{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false, "hidden": true }, "outputs": [], "source": [ "library(IRkernel)\n", "library(IRdisplay)\n", "library(repr)\n", "library(base64enc)\n", "\n", "suppressPackageStartupMessages({\n", " library(xlsx)\n", " library(destiny)\n", " library(Biobase)\n", "})\n", "\n", "options(device = function(...) png('/dev/null', 7, 6, 'in', res = 120))\n", "options(repr.plot.width = 7, repr.plot.height = 6)\n", "options(jupyter.plot_mimetypes = c('application/pdf', 'image/png'))\n", "\n", "setHook('on.rgl.close', function(...) {\n", " name <- tempfile()\n", " par3d(windowRect = c(0, 0, 1200, 1200))\n", " Sys.sleep(1)\n", " \n", " rgl.snapshot( filename = paste0(name, '.png'))\n", " #rgl.postscript(filename = paste0(name, '.pdf'), fmt='pdf') # doesn’t work with spheres\n", " \n", " res <- getOption('repr.plot.res')\n", " \n", " publish_mimebundle(list(\n", " 'image/png' = base64encode(paste0(name, '.png'))\n", " #, 'application/pdf' = base64encode(paste0(name, '.pdf'))\n", " ), list(\n", " width = res * getOption('repr.plot.width'),\n", " height = res * getOption('repr.plot.height')\n", " ))\n", "}, 'replace')" ] }, { "cell_type": "markdown", "metadata": { "name": "introduction" }, "source": [ "Diffusion maps are spectral method for non-linear dimension reduction introduced by Coifman et al. (2005). Diffusion maps are based on a distance metric (diffusion distance) which is conceptually relevant to how differentiating cells follow noisy diffusion-like dynamics, moving from a pluripotent state towards more differentiated states.\n", "\n", "The R package **destiny** implements the formulation of diffusion maps presented in Haghverdi et al. (2015) which is especially suited for analyzing single-cell gene expression data from time-course experiments. It implicitly arranges cells along their developmental path, with bifurcations where differentiation events occur.\n", "\n", "In particular we follow Haghverdi et al. (2015) and present an implementation of diffusion maps in R that is less affected by sampling density heterogeneities and thus capable of identifying both abundant and rare cell populations. In addition, **destiny** implements complex noise models reflecting zero-inflation/censoring due to drop-out events in single-cell qPCR data and allows for missing values. Finally, we further improve on the implementation from Haghverdi et al. (2015), and implement a nearest neighbour approximation capable of handling very large data sets of up to 300.000 cells.\n", "\n", "For those familiar with R, and data preprocessing, we recommend the section [Plotting](#Plotting).\n", "\n", "All code in this vignette is accessible via `edit(vignette('destiny'))`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Preprocessing of single qPCR data\n", "================\n", "\n", "As an example, we present in the following the preprocessing of data from Guo et al. (2010). This dataset was produced by the Biomark RT-qPCR system and contains Ct values for 48 genes of 442 mouse embryonic stem cells at 7 different developmental time points, from the zygote to blastocyst.\n", "\n", "Starting at the totipotent 1-cell stage, cells transition smoothly in the transcriptional landscape towards either the trophoectoderm lineage or the inner cell mass. Subsequently, cells transition from the inner cell mass either towards the endoderm or epiblast lineage. This smooth transition from one developmental state to another, including two bifurcation events, is reflected in the expression profiles of the cells and can be visualized using **destiny**.\n", "\n", "Import\n", "-----\n", "\n", "Downloading the table S4 from the [publication website](http://www.sciencedirect.com/science/article/pii/S1534580710001103) will give you a spreadsheet “mmc4.xls”, from which the data can be loaded:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
CellActbAhcyAqp3Atp12aBmp4Cdx2Creb312Cebpa
1C 1 14.0119.2823.8928 28 21.2820.8428.00
1C 2 13.6818.5628.0028 28 23.4320.9328.00
1C 3 13.4218.1926.1828 28 22.8719.6128.00
1C 4 13.6918.5928.0028 28 23.2820.7228.00
1C 5 13.4718.6024.2028 28 24.1921.7523.69
1C 6 12.8617.3725.5328 28 21.8721.2728.00
1C 7 12.9517.3723.9328 28 22.7421.1228.00
1C 8 12.7718.4023.6828 28 24.1419.8028.00
1C 9 13.2918.2628.0028 28 21.9121.1828.00
\n" ], "text/latex": [ "\\begin{tabular}{r|lllllllll}\n", " Cell & Actb & Ahcy & Aqp3 & Atp12a & Bmp4 & Cdx2 & Creb312 & Cebpa\\\\\n", "\\hline\n", "\t 1C 1 & 14.01 & 19.28 & 23.89 & 28 & 28 & 21.28 & 20.84 & 28.00\\\\\n", "\t 1C 2 & 13.68 & 18.56 & 28.00 & 28 & 28 & 23.43 & 20.93 & 28.00\\\\\n", "\t 1C 3 & 13.42 & 18.19 & 26.18 & 28 & 28 & 22.87 & 19.61 & 28.00\\\\\n", "\t 1C 4 & 13.69 & 18.59 & 28.00 & 28 & 28 & 23.28 & 20.72 & 28.00\\\\\n", "\t 1C 5 & 13.47 & 18.60 & 24.20 & 28 & 28 & 24.19 & 21.75 & 23.69\\\\\n", "\t 1C 6 & 12.86 & 17.37 & 25.53 & 28 & 28 & 21.87 & 21.27 & 28.00\\\\\n", "\t 1C 7 & 12.95 & 17.37 & 23.93 & 28 & 28 & 22.74 & 21.12 & 28.00\\\\\n", "\t 1C 8 & 12.77 & 18.40 & 23.68 & 28 & 28 & 24.14 & 19.80 & 28.00\\\\\n", "\t 1C 9 & 13.29 & 18.26 & 28.00 & 28 & 28 & 21.91 & 21.18 & 28.00\\\\\n", "\\end{tabular}\n" ], "text/plain": [ " Cell Actb Ahcy Aqp3 Atp12a Bmp4 Cdx2 Creb312 Cebpa\n", "1 1C 1 14.01 19.28 23.89 28 28 21.28 20.84 28.00\n", "2 1C 2 13.68 18.56 28.00 28 28 23.43 20.93 28.00\n", "3 1C 3 13.42 18.19 26.18 28 28 22.87 19.61 28.00\n", "4 1C 4 13.69 18.59 28.00 28 28 23.28 20.72 28.00\n", "5 1C 5 13.47 18.60 24.20 28 28 24.19 21.75 23.69\n", "6 1C 6 12.86 17.37 25.53 28 28 21.87 21.27 28.00\n", "7 1C 7 12.95 17.37 23.93 28 28 22.74 21.12 28.00\n", "8 1C 8 12.77 18.40 23.68 28 28 24.14 19.80 28.00\n", "9 1C 9 13.29 18.26 28.00 28 28 21.91 21.18 28.00" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "library(xlsx)\n", "raw_ct <- read.xlsx('mmc4.xls', sheetName = 'Sheet1')\n", "\n", "raw_ct[1:9, 1:9] #preview of a few rows and columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The value 28 is the assumed background expression of 28 cycle times.\n", "\n", "In order to easily clean and normalize the data without mangling the annotations, we convert the `data.frame` into a Bioconductor `ExpressionSet` using the `as.ExpressionSet` function from the **destiny** package, and assign it to the name `ct`:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "ExpressionSet (storageMode: lockedEnvironment)\n", "assayData: 48 features, 442 samples \n", " element names: exprs \n", "protocolData: none\n", "phenoData\n", " sampleNames: 1 2 ... 442 (442 total)\n", " varLabels: Cell\n", " varMetadata: labelDescription\n", "featureData: none\n", "experimentData: use 'experimentData(object)'\n", "Annotation: " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "library(destiny)\n", "library(Biobase)\n", "\n", "ct <- as.ExpressionSet(raw_ct)\n", "ct" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The advantage of `ExpressionSet` over `data.frame` is that tasks like normalizing the expressions are both faster and do not accidentally destroy annotations by applying “normalization” to columns that are not expressions. The approach of handling a separate expression `matrix` and annotation `data.frame` requires you to be careful when adding or removing samples on both variables, while `ExpressionSet` does it internally for you.\n", "\n", "The object internally stores an expression matrix of features × samples, retrievable using `exprs(ct)`, and an annotation `data.frame` of samples × annotations as `phenoData(ct)`. Annotations can be accessed directly via `ct$column` and `ct[['column']]`. Note that the expression matrix is transposed compared to the usual samples × features `data.frame`.\n", "\n", "Data cleaning\n", "----------\n", "\n", "We remove all cells that have a value bigger than the background expression, indicating data points not available (`NA`). Also we remove cells from the 1 cell stage embryos, since they were treated systematically different (Guo et al., 2010).\n", "\n", "For this, we add an annotation column containing the embryonic cell stage for each sample by extracting the number of cells from the “Cell” annotation column:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "num_cells <- gsub('^(\\\\d+)C.*$', '\\\\1', ct$Cell)\n", "ct$num_cells <- as.integer(num_cells)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then use the new annotation column to create two filters:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# cells from 2+ cell embryos\n", "have_duplications <- ct$num_cells > 1\n", "# cells with values ≤ 28\n", "normal_vals <- apply(exprs(ct), 2, function(smp) all(smp <= 28))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use the combination of both filters to exclude both non-divided cells and such containing Ct values higher than the baseline, and store the result as `cleaned.ct`:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "cleaned_ct <- ct[, have_duplications & normal_vals]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Normalization\n", "----------\n", "\n", "Finally we follow Guo et al. (2010) and normalize each cell using the endogenous controls Actb and Gapdh by subtracting their average expression for each cell. Note that it is not clear how to normalise sc-qPCR data as the expression of housekeeping genes is also stochastic. Consequently, if such housekeeping normalisation is performed, it is crucial to take the mean of several genes." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "housekeepers <- c('Actb', 'Gapdh') # houskeeper gene names\n", "\n", "normalizations <- colMeans(exprs(cleaned_ct)[housekeepers, ])\n", "\n", "guo_norm <- cleaned_ct\n", "exprs(guo_norm) <- exprs(guo_norm) - normalizations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The resulting `ExpressionSet` contains the normalized Ct values of all cells retained after cleaning.\n", "\n", "Plotting\n", "====\n", "\n", "The data necessary to create a diffusion map with our package is a a cell×gene `matrix` or `data.frame`, or alternatively an `ExpressionSet` (which has a gene×cell `exprs` matrix). In order to create a `DiffusionMap` object, you just need to supply one of those formats as first parameter to the `DiffusionMap` function. In the case of a `data.frame`, each floating point column is interpreted as expression levels, and columns of different type (e.g. `factor`, `character` or `integer`) are assumed to be annotations and ignored. Note that single-cell RNA-seq count data should be transformed using a variance-stabilizing transformation (e.g. log or rlog); the Ct scale for qPCR data is logarithmic already (an increase in 1 Ct corresponds to a doubling of transcripts).\n", "\n", "In order to create a diffusion map to plot, you have to call `DiffusionMap`, optionally with parameters. If the number of cells is small enough (< ~1000), you do not need to specify approximations like `k` (for k nearest neighbors).\n", "\n", "If you started reading here, execute `data(guo.norm)` to load the dataset that was created in the previous section." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "library(destiny)\n", "#data(guo_norm)\n", "dm <- DiffusionMap(guo_norm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Simply calling `plot` on the resulting object `dif` will visualize the diffusion components:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "application/pdf": 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", 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(dm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The diffusion map nicely illustrates a branching during the first days of embryonic development.\n", "\n", "The annotation column containing the cell stage can be used to annotate our diffusion map. Using the annotation as `col` parameter will automatically color the map using the current R color palette. Use `palette(colors)` to configure it globally or `plot(..., pal = colors)` for one plot." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "application/pdf": 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", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "palette(cube_helix(6)) # configure color palette\n", "\n", "plot(dm, pch = 20, # pch for prettier points\n", " col_by = 'num_cells', # or “col” with a vector or one color\n", " legend_main = 'Cell stage')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Three branches appear in the map, with a bifurcation occurring the 16 cell stage and the 32 cell stage. The diffusion map is able to arrange cells according to their expression profile: Cells that divided the most and the least appear at the tips of the different branches.