td> 9.649 </td><td>-15.002</td><td> 6.180 </td><td> 5.049 </td><td> -4.621</td><td>⋯ </td><td> 5.512 </td><td>-18.395</td><td> 4.055 </td><td> 8.073 </td><td> -3.057</td><td> 3.158 </td><td> 6.052 </td><td> 1.265</td><td> 7.769 </td><td>-11.343</td></tr>\n", "\t<tr><th scope=row>DLX5</th><td>-26.129</td><td>-7.558 </td><td> 6.790 </td><td>18.062 </td><td>17.631 </td><td>21.220 </td><td>-14.833</td><td>-2.206 </td><td>21.852 </td><td> 11.785</td><td>⋯ </td><td>20.376 </td><td>-31.515</td><td>13.790 </td><td> 5.239 </td><td> -0.529</td><td> 6.428 </td><td>-7.529 </td><td> 17.371</td><td>21.979 </td><td>-10.912</td></tr>\n", "\t<tr><th scope=row>GFP</th><td> -7.013</td><td> 9.265 </td><td>21.378 </td><td>18.062 </td><td>16.330 </td><td> 0.070 </td><td> -3.212</td><td>22.561 </td><td>15.980 </td><td> 11.785</td><td>⋯ </td><td> 7.441 </td><td> 0.000</td><td> 6.111 </td><td>23.145 </td><td> 5.487</td><td> 5.185 </td><td> 3.478 </td><td> 5.629</td><td>10.524 </td><td> -8.657</td></tr>\n", "\t<tr><th scope=row>RPLPO</th><td>-15.341</td><td> 3.604 </td><td>-0.745 </td><td> 5.739 </td><td> 7.751 </td><td> 1.796 </td><td> -6.443</td><td> 3.393 </td><td> 3.814 </td><td> -3.666</td><td>⋯ </td><td> 4.470 </td><td>-16.241</td><td> 3.644 </td><td> 5.070 </td><td> -2.852</td><td> 2.026 </td><td> 8.478 </td><td> -2.866</td><td> 6.828 </td><td>-11.677</td></tr>\n", "\t<tr><th scope=row>OCT3-4</th><td>-21.990</td><td>-3.411 </td><td>-5.468 </td><td>-4.796 </td><td>-1.466 </td><td>-3.083 </td><td>-12.233</td><td> 3.693 </td><td>-3.928 </td><td> -7.753</td><td>⋯ </td><td>-1.647 </td><td>-23.213</td><td> 4.033 </td><td> 5.249 </td><td> -1.142</td><td>-5.475 </td><td>-3.737 </td><td> -7.587</td><td>-2.585 </td><td> 4.403</td></tr>\n", "\t<tr><th scope=row>PAX6</th><td>-25.545</td><td>21.097 </td><td>21.378 </td><td>-5.010 </td><td>-0.721 </td><td>21.220 </td><td>-19.947</td><td>-5.431 </td><td>-3.209 </td><td> -6.516</td><td>⋯ </td><td>-1.282 </td><td>-25.518</td><td> 4.643 </td><td>-1.009 </td><td> -0.796</td><td>-6.122 </td><td>21.302 </td><td> -7.216</td><td> 4.877 </td><td>-18.314</td></tr>\n", "\t<tr><th scope=row>BRN3A</th><td>-26.209</td><td>-0.092 </td><td> 1.277 </td><td>-6.640 </td><td> 0.977 </td><td> 6.314 </td><td>-20.070</td><td>-4.590 </td><td>-2.020 </td><td>-17.740</td><td>⋯ </td><td>-0.460 </td><td> 0.000</td><td>-4.507 </td><td> 0.144 </td><td> 0.160</td><td> 5.118 </td><td>-5.074 </td><td> -4.099</td><td> 5.794 </td><td>-19.043</td></tr>\n", "\t<tr><th scope=row>NESTIN</th><td>-19.593</td><td> 3.051 </td><td> 7.528 </td><td>-2.094 </td><td> 9.421 </td><td> 2.012 </td><td>-17.924</td><td> 3.906 </td><td> 2.874 </td><td>-10.764</td><td>⋯ </td><td> 4.819 </td><td>-16.108</td><td> 2.525 </td><td> 4.273 </td><td> -0.101</td><td>-0.148 </td><td> 4.369 </td><td> 1.694</td><td>21.979 </td><td>-12.212</td></tr>\n", "\t<tr><th scope=row>SIX1</th><td>-17.653</td><td> 8.636 </td><td> 0.956 </td><td> 2.385 </td><td> 8.166 </td><td> 3.729 </td><td>-12.464</td><td> 3.493 </td><td>21.852 </td><td> -8.790</td><td>⋯ </td><td> 4.635 </td><td>-17.774</td><td> 1.851 </td><td> 5.269 </td><td> 2.137</td><td>20.751 </td><td> 1.067 </td><td> 1.546</td><td>21.979 </td><td>-18.062</td></tr>\n", "\t<tr><th scope=row>GATA3</th><td>-20.143</td><td> 0.016 </td><td> 7.170 </td><td>-3.296 </td><td> 4.977 </td><td> 2.353 </td><td>-18.772</td><td> 1.974 </td><td> 1.229 </td><td>-10.685</td><td>⋯ </td><td> 4.746 </td><td>-14.210</td><td>-0.807 </td><td> 2.039 </td><td> -6.298</td><td> 3.724 </td><td> 6.906 </td><td> -4.955</td><td> 5.824 </td><td>-24.990</td></tr>\n", "\t<tr><th scope=row>RNA SPIKE H10_1</th><td>-21.364</td><td> 3.481 </td><td> 5.915 </td><td>-1.771 </td><td> 5.164 </td><td> 3.526 </td><td>-21.682</td><td> 3.228 </td><td> 4.663 </td><td> -9.339</td><td>⋯ </td><td> 5.205 </td><td> 0.000</td><td>-1.102 </td><td> 7.801 </td><td> -3.114</td><td>-0.514 </td><td>-0.581 </td><td> -2.047</td><td> 4.429 </td><td>-11.946</td></tr>\n", "\t<tr><th scope=row>NANOG</th><td> 0.000</td><td>-3.924 </td><td>-3.186 </td><td>-8.834 </td><td>25.513 </td><td>21.220 </td><td>-12.569</td><td> 5.611 </td><td> 3.869 </td><td>-14.586</td><td>⋯ </td><td>-4.309 </td><td> -8.504</td><td>13.952 </td><td>-0.316 </td><td> -9.691</td><td>-5.133 </td><td>-6.079 </td><td> 17.371</td><td>13.605 </td><td> -3.962</td></tr>\n", "\t<tr><th scope=row>SOX2</th><td>-16.316</td><td> 4.468 </td><td> 7.302 </td><td> 3.862 </td><td> 8.478 </td><td> 3.895 </td><td>-13.671</td><td> 3.352 </td><td> 5.648 </td><td> -6.107</td><td>⋯ </td><td> 5.156 </td><td>-14.565</td><td> 5.838 </td><td> 4.408 </td><td> -2.146</td><td>20.751 </td><td> 6.857 </td><td> 3.266</td><td> 5.015 </td><td>-12.439</td></tr>\n", "\t<tr><th scope=row>ATOH1</th><td>-18.789</td><td>-0.282 </td><td> 1.638 </td><td>-2.766 </td><td>11.734 </td><td> 2.483 </td><td>-10.398</td><td> 2.319 </td><td> 1.286 </td><td> 11.785</td><td>⋯ </td><td> 4.263 </td><td>-20.481</td><td>22.369 </td><td>23.145 </td><td> 5.296</td><td>14.734 </td><td> 4.304 </td><td> 10.206</td><td> 8.633 </td><td>-13.749</td></tr>\n", "\t<tr><th scope=row>BRN3C</th><td>-18.348</td><td> 3.000 </td><td> 1.238 </td><td>-2.262 </td><td> 5.748 </td><td>-1.864 </td><td>-14.438</td><td> 1.389 </td><td> 0.897 </td><td> -9.639</td><td>⋯ </td><td> 3.276 </td><td>-18.779</td><td> 0.880 </td><td> 3.850 </td><td> -3.433</td><td>-0.763 </td><td> 3.018 </td><td>-16.543</td><td> 8.514 </td><td>-14.717</td></tr>\n", "\t<tr><th scope=row>MYOSIN7A</th><td>-13.554</td><td>10.799 </td><td> 7.775 </td><td> 3.062 </td><td> 8.861 </td><td> 6.664 </td><td>-10.222</td><td> 6.305 </td><td> 6.541 </td><td> -3.816</td><td>⋯ </td><td> 5.908 </td><td>-13.687</td><td> 4.077 </td><td> 7.799 </td><td> 2.357</td><td> 4.132 </td><td> 7.119 </td><td> 9.037</td><td> 6.236 </td><td>-11.152</td></tr>\n", "\t<tr><th scope=row>SOX9</th><td>-17.769</td><td> 8.467 </td><td> 6.740 </td><td> 1.855 </td><td> 8.870 </td><td> 6.502 </td><td>-12.192</td><td> 4.462 </td><td> 6.627 </td><td> -3.512</td><td>⋯ </td><td> 8.207 </td><td> -9.725</td><td> 2.669 </td><td> 7.768 </td><td> -0.914</td><td> 5.191 </td><td> 1.056 </td><td> 5.325</td><td> 6.197 </td><td>-10.014</td></tr>\n", "\t<tr><th scope=row>SYP</th><td>-16.035</td><td> 9.416 </td><td>14.049 </td><td> 2.140 </td><td>10.078 </td><td> 5.341 </td><td>-11.700</td><td> 7.844 </td><td>10.390 </td><td> -3.559</td><td>⋯ </td><td> 9.048 </td><td>-11.584</td><td> 8.930 </td><td> 9.994 </td><td> -1.072</td><td>20.751 </td><td> 9.213 </td><td> 4.629</td><td> 7.957 </td><td> -9.609</td></tr>\n", "\t<tr><th scope=row>RNA SPIKE H10</th><td>-19.293</td><td>21.097 </td><td> 4.120 </td><td>-1.297 </td><td> 2.639 </td><td>21.220 </td><td>-16.166</td><td> 3.774 </td><td> 4.734 </td><td> -6.270</td><td>⋯ </td><td> 2.935 </td><td>-14.517</td><td> 3.254 </td><td> 6.169 </td><td> 16.275</td><td>14.231 </td><td> 2.850 </td><td> 4.061</td><td> 4.154 </td><td>-13.444</td></tr>\n", "\t<tr><th scope=row>MEIS1</th><td> -7.853</td><td>21.097 </td><td>-7.473 </td><td> 6.630 </td><td>12.973 </td><td>-9.086 </td><td> 4.615</td><td>22.561 </td><td>-4.782 </td><td> 11.785</td><td>⋯ </td><td> 9.154 </td><td>-23.279</td><td>22.369 </td><td> 1.737 </td><td>-10.319</td><td> 9.051 </td><td> 7.442 </td><td> 7.265</td><td>21.979 </td><td> 4.403</td></tr>\n", "</tbody>\n", "</table>\n" ], "text/latex": [ "\\begin{tabular}{r|llllllllllllllllllllllllllllllllllllllllllllllll}\n", "\tRNA SPIKE & 0.000 & 0.000 & 0.000 & 0.000 & 0.000 & 0.000 & 0.000 & 0.000 & 0.000 & 0.000 & ⋯ & 0.000 & 0.000 & 0.000 & 0.000 & 0.000 & 0.000 & 0.000 & 0.000 & 0.000 & 0.000\\\\\n", "\tB-ACTIN & -29.311 & 21.097 & 9.230 & 18.062 & 18.881 & 7.269 & -8.309 & 9.649 & 11.602 & -6.029 & ⋯ & 9.807 & 0.000 & 13.430 & 14.172 & -15.075 & 9.551 & 7.993 & -8.219 & -1.500 & -3.772\\\\\n", "\tPAX2 & -13.724 & 4.694 & 3.291 & 6.167 & 5.757 & 1.131 & 4.615 & 3.260 & 2.528 & -5.804 & ⋯ & 4.344 & -14.170 & 3.159 & 6.415 & 2.707 & 1.517 & 4.044 & 0.156 & 2.854 & -15.738\\\\\n", "\tPAX8 & -25.123 & 3.633 & 3.291 & 0.141 & 3.544 & 2.431 & -8.991 & 2.628 & 3.581 & -8.101 & ⋯ & 5.698 & -18.014 & 22.369 & 3.786 & 0.468 & -0.181 & 1.994 & -1.354 & 2.699 & 4.403\\\\\n", "\tFOXG1 & -16.028 & 4.336 & 6.834 & 1.384 & 10.447 & 9.649 & -15.002 & 6.180 & 5.049 & -4.621 & ⋯ & 5.512 & -18.395 & 4.055 & 8.073 & -3.057 & 3.158 & 6.052 & 1.265 & 7.769 & -11.343\\\\\n", "\tDLX5 & -26.129 & -7.558 & 6.790 & 18.062 & 17.631 & 21.220 & -14.833 & -2.206 & 21.852 & 11.785 & ⋯ & 20.376 & -31.515 & 13.790 & 5.239 & -0.529 & 6.428 & -7.529 & 17.371 & 21.979 & -10.912\\\\\n", "\tGFP & -7.013 & 9.265 & 21.378 & 18.062 & 16.330 & 0.070 & -3.212 & 22.561 & 15.980 & 11.785 & ⋯ & 7.441 & 0.000 & 6.111 & 23.145 & 5.487 & 5.185 & 3.478 & 5.629 & 10.524 & -8.657\\\\\n", "\tRPLPO & -15.341 & 3.604 & -0.745 & 5.739 & 7.751 & 1.796 & -6.443 & 3.393 & 3.814 & -3.666 & ⋯ & 4.470 & -16.241 & 3.644 & 5.070 & -2.852 & 2.026 & 8.478 & -2.866 & 6.828 & -11.677\\\\\n", "\tOCT3-4 & -21.990 & -3.411 & -5.468 & -4.796 & -1.466 & -3.083 & -12.233 & 3.693 & -3.928 & -7.753 & ⋯ & -1.647 & -23.213 & 4.033 & 5.249 & -1.142 & -5.475 & -3.737 & -7.587 & -2.585 & 4.403\\\\\n", "\tPAX6 & -25.545 & 21.097 & 21.378 & -5.010 & -0.721 & 21.220 & -19.947 & -5.431 & -3.209 & -6.516 & ⋯ & -1.282 & -25.518 & 4.643 & -1.009 & -0.796 & -6.122 & 21.302 & -7.216 & 4.877 & -18.314\\\\\n", "\tBRN3A & -26.209 & -0.092 & 1.277 & -6.640 & 0.977 & 6.314 & -20.070 & -4.590 & -2.020 & -17.740 & ⋯ & -0.460 & 0.000 & -4.507 & 0.144 & 0.160 & 5.118 & -5.074 & -4.099 & 5.794 & -19.043\\\\\n", "\tNESTIN & -19.593 & 3.051 & 7.528 & -2.094 & 9.421 & 2.012 & -17.924 & 3.906 & 2.874 & -10.764 & ⋯ & 4.819 & -16.108 & 2.525 & 4.273 & -0.101 & -0.148 & 4.369 & 1.694 & 21.979 & -12.212\\\\\n", "\tSIX1 & -17.653 & 8.636 & 0.956 & 2.385 & 8.166 & 3.729 & -12.464 & 3.493 & 21.852 & -8.790 & ⋯ & 4.635 & -17.774 & 1.851 & 5.269 & 2.137 & 20.751 & 1.067 & 1.546 & 21.979 & -18.062\\\\\n", "\tGATA3 & -20.143 & 0.016 & 7.170 & -3.296 & 4.977 & 2.353 & -18.772 & 1.974 & 1.229 & -10.685 & ⋯ & 4.746 & -14.210 & -0.807 & 2.039 & -6.298 & 3.724 & 6.906 & -4.955 & 5.824 & -24.990\\\\\n", "\tRNA SPIKE H10\\_1 & -21.364 & 3.481 & 5.915 & -1.771 & 5.164 & 3.526 & -21.682 & 3.228 & 4.663 & -9.339 & ⋯ & 5.205 & 0.000 & -1.102 & 7.801 & -3.114 & -0.514 & -0.581 & -2.047 & 4.429 & -11.946\\\\\n", "\tNANOG & 0.000 & -3.924 & -3.186 & -8.834 & 25.513 & 21.220 & -12.569 & 5.611 & 3.869 & -14.586 & ⋯ & -4.309 & -8.504 & 13.952 & -0.316 & -9.691 & -5.133 & -6.079 & 17.371 & 13.605 & -3.962\\\\\n", "\tSOX2 & -16.316 & 4.468 & 7.302 & 3.862 & 8.478 & 3.895 & -13.671 & 3.352 & 5.648 & -6.107 & ⋯ & 5.156 & -14.565 & 5.838 & 4.408 & -2.146 & 20.751 & 6.857 & 3.266 & 5.015 & -12.439\\\\\n", "\tATOH1 & -18.789 & -0.282 & 1.638 & -2.766 & 11.734 & 2.483 & -10.398 & 2.319 & 1.286 & 11.785 & ⋯ & 4.263 & -20.481 & 22.369 & 23.145 & 5.296 & 14.734 & 4.304 & 10.206 & 8.633 & -13.749\\\\\n", "\tBRN3C & -18.348 & 3.000 & 1.238 & -2.262 & 5.748 & -1.864 & -14.438 & 1.389 & 0.897 & -9.639 & ⋯ & 3.276 & -18.779 & 0.880 & 3.850 & -3.433 & -0.763 & 3.018 & -16.543 & 8.514 & -14.717\\\\\n", "\tMYOSIN7A & -13.554 & 10.799 & 7.775 & 3.062 & 8.861 & 6.664 & -10.222 & 6.305 & 6.541 & -3.816 & ⋯ & 5.908 & -13.687 & 4.077 & 7.799 & 2.357 & 4.132 & 7.119 & 9.037 & 6.236 & -11.152\\\\\n", "\tSOX9 & -17.769 & 8.467 & 6.740 & 1.855 & 8.870 & 6.502 & -12.192 & 4.462 & 6.627 & -3.512 & ⋯ & 8.207 & -9.725 & 2.669 & 7.768 & -0.914 & 5.191 & 1.056 & 5.325 & 6.197 & -10.014\\\\\n", "\tSYP & -16.035 & 9.416 & 14.049 & 2.140 & 10.078 & 5.341 & -11.700 & 7.844 & 10.390 & -3.559 & ⋯ & 9.048 & -11.584 & 8.930 & 9.994 & -1.072 & 20.751 & 9.213 & 4.629 & 7.957 & -9.609\\\\\n", "\tRNA SPIKE H10 & -19.293 & 21.097 & 4.120 & -1.297 & 2.639 & 21.220 & -16.166 & 3.774 & 4.734 & -6.270 & ⋯ & 2.935 & -14.517 & 3.254 & 6.169 & 16.275 & 14.231 & 2.850 & 4.061 & 4.154 & -13.444\\\\\n", "\tMEIS1 & -7.853 & 21.097 & -7.473 & 6.630 & 12.973 & -9.086 & 4.615 & 22.561 & -4.782 & 11.785 & ⋯ & 9.154 & -23.279 & 22.369 & 1.737 & -10.319 & 9.051 & 7.442 & 7.265 & 21.979 & 4.403\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "1. 0\n", "2. -29.311\n", "3. -13.724\n", "4. -25.123\n", "5. -16.028\n", "6. -26.129\n", "7. -7.013\n", "8. -15.341\n", "9. -21.99\n", "10. -25.545\n", "11. -26.209\n", "12. -19.593\n", "13. -17.653\n", "14. -20.143\n", "15. -21.364\n", "16. 0\n", "17. -16.316\n", "18. -18.789\n", "19. -18.348\n", "20. -13.554\n", "21. -17.769\n", "22. -16.035\n", "23. -19.293\n", "24. -7.853\n", "25. 0\n", "26. 21.097\n", "27. 4.694\n", "28. 3.633\n", "29. 4.336\n", "30. -7.558\n", "31. 9.265\n", "32. 3.604\n", "33. -3.411\n", "34. 21.097\n", "35. -0.0919999999999987\n", "36. 3.051\n", "37. 8.636\n", "38. 