{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "hidden": true }, "outputs": [], "source": [ "library(IRkernel)\n", "library(IRdisplay)\n", "library(repr)\n", "library(base64enc)\n", "\n", "suppressPackageStartupMessages({\n", " library(readxl)\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": { "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/markdown": [ "\n", "Cell | Actb | Ahcy | Aqp3 | Atp12a | Bmp4 | Cdx2 | Creb312 | Cebpa | \n", "|---|---|---|---|---|---|---|---|---|\n", "| 1C 1 | 14.01 | 19.28 | 23.89 | 28 | 28 | 21.28 | 20.84 | 28.00 | \n", "| 1C 2 | 13.68 | 18.56 | 28.00 | 28 | 28 | 23.43 | 20.93 | 28.00 | \n", "| 1C 3 | 13.42 | 18.19 | 26.18 | 28 | 28 | 22.87 | 19.61 | 28.00 | \n", "| 1C 4 | 13.69 | 18.59 | 28.00 | 28 | 28 | 23.28 | 20.72 | 28.00 | \n", "| 1C 5 | 13.47 | 18.60 | 24.20 | 28 | 28 | 24.19 | 21.75 | 23.69 | \n", "| 1C 6 | 12.86 | 17.37 | 25.53 | 28 | 28 | 21.87 | 21.27 | 28.00 | \n", "| 1C 7 | 12.95 | 17.37 | 23.93 | 28 | 28 | 22.74 | 21.12 | 28.00 | \n", "| 1C 8 | 12.77 | 18.40 | 23.68 | 28 | 28 | 24.14 | 19.80 | 28.00 | \n", "| 1C 9 | 13.29 | 18.26 | 28.00 | 28 | 28 | 21.91 | 21.18 | 28.00 | \n", "\n", "\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(readxl)\n", "raw_ct <- read_xls('mmc4.xls', '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": {}, "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", "# as.data.frame because ExpressionSets\n", "# do not support readxl’s “tibbles”\n", "ct <- as.ExpressionSet(as.data.frame(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$column` and `ct[['column']]`. Note that the expression matrix is transposed compared to the usual samples × features `data.frame`.\n", "\n", "Data cleaning\n", "----------\n", "\n", "We remove all cells that have a value bigger than the background expression, indicating data points not available (`NA`). Also we remove cells from the 1 cell stage embryos, since they were treated systematically different (Guo et al., 2010).\n", "\n", "For this, we add an annotation column containing the embryonic cell stage for each sample by extracting the number of cells from the “Cell” annotation column:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "num_cells <- gsub('^(\\\\d+)C.*$', '\\\\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": {}, "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": {}, "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": {}, "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": {}, "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": { "scrolled": false }, "outputs": [ { "data": { "application/pdf": 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Q8KB/yXxp5upuuAM8kFGG38wFBMY16+vOgmInaJJGwmtDxVS2D9eXDNLUA8Ozej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\nkMYMXgPJff8PnP1ayIFDl/WAxTG2iYhdgltndEAvwZG89oyM7H1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z68ZMmSiYmJMTExqgCKiOTl5U2dOtVgMERFRTmguXgst27d2rhx48mTJ7OyskJD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\n6+s3bdqEth3etm2b+LQd7rfW0relrf09Wd7AwmC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5YMeOHVu3bg0NDf3ll1/279+PHlRUVJSWlo8QPUEAACAASURBVC4sLOQ+JjqmO2nS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\nc6Si7ddf5eyb08Y89WGVed4CAEBRKqPRqPQaAAghhDizPGj0//3Zc3TUBF+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}, "metadata": {}, "output_type": "display_data", "source": "R