\n", "\n", "In order to display a 2D plot we supply a vector containing two diffusion component numbers (here 1 & 2) as second argument." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "application/pdf": 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", "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(dm, 1:2, pch = 20, col_by = 'num_cells',\n", " legend_main = 'Cell stage')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternative visualizations\n", "-------------\n", "\n", "Diffusion maps consist of eigenvectors called Diffusion Components (DCs) and corresponding eigenvalues. Per default, the first 20 are returned.\n", "\n", "You are also able to use packages for interative plots like `rgl` in a similar fashion, by directly subsetting the DCs using `eigenvectors(dif)`:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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" }, "metadata": { "height": 720, "width": 840 }, "output_type": "display_data" } ], "source": [ "library(rgl)\n", "plot3d(eigenvectors(dm)[, 1:3],\n", " col = log2(guo_norm$num_cells),\n", " type = 's', radius = .01)\n", "view3d(theta = 10, phi = 30, zoom = .8)\n", "# now use your mouse to rotate the plot in the window\n", "rgl.close()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the popular `ggplot2` package, there is built in support in the form of a `fortify.DiffusionMap` method, which allows to use DiffusionMap objects as `data` parameter in the `ggplot` and `qplot` functions:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/pdf": 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", 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "library(ggplot2)\n", "qplot(DC1, DC2, data = dm, colour = factor(num_cells)) +\n", " scale_color_cube_helix()\n", "# or alternatively:\n", "#ggplot(dif, aes(DC1, DC2, colour = factor(num.cells))) + ..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As aesthetics, all diffusion components, gene expressions, and annotations are available. If you plan to make many plots, create a `data.frame` first by using `as.data.frame(dif)` or `fortify(dif)`, assign it to a variable name, and use it for plotting.\n", "\n", "Parameter selection\n", "=========\n", "\n", "The most important parameter for the visualization, `dims`, is described in the following section. An important parameter in v1, $\\sigma$, is explained in its own vignette “Global Sigma”.\n", "\n", "[Other parameters](#Other-parameters) are explained at the end of this section.\n", "\n", "Dimensions `dims`\n", "-------------\n", "\n", "Diffusion maps consist of the eigenvectors (which we refer to as diffusion components) and corresponding eigenvalues of the diffusion distance matrix. The latter indicate the diffusion components’ importance, i.e. how well the eigenvectors approximate the data. The eigenvectors are decreasingly meaningful." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "application/pdf": 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", 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(eigenvalues(dm), ylim = 0:1, pch = 20,\n", " xlab = 'Diffusion component (DC)', ylab = 'Eigenvalue')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The later DCs often become noisy and less useful:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "hidden": true }, "outputs": [], "source": [ "oh <- options('repr.plot.height')\n", "options(repr.plot.height = 3)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "application/pdf": 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", 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k9z39Jw8Z8+D1rRcnQqhDkMqkv/z59XefL/vnj80GfZ1cLrth6oQXX31CGRLU3qG1EXN1rbmqhrXZxIEBlGXVaRlNVB0QKhRtGBryaZjY+QpGJEyaOjrz773Ol4QQqUTYzMTOhWO5M/8eK88sufX1GVJ/eSuEiRDqMPwD/Oa/9ez8t57VavSBQf6ENLeaUkdHWbby8Im6olLXlvrP7mViGiMQ+sXHtEloCGFXrC/Rl1a7vnawXE2T8yeaUJ1fsfP7TVcpKIRQhxekDPCdrA4AVGfT3bM6APAcbuhCCIkYNUQok7Z+XAgBYGLnO+oqVOUnMlwvTWaH9xvRpRWczDGqcbwdQsj3UKrLLWx+sXdKqSjArzUDQqgBTOx8RdG+s+4vWS8jfJuLgrZSfUVXQAihDoi12ji7zWu3Kx+bVt968SDUCCZ2vsKqr3N/KRZe6X+9WNaCebUIIdQ5MEIhtLDfmREKWikYhDxhYucrxAEN5jrIZSKxWHB5g2IIQ2SB8pB4XCQHIeRziFAgCw/1so/nnkoYRhoW0roxIeQGEztfETOsj/tLQiA+0l8kbvAcqZCJJOLGT5ZCccOp0wSAwvhHJuM6Ywgh3xQ2uD8jEFwcZkcAAIJ6dg8fNhDcsjvn38F9ewkk2L+B2g6WO/EVyoSowC4RuqIq1xaxWNA9PkhvsFqsLCEgl4n85CKOozo76AxWk9YoC5Anjekz7K6xJ/46dGbTMepc8JuCSCryVoQTIYQ6PYkyKH7aDbWnz5krqjiWFQf4K5OT/BPiAUAoldaeTrPpDQAgkMtDUpIDunVp73jR5bCYLOUFlQAQnRAplXekSc2Y2PkQmTLAPbEDAAIQ6C8J9L+4hWHIhCenhiTGsnaHQCQEgIqs0jMbj1K3kcJ2m33bV/8ERirDu0W1VewIIXQNEfkposYOBwCg1L0HVhEbpYiN4mx2SqlAIm63+NAV4Fhu0/ItG5dvtVvtACCSiKbNnjx19pSO0k/VMaJEV85uslSn5V/iIAKKiOCQxFgAcGZ1AJC29SSl7nkdUI5SStO2nmytWBFCqKPgG1fHiEWY1XVcq79e99fijXZb/UJNdpvjr8Ub13yzrn2jaj5ssfMVNemFHMs2fQzDCBInj2i0UV1aw3csUZfWXqXQEEKI344t+9au2lBSVB4ZGTbxxjEzZk8XCvHXFmpFBm3dzj/2AAFw1XqlFAjsWLNn6uwp/kEdoCQh/oT4Cov2EvWEOUoJy55fvX3I03fIQy+u9iiUiAghZpvdZLNRoHKxRCYSEgCRFJ9HEUKtaMFL729Yt40QQiktKSw/dvj0pn92/LTqc1mHGvCEOpbCzGLOOaDcHQWOckVZxX2HJ7dHUC2DiZ2vEHm5FXIcrVGbtQYLy1KBgAT6SeDHfyRymUAiUnaL7jJ+YGTP2KOHz6lNRufDCwEIksvilcExfXBEMEKotWzbuGfDum1wYbUuSjkAOHcmY9mPvz/14kPtGxvqzLwvytRRZg1iYucrQnvG524+QjnqXjCdo7SgVGe11XfRsixV6yyG9IpusUFCIaMvra44lXVaVacyGV2nUACNySyUGFJuGtLoLbJO55w9dE5bq4uMCx9984iQyOA2+FwIoc7HarG+u+B/PDsYsmPz3g6U2Blq9fnHsvQ1uoCwwG7DevqHBrR3ROgS4pPiCEOAa5zfEYbEJ8W1T0wthImdr5CFBEYOTKo4mem+UaOzurI6F7udU+ssYcEyANCq9WcOZ4CHGo1er60LvbD4BMdySz9YcfDfI64DNi3f8sDLM8bdOvoqfwyEkA9Ys+IfHe8yXBxV12jaPJzLlLrlxMGVu9gLY/APrdo9+oFJ/ac0fiRG15TAkIDxt47Z8/f+RtvH3zomMKRj5OWY2PkKi9ZgKG883cFotBHi0fBMiNFkq0/s6izUS7t0aW5ZaFR9OfWdf+5xz+oAwOFwLP94Vfd+3WISLl0S5cTu06mHzunU+ojY8PHTxzTnFIRQJ3Zw33GeWxMAAETFRbZ5OJej9HzRvqXbLhYxBmBt7L5l24LjwmJxHAsfba3OP8hPcA0sv3b/S3dL5ZJtq3dxLAcAjIC54Z5Jdz55a3vH1VyY2PkEU432xHfrHFZ7o+0sb9ZGKXdhJAHjfUnE9cs29xiQqPCXA8D+jYeh4W2YckCBO7z56F1PT28iMLvN/s1ri1MPnyNAKIE0en7n2r0znr3jxnsnNf/TIYQ6GaPBWL/KjYep029o+3guw/kdpwGg4UegQGH71+uTRicnjekb1jWifSK7xlhMlvU//7v7r/1Ws5URCPqPTJ7x3J0Rce25ZKVQJLzn2Tsm33d9SW4pAMQlxnaUtjonrGPnE/K2HXXYGmd1ACARCfjunCC+sLBYiL9cwBDe7K4wo2jZByucX9dW1PI8XBOo8WgjbGTziu2ph8+B84bnHCLN0dVfry3OKW36RIRQJxafEMv71BkRGXrvrKaeFa8d2go1AZ5bp1FtOL3h6JrXfj66Zl/bR3WtYR3sJ899ueW3HVazFQA4lj1zMO3dRz+q5i+z1aYCQwL6Dk/uOzy5Y2V1gImdT6Cgyi7lTeCUQfxTZZWB9dtFQmbkiGRvk4RO7T2rrdUBgNxfzlOlk0LqkfOv3/fOLx+u1NRoea9weOtRj7SRUo4e3X7c26dBCHV6d91/CyGk4c2BAMA7H79yGV11mem5a1dtXLd6U25WwdWLsQHKsjadxlJTZdNpKMsCgFgm4cvrLhzP0eNrDxSfvVTR+M7u6PYTBRmFDTZRMNdZ/v5pU/sE1ClgV2znRzmOYx28u2QSYXS4X2WN0TUBiDAkMkSukImcL/0ig2c+PE3w7V97/z7Ac2VKNyzb3HNAjz7Deu/fcMjzAKvJWllUVVlUdWT7icffevDcsYySnFKxVNJ7UNINMyZJZGJ1pZr3uVxd1WHGRyOErrqBQ/q98f7Ln7z7tcVsdW4Ri4XPz58zavywFl1HrzMsnP/xji31bWOEkJtvu/7NRXPlCtlVjNam05jKijlHfa8IEQoV0fHxKd3K0ouaPjFr37n4lG5XMZIOJ+NkludGCjTjRKbndtRMmNh1fkTAyAL9zDoj71DkoACJn0JsqLPa7KxYJPBXiIXC+nZcQkjPW8eK/WQpI/vyJnYAsHvdvt3r9knkUv8gP4O2zsuoGLBZrF+//qNrV8aJzG1rdvbon2i38y+GEaD0592OEPIRdz9w69iJI3Zu2VdaXB4VEzlp8pjY+OiWXmTBS4v27rz4zEkp3fT3dgD44Is3rkqQNp1eX1BsrixnxEKBXFpeoNJV1wkcjkBlTqC/NCBYoVcbwcs0EEJA76Urw3fYrHbe3xp2jxHhqPkwsfMJ0cP75G096m2vUEBcfa/uKKX5248PfOyWHindhSKhw8F6q9xos1hsZjL0ukFl+RW15Sqb1eZxqcan1GmNp/ed9byU82d88ISBTX8ihFCnFxkd/sAjd1326UX5Je5Zncvm9TtfXvBUWHjIFYQGAKBKTdecz6IcBwAalSn1VKXFfKHRjpCu3ZXDhkfn5aqrqs0mnYk3fZEFyK8who4uJiHquOfwbEJiurc4iUcuOMbOJ8SPSYkZlsw/CaJJ2oKK7PX7xULBHXNuAUoJw38FygEAVBRVWUwWz6yuRSjA9XdPSBqQeCUXQQihnGz+EXUcx+VlF17hxeuKy9RpGc6szmZlTx0rd2V1AEApLchVl5XqkpLDJtzYffiMcZ5ZHaWQMCTpCsPo6MZOGyWWiglzMRUhBCil1989sR2j6uiwxc4nEIb0vG1s9NDe6txSe53ZAUz6wXR1uYo6OJlEEBYsF4n4U3wKtPRoem1m0aSn7wyPDVv344aKokpKKfFohKOUluaWuf98Xk6cQJ79aM7AsSlXchGEEAIAsVjUol2sg83JLqiurOnSNTY+IbbpJ2F9XqGrj7WiTOfgG1VSXKCNT1CyVluv8YnFp/Mrskud7XbO1W+7DOjea1y/ln+sdmCuM5fklTnsbHxijF+Q31W8sjI86MX/e3rJu7+4xlULxaI75tw6dNKgq/guvgYTOx/iHx3qHx2adyxr12d/UUqdsxasNoeuzhYf7e+aMOHJojMW7j416JbRg8YPsFlsS95bfmLXKZ7jCFDPtZNbhEC/EX2u6AoIIQQAAP0H9hEKhQ4H694JSgiRyiTJ/Ro3lR05cPK9Nz4tLqgvtDR4eMqbi+Z2S/RaSdhmqHM93RoN/N0Uxjobx1JGQAjH3r5wZtrWkzmH0/XV2qDI4J7j+iVPSrmMXpQ2Rjm66detG3/ZbLPYAYARMNfdNeHOJ28TS7z+vmipXoOSFv2+MO3w+criqqDQwOShvZRhQVfr4r4JEzvf4rA5dv/4LwXqPheVUlpeVdejq9LbWQSIKqsIbhkNAGKpuNegJP7E7srWRyYMie4aKRTh9yRC6CoIUgY8/uzM7z5fxhCGoxwAMAzhOPrs3Eelsgajis+dzXz6wfmc23PpqWOpj9zzwj+7lgcG8dcwE4hFjguTIhjvFVgO7S0aMDRaqJAzAibl5qEpNw+9Kh+tzfy9ZOOGZZtdBfkoR7ev3mXQ1s15+6Gr+C5iiWjwhAFX8YI+DsfY+ZbK7FKLwUy5ximY3cFZPBaNdaFAHZaLj6Rjp42M6dZw1S/vj52kif1uWwkhlKO3PjLV64UQQqiFnnzxoYUfzw8OrW8BCosIXfT5glmP3dPosJ+/XelgWffEjlKqVmn+WLm+urJ219b9W9bvzM9tULtEHh3pejoODfU6B8JotJ4+US4K6JDT/K1m65bftgMBeuGp3dkicGTrsaqS6nYNDTUFW0d8i1lv8raLdXAg9vLcSYjcrW1cJBa9+u3L637csH/DIYfdwTBM8pCeGaeyWZblGSAMXib7E9KjX7ec1DznK0WAfMZzd+K4CoTQVUQIuWPG1DtmTK2qqGEYEhYRyntY2tkMz5sUIeSfPzZ/++lSh6O+DuiNUye88f7cIGUAACh796grLrXpDAAQGq4Ii/CrqarjuTQFk8FaklbYdVDHmxBWml9ut/HXQC3MLG7fVb9QEzCx8y3+YYHedomE3ptvKY0e2tt9gyJAMWvevQ+8fI+6ShMUGigUCVf8b/WutXu9nM2/deC4lIdfn1VRVOkXoIhPipXIJM37EAgh1DIRUWEtPYVSWlRQ6j4MbtumPVqNfsmqzwCAEYnipkyqOXFGn1cEBAYMjc7JqC3MU/NeKnXryZK0wuDY0B6jeot95kaXm1Ww5JsVmem5UqlkwOA+c56fHRzidcAPuoowsfMtEd2jldHBmnJNowFxcqlQ7NZcV1Kjyyip0RotYqEwKtRv6ozrogb29LwawzChUfW1oO59/k6O4/b+s582e/qE2WiJjA+PjMfHPoRQe+o3ILmqch9vz0KjpXGOHTp17mxm35ReAMAIheHDBtUVl1GHg2FI1+5Kb4ld8Zm84jN5AHBk9Z4bn7strl+CaxflqLqs1lCjC4xQBkUHX1PTKWK7xYjEQru9cQVTQkhCb6/TSpw2/rXtjbkfcBwHQAhAelrWhrXbflr9ea8+PVozZASAY+x8DWHI5BfvUCgV7hvFQkF0xMUhICdyy/eeK6zRGW0Ots5iyylVLV6yqaq0GgA41mvWJhQJZ//nvv98+WLzg3GldJoabfrxzKKsEoedv9kfIYRaz2PPPCASChokVfVf83Q3ZKXnXjyKYUL696EUgBCJVOjnL25iwDEAmPXmf/+31qwzOl9WZpetmr9k1bzFGz9as/LlH/5c8EttYdWVf5yWKi4o3bZpz75dh2trGiSmEpn4ppk3AqWN0s2Rk4eFxzbVAqrXGd5f8BlwFCjAhQoMxjrjO69+0hrxo0awxc7nhHYJn/nFU7s/+7MqtxwA5FJhUIDE9XOrrjNnldQ6yywBgPO+ZtQbv3/rJ7vNUVlcLZGKeg/pdddT03lb2noNSortHlOaV3bJMKRyacaJrDP7UqvKqouz60sMBIYE3PfC3cOuH3x1PipCCDVDcgoTpeMAACAASURBVL+e3/36f++9/r/C/BLnlr79ks6l8ixjCgACQYOxyEG9EolQUHv6HGez9eobfvJIKTRRIYBSu9mWfSg95aahmjLVX++u5NwK4FXlV6x7Z8X9/zfHL6SNJlvotPpFb32+Zf0u5w1fJBI+9OR9z7z0CCOob/S57ZGpYolo/dLNNosNABgBc8M9E2+fc2vTlz1y4KTR2Hg8N0fp+dSsqoqay+gWRy2CiZ0v4qw2sckYE8FTZ7K81kAvToG6gEJRVglhCOWo2cie2ncm7cj5V799mbc1PigssDmJncVkObDpcKONerXhh7d/FooEg8bj1HeEUNsZNnLgX9t/yc8tqqyo7pIQFxMbOWHIdL3WQD16IQcO6dvo3MDEBKtGp8vOCwlTjBjXJet8jVZtppyXFRgBdJUaADi98QjbaGoCpTaTNXXL8VEPTLp6n6wp855+++jBi7Wr7A528Ve/EiDPznvUuYUw5OZZkyfeMb40t8zhcMQlxupUur9+XF9ZXK0MCxo4LqXfiGTPy2pUXtfAVas0mNi1NkzsOgydVp+XXSiRSroldpHJeZZ2bT51TgnLOgxGm8lqU0jFOpPVYLJKJcJIpb+deH/UdBVJoeCwOX7/4s/Xvp/reZjVZHVr8GsZSikhZNXna/VqQ2SXiKQBicyFpSw4ltOp9YEhAcyVLW6BEEK87GYbV2OSqh1mgcYWrHxu3mPvLfjU+UALUL9cRFBQwBOz5iUmJcx+/J5hoy7O4rfUqpxfBARKh46KoxQ4lu7aksN51JYCALFcAgBVuRWeC8gSQqpyK1rvM7o7dzbTPasDAKCUACxfsvrxZ2dKpBcnecgU0h4p3QHg3xXb1n7/D+Wos9bBnr/3D7t+8Jy3H3a18DlFRvOPnCaEYFbXBjCx6wAsZstX//fTb0vXsiwLAH5+imfmPXr/Q3dc9jDb3HOFG49l64yWRtuFAhId7HXarDtKaW5avsVkkXqkmCFRITlpeZcXmPPKqirV8k9WAUB0QtSctx+S+8t/XLg073wB5SgjFIyaMuyup6YHKDtkXSiE0LUp+8D5vT9vtV64K4rlknEP37jo8wWfvvddbe3FkWc6rV6j0VWUVe3bdfipFx966qWHndspx7lnaYSAQEgCgqRatdnzveJTunmNow3nTmSez/HcSAEsZmtRQWlS7+6NduWfL1z73T/ODh3Xk/uxHSe790m4YUaDJsbhoweFhCjVGq17zVRCyMixQ3BibBvAxo8OYMHLH/y6ZI2reKbRZPpo4Ze/LF59eVcrzi5ZvmST3tQ4qwMAB0uLa7QChkAzUkZKqdVs9dw++qbhV7gEhUt5QcU7j3w4/+63ctPynTcIzsEe2Hj43cc+NntkpQihDkSr0X/2wfePzHhh9h3PfPDWF1UVNe0YTFVu+fZv1ltNF29oNrN157cbB/dJ3nFs7ca9v40aN9TZC+HsX6WUAiE/fLk8L7vAebzYX9HovqeqMerUPLepnmP7RveKA4CIxCiewp8cjUiM8jyrNTRqZnMn4FtL4/DWY5Q2HqhDCDm89VijI6Uy6UffvO2nUDgPcC5cEdc15u2P/nPlYaNLwsTuWpebVbD93z1woeQ3AFCOEkJ+/HK53W6/jAtuWr6VY72P/iAgF4svmdYRAJFYuGHZll3r9pnrGjyS9hnWe/pj0whzcckJcgUPoZSj4NGXoapQeauZhxC69qWnZU0bf//S71edOnr27Onzq35Zd8vEBw7tO95e8ZzcdNRkszYo6kGBUpq29SQjYGLjok4cOdP4HEo5jtu9/aDzlcNoBgCz0V6Yq8lIqy7MU2eeqwG+kS29xvdzfjHwlhFCsbDRVFyJQppyUxstOzZgcOPBggBACAlUBnRNiPPcpapSe3YTUUprKlSeBw8bOXDTvt+efOHBCTeMvnHahFffeWHdtmVR0RFXJXLUNOyKvdalnkn33EgprTMYi/JLE3smeO5tWl5aflMNahTqrDaPh7LGA0EogN3mcGZX/yzZOGfhw32GXaxgfOsjNw8cl3J02/Gq0prQqJD8jMKcM3lXupRsQ+eOpk+dPdl9i9VszUnNU1Wqw6JDe6R0F4mv2hrVCKGr6425Hxj0deBsAKMAADar7Y2XFm0+tFoiEbdlJCePnv3k3a8z0nIoUKlQPDCmW9/I+Pr0hYC6tBYATCazzcb/FK1R6wDAVFltUWsLczU5mTW8g+rcVWSWOuvYKaNDpr/5wO7F/6qK61srI7pFTXziZkVwG40z6ZbY5ZY7btywbptrVLRzLd3n5j7G22LnH+THM3iagLeBMUHBgU+//MjVjhpdGiZ21zzvsxDcVzZsJk16lsNsaTrH4vnRbfJOVac3fvP6jx/+8V/3H++4xJi4xBjn1/OmL7i6WR0AmAwN5tKf2nf2109W6VR658uQqOCHX5uVPISnqDJCqH0V5BXnZhU02shxtLZWffp42ogxbVftaO/OQ88/tgCgPru0sLbDRZkaU9247n0AgAARSUQAoPCT+wf4GfRGz/tYdEwEAFhqVLXVxqz0Zi2fajFe7OKITIq596PHNOW1+ur2KVD89kfzo2Ojln7/mzNzDQwKfPn1J2+7+ybegweNS9m/4VDjrRQGYxGDawwmdte65P69PDcSQmQyadfu8S26lDYzt/b0uagIf32d9wFqHo1zLmOmjlQEyPf8fcBqtrkfRDlqMVmP7zx53V0TeE9kBAz/crEAACCWiifdNb7XgB4bf9mSm5bfzM8SGR/p+rogo+ib1xe7v4G6UvPFvG/eWf4GLmuB0LWmppqn586ptsbrrqvI4XCcPHq2qKD0hy+XEwDObb4/AGTWlCaFx+SrKoo0NeZjtpVHdk2eNLZneOwJfab7RRhChGLR9TeNBwBKaWmRrom7nLv0XWd7jesf3q3+DkYYEhwbFtxkvd/WIxaLnpn7yGPPPJCXUyiVSbt0jeVtq3NKGd1v1JThh7YcdbbwOf+M6xF786wbeY836OtWLl177kwGAPRJ6TXzkbv8A3hqbKGrDhO7a12v5MTx14/au+MQAeJ8rHT+OD369APilvQ2Okzm2rPnAGDkoK65BSruQjXwRoQM4/CyvMSAMf36DEveumon797qUq9jn5NSEg9XqL0ljHarfcuK7cFhQfe/dM/7c/6PdTRj8QkCUx+8eCvZ9vtOSjn3y1NK7TbHrrV77n/pnktfDSHUhiIiQr3tCo/0mt84HI7N/+w8n5opEAr7pfS6cdrEy6t8lHo6/Y2XF7kKEfPaeP6Y64aSl13wTVZBnDI0KiC4Qu+cHksAqEgifveTV5zFOyTKIGOdrZm9EqzNvuO7jfd9/CjrYAvSi2orVeExoV17dWkio2ptEqkkuV+z+jcee+vBlDH99v5zoLKoShmuHDQu5YYZE4UinkQiPS3ryVnztRqtc7z1vl2HVy1b993yT/r0x46UVoeJXQfw4Zdv/u+9b9f9vsk5M1QiFc95bvajTz/Q/CtYtbrSrXuogwWAqPCAu6f137o3W6Or7810ZooMw/QanHTDDUOWf/u3Vmd0T/sIIWKpuOegJLFEJBAKWAfr+RZyf7m3d5/20JSTe89YLTbe51nnk9+f3/3zxaaPF/w497MXv3EOvmlCn6F9ortenDhWmlvm2dJICCnJvXSdZIRQG+vSLa5ncmJ2Rl6jm0xYRIhn7V+novyS5x97vSCv2LXl5+9Xff3zh+GRXnNEXjXVqidmzjUbeUqQuHN/THTGWKKpvaHngOSIuDKtysLalHK/N79/I7FffUEQRUykWCaGOp4qAY3ozZZyvd5cXLZr3LOEMixXfy8VCJmUUf0eevUBv6BrvU1r6KRBQycNavoYjuNee+E9nU4PbgVQdTrDay+8+/fO5ViLtLVhYtcBKBTytz6Y9+QLD2Vn5onFol59egQEtmx0be2pVI69mI0lxIXMuX9EtarOUGcJDpInjhtKIiIClP4isYi1O26pUq9cupl1FWQCAgQeePkehb8cAPqNSD574JzH2hTQl6/+uFNkfMRr389d+b/VOan89e0opTaLLe9cfll+uSxQXmeoc88AY7tFGTR1Oo3hQkDk/LHzb81+f/5XLwaFBgKAQCjg7UDmfY5ECLW7RZ8tePz+l9UqDSGEEMJxnFwu++CLN0Uinl4ISum8p98uzGvQxpaVnrvg5UWLf/u0Re+77veNxrrGS101U4mmdly3Pt1D6rtQWc3F7JAwTOLY/sfWHmz6CtWGulKt1lkkgLIAcPGezDq4U/vO5qTmvb30teCIq1bpjXL0wL+Hzx5I09TqImLDxt82pufAHlfr4k3ISs91z8IvBMMV5pdkns9pZusgumz4m6/DCI8M9fZ4arfZm5gESlnWVFnTqLWMYUhkmH9kmD8AKCJDZeHBAMA52FM/rreVVCVGB+dXahwOjgJQoISSw1uOJfTuKnU4Rg/rlXkiy2KxOa/jbO0bd+vo4DBl9tnckIjgkMhgzxjie8S+9v1cvcZwZMux379ayxvnmm//Ks4qcY5Tcf6pCJD3GtTzzIHUBm2ElAJAVVH1iv+tfvaDOQCQNCCxOKe08aemtEf/xgU2EULXgh69um3cu/LXn/44e/Icy3LJ/ZJmPz4jJJQ/oTmfmpWV0fiZkFJ69ODJ8tLK6NhI3rN4ZWfkNzGMuEnExjaYGGtvOE924K0jc49mOWfR8nJwXLlO1/S7G7R1fy3e8Ogbsy8jPk82i+2zud9knc4hBABIQUbhkW3Hp9x//T3P3nFVrt+EJqoSVlXUtCixs9vtBbnFDoejW2IXqeyKllzyHZjYtRur1Xb04MmSwrKIqLAhIwYGKQNaegW7zb7ltx17/z6grtYoAhWDxw+4Y84tAcGNr8M5HE2M6VVER8rC68e1lJ/IVBdXbTmZrTM16FOglGaczHrnoUU3D+oRoJDcPCjxTH5Fpd5ktTmiu0QNu2HwuaPpc6e/7jy4e99us+ffG5cY6/leAUr/AWP7e0vsirNK4ELHh/NPo950cs9p3jJ4FOiZ/alWs1Uik0y5/4bD246bdCZXOyIBEhQeeN1d4wGgqqS6oqgqKDQgtnsMtuEhdI3w81c89eJDzTmytMjrmIriwrIWJXYikfByJ+jTQKnC/XVwbIPH7IrMEgEhjIBQrr6wQKMUrs5q9V4+9KKzB9MuLz5Pm1duzzqdA/W30/q33vLbjpTR/Vq73S40jOfx3inE+65GKKW/L//r609+MhjqAEAilTzy1P2PPztTKMTb+CXgP1D7OHb49FvzPiwvrXS+9PP3m//Ws9Pv4Z9kzotjuf974cucs3nO6fFGnXHf+oOph869vfTVwJAGy4IJxGJGJOL4qhnLQpWRY4e7XqpzStJLqt2zOitrc7CsVCQREMbBsmcKKsf17SKXiEb1jgeAqMG9oscPeGPmeyb9xd6NvHMFHzz5v/8ufyM0OsTzHcNjw/qP6pt66Fyj7X4BCqPe5NnDCwC8GwGA4zhtrS4iLjw4Qrngh/+s+nxN2pF0ACCEDBqfcu8LdxkNpu/e/Cn9eP1ctuBw5cy5MwaM7c97NYTQtck/wOvIk4DAlo1IGzw85d9/djTeSkj3hHhWaylUV3k7kQHSIyz6wvEQ3jUyqufFZ9dNH64uON2gTZEwIBSL7RabQMhQIJyDvVR5u3pGgzEnMz8sIvQyHvUbObbzJO9E3eM7T7Z2Ypfcr2dUTERleXWjYZSRUWF9mt1ct+TrFV/935ILte7BZrV999nS2mrVm4t41ihH7jCxawflpZXPPPSKzWZzbTHWGd+e/1FEVNjIsUOaeZEj247nnM2DhmXntLW6DUs3z5x3b4NDCQno3lWbybMsoEWltdSq5ZH1NUHMtbqSmvpScHqrsVhbYXFYAYAACVEExgZEVmoN7qdXnslOK1MZdcaGV6UWk3XpvK9nzrs3ahDPz/Djbz245N3ljR5M6/RGzyObRhjiqpwXGR/+0qfPmuvMqipNaFSwVC61mq0L7vuvukbjOl5bo/361R/nffV8r0FJLX0v5Bu4iuLCioqKiooKnV0YHR0TExvbNT5K1KaVxVBjA4f2U/jJTUZzwyyBCQlT9uyd2KJL3XrXlN+Wrc3LLrx4HSAymXRc12SH3lyireFcFZPdSESi0V17B11osYvqEXvjC9MJIZTjdNn5R/88WJDWuE2RciASkhkfPhjYJdpqsqRuPpF1Kqtwb1PFXBwcW6qvqjVp7pz8MAD0HdB7wbsvXckcUl2tjqeJkID2Qr3P1sMImPc/ff2Zh18xmyzOpgdKqVQmee+zBc2c/GsxWxZ/8yshxDX3wvm/v3bVxkefmeksH4i8wckp7eCPleutFqv76sjOb9lfl6xp/kXOHcvg6aIkkHaUZ6WK0AF9ZBE8dQQoQO3JVOfXJpXOUKt1riGrtxqzVUXOrA4AKNBaoza7tsjecD4sZbmcszmuJyq3KKBKpc9Yu6don8c6PACKAMXjbz/kFyhvzoq03hAgyUN6yfxk7htlfrLY7tFSuRQADv57RF2tcb9Fc5RSoBuWbr7sN0WdFWsuXPbJK6OTQqO7dB88Ysy02+9+4J7bJ44ZltQ1OqTbsP98srzYwjMTHLUNuUL26sLnAcBVvJcAIQTeWjS3pSVCJBLx0tVf3jFjqmuZ1MEjUpas+Exk4mRCydiEZOdbECBw4fYapAx4cOaUp+dNTxnfIyIhNKJbRFBUcHl6scNiKf53R9mhU7nn+XuKTXXW0l2HHEaj1E827O6xM99/VOm9EY4CzaotrDVevGWln8188K5nM9NzW/QB3QWFBvKUO6bgnHPW2oaMGLBh98r7HryjT/+eyf2SZsyevn7XiqEjmlvKODsz32K2etbk4jgu7TTP7zjkDlvs2kFuVoFrCRcXSml2Jv+kUV4Wk8VV2c7tKmAx8Uy5JwKBX2yUucpjQCulVq2OtdoEEnHV2dziKq1zFEiZvsqzBd9kN2stegrUfdCbsVLj2VNKASgHQEjhzhOxI/oIPCZ27N9wsE53mXPTnPyD/Wc1aphsqCCzyHMjpbQgo/BK3hd1Pg5T+tTew7cV1zEi5dhp9/SKiwwNDZGCRaVS11Tk7tqy9//mP/jDt78fT1/fU4Y3zPZx2903de0e/+2nP6edzhAImQGD+z0z79FeyS1rrnMKCg5c+PH81997qaSwNDwyzD/Az1Jn3gMAAElhMZH+ylNlebmqSnphXR+d1vDj0g3Hj2aMCE5kHZQQqMqvytibuuN7RhkkDQyWUu8LAFksdk1GTviwgQBAGDJ67ICdmw+b+UbFqIw6s71B3XiOUpvN/t1nS79Y/P5lfEwAGH7DkL8Wb2ywiQBQGHb91V/bg+O48tJKvc6Q0L2LTC4FAK1Gf2DPEYWffPrdN4+eMCwmLuqSF3HHsl4fpWjLl1zyNXifagcisYhn2BiBFi2SGBkfcYamNr4GIVHx/G3UHF/xOSfKsgBg0RrUdSYAoECNNv46TzqLqVxliAm5+NypVEgq1TwN+yEBMqCUdbCGstqghMY/0oUZxZc7Nw0AoFufrnM/e65Rc11zte2KPejat+2hW7YV14188vu/P3ssXNq4BYhz6NZ/8Ojtb62d9tjOnJWTea+A2kDKoD4/rPif62WdwZh6Ol0ul3XtHncZo+nFYlH3pPqFtqV+soCIIEO1jlIaIJUzwLiv1uh8Aj+dnhvR0z9eGe564KUsp1GZ1KqmHlCNBquhvMa1+o2EEfSKjNCZzSarDQjxE4sZAcmuqgGAOhvfWBRKTx0729KP5jL5/hsyTmZnnsomhAABSikBctOsG5NSLichbsKe7Qc/XPilc8g4IxDcN3t61+5dvvx4sUFfP3RHLBY9M/fRh5+8r/nX7NGzm1AoZB0Oz98SvfviWJpLwMSuHQwZMWDH5r2Nt1IYMrwFK+6NnTZy2+87KaUXu3QJUEon3D6W93hxIE8vAAFCREKBTAoAIrmUIQwAWG1ey2yyHFuprXNP7HrFhOaUqxwcdbXwEQCGIb3j6nt+m0goLxMhOpX+klldt95dD2464nEq6d4n4SrHgzq4t7eU+se8eOi7J3j3MsLA6W/+uXRr9BMb3gLAxK79mYzmr/5vyapf1nEsBwDBIcq5C5665c76/5rK8uraalV8QmyLin0Ov2fc9q/WOztSirT8pTqKtbXxygZLFGosxrNlBWqzQcQIo/yV/WO6ipgGv1LTTldknKvOKzHXFlZpK9RCsZAABMlkQbL625faVJ8XenvItduasRKPF2KJ6D9fvXB4y7HT+1O1NdqIuPDxt43pkXKVi0Dt2rr/pSfedPXiUJZdubRx3QO7zf7ZB993SYidNJn/15MnP3/FfQ/d8euSNY16t26cOqFLt7irEXhnholdO7hjxs2rl//VoH4jgQB//znPt6B8UVSXyCfeeeSXj34zGepvDQzD3PLQTSNuHMp7vCImUqSQ240Nni8pUGXP7s5xGEE94sKC5FAEZs7GewUAEDICo6XBXoVMfN2A7qdLa6ur6qcp+MvFw5PiAhVS5+dS8BXbTEjuenTHieZ/2AYo1WsMlzxq1E0jNq/cXlupct0yCSFAyC0Pt2DqMfIF2WaHIvmGpo/pOybMcTSz6WNQ25j/7Dv7dh12NbxrNNoFLy9iWS4hMf69BZ9mXRiUNuWWSf9585kw78uXues5pi9wcODXHWa9yc7ydJUCgLXh9uza8r259bP7KaHlenVGTemtycMDpA2eOR12NnPfuTqb1epgxUKBv1jCCIjrpuRqGpSJJJ7vyBDSs0+LW9eO7Th5bMeJmnJVeGzoiBuHjrpp+Kibhl/6tMv15SdLnCWmnS95M1QKQAhZ/evfzU/sAODl154UiYTLF69xOBwAwDDM9Htunv/Ws1ch6M7uchK7mTNnBvd+5csF/a56ND5CKpMu++OrLz5e/M8fm1mWZRhm5Lghr7z9XEtHIQydNKj34J4ndp+qKqkOCg1KGd030ks/LAAQhomeOKby4DGrRnthEwlMTAjs1WPzsn93/3NIVaORCIVigYDxPqUmSOrHeEzZCAuQv/TfR9J2Hi85V+QnEyv9pK4VYyL795AEKDwuA2NvGbXt952aaq23UiZNIARCIhpXQqotV61bvCH7TI7VYuuSFDftwSm9BiW98s1LK/632jX9NjQqZObcGVe9GwJ1dJOCJFuyP6+wTYkS83/nU8608s9iSdCkNg4MeUo9nb5v12FwSyAoRwlDPvvwO6PB5D67a8uGXennsv/c/JN7VdvigtLszDyFnyK5X1JgUINOjJ7j+iaO7KUqqd3+cHphUannsP0gycVbmclm3Z/vtgAPBQAw2a0HCs/f3KtBZQOt2Vyk1rAX8h6RgOkSHBwgrQ9JcmGljVC5ssJQy3Kc65MxDOE4+vATLei+5Fju2wWLT+07SwgBoCW5ZSf3nBl2/eAnFj7iOcXtqjDo6/JzCptzJKW0ILfxWhRNEwgFL776xMxH705Py7LbHb37JuFk2Ga6nMRu5cqVMRNmYWJ3eVgHm3b4fHlhxcRRIx978gEOuPDI0MsuqO0XqJgwvbnPQOJA//ibJhkrqmwaHSMWycJDTRXV/3tsUVZetXPEm8VmJwB+EjnDNBhl4sQQgUKsiAxuWDiKEIGQCU6MndAjLuvvfVVpF+Z/EIhM6dHztnHOV7UVqn9XbCvKLBaKhN36JNw868ZXvn3p109+P8c3h7dplMLIKcPct+Sdy//4uS8cVofzPptxIiv9eOZ9L9x1w4xJL3zylKpKXVlUFRgSGN010jUVDiGXhXOH/v3a9n5DZ33/6bxpEwdK3b9HqOP8wS0/LHz6qzztuEUL2ytC5JJ66rznRspRjUoHHkXbigtK1/+59Z5ZtwGAWqV5/43Pt/+7x7lLJpc+9eJDD865133eqEAkDO8WOXHs8J8LGyxfRghhAHqExQBAndVWqtUWqMt4CtNRKNWpbaxDLKj/xaoyGYtUGvdDHCyXV6vqnxCXPDLZL9i/y6DEb/+7rKKwUsgIeoZ2KdCUu6ZQyBWKeW88NeGG0c3/x9m/6fCpfWfhYg0sCgDHdpzsP6rvqCmt0mjHu244L0JAofC6nngTQsOCx00aeRkn+jKvid3ChQubOM1QuGLhwsPNORK5K8oq+WHhz5VF9WUwCUMm33vd3U/f3nYREKKIjlRERwKAOi3j+Mb9WXnVAOD+5CkgTJDEX23WNTo1LjCCIURvsl2c9kAAgPaYOlokkwBAn3uv7zJxkL6kmhASEBeuCK/vhE09dO6b13902FjKUEJJTmre/g0H5335wqNvzPrP7W86WNbbwhiEIcowpaZGQzlKCAEKFGj/UX1veqBBx9nyj1c57PaLT/CUEoA13/w17PrBgSGBIRHBBo0h42RW6qG0+KS4PsN685QAQD6s//wt754Z/ubq3+6+/jdxYGRCTHhIaKgUrGq1qrq8oFxtBYA+d7+z+RUsbd3+2CZmRPLdRs6cPHfPrNs4jnvukdfSzmS4tpvNlk8XfS8UCmc+erf78TazVVps7hsZf76qxNVoJ2QE47v1DZDKtGZzvkoFACqzl9EglJrtVoaQtIqicr1aZzbLRJJIvzCJsL5ljgIApRVq7QvP3Orc8tyHT3zz+uLSvDK5SNYnrLvBZgztEnr7w9OGjRnc0hrFJ3ad8qy3AEBO7D7dSoldoDIgMiq8qqqGXqr+MqUwYlxzq7SiK+Q1sfv4vf+aWa//VfrCFe+8U/81JnbNZDFZPpv7tUFb59pCObrltx0BwQFT7r++jYPhHA71+ayCErXnLqvDpjHzTHR1lrVTsTS8f6KusIK1O/xjwxMmDQ506//1iwj2a9hParPaf3pvucPOUqDA1S8jYTZafn5/+eR7r3cOnvCGcnTag5N7pCTu/Xt/VUl1QEhAyqh+QyYOdD9GU60tyfWoDgrAOtjzxzOHTBi4dNEK9/F83ZK7Pvnuo6FRPKtiIN9ERV9MZgAAIABJREFUGNkbv6fOfHnTd999t2736dLc81npLAAwInlEVOyUabc//fTTtwzHOTfNVZRfkpmeK5GI+/Tv2cwhbs3Hu8yoqwSu53aWYwHg+OHT7lkdAAAFQsiSb369/+E7XUNHACB18wmH1TGqa++ksOg8VVWZXuVgWT+JTG812llHqVbnfKi1O7wMRCbActyaMwfqbBYAIAB1NlOtUZsQHBMsC7xwCFjd0tOIuPCFv7x2el9qYWaRWCru0b/7ZVdQ16l0fP8IoKtt/JR+tRBCHn36gfff/IwvoWwgIjLssWdmtlIYqBGviV3+gWW33vLk8VrzDc989vT1Xd133X777SF931ry7kAvpyJ+x3ed0qsbP+cRQnas2d32iZ1Vo6Msa+WbcqUx63mHvqlMurjASFWFinOwve6aGNw9pjlvlH0mxz2XdaKUluaVlxdVej3tQr2lcbeOZhjm/pfu8Xag0eC13IBRb1r1+R+NZmkUpBd99cr3by97zf1ujlDXYVM/Gjb1IwAATq+qNlJZRGggfou0iE6rf//Nz7du2OX8HS8UCh+cM+O5eY9drSEQHMvVVtVGRIRVuZXkdKYUXRJiiwvLPIuD9kruAQC7tuz3vBqlVK3SffLfb04ePVtdWdM1Mf7mmyfWbMty7rU6HOlVxXaWBQCt2VSqrT1XWdxdGScRSqC+gjEPmVB8tDjbaHOVdq9XpCkPkPgJGYFzo5+ywYAWhmEGTxgweEILqiLwUoYFleVXeCZYyrCgy7tgTmb+sh9W5WTm+wf4DR6e8uAT93p2p86YPd1itX71yRKb1eusu2GjBn701dshoTwT6VqqvKyKY9no2Ei8gTfBa2IXOWL2wYLh8+66+atv/xOkXLbivw+I3b6TpaGjpk/Hmf8tU17Ak8dQStXVGudi9m0TBme32/QGh9EEACFBPIMerCz/z6eDc3CUUkprMgpr0gvix6YkThlxybfzzGVdJFL+un2EkKGTBo24cWhz1nUNiVDyjggEgMDggDVfr2v0KEmBluSW5ZzNa+3VElHHYq7I2nPgcLYK+g2fMmlgZKM+sFPrVqeb7DNnYpNDU/7zzMIjB066XrIs+9O3Kwkhz89//MovXl5W9fwjr3lWcZfKJE+9+FBS78SnH5wPBFx9ggwhgUGBt8+YCgDp57O9XXbl0j+dtwjNcd2pY6k9QqMnJvZjOXZ3bprj4l2FAoDJZi3QlPcKSwAAuURu4+vW6Bocnlld1ujBmAJlKS3SlpsdNpvDKhGKAxOVNptd7FG5/QoNu26Ic73sBu9O6bDrL6cP9M/fNrz3xqccxwEQAuT4kTN/rf532Z9feU7y41jOZrV5a7QLUgY+8tQDB3YfiesSkzKoT0sXC3HZsHbrpx/8oKpRAUBAoP/TLz9y7+zpmN7xauofReTX84vNWX++d9/6RbO6TZhzRuO1vJkvs9vtf6xcv3D+x2//56PVy/+2en9qEXvJYxiGEYraou4MZ7NXHzud98eGki27Kw8eAyA9u/OsM9aoFJOLgBEwhHC0fixL8f6zumKva2a7BHl/WBw4rr9/kJ/niLchEwc++e6jzcnqAEDmJxs8sXHjMSFEGR4UEhnMOljee01FoffGQuR7Di2Z36VLn5vvefjFpx6+fnD0mFmfmBuOGVr1wuOzZs1qr/A6hPOpWe5ZHThHuxLy609/WMwWb2c13yvPvJOd1SCrI4Qk9kzYdviPh564b9S4oR9++aZSefFuExwa3KN3t0/e/frvNZu5JkeAOW8Rzj9zastLtLXleo3JzrOeVZ3NZGPtABDpFwLOtcfcCAjTIzTaW4+kxqy32C0cpWa7defeA7Nvf9pm46+r0oSi/JK9Ow9lnMvmHcQy6qbhIyYPg/ol14izWXHstFFDrxvkPECvMRz898j6n/89tOVonUdHiruaqtoP3/6COhfOpZRSDgCqq2o/fPvLRkdWV9Z+9ckSAnxZHQGGIZTSJ2fNe3Pehw/d/dydkx9OvawFwZYvXrPg5UVqVf3YIYOh7sO3v/jiox8v41K+4FL5BBHe8fryvDFjp05/bnjXQ5+t3dioW9bHFReUPvXQ/JLC+jFef635d9mPv3+z7KNuiV08D+49OGnD0n8bbSSE9EjpftkPMS1SvveQubrW7b2pgm82rlIWUGGopR7LlQVLAwCAAuUoZQgBgJrz+YHeC6w4JaV0DwoL1NXqGy7gTbr26hKXGPvku49+u2CxUW9yzY2IT4qd2eRaYZ5mzZ2hqdLknst3bQkMCXjm/Tlyf6+TsLwl2cgH1Rx/a8yc/xOI455+dU6/KOGOVV+tXTF/EInNWN6CShMoKz3HcyOl1GqxFhaUXt7yXy65WQVnTzeeD0spzc0q0Ki1zsIlU26ZNP66UWln0vdsP/TnyvW1NSpVrRoANqzdGhgUAM1e66ZIUx2q8DprwcY6CBCg0CUoukxf7WDrEyyZUNJVGeMvkTfzfdLPZb/24Fv3z5nRNTnes36TC8dx2//de/p4am21KjM9t/jC75rYuKgF7708ekKD+gCEIXPefmj49YOPbj9RW6EKjQ4dOXlYvxHJzr0HNx357fM1ZuOFWbf+8plzZ7jXPbXb7VnpeZXlVdGxkefPZnnmnZTS/XuOmE0W56JhTof2Hfc2VDoyKryqokavv9hpU5hX/MQDc//Z9Wt4ZAsGX1ot1m8//ZkQ4mqOpRwlQH5ZvHrWY/eEhnn91/NZzWooihn3+LGCES/cPu3ZG3vsWbCslUPqSF554d2SonL3LeWllfOfeeePLT8RQjiW27pxd3paFgAk9+s5edrEQeNSnEWGnFkOIUQgFLTNrFhTeVWDrA4AKIhETKhSodIa3Z+1JEKJUCBsVKWTAIn2r59wYLE55BIRANjq+FcecycUCZ9Y+MiX878zGy0MIc7Hv4Bg/8fenA0AvQf3/HDNO7v/2l+cXSJTyJJSEkfeNKylret+QX6v/TD3xO7TOWdzrRZbXGLs2GkjJTIJpTQ4XKmp0TZ6lGQYBvthkcsvs78hjGxFxrkZCf4A8OSzL3x4W8/XVzzw4bwbX+2Pk2yaSyDw+nQq9L6rmYoLS73vKuvaLd75tUwuTeqd+MJjC2x2G7hNp9BpebpNvSDVBr1c5HVhm1JdRd2FFRflYlmMfzgBIhWKFRIZASJkBLEBoWU61aUrdBI4dipVs0DHEGb87WNufvDGc6mZNVWq+K4xg4b1dy6SplFpn33k1f9n7ywDm7raOP6cG2vSJqm7FyuU4i7D4UWHy2C4DHcdLsMHdMDQjeHu7u60pUjdXZM2Lve8H25J0+QmLc5Yfh+29t5z7z0JzclzHvk/hmUfAACQnpY1ftjsv4+F1KhdzeBUjSbVazQxFCOLCY/bvWKv/hG5RL5zyR4XL2e/QB8AePIwdMmctckJxe+zgwlridSSBQVifcOuUGwy2cbL1yMrPUd/+SUxlkplR/adHj99uKmrjIl8EyuTGX7XYMBYi8NfvG79PqLH/xHKGwFkC6tvvR7TfNGgn5da4hHFxMUkvg43FKPHGEdHxkW9iRXYCiYNnxP1tiR2sGvL/t93LPWv5nvxwDWpWEoQhG8V75+m9aU+V58beW4e7fHmDf1PXqL004s/frnSfGPtdQw4PDvWmecAgF8kcusG+FkxWRyhDZSDyrUqrjy65Mqh64mRyQwGI6C6X9s+La3eLQ3WAuvOgzt80GsqgUrLq9eqtsHB/pN7b/l1hy5MQJnUHQa0cXC1bPIsFPNHYqFD0A7KqgMAIKymH7m6y6Hayu6LZ8VtskjjlJOadYKMs6wQQgKhjV+A90fenG+6PxifX2oVun3tvlRKU1BFZeIiAukn4ZEYjNxrmEmwtFoGk2BoyVLCEAgAAEnUJRaGXCVPVSsDnQOsmGwAQAiic3IcuPbZErHKRPsKveeAhtQCAInJY/vOhGzfpXiXxuMX4L1s3Zzqtaounbee1qoDAJIkEaCdm/eF7PpNd1AmkcsKZQ6u9sZyxDeO38ZQytqkwqw3T9zxmzcoNiph7M8z1HqOt/xcGsEEAGAymQ4OpbJrPL3pdfUZDEZibLKxgYsQ0nUHKSdq0zFrM6f+y7xPahdi9198uEnLzifC8mw8q3y2Kf1roHoe05KakvHPrxuiSuf5RkfF/Tr5tz0n/qjXus7eNYfePI2Mf5O4YtTaBu3q9h7bXejwfpJF742JzI/K/s7d2gVduxctkVI5lEikKKIPJmDIluYBwLGn+ZdfvR7SrEn96uVtO8i3tek5ptuHTfxjqNOi5syQyYdDjidFp2AS27vadRvWqUnHsms+LPx3yFOTDp6luk8yuZVOrGgSPCVk+v2565q4fq2JfePExybFRMYLhHyqi4OPv1fXXh1OH71YEpEgECbx+GkjPj7VJLhmoLWNtUwqK5XRQSCBkF+tRqkvo4z0bNo7kCQ5Zc7oa5fuRr+JY5DIlisgEEoVG2UJI3DgCRkE4S1wTRCnAdZT7UQEiclSthGAFpOZklxfW3cAwBjUGi2LwQpyqZAtyS9SSbWkVqZWYhMib