0.0160000000000018\n", "39. 3.481\n", "40. -3.924\n", "41. 4.468\n", "42. -0.282\n", "43. 3\n", "44. 10.799\n", "45. 8.467\n", "46. 9.416\n", "47. 21.097\n", "48. 21.097\n", "49. 0\n", "50. 9.23\n", "51. 3.291\n", "52. 3.291\n", "53. 6.834\n", "54. 6.79\n", "55. 21.378\n", "56. -0.745000000000001\n", "57. -5.468\n", "58. 21.378\n", "59. 1.277\n", "60. 7.528\n", "61. 0.956\n", "62. 7.17\n", "63. 5.915\n", "64. -3.186\n", "65. 7.302\n", "66. 1.638\n", "67. 1.238\n", "68. 7.775\n", "69. 6.74\n", "70. 14.049\n", "71. 4.12\n", "72. -7.473\n", "73. 0\n", "74. 18.062\n", "75. 6.167\n", "76. 0.141000000000002\n", "77. 1.384\n", "78. 18.062\n", "79. 18.062\n", "80. 5.739\n", "81. -4.796\n", "82. -5.01\n", "83. -6.64\n", "84. -2.094\n", "85. 2.385\n", "86. -3.296\n", "87. -1.771\n", "88. -8.834\n", "89. 3.862\n", "90. -2.766\n", "91. -2.262\n", "92. 3.062\n", "93. 1.855\n", "94. 2.14\n", "95. -1.297\n", "96. 6.63\n", "97. 0\n", "98. 18.881\n", "99. 5.757\n", "100. 3.544\n", "101. 10.447\n", "102. 17.631\n", "103. 16.33\n", "104. 7.751\n", "105. -1.466\n", "106. -0.721\n", "107. 0.977\n", "108. 9.421\n", "109. 8.166\n", "110. 4.977\n", "111. 5.164\n", "112. 25.513\n", "113. 8.478\n", "114. 11.734\n", "115. 5.748\n", "116. 8.861\n", "117. 8.87\n", "118. 10.078\n", "119. 2.639\n", "120. 12.973\n", "121. 0\n", "122. 7.269\n", "123. 1.131\n", "124. 2.431\n", "125. 9.649\n", "126. 21.22\n", "127. 0.0700000000000003\n", "128. 1.796\n", "129. -3.083\n", "130. 21.22\n", "131. 6.314\n", "132. 2.012\n", "133. 3.729\n", "134. 2.353\n", "135. 3.526\n", "136. 21.22\n", "137. 3.895\n", "138. 2.483\n", "139. -1.864\n", "140. 6.664\n", "141. 6.502\n", "142. 5.341\n", "143. 21.22\n", "144. -9.086\n", "145. 0\n", "146. -8.309\n", "147. 4.615\n", "148. -8.991\n", "149. -15.002\n", "150. -14.833\n", "151. -3.212\n", "152. -6.443\n", "153. -12.233\n", "154. -19.947\n", "155. -20.07\n", "156. -17.924\n", "157. -12.464\n", "158. -18.772\n", "159. -21.682\n", "160. -12.569\n", "161. -13.671\n", "162. -10.398\n", "163. -14.438\n", "164. -10.222\n", "165. -12.192\n", "166. -11.7\n", "167. -16.166\n", "168. 4.615\n", "169. 0\n", "170. 9.649\n", "171. 3.26\n", "172. 2.628\n", "173. 6.18\n", "174. -2.206\n", "175. 22.561\n", "176. 3.393\n", "177. 3.693\n", "178. -5.431\n", "179. -4.59\n", "180. 3.906\n", "181. 3.493\n", "182. 1.974\n", "183. 3.228\n", "184. 5.611\n", "185. 3.352\n", "186. 2.319\n", "187. 1.389\n", "188. 6.305\n", "189. 4.462\n", "190. 7.844\n", "191. 3.774\n", "192. 22.561\n", "193. 0\n", "194. 11.602\n", "195. 2.528\n", "196. 3.581\n", "197. 5.049\n", "198. 21.852\n", "199. 15.98\n", "200. 3.814\n", "201. -3.928\n", "202. -3.209\n", "203. -2.02\n", "204. 2.874\n", "205. 21.852\n", "206. 1.229\n", "207. 4.663\n", "208. 3.869\n", "209. 5.648\n", "210. 1.286\n", "211. 0.897000000000002\n", "212. 6.541\n", "213. 6.627\n", "214. 10.39\n", "215. 4.734\n", "216. -4.782\n", "217. 0\n", "218. -6.029\n", "219. -5.804\n", "220. -8.101\n", "221. -4.621\n", "222. 11.785\n", "223. 11.785\n", "224. -3.666\n", "225. -7.753\n", "226. -6.516\n", "227. -17.74\n", "228. -10.764\n", "229. -8.79\n", "230. -10.685\n", "231. -9.339\n", "232. -14.586\n", "233. -6.107\n", "234. 11.785\n", "235. -9.639\n", "236. -3.816\n", "237. -3.512\n", "238. -3.559\n", "239. -6.27\n", "240. 11.785\n", "241. 0\n", "242. 10.488\n", "243. 3.134\n", "244. 2.997\n", "245. 4.319\n", "246. 5.126\n", "247. 9.076\n", "248. 4.089\n", "249. -2.615\n", "250. -1.46\n", "251. -2.096\n", "252. 1.152\n", "253. 3.681\n", "254. 22.775\n", "255. -0.912000000000003\n", "256. 12.861\n", "257. 2.643\n", "258. 3.335\n", "259. 2.605\n", "260. 7.8\n", "261. 5.783\n", "262. 4.99\n", "263. 0.215999999999998\n", "264. 2.026\n", "265. 0\n", "266. 9.04\n", "267. 3.301\n", "268. 21.758\n", "269. 4.29\n", "270. 10.005\n", "271. 9.676\n", "272. 1.197\n", "273. -3.862\n", "274. 21.758\n", "275. -2.647\n", "276. -2.697\n", "277. 3.557\n", "278. 21.758\n", "279. 2.79\n", "280. -3.901\n", "281. 1.64\n", "282. 6.763\n", "283. 1.002\n", "284. 4.577\n", "285. 4.135\n", "286. 3.26\n", "287. 3.904\n", "288. 21.758\n", "289. 0\n", "290. 6.33\n", "291. -0.821000000000002\n", "292. 8.173\n", "293. 5.402\n", "294. 5.568\n", "295. 5.647\n", "296. 8.476\n", "297. -5.842\n", "298. 1.012\n", "299. -6.102\n", "300. -0.460999999999999\n", "301. 1.84\n", "302. -0.332999999999998\n", "303. -0.670999999999999\n", "304. -8.928\n", "305. 1.546\n", "306. 2.538\n", "307. -3.208\n", "308. 6.527\n", "309. 4.641\n", "310. 6.386\n", "311. 1.502\n", "312. 3.533\n", "313. 0\n", "314. 8.78\n", "315. 2.188\n", "316. 2.47\n", "317. 5.477\n", "318. 21.776\n", "319. 7.34\n", "320. 3.672\n", "321. -3.254\n", "322. 21.776\n", "323. 0.102\n", "324. 0.285\n", "325. 5.769\n", "326. 1.271\n", "327. 4.134\n", "328. 3.706\n", "329. 1.77\n", "330. 4.575\n", "331. 3.899\n", "332. 4.341\n", "333. 4.838\n", "334. 4.478\n", "335. 5.21\n", "336. 13.785\n", "337. 0\n", "338. 0\n", "339. -20.085\n", "340. -21.684\n", "341. -13.609\n", "342. -2.33\n", "343. -8.783\n", "344. -16.735\n", "345. -23.88\n", "346. -27.744\n", "347. -24.649\n", "348. -18.981\n", "349. -18.394\n", "350. 0\n", "351. -15.321\n", "352. 0\n", "353. -15.619\n", "354. -23.652\n", "355. -19.949\n", "356. -16.664\n", "357. -13.329\n", "358. -8.654\n", "359. -17.085\n", "360. 0\n", "361. 0\n", "362. 13.74\n", "363. 3.58\n", "364. 3.755\n", "365. 8.902\n", "366. 13.779\n", "367. 11.951\n", "368. 5.641\n", "369. 3.654\n", "370. 3.44\n", "371. -5.441\n", "372. 3.75\n", "373. 1.71\n", "374. 1.036\n", "375. 0.548000000000002\n", "376. -4.87\n", "377. 5.517\n", "378. 1.762\n", "379. -0.795999999999999\n", "380. 8.029\n", "381. 21.216\n", "382. 10.152\n", "383. 5.201\n", "384. 21.216\n", "385. 0\n", "386. 14.538\n", "387. 6.653\n", "388. 4.306\n", "389. 11.41\n", "390. 22.747\n", "391. 12.411\n", "392. 5.616\n", "393. 6.365\n", "394. -2.391\n", "395. -3.512\n", "396. 3.702\n", "397. 3.737\n", "398. 5.962\n", "399. 7.237\n", "400. 4.816\n", "401. 6.489\n", "402. 3.573\n", "403. 1.84\n", "404. 6.021\n", "405. 7.101\n", "406. 22.747\n", "407. 6.223\n", "408. 22.747\n", "409. 0\n", "410. 15.949\n", "411. 3.573\n", "412. 5.343\n", "413. 7.157\n", "414. 5.334\n", "415. 22.186\n", "416. 4.614\n", "417. 4.836\n", "418. -2.952\n", "419. -1.096\n", "420. 3.603\n", "421. 5.279\n", "422. 22.186\n", "423. 3.69\n", "424. 5.432\n", "425. 9.424\n", "426. 1.71\n", "427. 2.403\n", "428. 8.943\n", "429. 7.345\n", "430. 9.251\n", "431. 2.091\n", "432. 22.186\n", "433. 0\n", "434. 11.698\n", "435. 1.36\n", "436. 1.614\n", "437. 5.929\n", "438. 14.028\n", "439. 20.893\n", "440. 5.303\n", "441. -5.514\n", "442. -5.162\n", "443. 20.893\n", "444. 0.568000000000001\n", "445. 1.415\n", "446. 1.926\n", "447. 2.459\n", "448. 20.893\n", "449. 9.182\n", "450. 0.736000000000001\n", "451. -0.367000000000001\n", "452. 5.621\n", "453. 11.949\n", "454. 6.762\n", "455. 3.643\n", "456. 20.893\n", "457. 0\n", "458. 11.306\n", "459. 3.714\n", "460. 2.491\n", "461. 7.498\n", "462. -1.024\n", "463. 14.513\n", "464. 5.458\n", "465. -7.501\n", "466. -4.342\n", "467. -2.268\n", "468. 3.96\n", "469. -2.416\n", "470. 0.954000000000001\n", "471. 20.869\n", "472. 3.24\n", "473. 5.379\n", "474. 2.47\n", "475. 1.556\n", "476. 6.356\n", "477. 7.566\n", "478. 6.147\n", "479. 4.254\n", "480. 8.557\n", "481. 0\n", "482. 13.466\n", "483. 3.651\n", "484. 18.715\n", "485. 3.195\n", "486. 18.715\n", "487. 18.715\n", "488. 1.032\n", "489. -8.245\n", "490. 18.715\n", "491. 18.715\n", "492. -1.318\n", "493. 2.077\n", "494. 2.678\n", "495. 5.163\n", "496. -6.517\n", "497. 3.986\n", "498. -0.629000000000001\n", "499. -0.597999999999999\n", "500. 4.045\n", "501. 9.613\n", "502. -13.413\n", "503. 3.802\n", "504. 18.715\n", "505. 0\n", "506. 12.95\n", "507. 4.057\n", "508. 2.128\n", "509. 11.158\n", "510. -7.818\n", "511. 18.73\n", "512. 4.857\n", "513. 0.404\n", "514. 4.734\n", "515. -2.282\n", "516. 3.797\n", "517. 4.595\n", "518. 5.858\n", "519. -2.05\n", "520. -3.533\n", "521. 4.016\n", "522. 3.025\n", "523. 1.455\n", "524. 8.325\n", "525. 9.051\n", "526. 9.209\n", "527. 6.332\n", "528. -8.597\n", "529. 0\n", "530. 14.393\n", "531. 2.501\n", "532. 14.458\n", "533. 21.862\n", "534. 12.506\n", "535. 21.862\n", "536. 4.642\n", "537. -4.14\n", "538. -1.515\n", "539. -0.340000000000003\n", "540. -0.592000000000002\n", "541. 5.94\n", "542. 0.907\n", "543. 2.199\n", "544. -3.69\n", "545. 7.073\n", "546. 2.415\n", "547. 3.76\n", "548. 6.9\n", "549. 3.353\n", "550. 10.853\n", "551. 6.24\n", "552. 21.862\n", "553. 0\n", "554. 20.487\n", "555. 2.245\n", "556. 2.54\n", "557. 5.377\n", "558. 20.487\n", "559. 12.128\n", "560. 3.183\n", "561. -2.988\n", "562. -4.61\n", "563. -1.463\n", "564. 1.57\n", "565. 3.84\n", "566. 5.837\n", "567. -0.285\n", "568. -4.726\n", "569. 6.547\n", "570. 2.748\n", "571. 0.363\n", "572. 7.107\n", "573. 5.15\n", "574. 11.359\n", "575. 6.574\n", "576. -13.512\n", "577. 0\n", "578. 21.564\n", "579. 6.957\n", "580. 3.283\n", "581. 9.509\n", "582. 7.891\n", "583. 11.971\n", "584. 8.541\n", "585. -2.661\n", "586. -1.386\n", "587. -1.217\n", "588. 2.118\n", "589. 4.313\n", "590. 23.089\n", "591. 0.564\n", "592. 14.809\n", "593. 7.56\n", "594. 5.621\n", "595. 2.315\n", "596. 9.324\n", "597. 9.891\n", "598. 13.416\n", "599. 7.156\n", "600. 23.089\n", "601. 0\n", "602. 24.689\n", "603. 5.102\n", "604. 4.183\n", "605. 8.943\n", "606. 24.689\n", "607. 12.131\n", "608. 5.295\n", "609. 6.807\n", "610. -0.525\n", "611. 1.361\n", "612. 6.213\n", "613. 8.212\n", "614. 24.689\n", "615. 24.689\n", "616. -4.082\n", "617. 9.021\n", "618. 5.216\n", "619. 0.552\n", "620. 8.424\n", "621. 10.16\n", "622. 14.561\n", "623. 7.482\n", "624. 24.689\n", "625. 0\n", "626. 21.189\n", "627. 2.089\n", "628. 2.514\n", "629. 3.993\n", "630. 4.217\n", "631. 21.189\n", "632. 2.69\n", "633. -4.695\n", "634. -2.557\n", "635. -3.708\n", "636. 4.061\n", "637. 1.673\n", "638. 21.189\n", "639. 8.754\n", "640. -4.51\n", "641. 5.678\n", "642. 1.981\n", "643. 1.279\n", "644. 6.244\n", "645. 12.46\n", "646. 10.633\n", "647. 11.862\n", "648. 21.189\n", "649. 0\n", "650. 11.469\n", "651. 5.042\n", "652. 2.982\n", "653. 5.979\n", "654. -2.598\n", "655. -7.191\n", "656. 6.985\n", "657. -3.473\n", "658. -6.565\n", "659. -1.741\n", "660. 5.953\n", "661. -0.818999999999999\n", "662. 5.165\n", "663. 0.933\n", "664. -3.397\n", "665. 7.951\n", "666. 2.072\n", "667. 1.991\n", "668. 5.221\n", "669. 9.924\n", "670. 11.02\n", "671. 5.265\n", "672. 22.154\n", "673. 0\n", "674. 23.238\n", "675. 5.694\n", "676. 0.843\n", "677. 8.266\n", "678. 6.346\n", "679. 23.238\n", "680. 1.693\n", "681. -3.925\n", "682. -3.484\n", "683. 1.342\n", "684. 10.583\n", "685. 23.238\n", "686. 10.935\n", "687. 7.512\n", "688. -3.811\n", "689. 8.99\n", "690. 3.636\n", "691. 5.076\n", "692. 8.058\n", "693. 12.229\n", "694. 12.032\n", "695. 9.078\n", "696. 19.841\n", "697. 0\n", "698. 10.643\n", "699. 2.947\n", "700. 4.72\n", "701. 20.798\n", "702. -12.76\n", "703. 10.704\n", "704. 9.467\n", "705. -4.348\n", "706. -4.795\n", "707. -3.235\n", "708. 2.104\n", "709. 20.798\n", "710. 7.827\n", "711. 7.776\n", "712. -5.681\n", "713. 7.096\n", "714. 1.856\n", "715. 3.223\n", "716. 6.697\n", "717. 9.084\n", "718. 5.161\n", "719. 3.266\n", "720. 14.729\n", "721. 0\n", "722. 9.291\n", "723. 8.908\n", "724. 7.49\n", "725. 5.682\n", "726. 13.331\n", "727. 21.232\n", "728. 5.937\n", "729. -4.184\n", "730. -4.659\n", "731. -3.08\n", "732. 5.523\n", "733. 1.375\n", "734. 3.988\n", "735. 7.131\n", "736. -4.617\n", "737. 21.232\n", "738. 1.668\n", "739. 2.959\n", "740. 4.865\n", "741. 10.125\n", "742. 7.894\n", "743. 5.287\n", "744. 15.975\n", "745. 0\n", "746. 19.457\n", "747. 5.109\n", "748. 5.933\n", "749. 7.79\n", "750. 15.335\n", "751. 11.157\n", "752. 6.581\n", "753. 0.125\n", "754. 0.324\n", "755. -0.0500000000000007\n", "756. -0.691000000000001\n", "757. 25.626\n", "758. 25.626\n", "759. 12.741\n", "760. 8.617\n", "761. 9.981\n", "762. 6.873\n", "763. 4.45\n", "764. 9.415\n", "765. 15.44\n", "766. 14.697\n", "767. 8.299\n", "768. 16.616\n", "769. 0\n", "770. 22.173\n", "771. 1.152\n", "772. 2.984\n", "773. 2.605\n", "774. 4.084\n", "775. 22.173\n", "776. -1.475\n", "777. -3.519\n", "778. -3.828\n", "779. -3.354\n", "780. 2.136\n", "781. 2.508\n", "782. 3.131\n", "783. 22.173\n", "784. 13.741\n", "785. 10.666\n", "786. -1.122\n", "787. 9.882\n", "788. 5.979\n", "789. 4.9\n", "790. 9.393\n", "791. 4.001\n", "792. 22.173\n", "793. 0\n", "794. 14.498\n", "795. 2.208\n", "796. -0.512999999999998\n", "797. 4.729\n", "798. -13.524\n", "799. 20.527\n", "800. 5.234\n", "801. 20.527\n", "802. -5.279\n", "803. -3.847\n", "804. 20.527\n", "805. -2.083\n", "806. -0.492999999999999\n", "807. 1.869\n", "808. 3.318\n", "809. 5.466\n", "810. 