2wmGwAKFZKEglKCTUnxKaMHTt9/5s8bl2mKefWejl+FFpt90WGx+38/khKTCgAcLqfDgDYdB7Vj6RVnpCdm0qzqBKQnZgDAnh2HDQKv1NtsJPkMrdo35ViVqvNr3Lyek4tDXnY+WXoom83Kyab3JjDf8++hQiU/gkFQrYENqPxxIf7vlffO2fduMWhyi88wkX8hBh1p9JFJZGEvXhkexRD6PCL0ccTfi/cWiSXUh0yr1T64+DgmPG7Rnrlc6w/sP1EeOHYmixgCKzhX8nPMLZClZIiu3onSYi0uK09EolD8ff9BX97kzzDTT0zlWhUX7J6tUqrVKrW16aw7C/9ZmgrZd57uUpCt9XtOBI0/0X6Z59aug2dlXnRmWSrvgCTJ9NRMsajIN8BLJpEtmbvu9rUH1Ckejzt26rCfR/ZZ8Ns0d0/X3VsPKBVKALCzE06ZM6Zb70/QnVmhULJYDMP0fBKmzB5jUFtqb0+/0BEMou+g7kPHDFg9fkNUaAzGGGMsVyny9JTYESAvoSuXZSVTK5ILM3HJOogAgM1gKujk66QqQwchgQhXvqMTtk8VZ+ritsY4cm0BIFOSa3CcxFgikR74+zhtsb8+lGfu9ZO3v0/djKF4sEquPL3rfEpM6viVo3Uj2VZs/SxDqq4FMFBW2puIKBojDiGEEMYkIhBgjDH4BXjPXjzJYA5WXKvfty2bPOrX3NJmnKk6QoxxzXrv17bK1l74Y6//nTh83uD4D60bf7wz+LukDMOuMDn8zMXEgaNLfC0vZvfbKA1o3bpN764tuf/t5a5a9coCW0GhuNDABGJz2GZ0m87uu2is65aTnnvzxO2Ogz6jgoy1pxtbwFcV0udDMBiEi6NNvkgKABwGWwplVLFhjIuksuuX73bv0/EDJqNRay4fvP7k6rOcjFxnD6eG7eu36d3CfGkwxvjhnaeU8GmNOkFBNd7PZ8zmsNicTywuYOH7YGYv30vbDzYZWXXfyqmBTsWmP2La770017ne/LrdFj0+tfDrzvCrc/v6g5ULN6WlZAAAwSAEAr6ooMQeUsgVa5dt5nDYfX/+8ZfJQ4aP/Sk+JtGKy/Hy9vhUZWH7dh0TFRjmyWHAGWmGLremrRoymUyttnQ5PIKGTevyrLkAILDn6xIz/Ow9HZW2IkWRSquxYnIceXZUi4hEUTqlbPwukogBgUKjpq/AoDmAMwpzMiR5VDEpLR4CZ6GVDQDI1HRyEwjSU8qo3EeAqteqCgBHNp/EuOTlUv9/cSc8JjyuYo3ioErVupXjXsVrSW16UXa+vFCt1bAZLEeebefgDgBAIML4hSGA6rWqVq8ZGP0mli+wqduwZp9B3VgsFgCEv3i9Z/vhuOgEoa2gQZM6Q8f0P3/7wKmjF6JexzLZzJOHL2jUGlNWqYeXW68BXXS/JsWn7NlxOPptnLUNr26DmgOH99ZP4NMxZ8kkRKCThy/obtuuU4uFK2eYf4v+s5j8KiVVGUsHd1ly+AXXaYC+YSdJev7PocP//LFicmCHo1eOtfakafH+X0CpUM6buqKQLidXpVRtXGmyDDsrKdt4cUAERIXFdhzUniTJ9ITM/Kx8J3dHV2+XT9i5GRGER+tm2Y9fSNOL1wuCyWTyeKrCkpdgw+MAgCPPLp9OoskYXTnwe6FSqH77ZX1SVDK1RUyOTU2OSQ29Ez4jZJIp2y49NXPm+MX6dfIdurRasmbWB/fYtWBBR7MNpzvfaXBu9/yqu+e7BfZOf3OEOu5U99fLy8Paz1vq57rP2Sh3+7/Drav3J4/6VbdmkVqsb9UBAIkxQmjH5r19BnVDCLHZrCrVPnFx0pOHL/TT4ygIAj19FGow0t3DZercMWuWbkYIYUz5obC9ne3cd66m6g2rPblWIsvC59jwOaWy9FRatczYzUaTjVcMj224CiWLMnKkBWbWbhaD6cYvlpqibXCIAPEFNhWr+MdGxdMm0SACMQjGyHED5VIFFYE1Jio0RmfYtevX6vb5e/dfPVdqikOuKq06vSjn0OmznYd0CK5dNeqtYd4bxrheo5oTZxhqEO7eemDjqu2AASOMgAh7/urM0Yt7TmzuP7gHADy8++zI3tOmXni7Ti1mzB+vUzk+e+LKwhmrNBoN9U338O6zY/vP/HUsxN3TMP+BY8VZuHLG0NH9I8LfatSaasFVKlS2NIMxCf33KKnJ6x9c9UiUyManztCRpVrp1V1zfH/zi0e2rTkdfqlzcKe3Gdd9OV9CquNbY+3yLVfO3zJ1Niszh8Nhq9Rq/ZUIEUggsLHhWCuwzFjwR61UR4ZGb12yKyMly4rJYRIMvyo+g2cP8K7kZTj2Q2HyuO4tm6hEhUqxmMHmFERGy9JL7XfdXQQ21hyEEI/JlWnK/iaz4X+IWX/j+O2kqGTQZf1hAICYl3F3ztxv1fMH4/EkSU4aOc9g3bl09gaPx120euYHTMCCBX2Y3EpnXqUcXD1335Un0UmlWra3m3vssdeqOavX3Xhlrvfd903I2p0Y9PPE6PJvMc7OzC3IF9k7mOwuIJXK9u48GvYsQqVSVw4MGDyqn6u7cznnoFSoaBxjGKiYrwEDh/euUbvaX38ejHobyxfw6zWsOWL8QF3mDLX4GENttzVaTWx+iqlpMBChLe2EQ4BcbUopd6i06lypCMzmsvDZJSsnn2OTLxMbDMcYV6oS8Cr8rak2XV4+HvOXTw2qGWgc/9GhVpf80VoLrN1reynDHhmMeRsRdfLQhSGj+184dU0uk+vy5BBCQlvhT0N7GYxPik/ZtGYHBqC8mVT8NyMje93yLWs2LwIAM/0n1m5Z1K5TS92v+XkFS+eu1Wq1ACWy0pmZOSvmb/jjr5W0d/D28/T28zR1fws66A27N390OxIl8u4y//nxRY6l80t4nsEDfgnuP3ri7gmNR2y53Wfdqydza3yRqX5DKJWqU0cumh9jayfMzsolEKI+KgRCGMPcJVPiH8fnpOcYfOgxiXOL8n/qOZYqR0WAHKxttW/JVeN+X7Z/gZ3zBzaEoYVtK2DbCpT5IgOrDgAYDKJz66rHLoRzOZwyDTuEkIGKUjkJux9BWz0Xfj+C1rALe/bKuIoKAZw5fnn6gnE2Nt+ozxhjnBafkZWSLbDn+1Tysijnfcsghs2AOZsGzKE5VX/QrOuDZuamJcTFvl8p3/eBTCqPiYwvexwAABCEyU1+QlzysL6T83LyEEII4NmjsGMHz63burh5q0bluXNAJV9KN0ofjDGo8JJhKxFBVAjy6ziova4ErXqtquu3LaW91eOrz2gjqtTvCaJ0GnfdO2q4+UVmp8k0xZkqHCbb19aNyyrlsZOqZGa1ThBC4MYvsQV9ndwlGVK1WqO/JPpX8Hnx7GWyUUiEz7dZ8ftcD293vwBvKsxtI7QW2AuKCoqM9YE9A9z1f332OMzY6wkAG1dvv3j2ettOLaLfxr6JKG7RUad+8Pzfphs3Abt57T5tEcPNK/e0Gi2DyQio5GvqlQfVrKr/690bjxRyQ7scY3zv9mOpVGbcu8xC+aE37LatCSeYdicOzHc0kTWMCO7QDVeX7XaL3LIL5hpKUX/3ZKVn0+4U9cGA953cErJ2Z0ToWwAIqhk4YcaI4FpVo319XtwJAwCMsZrUSlQykiQ1WP3s1mudjjkGnCstUGpUlZHv1aM3+4z79EJ3ijz6anY/L/uFWyd17TLG3MUIAcb9B3evHPghFUnSQpnxGgSmu77GxyYZH8QAGo0mJTEtMOgDG2Z/VjKTs/5euT86rNgUEDoIBkzpY6DGYuHfA3L08Hf08P/a0/gKlJm/T4EI5O3jaWtnsp5s0czV+Tn5QHUxAAAAtVI1b+qKy/ePUKlv5uk/uMe5k1dBz3GIEMKAcZ42SZICAAlvEu+efzh9w0T/ar5m7qPVaM25uLQascKUKhtiMxh+9i4EWMk0coVGxWGwuCwuJdWuxVqFWsVkMDgMtnn9OjbB9Hfw0rcFxy8ZxXfh/zZ/44unLwGAIIjOPdoNHzugW+vBxpcXFUkAIf0oJEKofb/WR7ec1LdWEUKO7g41m5aqUZAUSWjLc4sKJaFPXj5/HC60E/75zxo2h+3h7ebmTq88n58roj2uUqmLiqS2dgJPb/cWbZvcunrfYEDr9s3cPUrd01TNLKkl83IKLIbdx0Bv2B3Pldu4T6ljYy7ZnGA5jne3mZ12CuA/Z9hxy1yJEPLx9axeq+r2/esNzvhW8andvOaLO2EZhbkZRTlkKcd+qU9dkVJaqJImvqUxaz4MpUgsjopTiQsZVhyt6SY/LL411fraFLYCweylE//XtfWHTcPJwzEtPsNwx4zByZ1ei9zKdBfdbzPHTi5VrB6/QZxXkqdYmF/054JdPBtutfqBX3FiFsxgKRSjxYZv7eHllp6aaapTFgAgRADGE2eOMDUgOzM39FmEwUESY3FB4ZMHL1q0bVLmNIJqVFm1af6yX3/XpTUzGAwfgRuPbaWbmFKm3Llsz/IDC4y7FOpgMBnWAp60UE4bKVVoTG7XEQJfO8+kAjEiEI/F1SkYa7SaRFGGWFFI3c6KyXHl0/Rp1KHBWlS6EVlmYlbdFrX+PhYiFhVmZ+Z6+bhbca1G9J9iSqAqzUhmq8OANnKp/OL+q1pN8brtW8Vn5MIhrNL1wr7+3qnJGbT3pMJKhaLCzet37z/9p5n5m4qeEwShUhUHYZevnzt/+kp9rZbW7ZstXWfoD3d2oV/wCQbh4GQyoG+hPNAbdnISMzllp3Y5sAhSKy5z2HcAxvj8qavXLt7JTM/29Hb7sU/HgEq+CTHJpKmiJ4y79+tkfJjUkusmb4oJj8uWFaQVZpVZGWFcSP/BiCJjc1+8xFQ6MZiUtQMCJb+NMa91IuDbdOzW5oNn0rRTo7C7L0sfQxhw0070QZm6DWoaixgRCDm6OPh8k/kW9y88FOWW+lxgjBGg8/9cthh23yCWQjEDVCr1/VuPkxJSHBzt6zWqNWLcwMWz1+iySgAAEAiEAklREaXg6+zqMGvRxDYdmpu6YXaWoaJHeU4Z0KFLq8bN6z28+yw1OR00cOfAHUbpyC/GODMpKz0x08XTKTM5G2PSzcfVuB6rzg+17pw19CdRMEz3vPG19RBwrKH0yihRyqLyEvVNXoVGmShKtWZbS1VS2vuQGCcUpAW5lCiAsjjFMxTaCqhEwGuX7jx58MLUTOzshAZHEIF6jO76Q7emMeGx0iKZh7975ZoVjQvvgmtXu3frsanbAgDGOCLsbWZ6tpncx9btm61fsVWlMkx5JElywfSVf+5dCwB8gc2G7ctehUdSAv7ValShFTFo1rIhl2ellKv0v0YRQs1bNbK46z4SesOuPp99T3QDwLAcxoCL+QqWdT3zY74D1Gr1xBFz7996ghACwG8joq+cv9WsZcPEuBQw4dhydLLv3L2d8fHH157FhMcBQGZhDhjJBhmDMfhV/QR9KVSFRbkvXhZnfph/Kolf3Xxo/m5FUpM9ZMpD7eY1ugz53/k9l3WfZ4KBfhzRxZTR4+ruPHR0/11b9usSRBCBMIbZiya+b/OxL0NSFE3yNcY4MfKTOV8tfCoshWIGhD6L+HXKipTk4k6JbA77l8lDZi2c8MeaXVJZ8T6zUdO6i1bP5AtsEmKSBEK+l4+HGYEnAHByNtmZzcwpYwRCfrtOLV7cDr937j7DRD7fzRO3H1x6opAqAIDFZlWuXbFpx4bBjYN0rW6seCYiABi4TCsWwdSQGoMlkkCErVVx5SzGpEheqNAotSRkSXNpHJkYTFl11GmFRiFXK7ms4mkYtzc8dfiCKR1RgiAaNq0DAEqF0kAo2MHV3sHVXNKztMjMrErIyy0wY9i5uDmNnjQ4ZPUO41MP7jxNT83UFbQGmbDn9LcNU2aPWbtss0pFUhFtEmN3T9e5S/4F8qjfOPSG3cRmrlfOHNoet21UgMmcicLEnUdyZB4/jP1sc/tWOLTn5P1bT6Ck8yAGgLs3H81YMP6vrQdzc2gSBRr/QP8Be/3kLQKkwdqyG84AAICdQNimd8uyx5WFJDnNTCTFgMQMeul2PT5WhKX7qC51W9V+euN5Xka+o7tjgzZ13P3o+9JQTJw50r+Cz9bf/0pNySAIokq1ClPnja3fqNZHTuMzYSoSZCZCZOFrYSkUo3jyMHTL+t1vX0Ur5Er9tUKlUm9ctX35+rkXHxx+HR4pEokrVPbTJddSOmpl4uLmVLN2UPiL1/pVBQRCfCG/QZM65Z9kkUgSMvPP2FfmijluHL+j+6CpVepXj968evRGYC8YNndgcOMgAHh2s5RCikKjSivMKlRKSZJkM9mASllUCBAG7Cl0oezIPFlhsihdi81lqpQHNanhAUdFarVCPG7UbLGokC/gOzk7ODrZBwZVSopPMbVY+1XwWTJn7cO7z+RyhZuHy6B2dbgxAAAgAElEQVQRffoN+rGcYoESSdmGHULI2ZU+QqrDx9dknCQpIdVYqUQf421D/yE9FQpFTGQ8l2dVr2Gtn4b2NDBYLXwA9IZd803zWedGTPuhX+2wE3UdadKYVKLXg1tMBYBfQj48JPdv4cr5W8bFRAihNy+jNuxY9nOPcVhPHRIhBAj1G/Qj7a2UciUGXM6vd3uBcOXuBXZOn6Ak1kxGnTFiSRnxX0VZhSOmuHnl3u6tB6g2RPUa1ZwwY2Q59Q4QQl16tu/Ss31RoYTNZn2Dn3xSS6Ymp2u0Wm9fj4Agv3vnjbyeCFWo/l/Mvv/GsRSKAcDhf04tn/87bckkYIwQsX/38S49239YFTzFojUzh/edlJdboiZDAnTt1aE8lRM69qzcr7PqNFoNRoil57ejhOugZAdeQlFBUcjsbcv2z3f2cMrPKUn/l6oUUbnxuo6xSqMcOwzgY+vmZG0PAGmF2RlFOeWfrRlYDCbJgujsJHmGnLIdC8WStJQMBHDt0h0mk0GvhAyQmpgWH1Mc/M1Iy1q1aFPYswhKZ6RMyk5cQahO/WAnZwdRQeH9249Tk9M9vNya/tDA1r5U8NfGxmSc1MwpAMjPKxg3ZJZMUlJ0rFKp92w/tHz93HlLp5TnJVgoJ/RrGd9n2IW5bSVpFxu6ew+Yvv75m/hChRYAsFaRFvd6329jK7jVPJVUVG3w7nnVv/9m6tlZucbrHUKQk50XXKvqsvVzrPUUN2xsrH/bMC+oJn1U0c3HFQAIRPBYXGTW79W0eYOj1//yqWzYL0XfiCw/jPIVGZBaMldU9DaRPsFWh1r1IZpeG1ZumzRy3suwNzKZPDMj++yJK93bDI5+G1f2lXrwBTbfmlWHMT524OwPdbp1bvHTj61/bhbcJTYtycXTSf/fFyFEEKjrsA/p0mHhs3I8V27jPr48hWLy3FNfbFZfkkJx0boVW+itOgAAwJiMjS6v4okp/Cv4vHPvvftcINi784hxnyhTFIkkofdeAkC+XPwyMzosMyo8I/JlZnSeTES56Kz5PABsSmZPq9HePn0PEUi/pCClMIPE9JfoKFTJAECqkn0Sqw4B2PP489dPsQkQyuVyKGluAfBuHhqtlnZKPB5XqVbr1n/qh8vnbj59FFaeR3fs1taKyyGM4gYIISohz9XFadHqWRdOX+vUfMCcScs2r9s9d/Lyjs0HnD1xRX98jbpBVsaLMEK2dsLA6uY0Cs4cvywpkpZKTMeYINDeXUfLM38L5cdk54k2Sy+ftx07aM62g+umHVw3DSGGnYuzIidLpiUBACGiw4RNJzcM/YJT/Wq4uDplZWSTpVc9jMHF1REAOndv1/SHBndvPU5LyfD0ptnf6NOsS+NLB65ptVoPgXNMfhLCiPpUU7uz+o1rjZo4WFIoqVDZ39vXw+DaqNCYk9vPJkYlIUT4Bfr0/KVbQLXySm/beHnkvXxjRjy9QCLbd+n+vbBoDVl2lIFgvndmW3xs0t/bDiEo9eUhk8lXLw7ZeWjD+97tm4LSYddFf2Qy+cZV2/sM7Fanoqcu6OPi5TxoRr+AIIvH7pvDUij24slLYzkxAz5+NxX5OuadBMa7FYDEBEJ/rNn5Y+//lSdZNictF5M4U5KbKi4pO1Np1QkFaVxb3sChvTwD3DfNNF3RiVB6QiYAOHs4pMVnAICWJKXKMmXYMSVrly//qMRinf+NQTCD3f1j7kTcu/XYpD2pO67Xv9XDyy0rPZs2Q/rh3af1GtYscw7Oro7r/1w6d/IKUcE7nyVClQMDbO0EVlZWNesGDRjSMy46Yc7k5UjvKVKJdP6037x9PWrUrkYdYTKZVlwrw7gNxrXqVWcyzbWFjItOND5IkjguOqHMyVt4L8z9M3SctiWl/+jd23ZeexwRExMTl5jBcfSqV7lylar1fho9rn0tdzPXfk+079Iq7Pkrg4MY4/ZdWlE/29oLu/QoLpWIfBN75vjlQnFRQEXfVh2acTilZGmd3B3HrRi5e/k+TOLKDj7Joky5RgkADCZz4LBeYyYPMRWYuHPm/t8r9yMCqN1OVGjMilFrRy8eVr9NuTJU2EK+Y62g3NBXxUsGQoAxW8DXKlVapVKqUM7ZcjhHVN6VS2DLL+dIHfdvPTYWxMIYP3scLpcpaJsD/iuQyxTbNu3R11umfjh28OzVR8cGTuubkZRl6yh08nD8HHUeGOM71x++DHsDAME1qzZv3ciSxve+fLOFYo/uPX/9MhIAqgVXofLlPxNFhSZ13YpB0KDxx0owGi+hAEBinJuTn56a6elt+G1SVChRqdT6Ark8PldLkumF2cZBypiUhB+6N8Ua0ozfEQBYHBYAePi7Fxt2mDSrJFwKtdZkQ4UyseXwtUBiTGJATAYjPDU+7VSu1qykFIWTs4MoX+Tp7d61V4e+g7o1DqJRWgAAWVnJMzqatmhw/s7+i2eux8ckOjjaN2pez6C+4dDeU7i0D4Na0A7tOakz7O7efGTQUw4AEKCnD0MpjWJTT+eYEGn/1oIw3wHmDDsA4LnXGL84ZDz1C0nCN1mE+LnpO6jbkwcvbl65hwABARhjwNB/cA8DzXStRrt8/u8nDp3XWTAeXm6rQhYEl84vrtGk+soji17cDs9KzbZ1FLoFuLJ5bG8/T6q5Mi1KufLQpmMIlaxZGGOE0P71h2v/UMNUf1UD7AIr8VycCiJjVeIiBodt7e4irBSgzBelXr194WF4+a06ALBzeO+0v0Ix/ZcHSZKSIsm/17CLfBND6+0gtWRE6JtW7ZsJ7E2WH30kOVm5k0f9GhH2Vnekes3ADduXOZlQh7JAyzdYKJafVzBj3OKnD0ty/Os1qrV286IP+NyVBy+j4EApEOJxrcZNH/6RT9HStSsoPqUpZeLcvflo3bItlCy5vYPt2CnDev3UhSAIFy9nli2bzKAxxdQazcvQN01+qO9VwSM5mr5xKmAcWKcSAOgKeNkE07hFmBEIY4jOS9JoP7CnnBWT7e/glV6UnVWUhwFTzrsCkzLIeg9GqFKg/9Y9a3RH3NydMzNyjFNx/ALeQzmBL7BxdXdOSUxLSU7jPOF4+bgLbQVSqWzPtkNPH4VRewkjcFxMYnxs0olD55LiU2nrBTFgSZE0JzvPTNp0/Ua1adrIfoptgwUDymUTFPPfs+owxumpmdmZuQtXTu/0Y9urF25lpmd7erv/2Od/xsVc2//Ye+zAWf0jGamZE4bOOX/3gEFPVa4Nt0mnhuWfRmxEvEJG03qlSCRJik4pf0CWY2/n2riU18HK0d6zXYs3f5827vFlhgqV3luBxcuHzr+LkDWPa6a55LePRmNy223m1Cdh1sSl+lYdAESEvZ01YcnuI99ngv9n4hssFJs7ebm+VQcATx+Gzpmy/M9/1pi65GMIrlW1QmW/uKhEY/cVwUANm9SduXCCf4WPFV0KrGYo6gEACCFrG56Hd0lF/LmTV+ZNWaFzPBfki5f9uj4pMXXG/HEIoZbdmz95G057//VT/zjp5VWQQ98XAQA8AzyadWkMxW1JEQAGBE7WdpkS+v4HANQorCJVKsUHuusEHGsfO48ipTSzSCfXV95lFmMcH1NKIKnvz903rNxWaoIE4vNtdLGjMpHLFNN+WaCvZrf9j72zFozftHpHVmaOrvrEEIQkRZKe7YZqtVrz3xTmFePbdGheu17wi6cvS0LMCPG4VuM/ettgwYCyDDusDrt783VsXFxcXGJKvr2Xb4C/f0DFoJbNarK+95hP6LOIZfPW6/oktmrfbNaiCVSjldcvoxbPXpOUkOro7NCyTZMOXVsBwJG9pwz+6EmMCwpEVy/e7t7no7Lm9cuIDKDkmj4GKwc7wtraRA0WPc1blqu9oz4t2zUV2goKC4tKBUow7tqrQzlr9b9NKlbyIxgE1tKEf6pU/ZB+a+UkIS75GV3G9LPH4Ynxyb7+hjU3FkzB9xl2Ye7htssuNnT37jNx9rRhP1b09xFYMbBWkZ4Yd/PI5rlLdqQoNF+sUCw5IfXBnafGxx/cfpKcmGacevvxEATx+59LJ42cZ9y7z9HJcdCIPsYNQ98LkiQfXXka8zLOw801LaOkawK1Wg4bM0CXmEVqyfXLtwIq6WOGMQYE+3Yf+2loT3dP11Zdmq3+7Q9aw8KKwS7IEZmyORq1rzdgal+qbMKroufjq8+o4+4CF5VWky8vCSwSgEjdUoj1/vs+CDg2TjxbKxaHah2WWmjYlbs8IIQMdHqHjOqXmZ59ZN9p3fvj7Oy0KmS+rpMbxvjMsUsH95yMj010cLRv2rLBuCnD9HO+N63ebqBRXFQoWTBzFSX/burdwyROS8nUPYJ2DIFQxSr+ZnrKAQDBILb+s2Z7yD8H/z4hk8kJBtGwSZ0ZC8YHVPQ1c5WFD8CcYffwwLJxs1eGptCI39h41Z6zasvc/g0+28S+DpFvYi+cupaalMbhci6fu6mfBnHj8t2oN7HHL/+1Z8fhbRv3kCRJIEQCXDpz/eSR8ys2/Kpfya9PYlyyqceRWjIi/G1yQqqzq2P1mlVNJdi5eJmWi/Qsl1yIeQIq+dJmwJhCqylX+0h9+AKb9duWzhi7MD+vZEvdrGXDybNHv++tvils7YU9+3U+uv8MKi033aZDc+/P2RUjOcFEvAkgKT7VYti9F99UoViC6eUiITbpcxh2AODj77Vt/7r/Ne2v1ZRqRZ+dmfPLzzMAoG6DGnOXTtFvUVpOxHni9VM3p8SkAoAT2Mq4sgJ5cU8wFps1YtzA4eN+0g1OiE/OzTHqYY0BY/L5k5funq5u7i5t/vfD1Qu3DIbYWvE5TLYZT1Lbvq2s+cVGUrPOjS/svSKXyjAJBEL+9p4uKgexUqIltTZcazsOPzInQaL8qJY/RUqJgMOz4xZbOWrNhzj8MMYNm9XVP0IwiLlLJ/ca0OXhvWeifLF/Rd+2/2uu7ySbO3n5+VNXKYs5LSXz8D+nrl28u/fEHxqNhsfjOTrZnzp60UBIBZOk6SB5MTZ8G0mRuURMhBAiiBkLJ5T5org8q0mzRk2cOTI7M9fOwZbNNleNbuGDMWnYnZnXttuKawDg37jnwI4NvLy8PNxsCzPTUpKTH1/cf+z+i3kDGt56c/bK0s5fcLafmPy8gi3r/7p781F+niiggq+Lm9Ot6/cxiU25r9JSMjav371v11HqpK7BzqN7zxfOXFWq5Y4epsy1NxFRC6avio4s1vtwcLSfs2RSu04tjEd6VfDwr+ab8DpJP1aCAAXWq+zo/h667aboN7j7qSMXSYxx+Rp+JyekfcBT6jWsee7OgTPHLke/jaN07Jq1fI949DfLrEUTGQzG4X2nqcIWhFDn7m3nLP284uk803pR1malpCzQ8u0UipnpQ112i+qP4MGdpxq1SdX0549fDuo+9sjFXfQ5Fab5e+WB1Jji5YJJMALsvZRaJcFjDZ87KLh2VYM0DJXSpAGkfFeDuXjNTITgyvlbulO2XIG30FVDapkmelEQDEJ/A8y3tZm+ccKOxXsykoq9UE729mPGDLVzsc3PEu3+fd9HWnUAgAFSC7NzZaJqLhUQIAbBfJ+ISDHOrk4j9KxeHZUCAyoFBhgff3z/+flTV6G0kH5eTl6XFj9RCY6u7i7ScpdZUHCsOB27thaLC29cvmdmWOVqFRasmE7bZ4IWhJCLm7mOuhY+EnrDLi9sRbcV19iCWn+fPdK/uVFEad7iuHuH+nYecnVZl5W9cmfX+AS2xZcnLSXjp65j8vOLHUhvX0e/eRVVfM7ERxAhdOfGQ9p94d0bj0w9qD5dZmhebsHI/lMl0pKPWX5ewYxxi+wcNhgXriOExiwZHjJ7G7XxpfCr6jNywRBTD30vPLzcmrdqePv6w3IuPanpZQjdmcLGxnrAkB4fdu03C5vNmrt08pDR/V6FR5JabWBQJR//suUzPpLgmoE2fGuZRKa/lyAQ4tnwqpvQULRgnm+kUKx6jUAejyuXK/TXGUQgrpVV8Gf4lyW1ZFpqpp29MDfLdKoZAAYslcp2bd63aPXM8t+8sKDo5cNXBql7HAYHlBD3KLaJUXsebz9PFoupVtOUKeichTY21mu3LI58HRMR9vbY1lPSIlmOtOBlZjQAsBhMD76zg7WtgUSoFc9KnF/EtSk2i8V54ssHr2cmF4dHORw2g0kc2nRcrVIDQJb400gQA4BCo0oRZ3gL3e24AnFZ1RIEQiwGW4s1Gq2WQERQ1Uob/1n5XvnHd27Qt4LUla1kZ5bZUqgU038dO3B4b4Igfluw0cwwhBCXY1V+q87CF4DesDs1ciMALLl3rb+JtJKApv2u3E93CJq2YeTp2U+GfcYJfjY2rt6hs+rAdOqAPhiwQq58r3Q0AIiJjK9Vt7rBwaP7zxSVdm5TE5gxdtHh8zuMdzOObg4L/5r9/FZYYmQSQoR/Nd9azYI/XttCq1AmPn4xdtqqjJyC8jcK41n9W4tYPx/unq7me+l8WjhWnFkLJyyYscq4f65FO+AT8PUKxbg8q6nzflk2b32pf1kST/t1rPnM9PdFJpVv27Rn/1/HKT+Zp1cZrjgE8OLpS4ODWo328L7Txw+eTUpIdXFzatOh+cgJg2zeCbbnZeabEh+5f/GxTCKfsGqM/kFra173fp0MCicRQtVrBBpoC1SpVrFKtYq3jt19m1KicK7RahJF6QqNylPooj9YLpH/MWfbkr3zCIJQKVS//bI+O7XEelMqVUo9T6G2fFGLcpIvK/QWujtwhQUysVgpMfXV4WLr6GntTNmjWqyt1bjG2OUj2CbEQUzx/DF9WYkO0rQQjAGUZPHzxy9t+NY/9u7YukOzg3tOmBqMMQ578UqULzYj4GrhC0Nv2IVEirgOXWaZTRa2rza1l+P8M29DAP6Vht3d62W0uqcBg6u7c1bZrVRLIAh0+tilPgO7GRyPeh1DW16Un1cw5ufpRy/uMlZ6JAiiXqva9Vp9sspwRW5+2o27f5+5nZFDZQeW92PfqNlnVNWyUE669f6fh5dbyJqdxWpn1auMnzmiXsOaonwxk8U0KMS2UDbfTKFYn4Hd3DxcNq3aHhOVAAAVKvlNmj3q0+YtkCQ5fuisZ4/D4d3mMC01AxAQQJ9PAgAYID9HlJeZ7+Bqr7vJuKGzHtx5SpmeqYlpf/158NqlOwdO/ym0FQCAtYAnVckyJHkylZyJGDYcnrvAiUkUr2yhd19Gvoh+FRl56J9Tudn5fKFNu04tJs8erVKqTh+9pFsb6zao8dvG+QRB5GTnXTl3MyUpzcXN+Yc2jX39vV7GRepnjFH/y5TmOtnYcxglyVsY4/SEjIiHrzGJn1x/rm/VGWPF+pT7Ig2pxYARQhUcvfNkojyZWKKS49ICK46O9jsOb4gNjU2NS8/MzXkWHn7g/KljVy/Uqld90sxR5cxrJLWkQQntB0B5CqjmRlgLt67ev3n13pF9p7fvX9/7p65H958xVRKLMRaLCj/GsCNJMjkxNT0l09PHw8vH3aLH+ZHQG3avpWq+G70Woj6dHayOR79H0v23A6klZbIyNcdLgRCysxMO/2XAxBFzy++zI0mcmphufJzBZJjSxoyLTrx28U6HclewfzBZD5+Rau3zqMT3zf9wcXMpe5CFz8aTBy92bdkf/Tbehm9dv3GtNZsXOTrZIwKdPHJhzqSl2Zm5AOBf0XfavF++jyzGL8C3VijWrGXDZi0bUp4kA5HzT8LdG4+eUQ4ePWFthFCxfjntgoCAoUbzBy6dt32Gh787AFw6e4Mq4MW6ZqsAKYlpuzbvnzrvFwC4fu3u25wE6m4qUMs0ilyZKNDJn8viAACJyQmj5mTlFOuA5OcV7AjZe/zg2cPndv48om/Y81dKpcpeKFQVKM/tupiak3n+4jW5olgEYOPq7b36dxWLC2leGwaJUsrhGWr+bZm3kwq2mseBZ5sqzv6QUlg6dEFhBMiRZ+fAFSaJM3KlusYP4F/BZ9s/a13cnX0reP29/dCBrScp40khV96+/uDOjYd+/t75eWJXN6eW7ZsOHd3PlNc2Oyv3g1t462bYtEX9e7eevKsDK/7LeBMRvXHV9vkrpjVt0WDz739Fv4k1vpbJZDq7fnjO3Kuwt0vmrot8HUP9Glyr6oLfptPmEVooJ/QRBw3GBKNsYVUBg8D4A2Ubvy4ikfh99wRVgyvvOPh7i7ZNBo3ogylndTmClwiB0I6mT0OtutXNLB1vIqLfa24fgFIkVhUWAWCZQvFeaxiDwahUxdIa66uxI2TviP5THt1/kZebn5SYcnT/me5tBifEJW1ctX3RzNW5WcVFhQmxSeOGzJo3dYVC/rGCON89Z+a1bfzT/NAUqX/jnguWrd6x5+CFKxcP/bNzzbIFvZoESFJezBvQsN38c19+YhwO+1NZdSRJXr1wa8PKbRtWbrt28TatVg7GGCGi76Afq9WswmAY9xQFF76DUq46HFIclbt745HxKopQcbJXTlbuumVbdMZi8TQwGZkTr9aqASCtMFtn1enIzxXNmbS0QmW/XgO6cOSM4+tOnd51/sqpm8dOndNZdQCAteSRfSZb99I6HWlT94xhEUwX/ifTtbFml+oJnijSs+oAAFB8TFLIul0AkJdb8MeanaCfFIQBkzg+LklUIIp6G7P197/6dRltqk0Iq5zlpSa+sRBC7l6u9ZvUoWlFjtCFU9cwxi3bNd1zLMTOzpZqLKtPu04tjEXm8/MKHt599uTBC1EBnf39juSE1OH9J0fpNQ2PCHs7tPdEaoNq4cN4H4Hi74jjB84Zd7gypnqNwEmzRyUnpb0Oj8rLzd+xeV+desGTZ49q3qrhkX1nEuOTMzNyJGKJmb40GEOLNk2Mj3fv22nf7qM6cSADCKNPzidH++773s3RtqBQZvwSGARBm24yetLgT5vrY6H8pCanb/59N0KouH4ZAwBIiqSLZ699GfYGAegabFPL89njl5/cfzFx1ki5VMHmsGvUqeYXYFFCKcV/oVAsMz170sh5b1+VbBdNSdNhTM5cOJ7FYoU+jZg2ekFuXvE+gUUwvW1dbdg8jPHrJ29DZm/z8HPLy8k3du5hDIWiIgC4d/uJis5DpsVkXH5KFSf/PBm9mPDzJy/FosLIZ9EX9hX3ns+VFhg+BQARCDB9bjSXNpxabgF2T4GLXKUoVBa7bxGg8nce04fJYHoJS/Ju1VqN4Ut+9yGdOGPkiyfhtG8X9WRq7vExibu3Hpg0a5TxKAdHO28/z5SkNDMd1ShfoK+fV2JCiuFDMO7ZrzO9LYWxVCqTSmU2NtbW1ry1fy6eOmaBuECs+6cPqhk4e/Ek/SuUSlXImh37dx+n9MLYbNbg0f3GTh5KK1m6Z8dhuazU5hNjXFQk2bf72NS5Y4zHWygP/1HD7u3rGPM1EI7O9kNH9+8/pMeTB6Hrlm2VSqTU1vPSmesH/j6+48Dv67YuBoDwF6+H952kVr8Tf0IIqIjGu//6BXiPGD/Q+P48a+6eY5u7t/25qJAm+lO9dKbw54DJK64Ra1232uv40vIlCCGA+UO6xaRln38cIRYVUu8Th80eN2P44JF9P/fcLJji7s1HxqpTGHD4i9emqn+yMnPmTVlB/UwQRI9+nWYvnmSRj9LxXygUm/7LwshXMfpH8nNpjCoCIR9/L6q3Ya161UcO/enE32eVGhWbwbLmcBmo+FsZYxx6Jzz0TnhaUZaxGYEQ8vLzAABRvmE7UR0SlVypUWowfWsWjHF2Zu69cw91GV0KrcrYusIktuJyjBr6IR7bypr9UbowCFBFR59cmahAJlZq1RwGS6VVKzUqU18XHCbLiWdvzxOmFeXky4pFkq3Z3HnLpj46/SgjKRNjkKoU2VL6umOMcdTb2MIyO/YCIIRuXr1Pa9gBwJQ5Y6aOnk8QBOWzoN49Byf7vHfSgAwGY9CI3pNmjgpZu3PPjsMaPRdmlx7tho7pv2fHYdo7W3E5vHffF/Ua1jx/e//xg+ei3sTyrLl1GtT4X9fWBo2wl81bf/roRZ03V6XW7AjZq5ArZ8wfZ3zziNA3xql7iECvwt8aD7ZQTkwadkUpKzt02GP+4qxkcy7WbxlmWd0O+v/cY9CIPlKpbPbEpTKZDPQ85InxKUvnrtu4czkA1Khdbf+ZP1cv/uPFk5dardbe3rZOoxrpKZnJ8anObo6t2jcbMXagqUaozq6Oy9fPmzRyHsJA6q1Z1YIrt6Rz8n1a2EIBx1aoFBf+ULNKSlbeqbsvStZojDHA4RuPx/TrOHPrUolUHhMZz2az/Cv6mtLks/BlEJto6VvOdnAkSR47cJbNZhnssP/LfPeFYm8jol6GvTE4SBlJ+l0WEACJ8eBRJds2d29XPseazzFZhWPPtc0szANU6s8PY9yjbycAcPMwl4kr16iYiGHKtrN3tMtOLWmKykQENvKaIYTcPFxJiTopsySJ2YbD9bfzROUu8DcFAuTEs3PiFfs1U8SZWXSdxwQc64pOXggXf5v42br72rqptBomYjAIwtaGP2BKn7WTNyUWpOfK6OXrKRgMhk859MwxxmbM5dbtm23+e9XKRZso9XI2hz10dL/h4wbGRSdEvom1tuYF165KdU6aNGvU4FH9zh6/lBCXbOdg2/SHBrXqVQeAVu2bblqzw7iPTpsOP+ibbgIhf+iY/qamkZGedebYJSgVU8YI0IG/jo+aMIiqqjF+ZbQv1tQjLJSJScNOJX15+bJhcfu/iMg3sdcu3M5Iz/Ly8fhfl1YG0mI16gRdOnvDzOURYW8xxg/vPBUVGH6QMMZ3bjysX6UdQkS14MoTpo/YdWiDWq2WFsnetyyoRdsm67ctXblgU1ZmNrzTtp3+6zhdm+rPikvjemnX72iVqoHtmzaqXnHF32dEEpkuczoyMWPWhn/2t2xSsYp/7frBX2A+FsrEw8uN9rhum14mCNCxA2cnzhxF2eiklrxx9d7bV9FcK6vgOtXqN6r1Kaf7b+C7LxQ7vO+MqVOOznUzvIgAACAASURBVA7Z2cXRN7YVZ8ykwT36lQjO121Z6+iWU3KJ3NRXLJfJ8bFzS5Vk63w/BEEMHN6ra68OANC0ZQNrvrW0iCYiAQAMRNhaCWjNnUqV/R0c7awFvNyMYkeOwMomX27oRMAYN2/ZsEuXdovHrCyUSUlM8thcPvs91LmDq/kwlWqxVJktKiqSm2sO4WLjkCsTaUlSzwRBBIF87Tw8hQ5pohL3JwKkK8jVylW+Fb18G/g+O/7a1J0RAgaDWS24srUNz9qGZ15AGCHCvEB00xYNzt3an5OVK5HIvH08qNBn1eqVq1avbDDS1k4waEQfg4O+/t6TZ43asHI7YAwYgABMYi8fD6oUppy8iYg2/oPBgLVabXRkvLFKa9XgKpFGBRmYxNWCDedsofzQG3ahoaG0x/8t/P7bn3u2H9Z91W3f9M+k2aP0Y4g9+nY68NexlCSaelWKW9funzl2yVSmKsZYpVQDQOiziGF9Jy1bP7dLj3a29kKNRkMg4r3Mstbtm/3QulFCbLJYVOhXwecj2zK+Fxw7oW+3DqLIWHlOXtqbeFHxmqLTDsAKpWrr73+t37b0i03JgnlatGksFPILiyQGIbByWnUAgAGrVOrkpLQqVSskxadM+2WhrvcJADRv1WhlyHydDtl/ge++UMxMjzJ7km/naCPXKFlMZufeHYaNGaB/1lpgPf63UX8u2F2YbzIy48iza9ulJc/NOjkh1cXNqWW7poFBlahTNjbWqzbOnzB8jmGUDYAgGNZsHpdlJVZKqEIKHRwOe2XIAgAIbhyUGFk8cweuba5MpGsIQW09Pbzcho8baGsnWLl38dE/TkaFRWvUWq4NV1ZkwjZ6V+1JBf4cXR3yCuU5mfk2ViwfF9vo1Fy1xmR6GpvBquLolyRO12tKgUkSx+Ylk0Bas7jG6cgMggg/cjfi6P1LYXdM1RkDAMYwZEw/yo81Zc6YZfPWm5gCNZikjGbzOLk4On2obsGQ0f3rNqj5z66jsZHxdvbChk3r/jyyz3tJY76vs3TI6L7nT11VK1W6kheEEM+a+9OwXu95Jwsl0Bt2NWsamtX/Ii6dvfHXnwf1/760Gu26ZVuq1wikPE+hzyK2rP8rP1dEEMiUZiNC6PjBc31//tH8szCJCYRWLdrE5Vlt3/RPTGQ8g0FUr1l14qyRxqLEpmAymRW/Up0pwWLZVw/MfPD0pV5RUgkYnj0pQ/TSwpeEL7BZs2Xx9HGLCkUflQXBZrNILTlp1K8JpbWv7tx4uOLXDSs2zPu4aVr4huBw6PMpEQCPzSUQooKt98888PBy6fBTW/0xVWpXWnlk0aPLT9MSMu6cuadWaY0NFA8v1x6jutI+onnrRrMWTly5aKPOsKGMKx+hK4EQgRjVXStmSXOlSCGVyK24nPpN6ixcMY2Ke7Tv3+bZzdD0hAwqVauyk19mYa5YUyRTKByd7dv+74dfpgwVCPkA4FXBY+qG8SRJinLFM3suMPU+OLk55KTnAgBCyNZBkJuZR80mX6PJL5ILrK0YhFZuWg+Fy+JUdvCJyIpTaUt8ezK14nVmXBUnf2u2VfF7+u7t8bazIxDxNDVWojCpq4UAuNa8sVOK2xD3GdgtOSFl786juMQK1RuMUI9+nXr2L9XDU6lUnT91lfK416gb1Kpd049XgAuqGbg6xOTbWPblNQJpAggIMRmMwGoVjcf7+nvvOLB+yZy1sVEJ1JEq1SouXDmdihpb+DC+w+KJU0cuGCRjUtkZp45eqF0/+MTh84tnrQFdXaEJMMaJ8SmNm9Wz4nKUCpWZeD+JcaG4aOro+ZRKp1arffEsYmjviWs2L2zbsYXBYKlUZm39bbXylGVkFSUkazT0yS7lUX6y8CVp2LTO+dv7Txw6HxMZf+ncDU35RBx0IITsHWxlUtnFszfiYxKNB1w4c23Okkl8gQ0ASKUyBkFYca0y0rNev4wCgGrBlS0L7r+LgEp+j+49Nz7OZVvpK5oghK4cvmFg2AGAFc+qRfdmAKCQK+6fN2yciBCq1ayGmac3bVF/+JgBly/czMrIQQQRGFSxXnCN2MexErGUwWTUbFi1z/iert7Oxhdyra0W7Jp1fu+Vp9ef52Xlu3o69+vYs03vFggh2pAIQRBpcemkln4dAwC5TDF68TAPf/fo0Jh96w8DvKs1xQAAhVKFp1BoY2eVJhYXKegVgnJlYn2rjgIDTi/KrujgDQAsRCAGYcNmuwr4VixWjqQwNJVuw1xyLcikstzsfFf34ndg+vzxbTq2OHPsUnJimoena43a1dLTspKT0lxdnVq0bWKQEhP5JnbKqF/TUt41eNwOtepU37hrha1d2R7oz4ezq2PP/p2P7j9T4iIFhDEePKqvKdX0mnWCjl3cHRudkJGW5eHl5l/Rh/h6rV++D75Dwy4lOd3YDiMQSk3OkEplaxb/AQBldrtHgPgCazsH27lLpiyctRoAI0B6qo00F+iiY5gkEYF+W7Cxdfvm1BokKZL+ufHv00cvikVFNnzr9p1bTpwx0s7BUELzC4M1WlVhYWFCEgD4uDreDY8yGEAgVLmqkQCEha+N0FYwdEz/okLJuZNX3vdajHFBvnhAV5M6AqSWTElKS05M27xud1JCCkEQfKFNobjoXXsroveALqMn/czhcCh/yXfA910o1vunrof/OUVqtSWhLgAM4MkvZaBjjEW5YplEzrOhL5DqNaZb1IuY3Iw86vsaEYBJaN+/tV+gD+14rUY7a+LiKxfu6NbMgIq+q0IWunu4AIBELOXZcM1nrbCt2N1Hdu4+srOZMfqYT0iQiKU7Fv09PWTiy4evacowERIpFM4CfgUnh9QCUY6EJjVQoqIP8krfHScIoppbib5JXB69mpUBBkZMzTpBNesElXmVWq2eOvrX9NRSjwh9HrF07jpKseErMnvxRFt74Z5thygBFw6XPXLcoOFjfzJzCcEgKgUGWESJPxXfoWEntBWkIkPbDgMIhPwXT15KpeayU/XG46YtGgLAj33+V7V6pZ1b9ke+imYwGHF0To7iB+hBkjg3Jz86Kr5K1QoKuWJQj7Fx0YlU+oGkSHr84LmHd58dOrfja22tsFab/yqy4E20zsBtVTfw5J1nMj3fJEKIxNgibvLNYm3NY3PYKqW5pG9aSFzGrmbVwpDQ5xFUaSFJkmI9fVGM8ZF9p4/sOw0Anl5uE2eN+gItUj43//ZCMfP4V/BZt3XxolmrC94VVCJEeAtcBFY2BiMRgVhsk98IQgfh0n2/Xth7JeLRG3G+2MPPvU2fFsGNTJog08cuun75jv6RuJjEgT/+cvXhUQaTYSP89Hmc3hW9TPW8AqD0l+HsXxdVCpVBzhsGrFKrtaBVkxoWwRRyubSGnaldvZYktVjLQAx1sb+w+O4yddna4C5uTk4uHyKO+PRhWGpyhvHx65fuiEWFJopPvxAsFmvC9BFDR/ePiYwnGESFyn7fWpzqu+c7NOyat2r0KsxQAgdj3Lx1I1PFEMa4uTmPmvgz9XOlwABdzsGQ3hNCn0aUsxJbJpEBwNH9Z+KiE6lZ6E6lp2bu2X7IlCLR5ybr0fOixFIalUJr3oKhP4YcvZr6TvTIis0c1rNdy3ZNv8YELZQNwSBatWtqvribHtN/vASBEIFCn0fAuwQGo2tL/Q3PHL84OzP355GG5XX/Iv7thWLloWW7pnUa1Jg6YF5qcgabwRJyrFkMw8Q7hFBANT/zDQw4XE73UV26j+pS5hOVCuWNK3eNj+dm5037ZeHCldP14xXh9yNunribmZJl6yis0bh6274tmSymTCJPjUvDJPas4GHNL5dZYOds2/h/De5fMIwX68AYx79JrNUsOP51ou6gSFGULMpQadUAEJr2NtDFq65nRSZBaEls8BHgsrkgp1EbwYCTRBn+dp5WXI5bZc+MqFTquDWrbCH38dOGf1hW3FsT3YlIkkxLyfi6hh2FDd+aUlGx8OX5Dg27n0f0uXbhdnRknL5QcL2GNbv17KCvvW4GFpO59/RW2gLV1SELJ42a9zo8UnekQkXfWDo3HkEQ3n6eAPDw7jMq/U7/LELo0b1nX8WwU4kLDaw6igqeLusnDXiTkJaWU2DLt67m5+ESQB9ksfCNMG3e2BdPX36q3jsIAYkBNOUtsCUxRgj9sW5nzwGd/7078n91oVj5iQmNIws07nwTDT0RIhhE73HdP9XjHt57bmr3e+PK3fu3H/fs0rFZq0YN29fb//uRWyfvUqt0TlpudFjsw8tPghsHXT18Xa3SAACDyegwoE234Z2YrLK/rQbN6F+YXxTxyKS8CMa4SceGj648pbxqInlhbH6KrtIOY3iTmSKSShr5BSXl5xtsbZx4thmF2Vo6h3e+XOwtcG3atXHbfm0OTN+hVWkwxv4OLuEZCWZm239w9269/1fmi6J9FScPnzd19rvJkbDwwXyHKYo8a+7+01vHTh3mX9GHy7Py8vGoVCUgNyd/5E9TH9x5WrGyf5nylWqNJjM9m/aUs6vj/lNbN+5YPmLcwBHjBm7csfzYlb8CgyoZ37JVu6aOTvYAIJcrkNEShzGWSUxWS31W5Dn0AugAwCCI6gFeHRoGN6wWwOdZ8X29TI208C3g4uZ05sa+fj/3sBGUHdgq0zHAJJissoS7DaC6lRs7yC18a8RGxJs6hQhUMch/3vbpFYM/WYaT1mxNj0qpPnby/M5le2b1WnDr5F14p0ZL/Tc1Lu3C3ssadXEZBKnRnv/n8oENR8vzXDaHNWX9uIHT+7HpeuwihPyr+larH9hjVFcgEACkFWUDGPqw04sK5CpZZWdnoRWXwSCYBIOBCABgEAw3U5YxBr6roOuwTgJn227z+gvd7AHAyUZYxyMAgaEECPVJbNm2yQfrhEeEvU1OSqM95e3r6eltTuvOwn+B79BjBwAcK86YSYPHTBq8Zf3ubZv+AQAMODE+9dmjMDdPVy9f9+RE+k+FDvE7OQmNRpMUn6LRav0r+FDNdgiCaNmuqX6Mcv2fS6aOWaDvDmzQpM7CVTOon/0CvJ8/NhQNQYD8Kn4lf1j54sh8P2+Bn6Wv6LcOz5o7d+mkuUsnFYqLFs5cdf0STfyLgs+3KSykb1xBodZqwGRNoTkUCmXZgyx8VUwVFiCEQi6u4ZUv1ll+atQNMtNiFQNWadVStZzIoW8XC3qNBzAAArh9+l7XoR1tHculAN+qR/P6revMH7RUnFuks9oQQghQ12EdAaDzkA61fqhx59z9Z2vpfXtZEpGnrWOAU3H2G0nizKKifJnMikljL1LUDqr45uqLio2rulX2HLB2ZFZsujiroLujMFsiOrL/TGJcklSmUMgVCrnS19+re79O3Xp1+GBpkthok47An0dZsqItfKeGHUXU29jtIXt1pawYSADISM3s1qsDiSEtKc2MgXPt4p2mLRoc+ufkH2t3UZl5XJ7VqAk/DxnVz7iTsYeX28Gz225fe/DqZSSLxapRu1qjZnV1Z3v/1PX4ofOAsX5dAgD0HVSGSN5ngmNHU42LABCDYe3lrpHKmNY8vq+XtQd9kwML3yYCIX9VyMJ1y7Yc3neK6idLEETHLq0bNK2bl5fv5ePesFndUQOmUqolpmAyGaaEb8xQoZLfh8/bwhfBpzKN9x0RyN3X9ZNbdQDg6GRfvWagcSszfdRadTmTlTEAkDgxMrlm0/LmbNkIref9OWPv2oMRj4rnYOdsO3Bq3yq1i/WTPfzcOg/u8NvaENrLSRIXKhQKtYbJIGw4bDaD6S4UuAsFMie7+II0bNgiF3FZLFlM7qPY248O3675v3pNfm7jVtnTrbInAHiAd61P3bnHyrRicO1y66da+I75ng27G5fu0u5Tr1++23fQj7u27Ddz7YPbT7aH/LN53W6CKN5UKeTKjau25+bkz1o4wXi8sRtPR2BQpd82zFs273dJUXHpBseKPW3uWH3j70ti5WjPc3WWZZbEmql0E7uqlRyCq36VKVn4JLDZrDlLJg0Z0+91eCRJ4qrVKxkEZUJ2r1w6d93NK/dM3aFiZf+3r2OMjxMMgjIWjWnZrqmpRmcWvh3qtap9ZveF7LQcnRMNIYRJ3HnIh+R4lYfNe1aNGjCV9s+JwriA49Pi6O4wZf34nPTcjMRMoYPQw99NP0sPk7goKsXRVpgnFhubl3I1js0pTl0lEHIV8F0FAgDgMTl1PP2fpsTq/JEIAca4sU+VYvcbhrALT3m2NrW7Nfp8L612vWBjEWBEIDs7oX8FS2K0he8xx05HXh5932VJkbT/4B4ubiayJQAAIDcnf8cf+xCUtKbAGAOCg3+fyMl671z1jt3aXLhzYNHqmSMnDFrw2/SzN/eX2dPis+LarEGp/DkGw756oEP1wK83IwufDDd3lzb/+6FdpxbGqTaOTvYbdyw/eW1PhYq+tGGg8dNHUMqFCCFEIAAgCMaoCYOeRl05fvmvPcf/+KFtY/3xLdo2WbZuzmd7KRY+GSw2a/qGiVXrlPTf5FpbDZ79U4M2n2t7KbQVHL6w88+9a4W2fOMUZDaDZc3WCeaVEZFEAIhAvlU+JDPEyd0xuHGQT2UvfauOVGtCd52NPHWnTZUqGJd6PALEZXH05gYkxuniwjxpsQBKLY+A1hVrCK241GhHnqBz1XoBjqX2NqHnHpupPf94XN2dfx7ZFwB0EtOIQIBhxoLxX6bPuIVvnO/EY6eQK/bsOPz4/gtRvrhCZb9Bw3tXr1XV1ZVG0BwQsrMTOrs6Hjj954aV286dvGK8XUOAbG0FNHYhBhKTEWFvW7Vv9r4ztLUX9uhbdq/xLwODzXZtUt8huKoyX4SYTCt7Wwa37Mp8C98HARV9l66fO6T3BKVSpd89s0PX1s1aNWzcvN6Jw+cf3XsuLhBXqOw3YEhPqrib6noXsvO3iNA3r15GAkBQcJXqtSwu3n8Nju4O0zdNSolNS0/I4Nva+AX6cE1oEX9CGjevt/nv1WMGTpdIpDrxOAYi/Ow8ECBEIBaLqVZrMFnSRcvJ3SEnPU/XU4u6qkXXpuVMsCsPKQ9eiRIzAKBhhQCVRnM+7KVSU9xix8Pe3p7tYFBghwCyi4ocrItLlAIcXAMcXNVaLUKI+U5eWENqRXKFSqNhMxgCrVYhkVvxP+PbO3n2KB8/zy2/787JygMAvwCfafN+aday4ed7ooV/Ed+DYZedmTu41/i0lAyEEGCIi068fO7mlDmj23VqsXn9bpLEWL9AHeNO3dsCgJOL4/Lf53Xv+//27ju8rer8A/h77tXVsGRZ3ns7tmNn2NkkkJBAgIQAoYRVoFBGCy2hUDrCKpSwf8y2lNkyCpRVQqCEhgABAoQMSEL29Ha846Et3Xt+f8hxHFly7MSSbOn7eZ7yVFdX0qskz9F77znnfRdcffFNXm/IiU+eXu6vQpjsv2vNyCJFG6Ro7yKlEAlKxxW9+d/nH7//mXXffO90upJSEq687uJLrjyfiESVeOFl5154me/un0Q0trwE+dzIlVmQnlmQHrSP45xbm8zTR5dv3bXb7LJyhfRqbYohXhIlzz3jn99xRUZ++lfLv26oaTIlxIyfPqbs5HEfvLTi49c+8ZQ7EVTimZecttBX/4m6moNbN+2wWm1FJaNKxxX1PcGfpu0HevLImcVFk3JzqtvabHZniimmusm8t967bgAnsrvk7n0ch0nikcXWrRZLzaGOntLfQnvHNyvXnbbo1IGHNFiCIFxw6YILLl1wqLVdUkv+unVBZAqHxO6xB/7u6Zd3ZHcCpycffn723JPvuO+WB+560u1WGGOcOHEqmzTm17de3fPaSdPG33DzVc8+9Qonzoh5OoOVji+++bbrP1nxhaLwvntIi0sLg/bVAAIkf1TO