1.659\n", "811. -0.529999999999998\n", "812. 6.694\n", "813. 9.77\n", "814. 5.736\n", "815. 3.381\n", "816. 2.35\n", "817. 0\n", "818. 22.743\n", "819. 4.489\n", "820. 1.828\n", "821. 2.641\n", "822. 22.743\n", "823. 13.842\n", "824. 3.617\n", "825. -3.369\n", "826. -4.141\n", "827. -5.095\n", "828. 5.365\n", "829. 1.207\n", "830. 2.272\n", "831. 13.737\n", "832. -4.791\n", "833. 9.6\n", "834. 0.854999999999997\n", "835. 0.439\n", "836. 6.98\n", "837. 8.767\n", "838. 14.625\n", "839. 7.266\n", "840. -10.618\n", "841. 0\n", "842. 17.505\n", "843. 3.506\n", "844. 2.511\n", "845. 9.904\n", "846. -1.285\n", "847. 14.939\n", "848. 3.624\n", "849. -0.497\n", "850. 22.976\n", "851. -1.205\n", "852. 5.656\n", "853. 5.257\n", "854. 4.324\n", "855. 9.726\n", "856. -2.748\n", "857. 7.236\n", "858. 4.483\n", "859. 3.91\n", "860. 6.588\n", "861. 8.535\n", "862. 11.642\n", "863. 6.664\n", "864. -4.685\n", "865. 0\n", "866. 11.231\n", "867. 0.604000000000003\n", "868. 2.352\n", "869. 5.262\n", "870. 15.364\n", "871. 19.472\n", "872. 5.899\n", "873. -3.055\n", "874. 19.472\n", "875. -2.741\n", "876. 0.157\n", "877. 19.472\n", "878. -0.270999999999997\n", "879. 19.472\n", "880. -8.518\n", "881. 10.586\n", "882. 3.323\n", "883. 1.251\n", "884. 4.703\n", "885. 4.695\n", "886. 6.408\n", "887. 0.287000000000003\n", "888. -12.113\n", "889. 0\n", "890. 14.667\n", "891. 6.141\n", "892. 4.36\n", "893. 9.28\n", "894. 13.398\n", "895. 18.44\n", "896. 4.928\n", "897. -2.47\n", "898. 24.874\n", "899. -1.099\n", "900. 10.207\n", "901. 7.763\n", "902. 7.753\n", "903. 24.874\n", "904. -4.074\n", "905. 10.875\n", "906. 6.644\n", "907. 4.873\n", "908. 9.11\n", "909. 12.637\n", "910. 9.765\n", "911. 11.68\n", "912. 1.808\n", "913. 0\n", "914. 9.807\n", "915. 4.344\n", "916. 5.698\n", "917. 5.512\n", "918. 20.376\n", "919. 7.441\n", "920. 4.47\n", "921. -1.647\n", "922. -1.282\n", "923. -0.459999999999997\n", "924. 4.819\n", "925. 4.635\n", "926. 4.746\n", "927. 5.205\n", "928. -4.309\n", "929. 5.156\n", "930. 4.263\n", "931. 3.276\n", "932. 5.908\n", "933. 8.207\n", "934. 9.048\n", "935. 2.935\n", "936. 9.154\n", "937. 0\n", "938. 0\n", "939. -14.17\n", "940. -18.014\n", "941. -18.395\n", "942. -31.515\n", "943. 0\n", "944. -16.241\n", "945. -23.213\n", "946. -25.518\n", "947. 0\n", "948. -16.108\n", "949. -17.774\n", "950. -14.21\n", "951. 0\n", "952. -8.504\n", "953. -14.565\n", "954. -20.481\n", "955. -18.779\n", "956. -13.687\n", "957. -9.725\n", "958. -11.584\n", "959. -14.517\n", "960. -23.279\n", "961. 0\n", "962. 13.43\n", "963. 3.159\n", "964. 22.369\n", "965. 4.055\n", "966. 13.79\n", "967. 6.111\n", "968. 3.644\n", "969. 4.033\n", "970. 4.643\n", "971. -4.507\n", "972. 2.525\n", "973. 1.851\n", "974. -0.806999999999999\n", "975. -1.102\n", "976. 13.952\n", "977. 5.838\n", "978. 22.369\n", "979. 0.879999999999999\n", "980. 4.077\n", "981. 2.669\n", "982. 8.93\n", "983. 3.254\n", "984. 22.369\n", "985. 0\n", "986. 14.172\n", "987. 6.415\n", "988. 3.786\n", "989. 8.073\n", "990. 5.239\n", "991. 23.145\n", "992. 5.07\n", "993. 5.249\n", "994. -1.009\n", "995. 0.143999999999998\n", "996. 4.273\n", "997. 5.269\n", "998. 2.039\n", "999. 7.801\n", "1000. -0.315999999999999\n", "1001. 4.408\n", "1002. 23.145\n", "1003. 3.85\n", "1004. 7.799\n", "1005. 7.768\n", "1006. 9.994\n", "1007. 6.169\n", "1008. 1.737\n", "1009. 0\n", "1010. -15.075\n", "1011. 2.707\n", "1012. 0.468\n", "1013. -3.057\n", "1014. -0.529\n", "1015. 5.487\n", "1016. -2.852\n", "1017. -1.142\n", "1018. -0.796000000000003\n", "1019. 0.16\n", "1020. -0.101000000000003\n", "1021. 2.137\n", "1022. -6.298\n", "1023. -3.114\n", "1024. -9.691\n", "1025. -2.146\n", "1026. 5.296\n", "1027. -3.433\n", "1028. 2.357\n", "1029. -0.914000000000001\n", "1030. -1.072\n", "1031. 16.275\n", "1032. -10.319\n", "1033. 0\n", "1034. 9.551\n", "1035. 1.517\n", "1036. -0.180999999999997\n", "1037. 3.158\n", "1038. 6.428\n", "1039. 5.185\n", "1040. 2.026\n", "1041. -5.475\n", "1042. -6.122\n", "1043. 5.118\n", "1044. -0.148\n", "1045. 20.751\n", "1046. 3.724\n", "1047. -0.513999999999999\n", "1048. -5.133\n", "1049. 20.751\n", "1050. 14.734\n", "1051. -0.762999999999998\n", "1052. 4.132\n", "1053. 5.191\n", "1054. 20.751\n", "1055. 14.231\n", "1056. 9.051\n", "1057. 0\n", "1058. 7.993\n", "1059. 4.044\n", "1060. 1.994\n", "1061. 6.052\n", "1062. -7.529\n", "1063. 3.478\n", "1064. 8.478\n", "1065. -3.737\n", "1066. 21.302\n", "1067. -5.074\n", "1068. 4.369\n", "1069. 1.067\n", "1070. 6.906\n", "1071. -0.581\n", "1072. -6.079\n", "1073. 6.857\n", "1074. 4.304\n", "1075. 3.018\n", "1076. 7.119\n", "1077. 1.056\n", "1078. 9.213\n", "1079. 2.85\n", "1080. 7.442\n", "1081. 0\n", "1082. -8.219\n", "1083. 0.155999999999999\n", "1084. -1.354\n", "1085. 1.265\n", "1086. 17.371\n", "1087. 5.629\n", "1088. -2.866\n", "1089. -7.587\n", "1090. -7.216\n", "1091. -4.099\n", "1092. 1.694\n", "1093. 1.546\n", "1094. -4.955\n", "1095. -2.047\n", "1096. 17.371\n", "1097. 3.266\n", "1098. 10.206\n", "1099. -16.543\n", "1100. 9.037\n", "1101. 5.325\n", "1102. 4.629\n", "1103. 4.061\n", "1104. 7.265\n", "1105. 0\n", "1106. -1.5\n", "1107. 2.854\n", "1108. 2.699\n", "1109. 7.769\n", "1110. 21.979\n", "1111. 10.524\n", "1112. 6.828\n", "1113. -2.585\n", "1114. 4.877\n", "1115. 5.794\n", "1116. 21.979\n", "1117. 21.979\n", "1118. 5.824\n", "1119. 4.429\n", "1120. 13.605\n", "1121. 5.015\n", "1122. 8.633\n", "1123. 8.514\n", "1124. 6.236\n", "1125. 6.197\n", "1126. 7.957\n", "1127. 4.154\n", "1128. 21.979\n", "1129. 0\n", "1130. -3.772\n", "1131. -15.738\n", "1132. 4.403\n", "1133. -11.343\n", "1134. -10.912\n", "1135. -8.657\n", "1136. -11.677\n", "1137. 4.403\n", "1138. -18.314\n", "1139. -19.043\n", "1140. -12.212\n", "1141. -18.062\n", "1142. -24.99\n", "1143. -11.946\n", "1144. -3.962\n", "1145. -12.439\n", "1146. -13.749\n", "1147. -14.717\n", "1148. -11.152\n", "1149. -10.014\n", "1150. -9.609\n", "1151. -13.444\n", "1152. 4.403\n", "\n", "\n" ], "text/plain": [ " [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] \n", "RNA SPIKE 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000\n", "B-ACTIN -29.311 21.097 9.230 18.062 18.881 7.269 -8.309 9.649\n", "PAX2 -13.724 4.694 3.291 6.167 5.757 1.131 4.615 3.260\n", "PAX8 -25.123 3.633 3.291 0.141 3.544 2.431 -8.991 2.628\n", "FOXG1 -16.028 4.336 6.834 1.384 10.447 9.649 -15.002 6.180\n", "DLX5 -26.129 -7.558 6.790 18.062 17.631 21.220 -14.833 -2.206\n", "GFP -7.013 9.265 21.378 18.062 16.330 0.070 -3.212 22.561\n", "RPLPO -15.341 3.604 -0.745 5.739 7.751 1.796 -6.443 3.393\n", "OCT3-4 -21.990 -3.411 -5.468 -4.796 -1.466 -3.083 -12.233 3.693\n", "PAX6 -25.545 21.097 21.378 -5.010 -0.721 21.220 -19.947 -5.431\n", "BRN3A -26.209 -0.092 1.277 -6.640 0.977 6.314 -20.070 -4.590\n", "NESTIN -19.593 3.051 7.528 -2.094 9.421 2.012 -17.924 3.906\n", "SIX1 -17.653 8.636 0.956 2.385 8.166 3.729 -12.464 3.493\n", "GATA3 -20.143 0.016 7.170 -3.296 4.977 2.353 -18.772 1.974\n", "RNA SPIKE H10_1 -21.364 3.481 5.915 -1.771 5.164 3.526 -21.682 3.228\n", "NANOG 0.000 -3.924 -3.186 -8.834 25.513 21.220 -12.569 5.611\n", "SOX2 -16.316 4.468 7.302 3.862 8.478 3.895 -13.671 3.352\n", "ATOH1 -18.789 -0.282 1.638 -2.766 11.734 2.483 -10.398 2.319\n", "BRN3C -18.348 3.000 1.238 -2.262 5.748 -1.864 -14.438 1.389\n", "MYOSIN7A -13.554 10.799 7.775 3.062 8.861 6.664 -10.222 6.305\n", "SOX9 -17.769 8.467 6.740 1.855 8.870 6.502 -12.192 4.462\n", "SYP -16.035 9.416 14.049 2.140 10.078 5.341 -11.700 7.844\n", "RNA SPIKE H10 -19.293 21.097 4.120 -1.297 2.639 21.220 -16.166 3.774\n", "MEIS1 -7.853 21.097 -7.473 6.630 12.973 -9.086 4.615 22.561\n", " [,9] [,10] [,11] [,12] [,13] [,14] [,15] [,16] \n", "RNA SPIKE 0.000 0.000 ⋯ 0.000 0.000 0.000 0.000 0.000\n", "B-ACTIN 11.602 -6.029 ⋯ 9.807 0.000 13.430 14.172 -15.075\n", "PAX2 2.528 -5.804 ⋯ 4.344 -14.170 3.159 6.415 2.707\n", "PAX8 3.581 -8.101 ⋯ 5.698 -18.014 22.369 3.786 0.468\n", "FOXG1 5.049 -4.621 ⋯ 5.512 -18.395 4.055 8.073 -3.057\n", "DLX5 21.852 11.785 ⋯ 20.376 -31.515 13.790 5.239 -0.529\n", "GFP 15.980 11.785 ⋯ 7.441 0.000 6.111 23.145 5.487\n", "RPLPO 3.814 -3.666 ⋯ 4.470 -16.241 3.644 5.070 -2.852\n", "OCT3-4 -3.928 -7.753 ⋯ -1.647 -23.213 4.033 5.249 -1.142\n", "PAX6 -3.209 -6.516 ⋯ -1.282 -25.518 4.643 -1.009 -0.796\n", "BRN3A -2.020 -17.740 ⋯ -0.460 0.000 -4.507 0.144 0.160\n", "NESTIN 2.874 -10.764 ⋯ 4.819 -16.108 2.525 4.273 -0.101\n", "SIX1 21.852 -8.790 ⋯ 4.635 -17.774 1.851 5.269 2.137\n", "GATA3 1.229 -10.685 ⋯ 4.746 -14.210 -0.807 2.039 -6.298\n", "RNA SPIKE H10_1 4.663 -9.339 ⋯ 5.205 0.000 -1.102 7.801 -3.114\n", "NANOG 3.869 -14.586 ⋯ -4.309 -8.504 13.952 -0.316 -9.691\n", "SOX2 5.648 -6.107 ⋯ 5.156 -14.565 5.838 4.408 -2.146\n", "ATOH1 1.286 11.785 ⋯ 4.263 -20.481 22.369 23.145 5.296\n", "BRN3C 0.897 -9.639 ⋯ 3.276 -18.779 0.880 3.850 -3.433\n", "MYOSIN7A 6.541 -3.816 ⋯ 5.908 -13.687 4.077 7.799 2.357\n", "SOX9 6.627 -3.512 ⋯ 8.207 -9.725 2.669 7.768 -0.914\n", "SYP 10.390 -3.559 ⋯ 9.048 -11.584 8.930 9.994 -1.072\n", "RNA SPIKE H10 4.734 -6.270 ⋯ 2.935 -14.517 3.254 6.169 16.275\n", "MEIS1 -4.782 11.785 ⋯ 9.154 -23.279 22.369 1.737 -10.319\n", " [,17] [,18] [,19] [,20] [,21] \n", "RNA SPIKE 0.000 0.000 0.000 0.000 0.000\n", "B-ACTIN 9.551 7.993 -8.219 -1.500 -3.772\n", "PAX2 1.517 4.044 0.156 2.854 -15.738\n", "PAX8 -0.181 1.994 -1.354 2.699 4.403\n", "FOXG1 3.158 6.052 1.265 7.769 -11.343\n", "DLX5 6.428 -7.529 17.371 21.979 -10.912\n", "GFP 5.185 3.478 5.629 10.524 -8.657\n", "RPLPO 2.026 8.478 -2.866 6.828 -11.677\n", "OCT3-4 -5.475 -3.737 -7.587 -2.585 4.403\n", "PAX6 -6.122 21.302 -7.216 4.877 -18.314\n", "BRN3A 5.118 -5.074 -4.099 5.794 -19.043\n", "NESTIN -0.148 4.369 1.694 21.979 -12.212\n", "SIX1 20.751 1.067 1.546 21.979 -18.062\n", "GATA3 3.724 6.906 -4.955 5.824 -24.990\n", "RNA SPIKE H10_1 -0.514 -0.581 -2.047 4.429 -11.946\n", "NANOG -5.133 -6.079 17.371 13.605 -3.962\n", "SOX2 20.751 6.857 3.266 5.015 -12.439\n", "ATOH1 14.734 4.304 10.206 8.633 -13.749\n", "BRN3C -0.763 3.018 -16.543 8.514 -14.717\n", "MYOSIN7A 4.132 7.119 9.037 6.236 -11.152\n", "SOX9 5.191 1.056 5.325 6.197 -10.014\n", "SYP 20.751 9.213 4.629 7.957 -9.609\n", "RNA SPIKE H10 14.231 2.850 4.061 4.154 -13.444\n", "MEIS1 9.051 7.442 7.265 21.979 4.403" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "deltaCt=sweep(Ct_full,MARGIN=2,Ct_full[1,],FUN=\"-\")\n", "deltaCt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Delta Ct is calculated and this enables to quantify the gene expression as $2^{-deltaC_t}$ . However, in our analysis we will use the log-transformed data and this is the $-deltaC_t$" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "<table>\n", "<tbody>\n", "\t<tr><th scope=row>RNA SPIKE</th><td>1.000000e+00</td><td>1.000000e+00</td><td>1.000000e+00</td><td>1.000000e+00</td><td>1.000000e+00</td><td>1.000000e+00</td><td>1.000000e+00</td><td>1.000000e+00</td><td>1.000000e+00</td><td>1.000000e+00</td><td>⋯ </td><td>1.000000e+00</td><td>1.000000e+00</td><td>1.000000e+00</td><td>1.000000e+00</td><td>1.000000e+00</td><td>1.000000e+00</td><td>1.000000e+00</td><td>1.000000e+00</td><td>1.000000e+00</td><td>1.000000e+00</td></tr>\n", "\t<tr><th scope=row>B-ACTIN</th><td>6.660245e+08</td><td>4.458309e-07</td><td>1.665303e-03</td><td>3.654233e-06</td><td>2.071346e-06</td><td>6.483551e-03</td><td>3.171453e+02</td><td>1.245551e-03</td><td>3.216992e-04</td><td>6.529950e+01</td><td>⋯ </td><td>1.116346e-03</td><td>1.000000e+00</td><td>9.060813e-05</td><td>5.417550e-05</td><td>3.451653e+04</td><td>1.333099e-03</td><td>3.925249e-03</td><td>2.979652e+02</td><td>2.828427e+00</td><td>1.366108e+01</td></tr>\n", "\t<tr><th scope=row>PAX2</th><td>1.353118e+04</td><td>3.863360e-02</td><td>1.021669e-01</td><td>1.391708e-02</td><td>1.849142e-02</td><td>4.565991e-01</td><td>4.080812e-02</td><td>1.043860e-01</td><td>1.733789e-01</td><td>5.586993e+01</td><td>⋯ </td><td>4.924087e-02</td><td>1.843296e+04</td><td>1.119557e-01</td><td>1.171905e-02</td><td>1.531482e-01</td><td>3.494117e-01</td><td>6.062262e-02</td><td>8.975101e-01</td><td>1.383122e-01</td><td>5.465250e+04</td></tr>\n", "\t<tr><th scope=row>PAX8</th><td>3.654068e+07</td><td>8.060427e-02</td><td>1.021669e-01</td><td>9.068903e-01</td><td>8.573333e-02</td><td>1.854369e-01</td><td>5.088159e+02</td><td>1.617682e-01</td><td>8.356253e-02</td><td>2.745643e+02</td><td>⋯ </td><td>1.926332e-02</td><td>2.647002e+05</td><td>1.846120e-07</td><td>7.249373e-02</td><td>7.229661e-01</td><td>1.133669e+00</td><td>2.510419e-01</td><td>2.556199e+00</td><td>1.539998e-01</td><td>4.726775e-02</td></tr>\n", "\t<tr><th scope=row>FOXG1</th><td>6.682035e+04</td><td>4.951468e-02</td><td>8.765183e-03</td><td>3.831550e-01</td><td>7.163737e-04</td><td>1.245551e-03</td><td>3.281346e+04</td><td>1.379223e-02</td><td>3.020644e-02</td><td>2.460705e+01</td><td>⋯ </td><td>2.191405e-02</td><td>3.447044e+05</td><td>6.016215e-02</td><td>3.713512e-03</td><td>8.322402e+00</td><td>1.120333e-01</td><td>1.507185e-02</td><td>4.160994e-01</td><td>4.584563e-03</td><td>2.597666e+03</td></tr>\n", "\t<tr><th scope=row>DLX5</th><td>7.338592e+07</td><td>1.884450e+02</td><td>9.036626e-03</td><td>3.654233e-06</td><td>4.926519e-06</td><td>4.093959e-07</td><td>2.918622e+04</td><td>4.613942e+00</td><td>2.641755e-07</td><td>2.833750e-04</td><td>⋯ </td><td>7.348739e-07</td><td>3.068742e+09</td><td>7.059864e-05</td><td>2.647914e-02</td><td>1.442929e+00</td><td>1.161393e-02</td><td>1.846949e+02</td><td>5.899401e-06</td><td>2.419144e-07</td><td>1.926812e+03</td></tr>\n", "\t<tr><th scope=row>GFP</th><td>1.291586e+02</td><td>1.625388e-03</td><td>3.669279e-07</td><td>3.654233e-06</td><td>1.213892e-05</td><td>9.526380e-01</td><td>9.266342e+00</td><td>1.616078e-07</td><td>1.547179e-05</td><td>2.833750e-04</td><td>⋯ </td><td>5.754874e-03</td><td>1.000000e+00</td><td>1.446791e-02</td><td>1.078104e-07</td><td>2.229710e-02</td><td>2.748903e-02</td><td>8.974653e-02</td><td>2.020701e-02</td><td>6.791416e-04</td><td>4.036609e+02</td></tr>\n", "\t<tr><th scope=row>RPLPO</th><td>4.150507e+04</td><td>8.224091e-02</td><td>1.675974e+00</td><td>1.872358e-02</td><td>4.642122e-03</td><td>2.879719e-01</td><td>8.700341e+01</td><td>9.519305e-02</td><td>7.110033e-02</td><td>1.269334e+01</td><td>⋯ </td><td>4.512279e-02</td><td>7.745120e+04</td><td>7.999203e-02</td><td>2.976994e-02</td><td>7.220006e+00</td><td>2.455349e-01</td><td>2.804579e-03</td><td>7.290410e+00</td><td>8.801713e-03</td><td>3.274366e+03</td></tr>\n", "\t<tr><th scope=row>OCT3-4</th><td>4.165332e+06</td><td>1.063686e+01</td><td>4.426210e+01</td><td>2.778049e+01</td><td>2.762549e+00</td><td>8.473747e+00</td><td>4.813932e+03</td><td>7.732078e-02</td><td>1.522109e+01</td><td>2.157176e+02</td><td>⋯ </td><td>3.131817e+00</td><td>9.723202e+06</td><td>6.108661e-02</td><td>2.629623e-02</td><td>2.206867e+00</td><td>4.447738e+01</td><td>1.333365e+01</td><td>1.922714e+02</td><td>6.000156e+00</td><td>4.726775e-02</td></tr>\n", "\t<tr><th scope=row>PAX6</th><td>4.895660e+07</td><td>4.458309e-07</td><td>3.669279e-07</td><td>3.222258e+01</td><td>1.648324e+00</td><td>4.093959e-07</td><td>1.010754e+06</td><td>4.314137e+01</td><td>9.247094e+00</td><td>9.151904e+01</td><td>⋯ </td><td>2.431759e+00</td><td>4.804890e+07</td><td>4.002375e-02</td><td>2.012516e+00</td><td>1.736280e+00</td><td>6.964752e+01</td><td>3.867756e-07</td><td>1.486731e+02</td><td>3.403116e-02</td><td>3.258842e+05</td></tr>\n", "\t<tr><th scope=row>BRN3A</th><td>7.757024e+07</td><td>1.065847e+00</td><td>4.126527e-01</td><td>9.973307e+01</td><td>5.080351e-01</td><td>1.256888e-02</td><td>1.100708e+06</td><td>2.408395e+01</td><td>4.055838e+00</td><td>2.189133e+05</td><td>⋯ </td><td>1.375542e+00</td><td>1.000000e+00</td><td>2.273747e+01</td><td>9.050065e-01</td><td>8.950251e-01</td><td>2.879576e-02</td><td>3.368420e+01</td><td>1.713649e+01</td><td>1.802321e-02</td><td>5.401498e+05</td></tr>\n", "\t<tr><th scope=row>NESTIN</th><td>7.908256e+05</td><td>1.206584e-01</td><td>5.418090e-03</td><td>4.269301e+00</td><td>1.458802e-03</td><td>2.479292e-01</td><td>2.486919e+05</td><td>6.670783e-02</td><td>1.364080e-01</td><td>1.738949e+03</td><td>⋯ </td><td>3.542717e-02</td><td>7.063032e+04</td><td>1.737398e-01</td><td>5.172480e-02</td><td>1.072517e+00</td><td>1.108032e+00</td><td>4.839494e-02</td><td>3.090688e-01</td><td>2.419144e-07</td><td>4.744367e+03</td></tr>\n", "\t<tr><th scope=row>SIX1</th><td>2.061021e+05</td><td>2.513651e-03</td><td>5.154842e-01</td><td>1.914447e-01</td><td>3.481682e-03</td><td>7.541524e-02</td><td>5.649862e+03</td><td>8.881825e-02</td><td>2.641755e-07</td><td>4.426431e+02</td><td>⋯ </td><td>4.024630e-02</td><td>2.241337e+05</td><td>2.772002e-01</td><td>2.593421e-02</td><td>2.273521e-01</td><td>5.666652e-07</td><td>4.773105e-01</td><td>3.424582e-01</td><td>2.419144e-07</td><td>2.736552e+05</td></tr>\n", "\t<tr><th scope=row>GATA3</th><td>1.157836e+06</td><td>9.889709e-01</td><td>6.944083e-03</td><td>9.821885e+00</td><td>3.175219e-02</td><td>1.957386e-01</td><td>4.476464e+05</td><td>2.545463e-01</td><td>4.266130e-01</td><td>1.646287e+03</td><td>⋯ </td><td>3.726590e-02</td><td>1.895118e+04</td><td>1.749570e+00</td><td>2.433323e-01</td><td>7.868409e+01</td><td>7.567707e-02</td><td>8.338479e-03</td><td>3.101727e+01</td><td>1.765230e-02</td><td>3.332265e+07</td></tr>\n", "\t<tr><th scope=row>RNA SPIKE H10_1</th><td>2.699012e+06</td><td>8.956010e-02</td><td>1.657325e-02</td><td>3.412904e+00</td><td>2.789209e-02</td><td>8.680970e-02</td><td>3.364592e+06</td><td>1.067272e-01</td><td>3.947273e-02</td><td>6.476183e+02</td><td>⋯ </td><td>2.711058e-02</td><td>1.000000e+00</td><td>2.146521e+00</td><td>4.483994e-03</td><td>8.657797e+00</td><td>1.428004e+00</td><td>1.495886e+00</td><td>4.132458e+00</td><td>4.642353e-02</td><td>3.945521e+03</td></tr>\n", "\t<tr><th scope=row>NANOG</th><td>1.000000e+00</td><td>1.517895e+01</td><td>9.100842e+00</td><td>4.563510e+02</td><td>2.088439e-08</td><td>4.093959e-07</td><td>6.076395e+03</td><td>2.046071e-02</td><td>6.844078e-02</td><td>2.459368e+04</td><td>⋯ </td><td>1.982158e+01</td><td>3.630438e+02</td><td>6.310002e-05</td><td>1.244874e+00</td><td>8.265739e+02</td><td>3.509029e+01</td><td>6.760228e+01</td><td>5.899401e-06</td><td>8.025774e-05</td><td>1.558407e+01</td></tr>\n", "\t<tr><th scope=row>SOX2</th><td>8.158408e+04</td><td>4.518538e-02</td><td>6.336931e-03</td><td>6.877366e-02</td><td>2.804579e-03</td><td>6.721840e-02</td><td>1.304311e+04</td><td>9.793715e-02</td><td>1.994264e-02</td><td>6.892713e+01</td><td>⋯ </td><td>2.804719e-02</td><td>2.423828e+04</td><td>1.748183e-02</td><td>4.710422e-02</td><td>4.425989e+00</td><td>5.666652e-07</td><td>8.626553e-03</td><td>1.039528e-01</td><td>3.092677e-02</td><td>5.552801e+03</td></tr>\n", "\t<tr><th scope=row>ATOH1</th><td>4.529524e+05</td><td>1.215879e+00</td><td>3.213016e-01</td><td>6.802193e+00</td><td>2.935716e-04</td><td>1.788721e-01</td><td>1.349304e+03</td><td>2.004063e-01</td><td>4.100865e-01</td><td>2.833750e-04</td><td>⋯ </td><td>5.208458e-02</td><td>1.463509e+06</td><td>1.846120e-07</td><td>1.078104e-07</td><td>2.545336e-02</td><td>3.669645e-05</td><td>5.062522e-02</td><td>8.466187e-04</td><td>2.518883e-03</td><td>1.376770e+04</td></tr>\n", "\t<tr><th scope=row>BRN3C</th><td>3.336556e+05</td><td>1.250000e-01</td><td>4.239600e-01</td><td>4.796560e+00</td><td>1.860714e-02</td><td>3.640155e+00</td><td>2.219581e+04</td><td>3.818294e-01</td><td>5.370022e-01</td><td>7.973117e+02</td><td>⋯ </td><td>1.032347e-01</td><td>4.498237e+05</td><td>5.433674e-01</td><td>6.934809e-02</td><td>1.080030e+01</td><td>1.697016e+00</td><td>1.234501e-01</td><td>9.548589e+04</td><td>2.735462e-03</td><td>2.693137e+04</td></tr>\n", "\t<tr><th scope=row>MYOSIN7A</th><td>1.202709e+04</td><td>5.612768e-04</td><td>4.565536e-03</td><td>1.197419e-01</td><td>2.150667e-03</td><td>9.861344e-03</td><td>1.194342e+03</td><td>1.264753e-02</td><td>1.073897e-02</td><td>1.408414e+01</td><td>⋯ </td><td>1.665386e-02</td><td>1.318857e+04</td><td>5.925169e-02</td><td>4.490214e-03</td><td>1.951966e-01</td><td>5.703534e-02</td><td>7.193951e-03</td><td>1.903671e-03</td><td>1.326713e-02</td><td>2.275551e+03</td></tr>\n", "\t<tr><th scope=row>SOX9</th><td>2.233582e+05</td><td>2.826045e-03</td><td>9.355302e-03</td><td>2.764327e-01</td><td>2.137292e-03</td><td>1.103324e-02</td><td>4.679050e+03</td><td>4.537370e-02</td><td>1.011752e-02</td><td>1.140821e+01</td><td>⋯ </td><td>3.384128e-03</td><td>8.462851e+02</td><td>1.572356e-01</td><td>4.587742e-03</td><td>1.884263e+00</td><td>2.737495e-02</td><td>4.809637e-01</td><td>2.494682e-02</td><td>1.363067e-02</td><td>1.033985e+03</td></tr>\n", "\t<tr><th scope=row>SYP</th><td>6.714536e+04</td><td>1.463867e-03</td><td>5.899695e-05</td><td>2.268798e-01</td><td>9.251661e-04</td><td>2.467168e-02</td><td>3.326986e+03</td><td>4.352319e-03</td><td>7.452438e-04</td><td>1.178598e+01</td><td>⋯ </td><td>1.889212e-03</td><td>3.069951e+03</td><td>2.050228e-03</td><td>9.806324e-04</td><td>2.102346e+00</td><td>5.666652e-07</td><td>1.685042e-03</td><td>4.041403e-02</td><td>4.024430e-03</td><td>7.809032e+02</td></tr>\n", "\t<tr><th scope=row>RNA SPIKE H10</th><td>6.423500e+05</td><td>4.458309e-07</td><td>5.751173e-02</td><td>2.457174e+00</td><td>1.605395e-01</td><td>4.093959e-07</td><td>7.352769e+04</td><td>7.309923e-02</td><td>3.757716e-02</td><td>7.717170e+01</td><td>⋯ </td><td>1.307606e-01</td><td>2.344512e+04</td><td>1.048210e-01</td><td>1.389780e-02</td><td>1.261063e-05</td><td>5.200464e-05</td><td>1.386962e-01</td><td>5.991246e-02</td><td>5.617220e-02</td><td>1.114416e+04</td></tr>\n", "\t<tr><th scope=row>MEIS1</th><td>2.312004e+02</td><td>4.458309e-07</td><td>1.776631e+02</td><td>1.009651e-02</td><td>1.243764e-04</td><td>5.434487e+02</td><td>4.080812e-02</td><td>1.616078e-07</td><td>2.751221e+01</td><td>2.833750e-04</td><td>⋯ </td><td>1.755381e-03</td><td>1.017835e+07</td><td>1.846120e-07</td><td>2.999928e-01</td><td>1.277405e+03</td><td>1.885287e-03</td><td>5.750886e-03</td><td>6.501553e-03</td><td>2.419144e-07</td><td>4.726775e-02</td></tr>\n", "</tbody>\n", "</table>\n" ], "text/latex": [ "\\begin{tabular}{r|llllllllllllllllllllllllllllllllllllllllllllllll}\n", "\tRNA SPIKE & 1.000000e+00 & 1.000000e+00 & 1.000000e+00 & 1.000000e+00 & 1.000000e+00 & 1.000000e+00 & 1.000000e+00 & 1.000000e+00 & 1.000000e+00 & 1.000000e+00 & ⋯ & 1.000000e+00 & 1.000000e+00 & 1.000000e+00 & 1.000000e+00 & 1.000000e+00 & 1.000000e+00 & 1.000000e+00 & 1.000000e+00 & 1.000000e+00 & 1.000000e+00\\\\\n", "\tB-ACTIN & 6.660245e+08 & 4.458309e-07 & 1.665303e-03 & 3.654233e-06 & 2.071346e-06 & 6.483551e-03 & 3.171453e+02 & 1.245551e-03 & 3.216992e-04 & 6.529950e+01 & ⋯ & 1.116346e-03 & 1.000000e+00 & 9.060813e-05 & 5.417550e-05 & 3.451653e+04 & 1.333099e-03 & 3.925249e-03 & 2.979652e+02 & 2.828427e+00 & 1.366108e+01\\\\\n", "\tPAX2 & 1.353118e+04 & 3.863360e-02 & 1.021669e-01 & 1.391708e-02 & 1.849142e-02 & 4.565991e-01 & 4.080812e-02 & 1.043860e-01 & 1.733789e-01 & 5.586993e+01 & ⋯ & 4.924087e-02 & 1.843296e+04 & 1.119557e-01 & 1.171905e-02 & 1.531482e-01 & 3.494117e-01 & 6.062262e-02 & 8.975101e-01 & 1.383122e-01 & 5.465250e+04\\\\\n", "\tPAX8 & 3.654068e+07 & 8.060427e-02 & 1.021669e-01 & 9.068903e-01 & 8.573333e-02 & 1.854369e-01 & 5.088159e+02 & 1.617682e-01 & 8.356253e-02 & 2.745643e+02 & ⋯ & 1.926332e-02 & 2.647002e+05 & 1.846120e-07 & 7.249373e-02 & 7.229661e-01 & 1.133669e+00 & 2.510419e-01 & 2.556199e+00 & 1.539998e-01 & 4.726775e-02\\\\\n", "\tFOXG1 & 6.682035e+04 & 4.951468e-02 & 8.765183e-03 & 3.831550e-01 & 7.163737e-04 & 1.245551e-03 & 3.281346e+04 & 1.379223e-02 & 3.020644e-02 & 2.460705e+01 & ⋯ & 2.191405e-02 & 3.447044e+05 & 6.016215e-02 & 3.713512e-03 & 8.322402e+00 & 1.120333e-01 & 1.507185e-02 & 4.160994e-01 & 4.584563e-03 & 2.597666e+03\\\\\n", "\tDLX5 & 7.338592e+07 & 1.884450e+02 & 9.036626e-03 & 3.654233e-06 & 4.926519e-06 & 4.093959e-07 & 2.918622e+04 & 4.613942e+00 & 2.641755e-07 & 2.833750e-04 & ⋯ & 7.348739e-07 & 3.068742e+09 & 7.059864e-05 & 2.647914e-02 & 1.442929e+00 & 1.161393e-02 & 1.846949e+02 & 5.899401e-06 & 2.419144e-07 & 1.926812e+03\\\\\n", "\tGFP & 1.291586e+02 & 1.625388e-03 & 3.669279e-07 & 3.654233e-06 & 1.213892e-05 & 9.526380e-01 & 9.266342e+00 & 1.616078e-07 & 1.547179e-05 & 2.833750e-04 & ⋯ & 5.754874e-03 & 1.000000e+00 & 1.446791e-02 & 1.078104e-07 & 2.229710e-02 & 2.748903e-02 & 8.974653e-02 & 2.020701e-02 & 6.791416e-04 & 4.036609e+02\\\\\n", "\tRPLPO & 4.150507e+04 & 8.224091e-02 & 1.675974e+00 & 1.872358e-02 & 4.642122e-03 & 2.879719e-01 & 8.700341e+01 & 9.519305e-02 & 7.110033e-02 & 1.269334e+01 & ⋯ & 4.512279e-02 & 7.745120e+04 & 7.999203e-02 & 2.976994e-02 & 7.220006e+00 & 2.455349e-01 & 2.804579e-03 & 7.290410e+00 & 8.801713e-03 & 3.274366e+03\\\\\n", "\tOCT3-4 & 4.165332e+06 & 1.063686e+01 & 4.426210e+01 & 2.778049e+01 & 2.762549e+00 & 8.473747e+00 & 4.813932e+03 & 7.732078e-02 & 1.522109e+01 & 2.157176e+02 & ⋯ & 3.131817e+00 & 9.723202e+06 & 6.108661e-02 & 2.629623e-02 & 2.206867e+00 & 4.447738e+01 & 1.333365e+01 & 1.922714e+02 & 6.000156e+00 & 4.726775e-02\\\\\n", "\tPAX6 & 4.895660e+07 & 4.458309e-07 & 3.669279e-07 & 3.222258e+01 & 1.648324e+00 & 4.093959e-07 & 1.010754e+06 & 4.314137e+01 & 9.247094e+00 & 9.151904e+01 & ⋯ & 2.431759e+00 & 4.804890e+07 & 4.002375e-02 & 2.012516e+00 & 1.736280e+00 & 6.964752e+01 & 3.867756e-07 & 1.486731e+02 & 3.403116e-02 & 3.258842e+05\\\\\n", "\tBRN3A & 7.757024e+07 & 1.065847e+00 & 4.126527e-01 & 9.973307e+01 & 5.080351e-01 & 1.256888e-02 & 1.100708e+06 & 2.408395e+01 & 4.055838e+00 & 2.189133e+05 & ⋯ & 1.375542e+00 & 1.000000e+00 & 2.273747e+01 & 9.050065e-01 & 8.950251e-01 & 2.879576e-02 & 3.368420e+01 & 1.713649e+01 & 1.802321e-02 & 5.401498e+05\\\\\n", "\tNESTIN & 7.908256e+05 & 1.206584e-01 & 5.418090e-03 & 4.269301e+00 & 1.458802e-03 & 2.479292e-01 & 2.486919e+05 & 6.670783e-02 & 1.364080e-01 & 1.738949e+03 & ⋯ & 3.542717e-02 & 7.063032e+04 & 1.737398e-01 & 5.172480e-02 & 1.072517e+00 & 1.108032e+00 & 4.839494e-02 & 3.090688e-01 & 2.419144e-07 & 4.744367e+03\\\\\n", "\tSIX1 & 2.061021e+05 & 2.513651e-03 & 5.154842e-01 & 1.914447e-01 & 3.481682e-03 & 7.541524e-02 & 5.649862e+03 & 8.881825e-02 & 2.641755e-07 & 4.426431e+02 & ⋯ & 4.024630e-02 & 2.241337e+05 & 2.772002e-01 & 2.593421e-02 & 2.273521e-01 & 5.666652e-07 & 4.773105e-01 & 3.424582e-01 & 2.419144e-07 & 2.736552e+05\\\\\n", "\tGATA3 & 1.157836e+06 & 9.889709e-01 & 6.944083e-03 & 9.821885e+00 & 3.175219e-02 & 1.957386e-01 & 4.476464e+05 & 2.545463e-01 & 4.266130e-01 & 1.646287e+03 & ⋯ & 3.726590e-02 & 1.895118e+04 & 1.749570e+00 & 2.433323e-01 & 7.868409e+01 & 7.567707e-02 & 8.338479e-03 & 3.101727e+01 & 1.765230e-02 & 3.332265e+07\\\\\n", "\tRNA SPIKE H10\\_1 & 2.699012e+06 & 8.956010e-02 & 1.657325e-02 & 3.412904e+00 & 2.789209e-02 & 8.680970e-02 & 3.364592e+06 & 1.067272e-01 & 3.947273e-02 & 6.476183e+02 & ⋯ & 2.711058e-02 & 1.000000e+00 & 2.146521e+00 & 4.483994e-03 & 8.657797e+00 & 1.428004e+00 & 1.495886e+00 & 4.132458e+00 & 4.642353e-02 & 3.945521e+03\\\\\n", "\tNANOG & 1.000000e+00 & 1.517895e+01 & 9.100842e+00 & 4.563510e+02 & 2.088439e-08 & 4.093959e-07 & 6.076395e+03 & 2.046071e-02 & 6.844078e-02 & 2.459368e+04 & ⋯ & 1.982158e+01 & 3.630438e+02 & 6.310002e-05 & 1.244874e+00 & 8.265739e+02 & 3.509029e+01 & 6.760228e+01 & 5.899401e-06 & 8.025774e-05 & 1.558407e+01\\\\\n", "\tSOX2 & 8.158408e+04 & 4.518538e-02 & 6.336931e-03 & 6.877366e-02 & 2.804579e-03 & 6.721840e-02 & 1.304311e+04 & 9.793715e-02 & 1.994264e-02 & 6.892713e+01 & ⋯ & 2.804719e-02 & 2.423828e+04 & 1.748183e-02 & 4.710422e-02 & 4.425989e+00 & 5.666652e-07 & 8.626553e-03 & 1.039528e-01 & 3.092677e-02 & 5.552801e+03\\\\\n", "\tATOH1 & 4.529524e+05 & 1.215879e+00 & 3.213016e-01 & 6.802193e+00 & 2.935716e-04 & 1.788721e-01 & 1.349304e+03 & 2.004063e-01 & 4.100865e-01 & 2.833750e-04 & ⋯ & 5.208458e-02 & 1.463509e+06 & 1.846120e-07 & 1.078104e-07 & 2.545336e-02 & 3.669645e-05 & 5.062522e-02 & 8.466187e-04 & 2.518883e-03 & 1.376770e+04\\\\\n", "\tBRN3C & 3.336556e+05 & 1.250000e-01 & 4.239600e-01 & 4.796560e+00 & 1.860714e-02 & 3.640155e+00 & 2.219581e+04 & 3.818294e-01 & 5.370022e-01 & 7.973117e+02 & ⋯ & 1.032347e-01 & 4.498237e+05 & 5.433674e-01 & 6.934809e-02 & 1.080030e+01 & 1.697016e+00 & 1.234501e-01 & 9.548589e+04 & 2.735462e-03 & 2.693137e+04\\\\\n", "\tMYOSIN7A & 1.202709e+04 & 5.612768e-04 & 4.565536e-03 & 1.197419e-01 & 2.150667e-03 & 9.861344e-03 & 1.194342e+03 & 1.264753e-02 & 1.073897e-02 & 1.408414e+01 & ⋯ & 1.665386e-02 & 1.318857e+04 & 5.925169e-02 & 4.490214e-03 & 1.951966e-01 & 5.703534e-02 & 7.193951e-03 & 1.903671e-03 & 1.326713e-02 & 2.275551e+03\\\\\n", "\tSOX9 & 2.233582e+05 & 2.826045e-03 & 9.355302e-03 & 2.764327e-01 & 2.137292e-03 & 1.103324e-02 & 4.679050e+03 & 4.537370e-02 & 1.011752e-02 & 1.140821e+01 & ⋯ & 3.384128e-03 & 8.462851e+02 & 1.572356e-01 & 4.587742e-03 & 1.884263e+00 & 2.737495e-02 & 4.809637e-01 & 2.494682e-02 & 1.363067e-02 & 1.033985e+03\\\\\n", "\tSYP & 6.714536e+04 & 1.463867e-03 & 5.899695e-05 & 2.268798e-01 & 9.251661e-04 & 2.467168e-02 & 3.326986e+03 & 4.352319e-03 & 7.452438e-04 & 1.178598e+01 & ⋯ & 1.889212e-03 & 3.069951e+03 & 2.050228e-03 & 9.806324e-04 & 2.102346e+00 & 5.666652e-07 & 1.685042e-03 & 4.041403e-02 & 4.024430e-03 & 7.809032e+02\\\\\n", "\tRNA SPIKE H10 & 6.423500e+05 & 4.458309e-07 & 5.751173e-02 & 2.457174e+00 & 1.605395e-01 & 4.093959e-07 & 7.352769e+04 & 7.309923e-02 & 3.757716e-02 & 7.717170e+01 & ⋯ & 1.307606e-01 & 2.344512e+04 & 1.048210e-01 & 1.389780e-02 & 1.261063e-05 & 5.200464e-05 & 1.386962e-01 & 5.991246e-02 & 5.617220e-02 & 1.114416e+04\\\\\n", "\tMEIS1 & 2.312004e+02 & 4.458309e-07 & 1.776631e+02 & 1.009651e-02 & 1.243764e-04 & 5.434487e+02 & 4.080812e-02 & 1.616078e-07 & 2.751221e+01 & 2.833750e-04 & ⋯ & 1.755381e-03 & 1.017835e+07 & 1.846120e-07 & 2.999928e-01 & 1.277405e+03 & 1.885287e-03 & 5.750886e-03 & 6.501553e-03 & 2.419144e-07 & 4.726775e-02\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "1. 1\n", "2. 666024496.521836\n", "3. 13531.1796623068\n", "4. 36540676.2992983\n", "5. 66820.3537529694\n", "6. 73385922.2955139\n", "7. 129.158609132119\n", "8. 41505.0712260024\n", "9. 4165331.82598154\n", "10. 48956598.9274236\n", "11. 77570243.7895939\n", "12. 790825.573645853\n", "13. 206102.145830835\n", "14. 1157836.41036289\n", "15. 2699012.07395636\n", "16. 1\n", "17. 81584.0778900059\n", "18. 452952.424395717\n", "19. 333655.555512977\n", "20. 12027.0900103914\n", "21. 223358.247259305\n", "22. 67145.3559542777\n", "23. 642349.967293638\n", "24. 231.200386598867\n", "25. 1\n", "26. 4.45830916286208e-07\n", "27. 0.0386336019037797\n", "28. 0.0806042656659927\n", "29. 0.0495146756828105\n", "30. 188.445038357527\n", "31. 0.00162538815373345\n", "32. 0.0822409078143129\n", "33. 10.6368568654537\n", "34. 4.45830916286208e-07\n", "35. 1.06584673606794\n", "36. 0.120658378108969\n", "37. 0.00251365087363529\n", "38. 0.98897091638093\n", "39. 0.0895601031483186\n", "40. 15.1789490422473\n", "41. 0.0451853842045546\n", "42. 1.2158792831831\n", "43. 0.125\n", "44. 0.000561276781266931\n", "45. 0.00282604469896587\n", "46. 0.0014638667985894\n", "47. 4.45830916286208e-07\n", "48. 4.45830916286208e-07\n", "49. 1\n", "50. 0.00166530252298429\n", "51. 0.102166916061035\n", "52. 0.102166916061035\n", "53. 0.00876518344164441\n", "54. 0.00903662643676006\n", "55. 3.66927914657798e-07\n", "56. 1.6759742693359\n", "57. 44.2621001283509\n", "58. 3.66927914657798e-07\n", "59. 0.412652704256328\n", "60. 0.00541808972316948\n", "61. 0.515484159397395\n", "62. 0.00694408344661382\n", "63. 0.0165732459588784\n", "64. 9.10084182298004\n", "65. 0.00633693090294565\n", "66. 0.321301584367343\n", "67. 0.423959982316574\n", "68. 0.00456553612719237\n", "69. 0.00935530237983539\n", "70. 5.89969541665633e-05\n", "71. 0.0575117281640546\n", "72. 177.663068033996\n", "73. 1\n", "74. 3.6542328576e-06\n", "75. 0.0139170765719794\n", "76. 0.906890328933142\n", "77. 0.383154990051946\n", "78. 3.6542328576e-06\n", "79. 3.6542328576e-06\n", "80. 0.0187235784584284\n", "81. 27.7804872832334\n", "82. 32.222577601815\n", "83. 99.7330661965439\n", "84. 4.26930135215983\n", "85. 0.191444749636798\n", "86. 9.82188547132048\n", "87. 3.41290439244826\n", "88. 456.350973899249\n", "89. 0.0687736630853835\n", "90. 6.80219328051356\n", "91. 4.79655965516445\n", "92. 0.119741902277837\n", "93. 0.276432663330067\n", "94. 0.22687978882929\n", "95. 2.4571739608913\n", "96. 0.0100965064893554\n", "97. 1\n", "98. 2.07134600891551e-06\n", "99. 0.0184914222148839\n", "100. 0.0857333305369124\n", "101. 0.000716373703206701\n", "102. 4.92651882286962e-06\n", "103. 1.21389233971393e-05\n", "104. 0.00464212150412864\n", "105. 2.76254889628771\n", "106. 1.64832416990648\n", "107. 0.508035071496851\n", "108. 0.00145880220421127\n", "109. 0.00348168162459755\n", "110. 0.0317521919685532\n", "111. 0.0278920928585305\n", "112. 2.08843864363543e-08\n", "113. 0.0028045791223114\n", "114. 0.000293571593969282\n", "115. 0.0186071382713276\n", "116. 0.00215066718378509\n", "117. 0.00213729238527488\n", "118. 0.000925166084569597\n", "119. 0.160539476123678\n", "120. 0.000124376366774502\n", "121. 1\n", "122. 0.00648355144992175\n", "123. 0.456599125005996\n", "124. 0.185436866730141\n", "125. 0.00124555116374858\n", "126. 4.09395902842405e-07\n", "127. 0.952637998043937\n", "128. 0.28797191058734\n", "129. 8.47374667747102\n", "130. 4.09395902842405e-07\n", "131. 0.0125688807959674\n", "132. 0.247929182684573\n", "133. 0.0754152449825477\n", "134. 0.195738574064136\n", "135. 0.0868096959853194\n", "136. 4.09395902842405e-07\n", "137. 0.0672183994035862\n", "138. 0.178872065002864\n", "139. 3.6401552963236\n", "140. 0.00986134400087592\n", "141. 0.0110332375342559\n", "142. 0.0246716839593924\n", "143. 4.09395902842405e-07\n", "144. 543.448682982295\n", "145. 1\n", "146. 317.14526663268\n", "147. 0.0408081183465286\n", "148. 508.815919781148\n", "149. 32813.457595149\n", "150. 29186.2249670797\n", "151. 9.26634244955712\n", "152. 87.0034074820312\n", "153. 4813.93184120737\n", "154. 1010753.66208145\n", "155. 1100707.72124674\n", "156. 248691.901108179\n", "157. 5649.86233580363\n", "158. 447646.381842757\n", "159. 3364591.6747569\n", "160. 6076.39524901323\n", "161. 13043.1074103915\n", "162. 1349.30427057576\n", "163. 22195.8140311202\n", "164. 1194.34175466339\n", "165. 4679.05022709163\n", "166. 3326.98581547514\n", "167. 73527.6879400457\n", "168. 0.0408081183465286\n", "169. 1\n", "170. 0.00124555116374858\n", "171. 0.104385989928546\n", "172. 0.161768206810357\n", "173. 0.0137922343170415\n", "174. 4.61394242024009\n", "175. 1.61607781267166e-07\n", "176. 0.0951930462314538\n", "177. 0.0773207799179482\n", "178. 43.1413674155858\n", "179. 24.0839479585771\n", "180. 0.0667078336274976\n", "181. 0.0888182526988351\n", "182. 0.254546299941155\n", "183. 0.106727214298905\n", "184. 0.0204607097356807\n", "185. 0.0979371483686676\n", "186. 0.200406332349849\n", "187. 0.381829374490175\n", "188. 0.0126475346335533\n", "189. 0.0453736962469967\n", "190. 0.00435231894851301\n", "191. 0.0730992290032467\n", "192. 1.61607781267166e-07\n", "193. 1\n", "194. 0.000321699206966343\n", "195. 0.173378871141423\n", "196. 0.0835625309628209\n", "197. 0.0302064405332804\n", "198. 2.64175497976524e-07\n", "199. 1.54717938200383e-05\n", "200. 0.0711003267420315\n", "201. 15.2210924213088\n", "202. 9.24709365243839\n", "203. 4.05583791916012\n", "204. 0.136407984631867\n", "205. 2.64175497976524e-07\n", "206. 0.426613049056034\n", "207. 0.0394727269326812\n", "208. 0.0684407794245984\n", "209. 0.0199426370129524\n", "210. 0.410086455598363\n", "211. 0.537002235810061\n", "212. 0.0107389741841565\n", "213. 0.0101175234285502\n", "214. 0.000745243754375273\n", "215. 0.037577164028068\n", "216. 27.5122075597762\n", "217. 1\n", "218. 65.2994981919013\n", "219. 55.8699258325608\n", "220. 274.564253905393\n", "221. 24.6070533003243\n", "222. 0.000283374979097588\n", "223. 0.000283374979097588\n", "224. 12.6933414910583\n", "225. 215.717588352807\n", "226. 91.5190391271481\n", "227. 218913.287550631\n", "228. 1738.94911272313\n", "229. 442.643062429627\n", "230. 1646.28682904197\n", "231. 647.618325685215\n", "232. 24593.6799336755\n", "233. 68.9271280763551\n", "234. 0.000283374979097588\n", "235. 797.311683647142\n", "236. 14.0841442170104\n", "237. 11.4082057389131\n", "238. 11.7859814865318\n", "239. 77.1717009722086\n", "240. 0.000283374979097588\n", "241. 1\n", "242. 0.00069630161980671\n", "243. 0.113912660079643\n", "244. 0.125260200634954\n", "245. 0.0501015830874621\n", "246. 0.0286365201461048\n", "247. 0.0018528990530087\n", "248. 0.0587608876568204\n", "249. 6.12623198837754\n", "250. 2.75108363627949\n", "251. 4.27522396484404\n", "252. 0.450000964896757\n", "253. 0.077966598244628\n", "254. 1.39329105444103e-07\n", "255. 1.88165221502758\n", "256. 0.000134416698986568\n", "257. 0.160094982666222\n", "258. 0.0990980170762857\n", "259. 0.164367845025634\n", "260. 0.00448710294920718\n", "261. 0.0181611579299706\n", "262. 0.0314673609392725\n", "263. 0.860949188338905\n", "264. 0.245534898815848\n", "265. 1\n", "266. 0.00189971669416462\n", "267. 0.10146119762216\n", "268. 2.81961202679668e-07\n", "269. 0.0511188786598614\n", "270. 0.00097318385041784\n", "271. 0.00122245747915429\n", "272. 0.43618135288538\n", "273. 14.5404498631763\n", "274. 2.81961202679668e-07\n", "275. 6.26363437005234\n", "276. 6.48452095908248\n", "277. 0.0849642651191713\n", "278. 2.81961202679668e-07\n", "279. 0.144586022988161\n", "280. 14.938879118645\n", "281. 0.320856474390726\n", "282. 0.00920733912352878\n", "283. 0.499307333050515\n", "284. 0.0418972684868855\n", "285. 0.0569168645994987\n", "286. 0.104385989928546\n", "287. 0.066800374450688\n", "288. 2.81961202679668e-07\n", "289. 1\n", "290. 0.0124302575586706\n", "291. 1.76663010296293\n", "292. 0.00346482931700059\n", "293. 0.0236502623901497\n", "294. 0.0210797270990578\n", "295. 0.019956464987428\n", "296. 0.00280846979071672\n", "297. 57.3610687724419\n", "298. 0.495858365369146\n", "299. 68.688658329181\n", "300. 1.3764956015907\n", "301. 0.279321784518055\n", "302. 1.2596299799474\n", "303. 1.59217619755756\n", "304. 487.074957481881\n", "305. 0.342458244991392\n", "306. 0.172181255797892\n", "307. 9.24068627642866\n", "308. 0.0108436931173093\n", "309. 0.0400792688363203\n", "310. 