0y8/rMiK1WYzGPCrAAHxztPL/vfGp0xg6cYkOrxvTBOlFUWWV5p7/nULcoqziejSmy/s/aqF1y6Ye/Gcmr21nPPMgoy+bSpkt/z4g8++/tK7PUs/p8+asvT//piYnDCQqFxd1t4De5RGU5zaPZda1+Kr5wQRY35njC0OZ3Xbod6/E5zTG0+8k5GfXlTuo+390Ap5a0oYhkZ8YqfIyqoVX3od5ERcVlav+vqqX146eVrZm68uO7CvyhQXc/KsqWefP9erN98Nt/x8+qwpb76yrPJAdXxC3Cmzpy366TmiSlz003Pe/tdyOrr7zJkLZmdmo0oQhAlBFJDVQYA01TZ/8u/Pj+qjzTkTWFxizH1v/Kn/1+qjo3p2sPb1t8f+8a8X3+6daH375frf/OLO15b9fSD94zUmg/3o3I6oe6RPjjXsqvWxitrgayOqRi06nHKL2cL79ChjnK1e9lUQEjuAvkZ8Ymc2W9x+imHu3LaXiLLzMv94j/dkq5fxE0rHTyj1OvjHuxdLkvTvV95TZE5EgiCct+isY74VAAAQ0Y6Nu/o2JuYKr69saG/pOO41cw6H842X/0PMOzHbtnnnD+t/nDTt2K1EkscXdFQ3eh/lJGrUWfExySZDY7uZ9Xp/xli60btJl0EnpadGd3Y5dzc2+dgqwaihqs9HBEBTXfPq976qr2zQG/Wlk4qnz5vKhOMsjwdhY+Qldg67g4gktbRm9Xd7dx7oZ8WbzXpCrR0kSfrj3Yuv+sUl23/cJctyydgilHUAAOjrUFP7itc+qdxVLaqEvNLc+ZfNNZgMDpvfytV2q52oO7HjnHe2dUaboge4o7Ou5qDNavf51J5dBwaS2KVPKWmvONi07QB5+kJwToyyZ5bJknb9O19mxMRKTKzv6PRUQohWazJiY3RSd2litSSYjFqdVqXXSUQUG6OJ1qstLmff3E4T5bfa3FD5+qO1rz7yb7fLzRjjnL5buX71sq9ufXJxELbFwHA2khK7Lz/79i+PvLB/TyVxkjSS41j17oektUNyamL/hVEAACLZtnU7/nbbc067y3OvaM/mfV998M3vnropJSvZ5/mSWhWXHEdENrPt/X989OXyr512p6gSy04ed/GNP0lIi+//4zwdgHxSqwdUG48JwphL57bsqmreXmFvN+vijakTirav2f7DB595dognRRsTDQZSCeTmjKhny64kCdnpMZLqqAQ0Nc7QcMjs9RGc89LJAy0gtfG7zc8++fKObXs0anX55LGL/3Bdbv6xa7u0NrS98vAbnlWGPevLD+yo/M+zyy//3SUD/GgISyOm5s1br76/+Orb9u6uUBRF4coxszoimjJtQhACAwCIWG6X+8Wlr3p2sHKluymDzWx7cekrpVNGJ6YnUJ+KiacsmK7WSG6X+6FfPb7qrc9ddicRyW75hy8233vNQ60Nbf1/YnpmSlJKAmPeP16MsfLJg+i7kFCcPfqCU8uvWVC8cKZT5j98+B31ZEicM2KsO6sjIs4ElhCry8+K9crqiKgoPTFG710uKlqnmTLde3mPT2+8/N7VF/9mw7rN5i5La+uhT1d+dcEZP1//7Q/HfOHG1Ztkt9ynewdbu3L9AFt6QLgaGYmdzWp/9L6niQba55SIRo8pDFVrhzDgaO84uOa7yvc/rvxgZcO3G1xm3zvFACDC7dmyv7Ot06vJFue8vuJgc13LTY/ckJZ91H27yXMmXLT4AiL6+qO1NfvqqNeuA07c3GH58OWP+/9EQRBuue16zpWexWSezbYLL5yXPyrn+L5Fxca9/ZcU5grvsrh6Vq8xQehJWFWicNaEgtGZCWpJRURqSSzKSJg3aVTdl5uO+bntbR2PP/CMpwvI4U8iWZbvvf2xYyZnbU0+K/Bzm8Vut6J9c0QbGVOxP27a7nA4B37+zDkn3f3Q71CD+/h0VdU2frO+p8euq8tirq5Lnz1Dl4wpaQA4Skdrh9+n2jqLJxTe+687f/hqS/WeGm2UZtT4glHj8j3P7vx+j1fNASJiRDs39tfO2OPshXOjonSP3Ps3T6ErnU577Y2XX/XL459/tHVZ+z+BEzmcbpvDrdOoiCguO+6rr7es2b2nsaMzWqctTU+fM7p4YkG6W1ZUh393OmoaFbcs9Okt3tv6tZucfX7aOOfVFbU1lXWe2uD+GGOjfR5XayWtLuDL+2A4GxmJXX1tw0BOu/exJWpJGlWU56mSD8dBcbub1/3gqfl3GOeK3Lh2Y855Z/WdVQGASBab6LeOminBRESCKEyaXT5pdrnXsy6HkzHv21KcqG+i45OnN3dTQ4vNasvMTj/By/jogW3R7eh06BJVsVmx733//bLV33hW3rVbLdUtrRsqKm4+Y65B22tOltMxE7vOjq7jeMqj/JRxy577kJPi9Wc4YVY5NsZGuJFxTysx6RhlJwVByMxJX7ho3vzzTkdWdyLsTa2yy+U9K8HJZbE6OjpDExMADFcFY/Nik0zemQRjWYUZKVm+mjoelpab5qOdI2PpeYMoFJqUkpCdl3nikzOjThotqMRjXrfaHHLZz+Z2xrBlK74hYofX4xERtXR2ffzj1t4nq/U6lVbd/xv6q4oqCELfXs9e0nJTF/5igaexM3naxRIlpMZf9Ovzj/E1INyNjMRu0rTxzH/ZScYYJ1qCCnNDQXb6XZyhDGY2HAAigUpS/fKeqz1zf4x1JxlGk+G6P13V/wtnnTdDUqtY72SKMc756RfODmC4fkQnxpx2w9mCpKLDK/Z84oyiMxK/+W6b55HXs1ura3o/TB5fcMzPnTh1fGZOutDnE0+dO8MUd+ybiAuuPGvJM7+dMKssJSu5YEzeedecvfS1u4awqS6MUCNjKlar0y5cdNayt1f0fUoQhLFlo397xw3lkwaxHwr8UemjjuMpAIhYhWUFD77950/e/LxyV5UgCAVj8+ZePEfXZ6Ool8S0hMUPX//PB/7V3ty9Sk+tkS769fllJ49tqmvet/WA3erIzE8vGJfXT6Y1hIpOHpM+Omv7p5sOfL2to63L7fYurUyMDIkmlS7qUKfvzWTmXlfFgijknzntmB+qUqmeeHbpb667w7NY0GNceck9D/1+gGGPip9XJwAAHlNJREFUGpffs2wRwGNkJHZEdPt9t7jd7v8uW9WzKKNkbOGfH1mSNyqrn7JGMFi6hHi10eDstHhdj+qSEiT0ngIAX4yx0YtuOG+wrxozteTBN//849ptjTVNcUmxJZOLjbHR/37q3U/fWd2zS7SwrOC6P10VnxI31CH7YIg3TjhnqmXrLg3p6pv6ZG+c8qYUE+cpibF9X8sYxUbpibo3hBTMny70KYziU+Ho/Pc/e/WjZZ/s2LpHo9WUjivqbO964sFnGWOl44sXXjQPP3AwWCMmsdNo1Pc/cccV1170/fofbVZbcemo6TMnD6QtIAwOYyknT61f/Y3bdqS2uzo6Ovkk1I4BgCGm0aknzzlScPS95z9Y9dbnvU/Yu3n/U7//+z0v3x6cKgdOi404xRi17V1Oq83V+6noOEPZgqm2xoNzZpb96+1PuXJUiRfOaXJeLhFpDFH586aljB9El1iNRv2TSxb85BLav7fyxp8v6bl7995bH73ywlvPvPJ/aFAOgzJiEjuP4tJRxaVoqxxYmlhT9rlndu6rtLe2MUHQJsQZ83P6WeMIAHDiZLf86TtfsKObwHLitfvrt2/YNXZaSRBi0ETrmcBI4dnpxrZ2W3uX0+l0qyXRqFeffO2Zap3aWtWenZl8xdxTXl+1xq0oh3tSUEl62mljSiS9LqWsUBN9PJMbnPM/3PhnrxIQ1ZV1S25a+vryZ4bm60FkGGGJHQwtrsiO1ha33cqYoNLrNaZ4T0ETQaUyFR975S8AwFBpbWyzW3w3ga07UB+cxE6lVccXZrXuqiKieJMu3qQjImJMpZGSS3OJiLvdRDR9VEGmNubbvXsbOzqNOu3o9PRxmRlE5LLYqtZsrlqzOWlMXsmFc/qvdeJl57Y9e3cd8D7K+dbNOw7sq8orGIIOmRAhkNhFLrfVYq7ap7i6pxscbc325sbo3EIBSzoAIOgk/51eVVLwfqqKzj1lU/Mha2tnd9lOzkWVUHLhHE/tEkGtlh02UaNKjI4+d4J3cb4eTdsORCXE5M2dMvDP7adca31tAxI7GDgkdpGKc3PVfsXl7n1MttssdZXROZjsBoBgi000JaYntBxs9WpQRkRF5cEblDQx+ik3XVS3fkd75UHZ7jSkJWSeNFYT0z27qomNtx6sNaWbzI3eBYTdsmK2OJ1uRVKJ0VFS/Yadg0rsYmL9likxmYzH8UUgYiGxi1Auc6fi8lGXztXZobjdggr/MAAg2C6+8SdP3/ECEw73TmWMOJ8xf1pmQXowwxBUYub0sZnTfZTQ0iYku23WuDzlUE27pflIbtfR5WhotsiHU9IGgSXHO2WHS9QMdAJkXHmJKTams72zdysJJrCExLjRYwpP4NtAxMGK+AilOP1WG1ZcaCANACEwYVbZbx+/MTU7xfNQF6VZ9KuFVy25LLRRHYUxQ1ZezKjiMRfMiM3ubp9td7jrGs1yrxuNXKGGZkvtzuqBv7FGo/7TQ78jgXmmgD3/EwXxz4/8URzMWj0A3JiJIIrLaW9qcNssTBBI9DtSCCL+VQBAaJROGX3f63dZOi02sz0+NS441YkHSzIYJYMxf37UxmfeI6JDnX0vhjkRbVu1KbtsENWDTz9r5rsf//PvT7y0fctOYmxcecmvfnt1bn7WkMUNkQE/4ZHC1dlhrt7PFYW6K2j6Jmp1gloTzMAAALzojXq9cbhXRDdmJCaPzWvcesDplH0Oqk17a90Op0pzjI6xvRUU5T7+7L1DGCREIEzFRgSuKObaClK6m+R4BiBGvS+FPW2kBX1GTrCDAwAYmUouPC1nVjkTGPd1Y1GxOzb89V2n2Rb0uCCiIbGLCG5LF3e7vS4oOXEikgxGQVKLGo0mNiGmaIwqarhfJQMADBNMFPLOmFK+aKbPSZCoKLXtUFfFZxuDHhdENCR2EaGnWF1fuuQ00+hxMUVj9Jk5gjSIKQMAACCi0tMnxGUmeh2UJDHBpCOilp2VIYgJIhgSu4jQT81hlCMGADgRKrVq0dKfZRWmiiIjIkFgsTHa3Ayj56HLijoDEFTYPBERVPpoQSUpbu/7dqooPbZKAACcILVOM2bWGIPilBUuCkcW3DHGdLEoLwxBhTt2EYEJgj4rlwkiERHz7JQgQZL0mbmhDQwAIDyklI1ioiCKR/2qcs5TJqK8MAQVErtIIRmMMUVjtInJkj5aMhh1yWkxhWNEjTbUcQEAhIOoBFPxwpleiV3y+IKsk8eFKiSITJiKjSCCJEWlZhKR4nQ62lut9TWCWpKMsSpdVKhDAwAYebiitO6psTS2qXQaU05q6oSi2Lz0gz/stra0awxR8UVZsflBbYYGQEjsIpCjtdl6sIYfrmlnazyoTUiOSssMbVQAAMMZVxRba6fDbI2Ki9HE6InI0ti2/a3PzI1tnhMYY+lTS0adPT13zsSQRgqRDoldZHHbrJa6Kq+D9pZGUafTxCaEJCQAgGHu0P663cvXWFs7PA8TirML5k3d8srH9k5zzzmc89rvtktR2tzTJoUoTAAiJHaRxtnW4vO4pbZKttt0SWnMfw9ZAIAI1FHduPnlFcSP1CBu2VXVuqeaKz6qEtes3ZYzZ+LwbHELEQKbJyKL7PRTUYlze3Nj576dXJaDGxEAwLBW+cUPpCicH5XG+czqiMhtc7jQQwxCColdZOn/hpzssNtbGoMWDADA8NdZ3eg7ifPDdqgrUKEcL7fbvWv73i8/+7byQHWoY4GAw1RsBJHtNsXe36UkI3J1deiS04IWEgDAMOd1r+6Ydrz92eTFi1Sa4dKh8duvNtx/x+M11fWeh5Omld31wK25+VmhjQoCB3fsIoXssHfu2+XuN7HjRJiKBQDozZju3Qe2f7ZDXVVfbApQMIP146Ydv77qj3W1DT1Hvl+35eqLftPZMexuK8JQQWIXKWyN9Vw5dtKGksUAAD0UpzM+3zTYvRDN2ysCE86gvfj0a4qsKIfrWxER57y1pe3dNz4MYVQQUEjsIoXbMqDrM0GjcZk7ea9RAAAgYlnqq/Sx2pxpuTSY3M5ptgYsosHZtmUXpz5TyYy2/7g7FOFAMGCNXaTwt4frCMY8e2PtzY2CJEWlZaljYoMSGgDAEbJbrqyoaW05lJ2TkZw6uGnQocVl2dXVSUQxWXGJrZbmPU1eJzBR4LL3ZTBjTGsyBinE44V6LGEMd+wihUqn83lcio7RxMYzQeh9Uae4XebqA26L2edLAAACZO2ajeeedsX5p1957SU3z5226KZrbz9YH7Kt+orb1VO+Lq0sI6k4mQmHEyJGppyU8VfOJ0ZeVes458llBUEO1Z/x5SU+kjhOY8pGD+TlDfVNO7buNpstQx8ZBAzu2EUKbUKyy9xFxKgng2PEBFGfkeNobfKee+VExO3NDQb9cBmeACDsbdqw9YYrf9/7IvPLT7/dt+vAe6te1upCsPxXUEmeqQwiYoyljc9ILEyytlo553GjC0152USUf8bUA6s2EOc9o2tiSU7WjHHBj9ana2+84svP1sqyfGRvL2NJSfGLLj2nn1c5HM7tW3bdd+fj+3ZXEBFj7JwLzrz19hti401BiBlOEBK7SCEZTfqMbOvB2p59r6Jaq8/IESTJbfe9HMRtGy7LRAAgEjz311e5wnuXF+Gc19Yc/ODdlRddcV7w42GiKBmMrq6OniOSTh2TqWZMiMlK9xzJnlkWX5RVv2GnrbVDY9QnFGcnjM4Jfqj+lI4reva1R++7/bHKAzWeI9NmTLjz/lsN0fq+Jyuy8p83//vy82/WVtUTJ374Th/n/IN3/7dr295///c5SZKCFjwcHyR2EUQTl6g2xrosXYrLKWq0ksHouUXP/K0KxioMAAiiH3/Y7rNo3NYtO0OS2BGRPj2r88Buxekk6r4l53bIbdWde1e/77ba9SlxWaeMj81LL1wwIyThDcSUk8qXrXqlYn91U0NzVm5GRpbfSqV3/f6hD/+zUmCs+2/h6L+KPbv2/+/D1ef85IwAxwsnColdZGEqVd8tESq9wdnZ3vdkSW8ISlAAAET+93gNtkTwEBLUmpjCMfaWRre5iyuyy8F3r9zgsto9SZ6jy9q6pybv9Mk5syeEKsKBEFViQVFuQVFuP+f8uGnHh/9ZSUSK/z/tzRu3IrEb/rB5AkgTnyioNV4HmSBqk1JDEg8ARKbS8cXM10RB6bii4AfTgwmCLik1Oq/QWDC69vsql81O1H03y5NxVny+0drS0e97jADffrXhmOfIblSwHwGQ2AExQTTmF6lNcT1HVHqDMb8IxYoBIJh+sfgKYiT0zu0YS0lJOnfRWaEL6gjFLbftqe1bFY4rvHV3VSgiGkrWAdTeKx4zKgiRwAlCYgdERIKkNmTlxZaWG0eVxJaUGfOLRV1UqIMCgMgyZfqEJ5+7LzE5oefI5GllL771pF4/LIajrrpmzn0Xb3dZ7UEOZsjl5Gf28yxjLDEpfgHmYUcCrLGDI5goqpDPAUDozD7j5Omzpuzdub+psSUnPyuvIDvUER1Rufp7f09pTdHBjCQQZp0+gwmP+lvmWDq+eOmjSwwGH3tpYbhBYgcAAMOIRqMeYPncoFFcTnPV/kMV9T6fFUQxsaS/fQkjwv49Ff6yukf+dveZC2b7XP4IwxCmYgEAAPpjrj7gsli47DvvMeWlSfoRvyK5uanV31Nx8SZkdSMIEjsAAAC/ZIfdbTEzRmqD2mfRT5VGrYz87aJJKX7b8ialJPh7CoYhJHYAAAB+yY7ujREJ+Yl9t8QSUdO2/euefMt80O8drxGhbGJpcmqi1505xljR6PycvKxQRQXHAYkdeJPtVkdbs6O1yW01hzoWAIAQY4Lo+T8JhUkJo5J8Tkna2s1bX1+pyL73zI4IkiQ99NRdUfooIhIEwZPhmWJjHnjyzlCHBoODzRNwBFcUS22Vs/3IdacUHaPPzBVU+HcCABFKFaVnoshlhTHKmJAZmx2377Pd3s0wOLcd6jq0vy6+sL+iIcPcxKnjP/rq9VdfeHv7j7tFURg/ofSKay/y2VUWhjP8YMMR1rqjsjoicnV1WKr3R+eFsuw7AEAIMUGISsu01FR6Hgqi4K/Fma2tM3hhBUZcfOzNS34Z6ijghGAqFrpxt9vR3tb3uMvcJduOXZEcACBcaWITjPlFKr2BMUGl8XtDRKVTBzMqAJ9wxw66yQ47+bkMlR02NKIAgMjhtNiqvtjUUd3IFcWQmpAzq0wXH2PML/YMkpXf1lhb23vft2NETBTj8tJDFzJANyR2kcXV1enqalfcblGj0cQmCGrNkecE/2WKGO7sAkCk6Kxt3vzPD90OFzHGODfXtzRu3lt6yemJJTnEGBEVLjx5y0sruCJ7Nskyxjjn+XMnq6NxAQyhh8QuYnBurqlw9ppstTc3RqVlaeK6CxSptFFMVHFZJq8N/Yyp9IZgRgoAMORsh7oOrFzXtr9Wdrj0yXFZp4xPHlvgsy7drve+kB1uIqLDN+W4oux674u4gstFtYqIYnPTpixetP+T9e0V9YrbbUhNyJ0zMW7UCN42AeEEiV2ksDU3OI9eQscVbqmrUukNokZLRMRYVGq6pbaK2FGpnS4xRVBJwQ0WAGAoddW3/PD8ctnt9gxuXQdbtr/1WUd1Y+GCGV5nWpoPmRv7rDbm3GVztFfUxxd1V3SLSjSNveyMgMcNMHiYYosUzkN9i2dy4rz3cU1coiE7X1R398YRJEmfka1LwaoRABjZ9q1Yq7jcRy5ZORFR7XfbzA3eA2P1mi3+3sRptgUoPIAhhDt2kUJ2Ovwcd8p2m7O9TXY5RUmtNsXFFI3hspsrXJBwow4ARjzZ5W6vPOhjaxintr21hpT4IwcU3ry9wt/7aExYlAIjABK7SCGoVIrb1bcfjuJ0dOzd0bMf1tbcoEtM0aWkMzHYEQIABILscPmrPOe2O3s/dJqtXkd6qDRqU3bK0AcHMNQwFRspJKPJZ5dDt9V8VJUTzm1NB52d7UELDAAgoKQorUrru8KcLj6m90NR8nuzI7msQFDhehdGACR2kUKXnC52FzdhPf8R1L4HO2dbS7DiAgAILCawtEnFfY6SFKVJLMnpfUyl0xhS4j1tUr2kTezzDgDDEhK7SCGoVMbCUk1cAvPUq+PEBEFx+p50kP0cBwAYifLmTkkak9f7iNoQNfbys/reySuYfxIxRj25HSMiSikvjE5PDEagACcMa+wiiGyzOg619ky8ckXxfR4jzDgAQDgRVOKYS+e2Vxw8dKDOZXMYkuOSxxeIah/7w+Ly0ydcd+6+FWs7a5s455JOkz2zPHP62ODHDHB8kNhFEOvBGn9Nw47CSYo2BT4cAICgMuWmmnJTj3laTFbyxOsXyi63bHeimQSMOEjsIgVXFLfVMpAzVVqdJgGTDgAQ0URJ1c9eCoBhC2vsIoa/idc+JKOJoTksAADACITf70jBVComDuiv29XVGehgAAAAIBCQ2EUQNrCiw4rsDnQkAAAAEAhI7CIG54rbNZATRY0m0LEAAABAICCxixi+Sm76pDgcip/GsgAAADCcIbGLFH6r1vUhOx1dlfsGVBgFAAAAhhMkduCDbLe5zF2hjgIAAAAGB4ldpGCCIKo1NND5WJIdNiIizrkiBy4qAAAAGEKovhhBtEmpltrKAZ7MZXfXgd0ui5k4F9QaXWKKJi5h4Av1AAAAIPiQ2EUQTVwCVxRbYx2Xj30TztbU0LPMTnE5LHVVbptVn5Ed4BgBAADg+GEqNrJoE5JMxWP16f3kZ4yIBJWKeu+d4EREjrZm2W4LbHwAAABwApDYRRwmqsQovf9nxajUTMXtJvKxK9ZlRlMKAACA4QuJXSQSNVomCORrJ4Uxr1BtivX3woHXTAEAAIDgQ2IXiZggaOKTiLhXaidFx4i6KEElMVH0mfaJGm2QQgQAAIDBQ2IXkTjXJaZok1J6Z29qU7whK4+IiDFNXKLXVCwjJqg1UnRMkCMFADhxssPFZUw4QETArtjIIjsdtvoaV1cn54qgUmnjk0W9nhGJuihRfaRFbFRKOpfdjraWniOCVmvIymMCrgQAYMTgnB/8fnfV6u9t7WYmCjEZSQXzTjJmJoU6LoAAQmIXQWSHvXPfzp5aJ4rbbW9pkOzG6LxC71MZ02fkaOOTXJYuLsuiVqc2mlDEDgBGlr3//bb2u22MMSListJe3fD988vH/2xe3KiMUIcGECi4ARNBbA11fXc/uMydzs52n+eLuihtQrIuOU0dE4usDgBGFmtze+26bUTEezpfc+Jc2fvRt6EMCyDAkNhFEJe5s6fmcG/uLhQxAYBwc+hAnY+qTZwszYccnZYQBAQQFMMrsdPpdD3/hSHnr1gJipgABBnGuiCQnW6/T7n8PgUw0g2vNXbz5s1buXLlaaedFupAwpOo0Sp2W98rWFGLIiYAQYWxLgiiEk0+jjISVSptjCHo4QAEyfC6YyeK4hlnnCGKYqgDCU/ahKQ+WR1joqiOjQ9FOACRC2NdEMSNyoyKN3qvDuaUNnm0oMKfPISt4ZXYQUBp4hJ1Sam9t0EIkmTILhBUUgijAgAIBEEUxl0xT5/S68KVUUp5Yf6ZU0MXFEDAMe5rNT2EMdlhd5u7FLdT1Ogkowml6QAgjHGFt+6uMje0iWqVKSc1Oj0x1BEBBBYSOwAAAIAwgbs1AAAAAGECiR0AAABAmEBiBwAAABAmhlcdu4GQZXnFihV2uz3UgQBEKK1WO3/+fJTqCDSMdQAhNyKHOz7SrFq1KtR/ZgCRbtWqVaEeCcIfxjqA4WDEDXcjb1csrmIBQmtEXsKOQBjrAEJuJA53Iy+xAwAAAACfsHkCAAAAIEwgsQMAAAAIE0jsAAAAAMIEEjsAAACAMIHEDgAAACBMILEDAAAACBNI7AAAAADCBBI7AAAAgDCBxA4AAAAgTCCxAwAAAAgTSOwAAAAAwgQSOwAAAIAwgcQOAAAAIEwgsQMAAAAIE0jsAAAAAMIEEjsAAACAMIHEDgAAACBMILEDAAAACBNI7AAAAADCBBI7AAAAgDCBxA4AAAAgTCCxAwAAAAgTSOwAAAAAwgQSOwAAAIAwgcQOAAAAIEwgsQMAAAAIE0jsAAAAAMIEEjsAAACAMIHEDo6fpeEf7GiCoI5PyZrzk2te+aLC36taNn+45BcXluRnGnXq+PT8aaeedddzKxw8mIEDAPiFkQ1GNMY5/t3BcbI0/MOQeq1aP27e6bmeI66uxi2bN9e12Ylo/p3LPlq60OslH9xz4YVL/+NUuDY+a/LEYldz3a6tO9vdSlzp+WvWvVWil3rOtLf+uPSWOz5av3VvRXN8dv7YaWff/eBdU9KjgvbtACAyBXRk63Fo1+1xox/8psMx3ajufVx21P/ttiVvr16/dVd9WknZ5Ckzf3vvneWJ2sB8VwhHHOB4mQ++SESxBU8ffVjZt/rlcqOaiK59v6L3E5ufPIeIDOlz31lfoRw+aGvaeteCbCJKO/XRnjMtBz/M1amIaNyp86+89qr5s0qISFSnvl7ZGdivBAARL3AjW683c94xLZmIvulw9D5sa149JTmKiPKmnf6za66YMyWPiDQxk79ud/h4EwBfkNjB8fMz/HHOefue5yXGNDEzHYfHOUfn2nhJVOny1rbZvU6Wnc2nmbRE9GqDxXPklVPTieinr2/pOWfjCxcSUdLE5wLyTQAADgvcyMY53/Dph889cd/ZkzM891a8Erv7JyYS0U+fX9NzZM0LPyOirHmvDNW3g7CHxA6OXz/DH+f88bEJRHT7/nbPwx/uKSeiyQ9v8Xny5vvPLS0tvezN/Z6HeTqVxjhN7n2GbI1RCeroSUMXPgCAD4Eb2Tjno6OOmpbtndg5zVtExqLTF3u9yZKcGEEVU+twn9C3goiBzRMQKPMXFxHRp+/XeB6+9Y/9RHT3tYU+Tx5/+/Jt27a9dnEeERF3XnjTrX9ccmfvf52cFIkxUZMZ2KABAPp1/CMbERFtauuy2Ww2m+3ZUbFeJzs6VsucR+fN9zo+b3qi4u54ocEyVF8BwhsSOwiUxFNyiaj5m2bPw9ebrKI6eV7cAJYAM/VDDz3059vOJiLisrmjdf/mL5ZeNbXFJc+9894ARgwAcCzHP7IREZFGo9FqtVqtVs2Y11Mq3SgiMld963V8y9Z2Ilpfi8QOBgSJHQSKqEkmIlu9jYiIO2odbpU2b7D/4H58ZFq0KaGgfPY9r+38+V9XLf/NmKEPFABgwIZkZPNJGzt/UVJUZ/XS3y/f2XNw0zu33rS1hYgcjY6h+BAIf6pQBwBhS3Y2EZEuVUdExDQxKsHiahrsmyRNvXLJ7WenZKTXb3znsVsvT0n+8oELi4Y8VACAARqSkc2fZ1Y89OVJtzy6sGTVzLPG58XX7ly3ekPN3Dmpqz4/KMX6qJkC0Bfu2EGgtHxTQUSJMxI9D083ad22/d+bXT5Pdpk33Hjjjbfe8abX8ZRTb3zw/nt+c8N1D//jk8fG0yOXnbzD6g5o2AAA/RiSkc2fhImLK/Z/eeMFZzirfnh72edWQ8lTn+x5cFoSEWWmooonDAgSOwiU//1lFxGddn73dofrT00hojver/J5cuPaB55++uk3PpeIqKv28YULF976TqXXOaecmSq7Wp6o6gxczAAA/TvukW2A9Jkz/vruyh2Vjbb2+rWfLl98WtbulQeJ6LIUJHYwIEjsICA697/0+62tmphT7smN8Rw56ak7BMZW/+rSbV19Lm0V259++TkRzXnoJCIS1QnLly9/4/Evvc7a+3UzEWXqsX4AAELjREa2gXj94fvvXfp/7l4NoRRn3R3b26ISLzk1RnPi8UMkQGIHQ6/62zfnTrrBqfDLX3pVfXjjlz7t6veuH+Ps2jglb8ZLX1f3nCzbah791SkvVXQa0ha9eEoqEUUlXX5mrLZx3XV/WVPTc1rVF3+58qt6jfGkWzOig/ttAACITnhkGwjtmhfu/tMfrnl1q+chVywPXz670u4+68n7hvSrQDhDr1g4ft0dFQ1l55yZ7zniMjdt3bSposlMRGfd9u7HD1xw1AsU+5PXnHrLy+uIyJCUU14+Ruyo271t20Gzy5g36601K85K655rqP/s7vwzljq4MHn2mUXZ8c0Htn/y1SamSlj6yZbbTh3oEAkAcBwCN7L19lJR/NV72rx6xTq7vj85Y8bGLuf4084dl8Q2rV29taIj5+z79nx4h+RdHQXAj1BXSIYRzFOfvTfGVLFJ6TPPu+qfn+3z96o9n71y/SVn5WUk6yRVQkbBSbPn3fzYO2ZZ8TqtddvH1549qzgnVSvpc0eXn3P5H9bVW3y+IQDAEAroyNbjn4Vx1KelGOfcenDDksvOGJWRoNIYsktm3Prouw6/7wHgA+7YAQAAAIQJrLEDAAAACBP/D27cwwgKT7WsAAAAAElFTkSuQmCC" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "par(mfrow = c(1, 2), mar = c(2,2,2,2), pch = 20)\n", "\n", "plot(dm, 3:4, col_by = 'num_cells', draw_legend = FALSE)\n", "plot(dm, 19:20, col_by = 'num_cells', draw_legend = FALSE)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "hidden": true }, "outputs": [], "source": [ "options(oh)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Other parameters\n", "-------------\n", "\n", "If the automatic exclusion of categorical and integral features for data frames is not enough, you can also supply a vector of variable names or indices to use with the `vars` parameter. If you find that calculation time or used memory is too large, the parameter `k` allows you to decrease the quality/runtime+memory ratio by limiting the number of transitions calculated and stored. It is typically not needed if you have less than few thousand cells. The `n.eigs` parameter specifies the number of diffusion components returned.