0.0119570060142396\n", "311. 0.353063601096189\n", "312. 0.0863895129080363\n", "313. 1\n", "314. 0.0022748702860712\n", "315. 0.21945544940238\n", "316. 0.180491149440312\n", "317. 0.022452190258501\n", "318. 2.78465126660614e-07\n", "319. 0.00617219774893263\n", "320. 0.0784544994551652\n", "321. 9.54007097864505\n", "322. 2.78465126660614e-07\n", "323. 0.931740429304773\n", "324. 0.820741608810498\n", "325. 0.0183382527856462\n", "326. 0.414372452243996\n", "327. 0.0569563300398213\n", "328. 0.0766271787533223\n", "329. 0.29320873730797\n", "330. 0.0419553907118833\n", "331. 0.0670322885511214\n", "332. 0.0493433679187846\n", "333. 0.034963659407366\n", "334. 0.0448732659569823\n", "335. 0.0270167884783708\n", "336. 7.0843744774397e-05\n", "337. 1\n", "338. 1\n", "339. 1112211.70909292\n", "340. 3369259.22377402\n", "341. 12494.4519434755\n", "342. 5.02805349808731\n", "343. 440.500546873058\n", "344. 109077.952556109\n", "345. 15438186.9750661\n", "346. 224789592.331683\n", "347. 26308032.1015335\n", "348. 517428.502009397\n", "349. 344465.506867444\n", "350. 1\n", "351. 40933.6586454099\n", "352. 1\n", "353. 50325.4309175984\n", "354. 13181397.5173956\n", "355. 1012155.83587193\n", "356. 103839.801137558\n", "357. 10290.3183863278\n", "358. 402.822372021026\n", "359. 139026.463636615\n", "360. 1\n", "361. 1\n", "362. 7.30882998424638e-05\n", "363. 0.0836204721741319\n", "364. 0.0740682981838487\n", "365. 0.0020904076141145\n", "366. 7.11389891439549e-05\n", "367. 0.000252575093144265\n", "368. 0.0200396344181601\n", "369. 0.0794394805816042\n", "370. 0.0921418260806937\n", "371. 43.4414393561602\n", "372. 0.0743254446876701\n", "373. 0.305660069423017\n", "374. 0.48767773076382\n", "375. 0.683967651951245\n", "376. 29.2426064073408\n", "377. 0.0218382339351729\n", "378. 0.294839148065304\n", "379. 1.73628045520208\n", "380. 0.00382851334117918\n", "381. 4.1053256432481e-07\n", "382. 0.000878908134563976\n", "383. 0.0271858547721453\n", "384. 4.1053256432481e-07\n", "385. 1\n", "386. 4.20364394037823e-05\n", "387. 0.00993682036518418\n", "388. 0.0505550842726087\n", "389. 0.000367491881692155\n", "390. 1.42059633085018e-07\n", "391. 0.000183618621995689\n", "392. 0.02038992105764\n", "393. 0.0121323261718913\n", "394. 5.24520805686259\n", "395. 11.4082057389131\n", "396. 0.0768399292034114\n", "397. 0.0749982113983261\n", "398. 0.016042024151875\n", "399. 0.00662896798207732\n", "400. 0.035500914524584\n", "401. 0.0111331063605374\n", "402. 0.0840271871345391\n", "403. 0.279321784518055\n", "404. 0.0153992083896777\n", "405. 0.00728426942528776\n", "406. 1.42059633085018e-07\n", "407. 0.0133872180432589\n", "408. 1.42059633085018e-07\n", "409. 1\n", "410. 1.58078424615482e-05\n", "411. 0.0840271871345391\n", "412. 0.0246375054392587\n", "413. 0.00700693874735949\n", "414. 0.0247916825997232\n", "415. 2.0957936308665e-07\n", "416. 0.0408364141841616\n", "417. 0.035012162943568\n", "418. 7.73821063691146\n", "419. 2.13761198242202\n", "420. 0.0822979326287026\n", "421. 0.0257550651547888\n", "422. 2.0957936308665e-07\n", "423. 0.0774817312461866\n", "424. 0.0231635470281693\n", "425. 0.00145577186210832\n", "426. 0.305660069423017\n", "427. 0.189070999660495\n", "428. 0.00203183645805075\n", "429. 0.00615084356694691\n", "430. 0.00164123779733063\n", "431. 0.234717936828863\n", "432. 2.0957936308665e-07\n", "433. 1\n", "434. 0.000300989337271437\n", "435. 0.38958228983025\n", "436. 0.326691313473293\n", "437. 0.016413196000168\n", "438. 5.98619997551607e-05\n", "439. 5.13547123047375e-07\n", "440. 0.0253301599964159\n", "441. 45.696127349922\n", "442. 35.8027872331427\n", "443. 5.13547123047375e-07\n", "444. 0.674551267169849\n", "445. 0.375009747321455\n", "446. 0.263157788677359\n", "447. 0.181872585454345\n", "448. 5.13547123047375e-07\n", "449. 0.00172164093341244\n", "450. 0.600401713742604\n", "451. 1.28966825065589\n", "452. 0.02031937728982\n", "453. 0.00025292547938477\n", "454. 0.00921372337704075\n", "455. 0.0800474913331106\n", "456. 5.13547123047375e-07\n", "457. 1\n", "458. 0.000394961595879755\n", "459. 0.076203443379769\n", "460. 0.177882932654324\n", "461. 0.00553193530552556\n", "462. 2.03354934658391\n", "463. 4.27712234216537e-05\n", "464. 0.0227498367031108\n", "465. 181.144852521812\n", "466. 20.2802003525508\n", "467. 4.81654952492566\n", "468. 0.0642571141660041\n", "469. 5.33689267871108\n", "470. 0.516199267741621\n", "471. 5.22161708256519e-07\n", "472. 0.105843164045316\n", "473. 0.0240303254885979\n", "474. 0.180491149440312\n", "475. 0.340092713101489\n", "476. 0.0122082481276925\n", "477. 0.00527724251771734\n", "478. 0.0141113517211222\n", "479. 0.0524105115275581\n", "480. 0.0026551332849741\n", "481. 1\n", "482. 8.8375132591526e-05\n", "483. 0.0796048422079062\n", "484. 2.32393315062559e-06\n", "485. 0.109196611989587\n", "486. 2.32393315062559e-06\n", "487. 2.32393315062559e-06\n", "488. 0.48903173672367\n", "489. 303.383749361045\n", "490. 2.32393315062559e-06\n", "491. 2.32393315062559e-06\n", "492. 2.4932023885502\n", "493. 0.237006741282162\n", "494. 0.156257787823151\n", "495. 0.0279114328860238\n", "496. 91.5824972814664\n", "497. 0.0631094560997928\n", "498. 1.54649267491064\n", "499. 1.51361679296958\n", "500. 0.0605806135584416\n", "501. 0.00127702280130543\n", "502. 10907.2516156324\n", "503. 0.0716941890141354\n", "504. 2.32393315062559e-06\n", "505. 1\n", "506. 0.000126375112773606\n", "507. 0.0600788080242976\n", "508. 0.228774792031982\n", "509. 0.000437630224399124\n", "510. 225.658920424236\n", "511. 2.29989591158058e-06\n", "512. 0.0345062139738467\n", "513. 0.755759964158113\n", "514. 0.0375771640280681\n", "515. 4.86351713273239\n", "516. 0.0719430932079853\n", "517. 0.0413777784498562\n", "518. 0.0172411521881556\n", "519. 4.14105969536551\n", "520. 11.5754790869642\n", "521. 0.0618106822738083\n", "522. 0.122852574818157\n", "523. 0.364755086060044\n", "524. 0.00311835307170567\n", "525. 0.00188528715795265\n", "526. 0.00168972009879881\n", "527. 0.0124130375015017\n", "528. 387.217407304695\n", "529. 1\n", "530. 4.64809796052022e-05\n", "531. 0.176654205485341\n", "532. 4.44332748107633e-05\n", "533. 2.62350704518828e-07\n", "534. 0.000171917019886729\n", "535. 2.62350704518828e-07\n", "536. 0.040051497630006\n", "537. 17.6304818540258\n", "538. 2.85798827948219\n", "539. 1.26575659397028\n", "540. 1.50733490955838\n", "541. 0.0162885275131425\n", "542. 0.533292890415882\n", "543. 0.217788548035564\n", "544. 12.906268147554\n", "545. 0.00742702422835797\n", "546. 0.187504873660727\n", "547. 0.0738120413393458\n", "548. 0.0083732301760648\n", "549. 0.097869287032068\n", "550. 0.000540656535392718\n", "551. 0.0132303955056645\n", "552. 2.62350704518828e-07\n", "553. 1\n", "554. 6.80453541621151e-07\n", "555. 0.210953949032505\n", "556. 0.171942727267468\n", "557. 0.0240636616948773\n", "558. 6.80453541621151e-07\n", "559. 0.000223412882843733\n", "560. 0.110108671765872\n", "561. 7.93373384590636\n", "562. 24.420147343369\n", "563. 2.75681030595126\n", "564. 0.336808394216423\n", "565. 0.0698304461295138\n", "566. 0.0174939513852225\n", "567. 1.21841026367519\n", "568. 26.4647477901845\n", "569. 0.01069440478978\n", "570. 0.148857106170621\n", "571. 0.777546035882559\n", "572. 0.00725403790864632\n", "573. 0.0281640769565885\n", "574. 0.000380715255181311\n", "575. 0.0104961205134476\n", "576. 11682.002676647\n", "577. 1\n", "578. 3.22544152987069e-07\n", "579. 0.00804885901265685\n", "580. 0.102735023411856\n", "581. 0.00137247919942062\n", "582. 0.00421281418630646\n", "583. 0.00024909781719933\n", "584. 0.00268474354603912\n", "585. 6.32471293283156\n", "586. 2.61353050778635\n", "587. 2.32462821503624\n", "588. 0.230366046549676\n", "589. 0.0503103836013202\n", "590. 1.12077498735085e-07\n", "591. 0.676424115525137\n", "592. 3.48374849587029e-05\n", "593. 0.00529923565409247\n", "594. 0.02031937728982\n", "595. 0.200962747685788\n", "596. 0.00156025764931474\n", "597. 0.00105320354657661\n", "598. 9.14916749118376e-05\n", "599. 0.00701179727083799\n", "600. 1.12077498735085e-07\n", "601. 1\n", "602. 3.6971786550146e-08\n", "603. 0.0291168884157742\n", "604. 0.0550543358829362\n", "605. 0.00203183645805075\n", "606. 3.6971786550146e-08\n", "607. 0.000222948791506834\n", "608. 0.025471010387582\n", "609. 0.00893076824542217\n", "610. 1.43893358001082\n", "611. 0.389312345530831\n", "612. 0.013480333508479\n", "613. 0.0033724201506813\n", "614. 3.6971786550146e-08\n", "615. 3.6971786550146e-08\n", "616. 16.9357503180021\n", "617. 0.00192490104870971\n", "618. 0.0269046621355907\n", "619. 0.682073917439677\n", "620. 0.00291154372421664\n", "621. 0.000874047920828098\n", "622. 4.13715920043946e-05\n", "623. 0.00559362789531697\n", "624. 3.6971786550146e-08\n", "625. 1\n", "626. 4.18288015715037e-07\n", "627. 0.235043550627282\n", "628. 0.175069540110901\n", "629. 0.0628039887764867\n", "630. 0.053772039413215\n", "631. 4.18288015715037e-07\n", "632. 0.154963462492373\n", "633. 25.9021509295171\n", "634. 5.88482698342295\n", "635. 13.0683038577604\n", "636. 0.059912464905811\n", "637. 0.313600551130248\n", "638. 4.18288015715037e-07\n", "639. 0.00231623925666201\n", "640. 22.7848031295531\n", "641. 0.0195322234778939\n", "642. 0.253314225039771\n", "643. 0.41208104247662\n", "644. 0.0131937638659966\n", "645. 0.000177486879555702\n", "646. 0.00062972082551557\n", "647. 0.00026864712142728\n", "648. 4.18288015715037e-07\n", "649. 1\n", "650. 0.000352766210430548\n", "651. 0.030353359235676\n", "652. 0.126569350918812\n", "653. 0.0158541022903263\n", "654. 6.05446717187832\n", "655. 146.119002512227\n", "656. 0.00789415192567785\n", "657. 11.1039417521247\n", "658. 94.6808005919256\n", "659. 3.34266783568741\n", "660. 0.0161424123075646\n", "661. 1.76418273039435\n", "662. 0.0278727662318779\n", "663. 0.523768063549899\n", "664. 10.5341353764739\n", "665. 0.00404120149030824\n", "666. 0.23782956908295\n", "667. 0.251564455874445\n", "668. 0.0268115790758966\n", "669. 0.00102938615555736\n", "670. 0.000481558937740898\n", "671. 0.0260062104597351\n", "672. 2.14279920246847e-07\n", "673. 1\n", "674. 1.01079936579841e-07\n", "675. 0.0193168009518899\n", "676. 0.557483109363849\n", "677. 0.00324852382177698\n", "678. 0.0122931632086495\n", "679. 1.01079936579841e-07\n", "680. 0.309283119671794\n", "681. 15.1894739352083\n", "682. 11.1889286619077\n", "683. 0.394473420426233\n", "684. 0.000651927882468706\n", "685. 1.01079936579841e-07\n", "686. 0.000510783662008071\n", "687. 0.00547851269782188\n", "688. 14.0354167797252\n", "689. 0.00196671005870453\n", "690. 0.0804368279563295\n", "691. 0.0296463848481392\n", "692. 0.00375232368731827\n", "693. 0.000208307152859392\n", "694. 0.000238785027697104\n", "695. 0.0018503321691392\n", "696. 1.06478973577745e-06\n", "697. 1\n", "698. 0.000625371026039928\n", "699. 0.129677492070702\n", "700. 0.0379435901373452\n", "701. 5.48501917529395e-07\n", "702. 6936.53759887383\n", "703. 0.000599480314411652\n", "704. 0.00141302234948294\n", "705. 20.3647189644151\n", "706. 27.7612379888662\n", "707. 9.41525389775015\n", "708. 0.232612414425754\n", "709. 5.48501917529395e-07\n", "710. 0.00440390785994306\n", "711. 0.00456237263520749\n", "712. 51.3040210815612\n", "713. 0.00730955857680783\n", "714. 0.276241121199978\n", "715. 0.107097744346071\n", "716. 0.0096383372641367\n", "717. 0.00184265283378\n", "718. 0.0279501531807065\n", "719. 0.103952762296863\n", "720. 3.68238500891347e-05\n", "721. 1\n", "722. 0.00159635806345368\n", "723. 0.0020817319063827\n", "724. 0.00556269607655107\n", "725. 0.0194781436605484\n", "726. 9.70440980162325e-05\n", "727. 4.06004766344521e-07\n", "728. 0.0163224337947536\n", "729. 18.176468236587\n", "730. 25.2638043744178\n", "731. 8.45614432449104\n", "732. 0.021747599872361\n", "733. 0.385552706351985\n", "734. 0.0630220284309122\n", "735. 0.00713436132821868\n", "736. 24.5389225547695\n", "737. 4.06004766344521e-07\n", "738. 0.314689293376215\n", "739. 0.128603338486697\n", "740. 0.0343154004308453\n", "741. 0.000895511760942062\n", "742. 0.00420406298743671\n", "743. 0.0256126439886724\n", "744. 1.55255079971723e-05\n", "745. 1\n", "746. 1.3895026339512e-06\n", "747. 0.0289759545761082\n", "748. 0.0163677519859344\n", "749. 0.00451831321838003\n", "750. 2.4193851825265e-05\n", "751. 0.000437933671709969\n", "752. 0.0104453163703526\n", "753. 0.917004043204671\n", "754. 0.798851916449148\n", "755. 1.03526492384138\n", "756. 1.61440214900953\n", "757. 1.93110252236327e-08\n", "758. 1.93110252236327e-08\n", "759. 0.000146075312894375\n", "760. 0.00254697409230188\n", "761. 0.000989508691561607\n", "762. 0.00853141051363791\n", "763. 0.0457526779983008\n", "764. 0.00146488182547443\n", "765. 