\n", "\n", "For more information, consult `help(DiffusionMap)`.\n", "\n", "Missing and uncertain values\n", "=============\n", "\n", "**destiny** is particularly well suited for gene expression data due to its ability to cope with missing and uncertain data.\n", "\n", "Censored values\n", "------------\n", "\n", "Platforms such as RT-qPCR cannot detect expression values below a certain threshold. To cope with this, **destiny** allows to censor specific values. In the case of Guo et al. (2010), only up to 28 qPCR cycles were counted. All transcripts that would need more than 28 cycles are grouped together under this value. This is illustrated by gene Aqp3:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "application/pdf": 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", 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hist(exprs(cleaned_ct)['Aqp3', ], breaks = 20,\n", " xlab = 'Ct of Aqp3', main = 'Histogram of Aqp3 Ct',\n", " col = palette()[[4]], border = 'white')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For our censoring noise model we need to identify the limit of detection (LoD). While most researchers use a global LoD of 28, reflecting the overall sensitivity of the qPCR machine, different strategies to quantitatively establish this gene-dependent LoD exist. For example, dilution series of bulk data can be used to establish an LoD such that a qPCR reaction will be detected with a specified probability if the Ct value is below the LoD. Here, we use such dilution series provided by Guo et al. and first determine a gene-wise LoD as the largest Ct value smaller than 28. We then follow the manual [Application Guidance: Single-Cell Data Analysis](https://www.bioke.com/Product%20Support/Manuals%20%26%20Downloads/?webshop_supplier=15&webshop_downloadtype=10&webshop_application=199&q=) of the popular Biomarks system and determine a global LoD as the median over the gene-wise LoDs. We use the dilution series from table S7 (`mmc6.xls`). If you have problems with the speed of `read.xlsx`, consider storing your data in tab separated value format and using `read.delim` or `read.ExpressionSet`." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "25" ], "text/latex": [ "25" ], "text/markdown": [ "25" ], "text/plain": [ "[1] 25" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dilutions <- read.xlsx('mmc6.xls', 1L)\n", "dilutions$Cell <- NULL # remove annotation column\n", "\n", "get_lod <- function(gene) gene[[max(which(gene != 28))]]\n", "\n", "lods <- apply(dilutions, 2, get_lod)\n", "lod <- ceiling(median(lods))\n", "lod" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This LoD of 25 and the maximum number of cycles the platform can perform (40), defines the uncertainty range that denotes the possible range of censored values in the censoring model. Using the mean of the normalization vector, we can adjust the uncertainty range and censoring value to be more similar to the other values in order to improve distance measures between data points:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\t
$lod_norm
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10
\n", "\t
$max_cycles_norm
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25
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\n" ], "text/latex": [ "\\begin{description}\n", "\\item[\\$lod\\_norm] 10\n", "\\item[\\$max\\_cycles\\_norm] 25\n", "\\end{description}\n" ], "text/markdown": [ "$lod_norm\n", ": 10\n", "$max_cycles_norm\n", ": 25\n", "\n", "\n" ], "text/plain": [ "$lod_norm\n", "[1] 10\n", "\n", "$max_cycles_norm\n", "[1] 25\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lod_norm <- ceiling(median(lods) - mean(normalizations))\n", "max_cycles_norm <- ceiling(40 - mean(normalizations))\n", "\n", "list(lod_norm = lod_norm, max_cycles_norm = max_cycles_norm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then also need to set the normalized values that should be censored – namely all data points were no expression was detected after the LoD – to this special value, because the values at the cycle threshold were changed due to normalization." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [], "source": [ "guo <- guo_norm\n", "exprs(guo)[exprs(cleaned_ct) >= 28] <- lod_norm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This version of the dataset is avaliable as `data(guo)` from the **destiny** package.\n", "\n", "Now we call the the `DiffusionMap` function using the censoring model:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "application/pdf": 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", 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "thresh_dm <- DiffusionMap(guo,\n", " censor_val = lod_norm,\n", " censor_range = c(lod_norm,\n", " max_cycles_norm),\n", " verbose = FALSE)\n", "\n", "plot(thresh_dm, 1:2, col_by = 'num_cells', pch = 20,\n", " legend_main = 'Cell stage')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compared to the diffusion map created without censoring model, this map looks more homogeneous since it contains more data points.\n", "\n", "Missing values\n", "-----------\n", "\n", "Gene expression experiments may fail to produce some data points, conventionally denoted as “not available” (`NA`). By calling `DiffusionMap(..., missings = c(total.minimum, total.maximum))`, you can specify the parameters for the missing value model.\n", "\n", "As in the data from Guo et al. (2010) no missing values occurred, we illustrate the capacity of **destiny** to handle missing values by artificially treating ct values of 999 (i. e. data points were no expression was detected after 40 cycles) as missing. This is purely for illustrative purposes and in practice these values should be treated as censored as illustrated in the previous section." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# remove rows with divisionless cells\n", "ct_w_missing <- ct[, ct$num_cells > 1L]\n", "# and replace values larger than the baseline\n", "exprs(ct_w_missing)[exprs(ct_w_missing) > 28] <- NA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then perform normalization on this version of the data:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [], "source": [ "housekeep <- colMeans(exprs(ct_w_missing)[housekeepers, ],\n", " na.rm = TRUE)\n", "\n", "w_missing <- ct_w_missing\n", "exprs(w_missing) <- exprs(w_missing) - housekeep\n", "\n", "exprs(w_missing)[is.na(exprs(ct_w_missing))] <- lod_norm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we create a diffusion map with both missing value model and the censoring model from before:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "application/pdf": 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", 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dif_w_missing <- DiffusionMap(w_missing,\n", " censor_val = lod_norm,\n", " censor_range = c(lod_norm,\n", " max_cycles_norm),\n", " missing_range = c(1, 40),\n", " verbose = FALSE)\n", "\n", "plot(dif_w_missing, 1:2, col_by = 'num_cells', pch = 20,\n", " legend_main = 'Cell stage')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This result looks very similar to our previous diffusion map since only six additional data points have been added. However if your platform creates more missing values, including missing values will be more useful.\n", "\n", "Prediction\n", "=====\n", "\n", "In order to project cells into an existing diffusion map, for example to compare two experiments measured by the same platform or to add new data to an existing map, we implemented `dm.predict`. It calculates the transition probabilities between datapoints in old and new data and projects cells into the diffusion map using the existing diffusion components.\n", "\n", "As an example we assume that we created a diffusion map from one experiment on 64 cell stage embryos:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [], "source": [ "ct64 <- guo[, guo$num_cells == 64]\n", "\n", "dm64 <- DiffusionMap(ct64)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us compare the expressions from the 32 cell state embryos to the existing map. We use `dm.predict` to create the diffusion components for the new cells using the existing diffusion components from the old data: " ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [], "source": [ "ct32 <- guo[, guo$num_cells == 32]\n", "pred32 <- dm_predict(dm64, ct32)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By providing the `more` and `col.more` parameters of the `plot` function, we show the first two DCs for both old and new data: " ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "application/pdf": 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U9fhEuIrHd1P+hl8yfsdOY4fjJYioCNHk6TuGRFNGT/7dpMJiFVn1TXYcIDsnC9xgdjEy6eSLfqLFItGUQcSFFrRLqcXupQUuopWURDLPiYlcws02evY/MCSaMrLI5XCpsHiIrHc/IR8HwRYFiU9tyUOmqI6Fh2RXEKieF79NRQVPat/wnnhdr5PzxEQavhI2Covr5DvJzuGGr8Q7xx0OgRcyIKkrSX+vkPw/mP6yHjgJ5UQFA2V8U2bjClQEB1Wlxe6l/H83/AMt1nPDCeG6TTosEifkjkexHpi5WM8NJ+SOXyzWC7JOSWKhMgHfFxXjhfgDQ6Ipo+V6x6TCYhVZ3zrIdkxoT3BexI6OCbFwOMpCDG9KbNQcixtYqLiBOv6FtDGtOtekMa1KR2p21s5kN8zjmxLiMnGipigwUMav22wVq6k40oIjZ+eTOYZDdIsLGrcJITEWzjaEAgN1/OqReuV/Owcp0coCREQWHTU9wp5qsAg0ZVCfTrkUQ6WBKrBaUl/kt3vw4nNODBmFHSIH/QExvikDk4c7PakCi4fI6pT7bzTAeqVozzkxmeILwSMM9IAY35TBlCneMxRYPETWI5xk0FAvQu5wMojUfQaUa5N/ZCGGNyU2zrD3cYgbOMavztbRFkY/k/PcBPedlE9Y6EsJ3kIZ3S6i72ZxG8oiDkpmzW9kYxVvC9yKvxe4OV3bbngucOvMvcCt+PADv1PgxokRlRsfIj6veNdCfYoRG8Rj24X7ex3l9WVZxkb1GydgFBgpUdqvDMLB76Jvpe/4FkbppiLExmUe/LsXcQPjK91XyO6nYPPh2d05B1EPrrOlA0RyYgyU4U2J7XMk/ouhz0Adv374TC+Vr5XjzufEdIOX8xBify/dDwyJpgydmHeLlxM2RYXFQ2Tdq6Dcneq4xeQ5iFKlB17iw24DZXhTYqNyYj58VH0G6vj1JVea60ZprynEjpNM+sS8f8AgwTwhNmqxyymkV3feGwyvBf94Je+rKlWQnBPTf9BeufhEPaI7hkRTRlLxuJOMqLB4iKyvv2nUgwZZf9NcMZqkmv+BIdGU0QrSSYOBKrA+Za0GTVGnrPWi3NWMjHQJst4xJJoyWmt1TCosVpEX+oFIWZEYPIORGmh6WeXc446zmjxgJFF6D5MKi/MrJk/fE9gPpsRhzm5TgiLRfQ/j/CVfn1gEmjLSmpnWPlVpoAosTljjBwd63A6cqemBp3ADZy4ZeKBd7SCyR7qYigMb7a90Jjz6WpklcXcQgfN0ue/gkR4wSwquEBtth5SkO8QNzK+k7NJaST+euotktX5BRMke3Tlp4olZoClBsRNpl6EaLFaJ9WgPfbnUutxLc3FlshwTHZx39MSQaMr0OXsvmXqiwuIhsm62c5V+5F/ieRGOf42ct5qPHxgCTZkNWZrcrUs0GKgC6xNGZ4M0XmNlPF5cWkH3+AMnfZPBbHwajndXVVicXnuZuZiPGv9ETVYB40ZOAW92DwyJpszGWzbliV0qLFaRdaeD1sj+c9WlA0G/WHHiaIoGyvCmxEauhbjJrO6O9le8Ovq30ydNiTr0mZwTk8RLR0fNJ4ZEUwbZQHq3AqezGHyJLE66yvlVHk6zMkn85O73oEeswXk4zmA27nRE/6yh08B3vGfOTe1/JHu7qgtCBKXoO2waVCluoAzX5NfE5jwSdEWfge6ldN3EgTJtQntOjJPrJRzOBR8YEk0ZtL3Kh5tUWKwi64+YnkXFr/q8iCg9wiLF1AzC4Kb46Kql0pVEGVrNbzxdcnNLlELiQTiuG6YFi+q7LIxSEiwE+/qU9z/EDdTx67szBZpTmZJHmYhf6fjbv5M7KJo+KkT350f+KIkCW9VvNNztJip9sTJRxvRpHJpbWy2U0e0iOH9wG9qQTnjX/Ua9D5f8HUEzywezo4xWmp88cRiZ5U56Dh4ZmeRDhcXhpczynTOjakb2ycABTeXpc47pAfNXuuAJPuTxqvSB53tTvh60zhwoQEN4PrEfTEZ5j3