2.24955630079819e-05\n", "766. 3.76497549380339e-05\n", "767. 0.00317506094525126\n", "768. 9.95601614142577e-06\n", "769. 1\n", "770. 2.11476398742712e-07\n", "771. 0.450000964896757\n", "772. 0.126394010106413\n", "773. 0.164367845025634\n", "774. 0.05896489068096\n", "775. 2.11476398742712e-07\n", "776. 2.77983643968468\n", "777. 11.4636932029848\n", "778. 14.201781396312\n", "779. 10.2247949056244\n", "780. 0.227509706020225\n", "781. 0.17579914998914\n", "782. 0.114149781251499\n", "783. 2.11476398742712e-07\n", "784. 7.30376564471872e-05\n", "785. 0.000615480171671381\n", "786. 2.17648488334161\n", "787. 0.00105979430847833\n", "788. 0.0158541022903263\n", "789. 0.0334929207042592\n", "790. 0.00148739134736647\n", "791. 0.0624566933119034\n", "792. 2.11476398742712e-07\n", "793. 1\n", "794. 4.32182445744185e-05\n", "795. 0.216434141379914\n", "796. 1.42701450571788\n", "797. 0.0377076224912738\n", "798. 11779.5760770823\n", "799. 6.61846503742023e-07\n", "800. 0.0265710675020061\n", "801. 6.61846503742023e-07\n", "802. 38.8273139279581\n", "803. 14.390052994364\n", "804. 6.61846503742023e-07\n", "805. 4.2368733387355\n", "806. 1.4073683753254\n", "807. 0.273763117698394\n", "808. 0.100272645794061\n", "809. 0.0226240339434306\n", "810. 0.316658563430804\n", "811. 1.44392919552249\n", "812. 0.00965840047594492\n", "813. 0.00114534663010926\n", "814. 0.0187625535544564\n", "815. 0.0959881418563811\n", "816. 0.196146024474187\n", "817. 1\n", "818. 1.42454052550409e-07\n", "819. 0.0445324254421496\n", "820. 0.28165480712432\n", "821. 0.160317075345281\n", "822. 1.42454052550409e-07\n", "823. 6.80993238723734e-05\n", "824. 0.0815031709536602\n", "825. 10.3316588024187\n", "826. 17.6427066091026\n", "827. 34.1780930575313\n", "828. 0.0242646523437825\n", "829. 0.433168428200045\n", "830. 0.207042665333637\n", "831. 7.32404408186778e-05\n", "832. 27.6843740987197\n", "833. 0.00128858194411416\n", "834. 0.552865326660136\n", "835. 0.73764572854142\n", "836. 0.00792155843585962\n", "837. 0.00229546157894487\n", "838. 3.95764024246524e-05\n", "839. 0.00649704764355396\n", "840. 1571.58000230491\n", "841. 1\n", "842. 5.37613203102881e-06\n", "843. 0.088021514182005\n", "844. 0.175433965754885\n", "845. 0.001043755850792\n", "846. 2.43682052735038\n", "847. 3.18355894021563e-05\n", "848. 0.081108672933699\n", "849. 1.41127584340869\n", "850. 1.21208986436362e-07\n", "851. 2.30537269359773\n", "852. 0.0198323575940595\n", "853. 0.026150820083856\n", "854. 0.0499282447780718\n", "855. 0.00118081608968102\n", "856. 6.71785194355313\n", "857. 0.00663356442536593\n", "858. 0.044718016250716\n", "859. 0.066523136403335\n", "860. 0.0103947581334429\n", "861. 0.00269593233085279\n", "862. 0.000312902325234422\n", "863. 0.00986134400087592\n", "864. 25.7232317037809\n", "865. 1\n", "866. 0.000416037155798274\n", "867. 0.657927262514503\n", "868. 0.195874296737335\n", "869. 0.0260603451195301\n", "870. 2.371238002881e-05\n", "871. 1.37513053079626e-06\n", "872. 0.0167580721377803\n", "873. 8.31087282638131\n", "874. 1.37513053079626e-06\n", "875. 6.68533567137483\n", "876. 0.896888159662015\n", "877. 1.37513053079626e-06\n", "878. 1.20664391972076\n", "879. 1.37513053079626e-06\n", "880. 366.583997747493\n", "881. 0.000650573645064463\n", "882. 0.099925728794059\n", "883. 0.420156876116641\n", "884. 0.0383933431389265\n", "885. 0.0386068324102165\n", "886. 0.0117760539809248\n", "887. 0.819604607637516\n", "888. 4429.7206312289\n", "889. 1\n", "890. 3.84408563216369e-05\n", "891. 0.0141701613895804\n", "892. 0.0486977862287812\n", "893. 0.00160857620560073\n", "894. 9.26403352645296e-05\n", "895. 2.81194537599773e-06\n", "896. 0.0328491534089908\n", "897. 5.54043787244369\n", "898. 3.25221978740374e-08\n", "899. 2.14206164638291\n", "900. 0.000846032086328211\n", "901. 0.00460366956176438\n", "902. 0.00463569061584582\n", "903. 3.25221978740374e-08\n", "904. 16.842098475351\n", "905. 0.000532474478840457\n", "906. 0.00999900323315865\n", "907. 0.0341256420545516\n", "908. 0.00180974230837963\n", "909. 0.000156994321707837\n", "910. 0.0011493229855652\n", "911. 0.000304768200415432\n", "912. 0.285586561712136\n", "913. 1\n", "914. 0.00111634603067777\n", "915. 0.0492408678780841\n", "916. 0.019263317585372\n", "917. 0.0219140507912875\n", "918. 7.34873875006109e-07\n", "919. 0.00575487377272062\n", "920. 0.0451227873600779\n", "921. 3.13181718502617\n", "922. 2.43175856636619\n", "923. 1.37554181813974\n", "924. 0.0354271691493256\n", "925. 0.040246300922182\n", "926. 0.0372659022603322\n", "927. 0.0271105839735021\n", "928. 19.8215791645425\n", "929. 0.0280471890833519\n", "930. 0.0520845754474511\n", "931. 0.103234708116965\n", "932. 0.0166538552510616\n", "933. 0.00338412834531284\n", "934. 0.00188921158127721\n", "935. 0.130760617474066\n", "936. 0.00175538110666217\n", "937. 1\n", "938. 1\n", "939. 18432.9582131415\n", "940. 264700.244157185\n", "941. 344704.354931198\n", "942. 3068741548.18183\n", "943. 1\n", "944. 77451.2015398905\n", "945. 9723201.57491334\n", "946. 48048897.7527594\n", "947. 1\n", "948. 70630.319393582\n", "949. 224133.690921313\n", "950. 18951.1792051042\n", "951. 1\n", "952. 363.043849133942\n", "953. 24238.284951533\n", "954. 1463508.81020017\n", "955. 449823.653457397\n", "956. 13188.5651987845\n", "957. 846.285125789914\n", "958. 3069.95118439536\n", "959. 23445.1193040554\n", "960. 10178347.3823307\n", "961. 1\n", "962. 9.06081280901519e-05\n", "963. 0.111955708761356\n", "964. 1.84612042392068e-07\n", "965. 0.0601621526938595\n", "966. 7.0598644037188e-05\n", "967. 0.0144679066019894\n", "968. 0.0799920258652693\n", "969. 0.0610866104006753\n", "970. 0.0400237456665553\n", "971. 22.7374726909018\n", "972. 0.173739777480292\n", "973. 0.277200160900767\n", "974. 1.74956952981164\n", "975. 2.14652057278691\n", "976. 6.31000205229471e-05\n", "977. 0.017481829703683\n", "978. 1.84612042392068e-07\n", "979. 0.543367431263029\n", "980. 0.0592516853205404\n", "981. 0.157235621479502\n", "982. 0.0020502278977013\n", "983. 0.104821023055116\n", "984. 1.84612042392068e-07\n", "985. 1\n", "986. 5.41754966595152e-05\n", "987. 0.0117190546037955\n", "988. 0.0724937284065898\n", "989. 0.00371351211417898\n", "990. 0.0264791385920662\n", "991. 1.07810423083435e-07\n", "992. 0.029769937438873\n", "993. 0.0262962338214182\n", "994. 2.01251564699556\n", "995. 0.905006462882906\n", "996. 0.0517248010048878\n", "997. 0.025934205799687\n", "998. 0.24333234353956\n", "999. 0.00448399380412111\n", "1000. 1.24487423538217\n", "1001. 0.0471042159236994\n", "1002. 1.07810423083435e-07\n", "1003. 0.0693480920042404\n", "1004. 0.00449021425013546\n", "1005. 0.00458774207505333\n", "1006. 0.00098063236644431\n", "1007. 0.0138977967740296\n", "1008. 0.299992845593304\n", "1009. 1\n", "1010. 34516.5344261681\n", "1011. 0.153148166488085\n", "1012. 0.722966147272874\n", "1013. 8.3224021321759\n", "1014. 1.44292868686163\n", "1015. 0.0222971016518419\n", "1016. 7.22000581969944\n", "1017. 2.20686748008392\n", "1018. 1.73628045520209\n", "1019. 0.895025070927972\n", "1020. 1.07251661681794\n", "1021. 0.227352062950184\n", "1022. 78.6840875042933\n", "1023. 8.65779715620572\n", "1024. 826.57390029288\n", "1025. 4.42598941236909\n", "1026. 0.0254533613459442\n", "1027. 10.800303880982\n", "1028. 0.195196623151848\n", "1029. 1.88426254780962\n", "1030. 2.10234581817542\n", "1031. 1.26106310753511e-05\n", "1032. 1277.40474563998\n", "1033. 1\n", "1034. 0.00133309933387223\n", "1035. 0.349411742962767\n", "1036. 1.13366941277842\n", "1037. 0.112033337446176\n", "1038. 0.0116139295658673\n", "1039. 0.0274890336225761\n", "1040. 0.245534898815848\n", "1041. 44.4773830349548\n", "1042. 69.6475162669313\n", "1043. 0.0287957558187095\n", "1044. 1.10803234786493\n", "1045. 5.66665222671953e-07\n", "1046. 0.0756770677469096\n", "1047. 1.42800397968506\n", "1048. 35.0902908348126\n", "1049. 5.66665222671953e-07\n", "1050. 3.66964492461603e-05\n", "1051. 1.69701580341179\n", "1052. 0.0570353430339657\n", "1053. 0.0273749473458476\n", "1054. 5.66665222671953e-07\n", "1055. 5.20046444747844e-05\n", "1056. 0.00188528715795265\n", "1057. 1\n", "1058. 0.00392524929853042\n", "1059. 0.0606226193963584\n", "1060. 0.251041885809743\n", "1061. 0.0150718466341272\n", "1062. 184.694871918288\n", "1063. 0.0897465319139648\n", "1064. 0.0028045791223114\n", "1065. 13.3336513145475\n", "1066. 3.86775567806741e-07\n", "1067. 33.684196950702\n", "1068. 0.0483949392408263\n", "1069. 0.477310507069858\n", "1070. 0.0083384792034372\n", "1071. 1.49588575836239\n", "1072. 67.6022800225189\n", "1073. 0.00862655349346167\n", "1074. 0.0506252171020029\n", "1075. 0.123450107680672\n", "1076. 0.00719395075941438\n", "1077. 0.480963727332387\n", "1078. 0.00168504168855987\n", "1079. 0.138696184008481\n", "1080. 0.00575088618034445\n", "1081. 1\n", "1082. 297.965192806947\n", "1083. 0.897510050667262\n", "1084. 2.55619872640611\n", "1085. 0.416099367355763\n", "1086. 5.89940137829069e-06\n", "1087. 0.020207014560742\n", "1088. 7.29041024509713\n", "1089. 192.271350648439\n", "1090. 148.673117686493\n", "1091. 17.1364931710633\n", "1092. 0.309068815230238\n", "1093. 0.342458244991392\n", "1094. 31.0172741419221\n", "1095. 4.13245755073653\n", "1096. 5.89940137829069e-06\n", "1097. 0.103952762296863\n", "1098. 0.000846618714369812\n", "1099. 95485.89392842\n", "1100. 0.00190367115408506\n", "1101. 0.0249468245736453\n", "1102. 0.040414029121484\n", "1103. 0.059912464905811\n", "1104. 0.0065015526149338\n", "1105. 1\n", "1106. 2.82842712474619\n", "1107. 0.138312169136534\n", "1108. 0.15399975918072\n", "1109. 0.00458456319641154\n", "1110. 2.41914402623387e-07\n", "1111. 0.000679141587749017\n", "1112. 0.008801712722635\n", "1113. 6.00015595714328\n", "1114. 0.0340311567292534\n", "1115. 0.0180232125790628\n", "1116. 2.41914402623387e-07\n", "1117. 2.41914402623387e-07\n", "1118. 0.0176523002276582\n", "1119. 0.0464235287706509\n", "1120. 8.02577368289228e-05\n", "1121. 0.0309267705129752\n", "1122. 0.00251888330206228\n", "1123. 0.00273546156423282\n", "1124. 0.0132671288507319\n", "1125. 0.0136306672776681\n", "1126. 0.00402442950632841\n", "1127. 0.0561721954131894\n", "1128. 2.41914402623387e-07\n", "1129. 1\n", "1130. 13.6610834302599\n", "1131. 54652.5048881128\n", "1132. 0.0472677499151238\n", "1133. 2597.66558581938\n", "1134. 1926.81186818824\n", "1135. 403.660889116814\n", "1136. 3274.36628112373\n", "1137. 0.0472677499151238\n", "1138. 325884.226805154\n", "1139. 540149.784835563\n", "1140. 4744.36733417326\n", "1141. 273655.248302039\n", "1142. 33322654.6078524\n", "1143. 3945.52071790653\n", "1144. 15.5840682966919\n", "1145. 5552.8010825728\n", "1146. 13767.7005165901\n", "1147. 26931.3699772777\n", "1148. 2275.55067628563\n", "1149. 1033.98532873901\n", "1150. 780.903246467218\n", "1151. 11144.1580229096\n", "1152. 0.0472677499151238\n", "\n", "\n" ], "text/plain": [ " [,1] [,2] [,3] [,4] \n", "RNA SPIKE 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00\n", "B-ACTIN 6.660245e+08 4.458309e-07 1.665303e-03 3.654233e-06\n", "PAX2 1.353118e+04 3.863360e-02 1.021669e-01 1.391708e-02\n", "PAX8 3.654068e+07 8.060427e-02 1.021669e-01 9.068903e-01\n", "FOXG1 6.682035e+04 4.951468e-02 8.765183e-03 3.831550e-01\n", "DLX5 7.338592e+07 1.884450e+02 9.036626e-03 3.654233e-06\n", "GFP 1.291586e+02 1.625388e-03 3.669279e-07 3.654233e-06\n", "RPLPO 4.150507e+04 8.224091e-02 1.675974e+00 1.872358e-02\n", "OCT3-4 4.165332e+06 1.063686e+01 4.426210e+01 2.778049e+01\n", "PAX6 4.895660e+07 4.458309e-07 3.669279e-07 3.222258e+01\n", "BRN3A 7.757024e+07 1.065847e+00 4.126527e-01 9.973307e+01\n", "NESTIN 7.908256e+05 1.206584e-01 5.418090e-03 4.269301e+00\n", "SIX1 2.061021e+05 2.513651e-03 5.154842e-01 1.914447e-01\n", "GATA3 1.157836e+06 9.889709e-01 6.944083e-03 9.821885e+00\n", "RNA SPIKE H10_1 2.699012e+06 8.956010e-02 1.657325e-02 3.412904e+00\n", "NANOG 1.000000e+00 1.517895e+01 9.100842e+00 4.563510e+02\n", "SOX2 8.158408e+04 4.518538e-02 6.336931e-03 6.877366e-02\n", "ATOH1 4.529524e+05 1.215879e+00 3.213016e-01 6.802193e+00\n", "BRN3C 3.336556e+05 1.250000e-01 4.239600e-01 4.796560e+00\n", "MYOSIN7A 1.202709e+04 5.612768e-04 4.565536e-03 1.197419e-01\n", "SOX9 2.233582e+05 2.826045e-03 9.355302e-03 2.764327e-01\n", "SYP 6.714536e+04 1.463867e-03 5.899695e-05 2.268798e-01\n", "RNA SPIKE H10 6.423500e+05 4.458309e-07 5.751173e-02 2.457174e+00\n", "MEIS1 2.312004e+02 4.458309e-07 1.776631e+02 1.009651e-02\n", " [,5] [,6] [,7] [,8] \n", "RNA SPIKE 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00\n", "B-ACTIN 2.071346e-06 6.483551e-03 3.171453e+02 1.245551e-03\n", "PAX2 1.849142e-02 4.565991e-01 4.080812e-02 1.043860e-01\n", "PAX8 8.573333e-02 1.854369e-01 5.088159e+02 1.617682e-01\n", "FOXG1 7.163737e-04 1.245551e-03 3.281346e+04 1.379223e-02\n", "DLX5 4.926519e-06 4.093959e-07 2.918622e+04 4.613942e+00\n", "GFP 1.213892e-05 9.526380e-01 9.266342e+00 1.616078e-07\n", "RPLPO 4.642122e-03 2.879719e-01 8.700341e+01 9.519305e-02\n", "OCT3-4 2.762549e+00 8.473747e+00 4.813932e+03 7.732078e-02\n", "PAX6 1.648324e+00 4.093959e-07 1.010754e+06 4.314137e+01\n", "BRN3A 5.080351e-01 1.256888e-02 1.100708e+06 2.408395e+01\n", "NESTIN 1.458802e-03 2.479292e-01 2.486919e+05 6.670783e-02\n", "SIX1 3.481682e-03 7.541524e-02 5.649862e+03 8.881825e-02\n", "GATA3 3.175219e-02 1.957386e-01 4.476464e+05 2.545463e-01\n", "RNA SPIKE H10_1 2.789209e-02 8.680970e-02 3.364592e+06 1.067272e-01\n", "NANOG 2.088439e-08 4.093959e-07 6.076395e+03 2.046071e-02\n", "SOX2 2.804579e-03 6.721840e-02 1.304311e+04 9.793715e-02\n", "ATOH1 2.935716e-04 1.788721e-01 1.349304e+03 2.004063e-01\n", "BRN3C 1.860714e-02 3.640155e+00 2.219581e+04 3.818294e-01\n", "MYOSIN7A 2.150667e-03 9.861344e-03 1.194342e+03 1.264753e-02\n", "SOX9 2.137292e-03 1.103324e-02 4.679050e+03 4.537370e-02\n", "SYP 9.251661e-04 2.467168e-02 3.326986e+03 4.352319e-03\n", "RNA SPIKE H10 1.605395e-01 4.093959e-07 7.352769e+04 7.309923e-02\n", "MEIS1 1.243764e-04 5.434487e+02 4.080812e-02 1.616078e-07\n", " [,9] [,10] [,11] [,12] [,13] \n", "RNA SPIKE 1.000000e+00 1.000000e+00 ⋯ 1.000000e+00 1.000000e+00\n", "B-ACTIN 3.216992e-04 6.529950e+01 ⋯ 1.116346e-03 1.000000e+00\n", "PAX2 1.733789e-01 5.586993e+01 ⋯ 4.924087e-02 1.843296e+04\n", "PAX8 8.356253e-02 2.745643e+02 ⋯ 1.926332e-02 2.647002e+05\n", "FOXG1 3.020644e-02 2.460705e+01 ⋯ 2.191405e-02 3.447044e+05\n", "DLX5 2.641755e-07 2.833750e-04 ⋯ 7.348739e-07 3.068742e+09\n", "GFP 1.547179e-05 2.833750e-04 ⋯ 5.754874e-03 1.000000e+00\n", "RPLPO 7.110033e-02 1.269334e+01 ⋯ 4.512279e-02 7.745120e+04\n", "OCT3-4 1.522109e+01 2.157176e+02 ⋯ 3.131817e+00 9.723202e+06\n", "PAX6 9.247094e+00 9.151904e+01 ⋯ 2.431759e+00 4.804890e+07\n", "BRN3A 4.055838e+00 2.189133e+05 ⋯ 1.375542e+00 1.000000e+00\n", "NESTIN 1.364080e-01 1.738949e+03 ⋯ 3.542717e-02 7.063032e+04\n", "SIX1 2.641755e-07 4.426431e+02 ⋯ 4.024630e-02 2.241337e+05\n", "GATA3 4.266130e-01 1.646287e+03 ⋯ 3.726590e-02 1.895118e+04\n", "RNA SPIKE H10_1 3.947273e-02 6.476183e+02 ⋯ 2.711058e-02 1.000000e+00\n", "NANOG 6.844078e-02 2.459368e+04 ⋯ 1.982158e+01 3.630438e+02\n", "SOX2 1.994264e-02 6.892713e+01 ⋯ 2.804719e-02 2.423828e+04\n", "ATOH1 4.100865e-01 2.833750e-04 ⋯ 5.208458e-02 1.463509e+06\n", "BRN3C 5.370022e-01 7.973117e+02 ⋯ 1.032347e-01 4.498237e+05\n", "MYOSIN7A 1.073897e-02 1.408414e+01 ⋯ 1.665386e-02 1.318857e+04\n", "SOX9 1.011752e-02 1.140821e+01 ⋯ 3.384128e-03 8.462851e+02\n", "SYP 7.452438e-04 1.178598e+01 ⋯ 1.889212e-03 3.069951e+03\n", "RNA SPIKE H10 3.757716e-02 7.717170e+01 ⋯ 1.307606e-01 2.344512e+04\n", "MEIS1 2.751221e+01 2.833750e-04 ⋯ 1.755381e-03 1.017835e+07\n", " [,14] [,15] [,16] [,17] \n", "RNA SPIKE 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00\n", "B-ACTIN 9.060813e-05 5.417550e-05 3.451653e+04 1.333099e-03\n", "PAX2 1.119557e-01 1.171905e-02 1.531482e-01 3.494117e-01\n", "PAX8 1.846120e-07 7.249373e-02 7.229661e-01 1.133669e+00\n", "FOXG1 6.016215e-02 3.713512e-03 8.322402e+00 1.120333e-01\n", "DLX5 7.059864e-05 2.647914e-02 1.442929e+00 1.161393e-02\n", "GFP 1.446791e-02 1.078104e-07 2.229710e-02 2.748903e-02\n", "RPLPO 7.999203e-02 2.976994e-02 7.220006e+00 2.455349e-01\n", "OCT3-4 6.108661e-02 2.629623e-02 2.206867e+00 4.447738e+01\n", "PAX6 4.002375e-02 2.012516e+00 1.736280e+00 6.964752e+01\n", "BRN3A 2.273747e+01 9.050065e-01 8.950251e-01 2.879576e-02\n", "NESTIN 1.737398e-01 5.172480e-02 1.072517e+00 1.108032e+00\n", "SIX1 2.772002e-01 2.593421e-02 2.273521e-01 5.666652e-07\n", "GATA3 1.749570e+00 2.433323e-01 7.868409e+01 7.567707e-02\n", "RNA SPIKE H10_1 2.146521e+00 4.483994e-03 8.657797e+00 1.428004e+00\n", "NANOG 6.310002e-05 1.244874e+00 8.265739e+02 3.509029e+01\n", "SOX2 1.748183e-02 4.710422e-02 4.425989e+00 5.666652e-07\n", "ATOH1 1.846120e-07 1.078104e-07 2.545336e-02 3.669645e-05\n", "BRN3C 5.433674e-01 6.934809e-02 1.080030e+01 1.697016e+00\n", "MYOSIN7A 5.925169e-02 4.490214e-03 1.951966e-01 5.703534e-02\n", "SOX9 1.572356e-01 4.587742e-03 1.884263e+00 2.737495e-02\n", "SYP 2.050228e-03 9.806324e-04 2.102346e+00 5.666652e-07\n", "RNA SPIKE H10 1.048210e-01 1.389780e-02 1.261063e-05 5.200464e-05\n", "MEIS1 1.846120e-07 2.999928e-01 1.277405e+03 1.885287e-03\n", " [,18] [,19] [,20] [,21] \n", "RNA SPIKE 1.000000e+00 1.000000e+00 1.000000e+00 1.000000e+00\n", "B-ACTIN 3.925249e-03 2.979652e+02 2.828427e+00 1.366108e+01\n", "PAX2 6.062262e-02 8.975101e-01 1.383122e-01 5.465250e+04\n", "PAX8 2.510419e-01 2.556199e+00 1.539998e-01 4.726775e-02\n", "FOXG1 1.507185e-02 4.160994e-01 4.584563e-03 2.597666e+03\n", "DLX5 1.846949e+02 5.899401e-06 2.419144e-07 1.926812e+03\n", "GFP 8.974653e-02 2.020701e-02 6.791416e-04 4.036609e+02\n", "RPLPO 2.804579e-03 7.290410e+00 8.801713e-03 3.274366e+03\n", "OCT3-4 1.333365e+01 1.922714e+02 6.000156e+00 4.726775e-02\n", "PAX6 3.867756e-07 1.486731e+02 3.403116e-02 3.258842e+05\n", "BRN3A 3.368420e+01 1.713649e+01 1.802321e-02 5.401498e+05\n", "NESTIN 4.839494e-02 3.090688e-01 2.419144e-07 4.744367e+03\n", "SIX1 4.773105e-01 3.424582e-01 2.419144e-07 2.736552e+05\n", "GATA3 8.338479e-03 3.101727e+01 1.765230e-02 3.332265e+07\n", "RNA SPIKE H10_1 1.495886e+00 4.132458e+00 4.642353e-02 3.945521e+03\n", "NANOG 6.760228e+01 5.899401e-06 8.025774e-05 1.558407e+01\n", "SOX2 8.626553e-03 1.039528e-01 3.092677e-02 5.552801e+03\n", "ATOH1 5.062522e-02 8.466187e-04 2.518883e-03 1.376770e+04\n", "BRN3C 1.234501e-01 9.548589e+04 2.735462e-03 2.693137e+04\n", "MYOSIN7A 7.193951e-03 1.903671e-03 1.326713e-02 2.275551e+03\n", "SOX9 4.809637e-01 2.494682e-02 1.363067e-02 1.033985e+03\n", "SYP 1.685042e-03 4.041403e-02 4.024430e-03 7.809032e+02\n", "RNA SPIKE H10 1.386962e-01 5.991246e-02 5.617220e-02 1.114416e+04\n", "MEIS1 5.750886e-03 6.501553e-03 2.419144e-07 4.726775e-02" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Gene_expression=2^-deltaCt\n", "Gene_expression" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Log_trans<- -deltaCt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once the data has been reorganised and transformed we can start the analysis with visulaising it using boxplot and density plots." ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg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\nAACJ+L8Ij5qfXa3g+gAAAABJRU5ErkJggg==", "text/plain": [ "Plot with title “Box plot of gene expression data for 24 genes \n", " analysed in 48 experiments”" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "boxplot(Log_trans, col=\"light blue\", bg=\"gray\", ylab=\"Log2(deltaCt)\", xlab=\"Experiment number\",\n", " main=\"Box plot of gene expression data for 24 genes \\n analysed in 48 experiments\")" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg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\nIiIi8hMMdkRERER+4v8BUxy5kYdZ+iIAAAAASUVORK5CYII=", "text/plain": [ "Plot with title “Density curves for 48 experiments”" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "a<-1\n", "plot(density(Log_trans[,1]), col=1, xlim=c(max(Log_trans)+10, min(Log_trans)-10), \n", " ylim=c(0, 0.17), main=\"Density curves for 48 experiments\", xlab=\"Log2(deltaCt)\")\n", "\n", "for (a in 2:48) {\n", " lines(density(Log_trans[,a]), col=a)\n", "}\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the box plot, we can notice that about 6 of the experiments had a higher median than the rest. Most of the medians lie within the -10 to 0 range, while these 6 experiments had medians between 5 to 20. This could suggest that the overall expressions of these 24 genes are higher in these 6 experiments due to a functional diference or that they can be artifacts. The cells with similar distribution of gene expression can be cells that are synchronous cells or are functionally similar ( same stage of differentiation). However, it would be worth analysing expression of individual genes to find a more specific correlation.\n", "\n", "\n", "The density curves (each curve = one experiment) are mostly similar, and the peaks for most experiments lie under 0.10. A few of the curves, however, peak between 0.10 and 0.17; these may correspond to the 6 higher experiments in the box plot. Conclusions could therefore be drawn in a similar manner with density plots." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data Normalisation\n", "Normalising the data in an important step in data analysis of gene expression level. There are two types of data normalisation that we will use in this module: scaling normalisation and quantile normalisation. \n", "\n", "** Exercise 11**: Using the single cell data try different type of data normalisation and run the high level data analysis that you implemented in *Exercise 10* on the normalised data. Explain in a markdown cell what you have found. \n" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg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", "text/plain": [ "Plot with title “Median-normalised box plot of gene expression data for 24 genes \n", " analysed in 48 experiments”" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg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\nf+h4AAAAAElFTkSuQmCC", "text/plain": [ "Plot with title “Median-normalised density curves for 48 experiments”" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "med_att <- apply(Log_trans, 2, median)\n", "scaledData<-sweep(data.matrix(Log_trans), 2, med_att)\n", "\n", "boxplot(scaledData, col=\"light blue\", bg=\"gray\", ylab=\"Log2(deltaCt)\", xlab=\"Experiment number\",\n", " main=\"Median-normalised box plot of gene expression data for 24 genes \\n analysed in 48 experiments\")\n", "\n", "a=1\n", "plot(density(scaledData[,1]), col=1, xlim=c(max(scaledData)+10, min(scaledData)-10), \n", " ylim=c(0, 0.17), main=\"Median-normalised density curves for 48 experiments\", xlab=\"Log2(deltaCt)\")\n", "\n", "for (a in 2:48) {\n", " lines(density(scaledData[,a]), col=a)\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The normalisation shows an obvious change, the medians of the 48 experiments afre now alligned, giving a better visualisation of density distribution and highlights the peaks." ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg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", "text/plain": [ "Plot with title “Quantile-normalised box plot of gene expression data for 24 genes \n", " analysed in 48 experiments”" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg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\nDHZEREREGoLBjoiIiEhD/B+cZeYvyXALLgAAAABJRU5ErkJggg==", "text/plain": [ "Plot with title “Quantile-normalised density curves for 48 experiments”" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "quantile_normalisation <- function(df){\n", " df_rank <- apply(df,2,rank,ties.method=\"average\")\n", " df_sorted <- data.frame(apply(df, 2, sort))\n", " df_mean <- apply(df_sorted, 1, mean)\n", " \n", " index_to_mean <- function(my_index, my_mean){\n", " return(my_mean[my_index])\n", " }\n", " \n", " df_final <- apply(df_rank, 2, index_to_mean, my_mean=df_mean)\n", " rownames(df_final) <- rownames(df)\n", " return(df_final)\n", "}\n", "\n", "scaledData2<-quantile_normalisation(Log_trans)\n", "\n", "boxplot(scaledData2, col=\"light blue\", bg=\"gray\", ylab=\"Log2(deltaCt)\", xlab=\"Experiment number\",\n", " main=\"Quantile-normalised box plot of gene expression data for 24 genes \\n analysed in 48 experiments\")\n", "\n", "a<-1\n", "plot(density(scaledData2[,1]), col=1, xlim=c(max(scaledData2)+10, min(scaledData2)-10), \n", " ylim=c(0, 0.17), main=\"Quantile-normalised density curves for 48 experiments\", xlab=\"Log2(deltaCt)\")\n", "\n", "for (a in 2:48) {\n", " lines(density(scaledData2[,a]), col=a)\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The boxplot show the radical effect that the quantile normalisation has had on the data. The experiments have the same quantiles and medians are alligned. However, this normalisation makes it difficult to visualise the difference in data and we loose the peaks that we had noticed above. We can therefore conclude that this normalisation highlits significant changes when data we are analysing has strong expression signals. In tjis case it flattens too much the tails and we loose possible differences that are here only expressed a low signal. The scaling normalisation appears to be more appropriate. " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "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": "3.2.4" }, "name": "Week_9_practical.ipynb" }, "nbformat": 4, "nbformat_minor": 0 }