cja+uODy33AYO4H9f3qAqLh8h6dg96HFT+7s+JSXyNCxksHB97YEg0ZRCVoK9/qLB4iKwfLScpnqOHck5M5MfCd2HITRV3DImmDA6NMmcuigqLh8h6J9iRGxykE+xIHhbjku/NeeAip3Ig5JzrmNKNLVaJ9eaZXFhC6qp2bQcTOZRGPzBIUuAdQ6IpIxl2KV0qLB4iNOmk0+rvlu+j6OaYvrQcmPRf/VuadPfG9QY1XAEyiMAZUHQyHCRh9I5ZoCkhZ8tULDo0WCwSazNGa8lu2/pxdDQYOSxyiU/in3icHoHZPj7IeZGqsNjPB0grjznCZuRmQ1zxOhhUwAQqt/PuB4ZEU2bqaDRUWKwii5MudcTMHF7owQSeXCiBE9yfGBJNGcmpovdnqLBYRRZfD0riqqiKix5OvzKZexPTykwtzJ4YEk0ZlN5FWTFYhcVDZHHS/QdyuiE1qOUnrQxdSsHXRu1shxuo45sy/TnvWMIvlRa7dxYOvi1ONmc0JBgMSgcoh1JD3XecxYUXRkLde51UWJwnr3/lOTsO5XoftFXwYHa0Bg6F4ypPHLRVMJj+ctClLEecVFgcpg6PC5PepW9yQnv2c2Iy10odiEo+IMY3ITZeiRNd7qXyFg+JxRl7TIQ2AESxlMiImnWzjaKZFmJ4U2Lj1NLihriBY/zqMofY7tTCZDDSsqQE6dhg8WhhUiR8PFqWDBUWzy1MFiZNlZIBh2G0YZ0Tg8YD/ZPjC7eeGBJNGRSn0En+pcJiFVlfmw94peg3Nwgqo4OBQL/mO4rSOW4Q9bpxjIUr7iS7K19f38K4qMNHL72N9TKQbv1xPLXK/VJ3DImmzJRmPlRYrCKLDzig+rbuUhemRH/7OOEn4CKaBxaBpkyfcvcRaVtWjXe0T0VhC9MtHufydIsEG/kXs8NmzFq4YzEkmjJoauOo485QYbGKrO4hSOuQfnvnICiOQrYPVZz018FAGd6U2PSi5aHPQB2/bi3zZtAth4oruwaT6OCN0sT5AMFCjG/KbJ/YLQdubC0KLL5EXjCGAvLVo5pCgVPgUcK4o9bWYoxvSkhG/J4vhQbK+Bc+uf6v5l7Uh35yROxodk4fFF0oZSCGNyU23gwppVzFDdTxqzuz4+RvCuVIDpMySRqTuMy1lA8sEk2ZjS+HpoV36DRwn/KYFhZiiq5h38RJv+BAjVxCTaPdyg1idJuYA/mCKn6g/OqmfHmqVFO7o7qz8KUOF5PQWjREOWm0GBJNGUSHqq+XCouHyOKk+z9+lyZgWYupdukCho7l8gt9YBZoSkgpMRd8iAaLVWLVjKhyq6GX6svBULuMAwfJffQTi0RTRq6hoOVgKLXYT9WXC5MmWzt2r+BaKAYjSwPlGMTjBx5rBRhKpZDVYaiw+J3lgo6BgqQfJFTHKyM1nmH38jYaLBJNGblerNRJqcUqsmoaBwnrJb5y7ZwYzylU5UBbyTvC6KbExh8Yvb1D2mKVWH0zdr7TkH7v2sJGGDr8jojTHyk8sUg0ZTb+zaNljSq1eJ8OGlYecuQkJXYV4H4ogYujyXfA3XwWVylDACHlSlR3oBosVolVNy+NuwVhbF4MApSBDvPkNbnjLJajMOLmUWLbUGFxfsfYpLY5Ac2L8siOBtP/K2UaKPOzGBJNmY3bF/GNn0OFxSqyuqMU+cVlPpI9Jybw4+HuEnIP5B1DoimjjR/rpMJiFVl90oWXULp+6JALE8C4o6CDOJ0pUd6jwSrRlOlf4R5wHaHqNFAFVk3PxBYArbCS3yQM9TVjsyI4roe3WCWaMpQBkBCMGUotVpHVSUcO7XnXFyKZtDCUc8A9rg620x9YJJoy/Tm7gDsTh1KLVWTdbKaP68oGUEKO/7tJ3H/BBo1cAMF89L9dspIKcNe9vjDLyTIVgfMqNwiPi0aqtuS3OMk1BCCkZwmdkw0NFqfrGoKVSEuWfuq4zfWcGI9WWw53uN8RRjcleL+mDumXtMUqsX5ktsuJr7S1HYxHH1u6D9rFHzhpX1sw8oypiG2osDhNHaVWHvIhVWpp3GCjjEdj6Ij+8hYmvcEGDKaMG2tUgcVpusFmZRs5ZAqZk9nOiQl8KRuqxNMPDAnt4a4l/VzQqyosVpHVlQK39FGVCuq4L8Yji8LjNtsnTlKXLczGdSrcAWaosDhNpdwrcbjIZ/bcWZKDyYOh3pLkBRW6AvgBZXwTYuMERHa4hkaLVWJ1xoU9Sh92bml8XgzVVtKFDhT2ozlaLBJNGToERsHr0GmgCqwuzCj25DcNWRiDQb4+Gbx6JHzHkGjK6CVHdVJhsYqsn1tzIZ30mT8nxuNOgXTINQQWJzFyhNEeWJMGA9M7VlE3DmrI7BPLAfBgAg58PUybJ856AAyG3KkDB75DhcX5pQNgJLGUzL06zosIuPo6yIVRBmJ4U2L7dN9VE3tY3EAdv2or88VUB3Kiz4EjnxqhG9vxgBjdBkGnjslrxqFTbLSvz9Vx12T6ZUv/x8Hs6PdI3eLSEwbt/sgEgi7c7HHIWxze2arp0m2cZzlcAiFERGorRQirr08sAk0ZhFx8uDTekQ5fXSIc9oSrgGwwWjBWEH174KuArEg0TgvGhgqL5wKylWBAkMK/zKnR58TgruuQEe15Ykg0ZbTXeJpUWKwia5Puuz8fk+8aQRwEAoZ9c6C2/g+osUAhtrgjWjjEDXwpdpgOZF9FvZb5YnANM1mUmjBxx3rHsjA43OPY81Bh8Xwt88p7keWwMHM855yYgBvNCh8bPSDGNyFkh6ZT4SFvsUosrm9HQXsPKobA+qZMqYgIHciFfWCRaMrQoW9ERGgotdi9EiFyQYKBckvVOTF8URVtwHyxuYUY35SRnt00RBVYPERWpxz4I6bFHgdnQlDXBzon85UbuBsow5sSuE8zXOruyL1zZBakk5ZcYSJ9tAL2CnRXNlhGt4mhrC0qDdFyyeJuitfXh8JOm5N2oufEUGMX7qoTnwijmxKbk0utLmmLVWL1HDJ+MxxyOiA/L8KjLeqBO6ufGAJNGRjCVP6mCu5Ih6/bPVm6eUqewmCcJGkWuU3S4qipCmAwYU5OGCosju9kK1CuUkVZbiiSW8EEmk/SaTg5cxbq8a0QXMXLBQ4qbuA7x70U4w+JfYLCGUKDyBx1pG2tvwgPiOFNic33N5kMYhU3cIxftdP20QMIftHFBDZgKVCmfcXuWJ0cYfTSqzqpsPglvyjgemJPodWD32Jl+rruKO2jL51ct2ixSDRlugFPIVb6IodSi1VkdWXb+eBWrzY/J2ZHC/aIq1yeGBJNGVg+uDZNVVisIqt7RoL3FXFL+DkxO5pl9B2Vb/14YEg0ZbYPet+FSYXFKrIaBnKjh6dcbexGk09KVMt5BAxvMOvFxlljmodcZKzyFufvC/nH5Mbscl8ZLpG6mCCdMrJuejeY5VYoENK0gsp3h7zFebpH6v9/xn73/BvjWgq+mftiPMK91HTC+x8YEk2Zjasp6C7uS4XFKrL6mBOiNPQRVbikygR0lKTuRXL51R1DoimjbbDCpMJiFVmddOac0CkNeTCSdpzRCOiJRxoymCkNeaiw+J00ZFyZfPCBG9r7XYwbpy70k544Srs+YTbevXFMoiosjlOHv8X1WZw2lMteTPiiUIGjbAZlqYAVRhz/ECZxi/NUNLuSIZKkCKxwids5MVQpzRXw5Dg8IMY3ZVDSyWeUqsDiIbL4jPmIAoUyiYPdQlDQjK52lVOPBxaBpgyCWLQqDJUGqsDqm9z30b7E+4I16ZwYrEoUYyX7zUKMb0LQqY3T7qEsbuAYv7pcaLegINbnxey89FNhnubHzjCIOQkCm3XlGJvKWxzeMUCPIgfN436Ywch9MFReJbeW3PG4HwbMdD+MqrD4dj/M2iEkbqvliwPPiXB8PEQnjLjo1WIWaEpIgnookwaLRWL1nKmIT5b4WPacGI8mQuo+PTAkmjJyZBMmDQaqwAsnvQ51J1Eukj7GiTl60sZRZX3HVW67FwbpZFT9OFRYPERWJ13HhlYLjqfrSFvgD4iMuBp/YEg0ZeQ5xzSpsFhF1gNv2nGJssTOi6FU2eLk+jj3xCLRlNm4uJ4a711KLVaRxSft4sjhJrvnnJiEhk1uv24+uGFINGXQKYDsj6HC4iGy+noE5M2T57DrxVJVbtJAB3eNSlicR0d3SVpnmzMfkwqL8zurHVWdaIlExS0KynjpTVA5+vfEkGjKSFUZhxFUhcUqsrrgeWkinvSq28F4XG3b91zO6X7gpFfdgtGcJz+psDhNV92unFIHPpEleysnnFIrEzlg7ZwkoD8wJJoyMOo4UUBVWDxEFgNefU1Av4LEDRTOiaGgZ4dRLtMxEOObMhICzX5SYLGKrJcpYwpFsy4GE5FlQX8jMcw7Lpp1AQZGx7gsMucnHiLrYQ2q1faUxoiircE4XObR/Tj6jT4xJJoyG5LGq59UWKwi6/4r5zOS16TuK4hdHGYnefMWs0BTAhYpvfKXBotFYnVfKXwk5yiqyd2oLiZwA6ruKncN8QfO0mVKGHo3yMOeNBiYp7ZUa5aStv2Lcq23MvjWyQ6Kof7AkGjK6G0FflJhsYqsFziQ/+7pEpuqbYnAJOl8Q4+n/sCQaMpQyq/j2oehwuIhsp7lGZ2Ed4qTLE8wgbc8vlRO0rfuGBJNGb1Kr04qLFaR9VTaKnn0BYb0YII0tfXjE7pjSDRl5JbFOGkwUAXWj3y4fLNESUy9GMcOa6CrSdwTRskyFWbjjD1yRy4FFsdXElMpVsLX3ndnlOzd82JqZWPZaTjRYpFoylBnMOkyPJRarCKrK0f86gWg6EytROQqJurfxOcnDwyBpoyU+dVjaDBwCKweSBQ+NuOzxgPtlJRJ/ArQxSBSW3mDGN+EkO7fVPWg8hYPidUZR3RCJ6cNd5ANJuHOMSpccE9Y9QYyJqQzGF+GIvIWD4nF6D6luhZ00MQZ/GDomjb38XTtRwkPKOObMmjRSU7fpdJi98oxPGUaU4/roz8ptBVVIsOroAg3Ra0eGAJNGVTp8D4HDQZeAuvtRTSLN+cq7UU0zzeT61kQ0XxiSDRl5NiHkguGCotVpE/6Q//r8/u7PzayUhjyH7yjq/kqmwWUjEQRlT/O7W///Kf9T33I548/b3/z9//R/Yc//mUTiT+Jgv6fI+/k1HNpTfeM+g/ton24p+H/6Q/5seQtBJ6ar+yikq+A/AIh/vXzD5v8cZTEKpYUNBry7z/6mPDIqPCHS7LY/v4TLZ6U0fuXf/r8+f/R0001hNHV9ZeK8W/6K6Pp5DPy4H/YYpa/61zl3MJYd25erMy/TqP8occ9OkoZ/tf/1d9hrPQv3lEOUCipXn4Vt99i8PJLpOvMDkpH+eMft7/JUX5X/237v01e0LYKZW5kc3RyZWFtCmVuZG9iago0IDAgb2JqCiAgIDkyMTYKZW5kb2JqCjIgMCBvYmoKPDwKICAgL0V4dEdTdGF0ZSA8PAogICAgICAvYTAgPDwgL0NBIDEgL2NhIDEgPj4KICAgPj4KICAgL0ZvbnQgPDwKICAgICAgL2YtMC0wIDUgMCBSCiAgID4+Cj4+CmVuZG9iago2IDAgb2JqCjw8IC9UeXBlIC9QYWdlCiAgIC9QYXJlbnQgMSAwIFIKICAgL01lZGlhQm94IFsgMCAwIDUwNCA0MzIgXQogICAvQ29udGVudHMgMyAwIFIKICAgL0dyb3VwIDw8CiAgICAgIC9UeXBlIC9Hcm91cAogICAgICAvUyAvVHJhbnNwYXJlbmN5CiAgICAgIC9JIHRydWUKICAgICAgL0NTIC9EZXZpY2VSR0IKICAgPj4KICAgL1Jlc291cmNlcyAyIDAgUgo+PgplbmRvYmoKNyAwIG9iago8PCAvTGVuZ3RoIDggMCBSCiAgIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlCiAgIC9TdWJ0eXBlIC9UeXBlMUMKPj4Kc3RyZWFtCnicxVRrVJTXFd3bgeEpGHESZWDm00iqUWYACRZqBKKi4ogVUDRqwmuAEWRwZhAx9plHTYDYmlcTjSCJiYmSaNvYVqNi1BA0PmJ8gSEqiOITQ0zuRy+pGWy7mh/a1UV/dK/1nXvX+c7d99yzztmERz+Q1KVb50wud1inWB12Z3iqNb+0KMsBegCg+xun6qGGUA3tpxo06mCPnvVyc4jn1BCP5Z6hgOeQwF47YECvHXGP2yKxd1s3UAb5a27fAC06qWFglCkiInqCvaTcYcsvcClRERExo3ttrJJndyjuJJTeLBTrUpe12GmzFzuV7HLlEZOSnJVTaC9zFtqUrOJcJdk03aSk2MvcTpsywl6sZFsLsoryFHvebYpSp9XhVPId9tIS50iTkl5gcypldkeh4l4d1iJrltOaq5QW51odiqvAqkyelZauJNmLXYrFluO+1qqEhyuK02pVClyukjiz2VWab7I78s157hinuegfQU5z77nwpBkp6eGWqRMmpaRNMrmWum6/I9fqyrIVOU13KuoPfejuLU0/uGsET3eJvOANH/jCD/7ojwAEYgDuwUAEYRB0uBf3YTCGIBipSEM6ZmE2MjAHc/Eo5mE+FuAxPI5MZCEbOXgNq7EGr2MtqlGDdajFG3gT6/EW3sYGvIN3sRGbUIf38D42Ywv+gD/iT/gAW/FnnMQpNKEZp/EFWvAlzuAszqEVbTiPdlzARXTgEi7jCq7iGq6jEzfwFbrwNW7iG3wLARXd+BskevAd/o5b7O2xfu4G8KAntfSiN33oSz/6sz8DGEgDjVQ4lMN4P4czjA/wRxzBkXyQozia4TTRzAhGMopjGM2HGMOx/DFjGcefcBwf5njGM4GJfIQTOJGTmMTJnMKpTOY0WjidKZzBn3ImU5nGdC7gY3ycmcxiNnOYSyvzmM8C2riQhSziIhbTzhIupoNOuljKJSzjUpZzGZ/gcv6MP+cv+Ev+ir/mk3yKT/MZ/oYr+CyfYwUrWcXnuZK/5e+4ii/wRb7El/kKf89X+RpXc43f3dAdK9bqRmmloXTmNBmol2FmoRHJYkab6C+GCm3DHKmpNS72lTbhJR8SC0VS5yWRus54ByKzSp1YIj2EQU43yLrvFok6rbAIT2EQZUbTczppiR8phxtkgtooErRi+MkHZcodeH6I5mFqZrKXPNGT6mkSu+T4NjHea0yzTjq0wiH2ewb859N3x0yvIsmy5TJkmbdFRPaRpElUHxdLTw3saxL/ArwmToiMGhMTDYRh+D9H7z738HmTHoOGjk3KKFwmLwZ0VbSojS0836GGdGimhQZ0lbeo11q4vUMTGxpgqVnSPbeM4pU2jei8t3tubWhPlVeApaJV/eAU1dh2jfrCE76W5U2hqrE9qT2oRH1eZMf1OkR9k0ht4tbLYos76KVxvpaaZl9xuk2jrhHjdbZQV61aUy2G1VZXaw/7dvjd1tkgcW6QektnqInNueXvU+Hvd6iyqqpyZeXK6qoNF/z9/7JmtXtfWVVZtWqlf/++6o0ei1CMndiFeuzGR9iDvdiHj9GAT9CI/TiAT3EQh3AYR/AZjuJzHMNxnOirjtxRI3rndhZnM4NzOJePch7n/7/nmK9zLatZw3Ws5Rt8k+v5Ft/mBr7Dd7mRm1jH9/g+N3MLt3E7P+QO7uQu1nM3P+Ie7uU+fswGfsJG7ucBfsqDPMTDPMLPeJSf8xiP8wRP8hSb2MzT/IIt/JJneJbn2Mo2nmc7L/AiO3iJl3mFV3mN19nJG/yKXfyaN/kNv6Wgevd2150r2BGzwXBw/aa/Hg0WAXHHpF7eH/+wHLXC0Ka9WbV1W7u+aduChPiFRXKoMXG7V9CKqzsWjItKn20eNX9719PGMVoZ9XLTRBGmFw9cahXBxgA/UaITgyPPy6BJ6SUZVoNIrNxz5Ya+cWvu5FeNbVrhvSz+iIRexkZJo6yQi09KHxEj9FevCKMx8ild1IyUuNjpBy60NextPVufPtrQJ1m5rBXRxeYzMlovF0sPmSRt//6nPqsT/qY2GSzDxibKhGfcDxV+qz7c0ao/3ZAan7ZwniXfaM6QI8ZmTnlSRgxRi1p7fLQv7tu4uXVn5+7B1+t3Hm8N7rPW/XdYIsY3q5ll/B9pvgeXP8dWCmVuZHN0cmVhbQplbmRvYmoKOCAwIG9iagogICAxNjA0CmVuZG9iago5IDAgb2JqCjw8IC9MZW5ndGggMTAgMCBSCiAgIC9GaWx0ZXIgL0ZsYXRlRGVjb2RlCj4+CnN0cmVhbQp4nF2QzW7DIAzH7zyFj+2hIh9Vd4kiTd0lh27Tsj0AAZMhLYAIOeTtZ6DqpB3AP2P/bWx+HV4GayLw9+DkiBG0sSrg6rYgESacjWV1A8rIePfyLRfhGSfxuK8Rl8Fqx7oO+AcF1xh2ODwrN+GRAQB/CwqDsTMcvq5jeRo3739wQRuhYn0PCjWVuwn/KhYEnsWnQVHcxP1Esr+Mz90jNNmvy5ekU7h6ITEIOyPrqqqHTuueoVX/Yk9FMWn5LQLrzmfKrCoyxG3hlritM5Mhbgo3iUtOm3MuhS+JSx0yqee9euqe1vQYS24h0ER5l3mUNISx+Fi3dz6p8vkFlMF8qAplbmRzdHJlYW0KZW5kb2JqCjEwIDAgb2JqCiAgIDI1NAplbmRvYmoKMTEgMCBvYmoKPDwgL1R5cGUgL0ZvbnREZXNjcmlwdG9yCiAgIC9Gb250TmFtZSAvTE9YVVlMK1RlWEd5cmVIZXJvcy1SZWd1bGFyCiAgIC9Gb250RmFtaWx5IChUZVhHeXJlSGVyb3MpCiAgIC9GbGFncyA0CiAgIC9Gb250QkJveCBbIC01MjkgLTI4NCAxMzUzIDExNDggXQogICAvSXRhbGljQW5nbGUgMAogICAvQXNjZW50IDExNDgKICAgL0Rlc2NlbnQgLTI4NAogICAvQ2FwSGVpZ2h0IDExNDgKICAgL1N0ZW1WIDgwCiAgIC9TdGVtSCA4MAogICAvRm9udEZpbGUzIDcgMCBSCj4+CmVuZG9iago1IDAgb2JqCjw8IC9UeXBlIC9Gb250CiAgIC9TdWJ0eXBlIC9UeXBlMQogICAvQmFzZUZvbnQgL0xPWFVZTCtUZVhHeXJlSGVyb3MtUmVndWxhcgogICAvRmlyc3RDaGFyIDMyCiAgIC9MYXN0Q2hhciA2OAogICAvRm9udERlc2NyaXB0b3IgMTEgMCBSCiAgIC9FbmNvZGluZyAvV2luQW5zaUVuY29kaW5nCiAgIC9XaWR0aHMgWyAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgNTU2IDU1NiA1NTYgNTU2IDAgNTU2IDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDcyMiA3MjIgXQogICAgL1RvVW5pY29kZSA5IDAgUgo+PgplbmRvYmoKMSAwIG9iago8PCAvVHlwZSAvUGFnZXMKICAgL0tpZHMgWyA2IDAgUiBdCiAgIC9Db3VudCAxCj4+CmVuZG9iagoxMiAwIG9iago8PCAvQ3JlYXRvciAoY2Fpcm8gMS4xNC42IChodHRwOi8vY2Fpcm9ncmFwaGljcy5vcmcpKQogICAvUHJvZHVjZXIgKGNhaXJvIDEuMTQuNiAoaHR0cDovL2NhaXJvZ3JhcGhpY3Mub3JnKSkKPj4KZW5kb2JqCjEzIDAgb2JqCjw8IC9UeXBlIC9DYXRhbG9nCiAgIC9QYWdlcyAxIDAgUgo+PgplbmRvYmoKeHJlZgowIDE0CjAwMDAwMDAwMDAgNjU1MzUgZiAKMDAwMDAxMjMyMSAwMDAwMCBuIAowMDAwMDA5MzMxIDAwMDAwIG4gCjAwMDAwMDAwMTUgMDAwMDAgbiAKMDAwMDAwOTMwOCAwMDAwMCBuIAowMDAwMDEyMDE0IDAwMDAwIG4gCjAwMDAwMDk0NDAgMDAwMDAgbiAKMDAwMDAwOTY1NCAwMDAwMCBuIAowMDAwMDExMzU1IDAwMDAwIG4gCjAwMDAwMTEzNzggMDAwMDAgbiAKMDAwMDAxMTcxMCAwMDAwMCBuIAowMDAwMDExNzMzIDAwMDAwIG4gCjAwMDAwMTIzODYgMDAwMDAgbiAKMDAwMDAxMjUxNCAwMDAwMCBuIAp0cmFpbGVyCjw8IC9TaXplIDE0CiAgIC9Sb290IDEzIDAgUgogICAvSW5mbyAxMiAwIFIKPj4Kc3RhcnR4cmVmCjEyNTY3CiUlRU9GCg==", 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "par(mar = c(2,2,1,5), pch = 20)\n", "plot(dm64, 1:2, col = palette()[[6]],\n", " new_dcs = pred32, col_new = palette()[[4]])\n", "colorlegend(c(32L, 64L), palette()[c(4,6)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Clearly, the 32 and 64 cell state embryos occupy similar regions in the map, while the cells from the 64 cell state are developed further.\n", "\n", "Troubleshooting\n", "=======\n", "\n", "There are several properties of data that can yield subpar results. This section explains a few strategies of dealing with them:\n", "\n", "**`read.xlsx` is slow**: Using `read.xlsx2` and manually converting the text columns into numbers aftwerwards could be a solution, but using tab separated values (TSV) or comma separated values (CSV) is more portable and robust than Microsoft Excel.\n", "\n", "**Preprocessing**: if there is a strong dependency of the variance on the mean in your data (as for scRNA-Seq count data), use a variance stabilizing transformation such as the square root or a (regularized) logarithm before running **destiny**.\n", "\n", "**Outliers**: If a Diffusion Component strongly separates some outliers from the remaining cells such that there is a much greater distance between them than within the rest of the cells (i. e. almost two discrete values), consider removing those outliers and recalculating the map, or simply select different Diffusion Components. It may also a be a good idea to check whether the outliers are also present in a PCA plot to make sure they are not biologically relevant.\n", "\n", "**Large datasets**: If memory is not sufficient and no machine with more RAM is available, the `k` parameter could be decreased. In addition (particularly for >500,000 cells), you can also downsample the data (possibly in a density dependent fashion).\n", "\n", "**“Large-p-small-n” data**: E.g. for scRNA-Seq, it is may be necessary to first perform a Principal Component Analysis (PCA) on the data (e.g. using `prcomp` or `princomp`) and to calculate the Diffusion Components from the Principal Components (typically using the top 50 components yields good results)." ] } ], "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": "3.3.1" } }, "nbformat": 4, "nbformat_minor": 0 }