display func" } ], "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": { "scrolled": false }, "outputs": [ { "data": { "application/pdf": 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sQY7TGaBWXe8epBmLn0IGrC47ceZK8O11PtFanEYDJnBVCnpqs+7xiKoYx+eOcy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\n9fj9b78cvxw/4efX3x6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CAgL0ZvbnRE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\nMiAwIFIKPj4Kc3RhcnR4cmVmCjE4NzgwCiUlRU9GCg==", 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z+sU0RwZOeRV77x/TNjLRWLnnltjRCi\ncum9l7ywq9eDnz490nqMDyHYAQAAHH9hsbFmIaKnXXhqcI2jydOmDRQic/PmoqrF9132esag\nR2c9PNR8zA8h2AEAALSC+Pg4IYJsttpHQ0JChBAul7t465YDwrX+4YEm5bAZszxCbHusn6Io\n1sua9MIdkycAAABawcBJk+Jfevf33zPE0I7VBx2rVm0SIqZ//zibY/KVV3ardUfG8o8Xp4YN\nPHPGwAjjqI512/OHYAcAANAKjKffen2vdx5/6poXTp1zz4AQIYSas+Deez/J1/f51+UjRITp\nwQ9Pr33HD5fNWpyaNOPpDx/t28RnEOwAAABaRb/bX5o5a+q7947o+fkpY3rb8jcsWbazOHjI\nY+89MsTUMk/gHTsAAIDWETH5rT+XvnbHjH66nfN/XJ4ZPPSSJ+Zu/fPRUcc6CbYeeuwAAABa\niy5mzC3/HdPEHSXO/NQtP21e88dQEgAAAAIQwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDs\nAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAA\nNIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCIIdAACARhDsAAAANIJg\nBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAEAjCHYAAAAaQbADAADQCENbFwAAOAqvx5uedqC4sCSl\na8eo6Ii2LgdA4CLYAUBAW774z2cfeeVgZrYQQlGUSdNPve+RW4l3APwi2AFA4Fq5fO1t1zwo\nhPR9K6X89YdFe3ft/+qXdw0GfoADDeoamZwS1fVvNpJWuC+jYEeL1NNqeMcOAALXWy9/JIVU\nVVnz4J6dqQt+WdZWJQEIZAQ7AAhQqqpu2bRD1k51Pls2bm/9egAEPoIdAAQqKaoHYetQ/aU9\nACDYAUCA0ul1vXp3VxSl/qlN67auX7259UsCEOAIdgAQoLKzcs1Ws5R+Oud2/rX36gtuf+e1\nT1q/KgCBjGAHAIEoPTXz3AlXb1y7xe9ZKaUQ8o2XPkzdm97KhQEIZAQ7AAhErz7/XkVFZSMX\nSCmkqi6Z/0erlQQg8BHsACAQrVy2xu8gbB3FRSWtUAyA9oJgBwABR0ppdziacmVCYtzxLgZA\nO0KwA4CAoyhKx04d/M6HrXmNyWw6bfLYVqsKQOAj2AFAILrgshl1h2IVIYRQFMUX+Iwm0xPP\n3x+XENMW1QEIUAQ7AAhEF1159qXXnKfojnTaBQfZBg09Ialjom+XWJfL9fE7X61btantagQQ\ncAh2ABCIdDrdfY/c8u28D+966Mb+g/vp9PqKiqqN67Zmph90u91CCCHlrr/2XHPRncsX/9nW\nxQIIFAQ7AAhc3Xp2DgqybdmwTXq99c+qqlSEeP6JN1q/MACBiWAHAAHt84++VRSloYVPVFVN\n35+Zn1fYqjUBCFQEOwAIXFLK/fsyj7qgndPhbJ16AAQ4gh0ABC5FUawWc2MXCCUo2BafGNtq\nJQEIZAQ7AAhoI08aIhpYz05RhBTyoivO9s2TBQB+FgBA4PppzvwNa7eKWiOxijj8vaLozr9s\n+s13Xd0WpQEIRAQ7AAhQn30w+7nHX6u5lJ0QQtEpiUnxg4cNGDS03+Dh/bt069RW5QEIQAQ7\nAAhETqfr9RffVxRFqrX666SqHszMOZiR7fG4z75wSluVByAw8Y4dAASiPTv2VVZU+Z8PK6UQ\n4tcfFv307W+tXRaAwEawA4BA5HZ7Gr9AUZRff1oshHC53Kv+WP/NZz/+sXR1RUVlq1QHIEAR\n7AAgEHXp3kmn1zUwHVYIIaSU+bkFa1dtOmv85dddcteTD7540xX3TRlz8fxflrZakQCay5u3\n4uXrJo3okxwWFJbUe9ik6/67LMtd64qqXV8/csnJvRMjbNbw5D4jptz8zpoCtcntE+wAIBCF\nhYeec+HURhYmVnRKSFjITVfcd/BATvXBkpLSe295fOO6ra1QIYBmy/v6gn5j7nx3WYax+8Rz\nzxwWkb/s3bvGnXDWpwcPX2Bf/+jYwRc8+fmawsgh086b2Fuf+tub14/se9FXOY01WwPBDgAC\n1H2P3nreJdN1Ov8/qKUqLWaT0+FUVbXmQSnlp+9+3Vo1Amg618JH7vw2P+Skp3/fu3nx1x9/\n8t3KneueG2Mt+uW2f//i2w06/e3bn1pXFTHuhbUZ2xZ+9clX87fs+v2hoea8r2+8ZXZxk55B\nsAOAAGU2mx5+5u4fF3/68DN3d+2WIoRQFEUoiqIoQojTzxgnVen7uiZFyl079rZ+tQCOZsei\nRVnCMuXe+4cGHTpi6XvHLZMMomT16l1CCHFw9lcrVNHnzjfvPsHiu0CJHPXE89ckiuLffl3V\npPFYljsBgMDldru/+3ruJ+9+5ZtLoeh0UVHhAwf3mzT91CEjBlw07br602alopiMprYoFkCj\nZFV436lTJ0wbrK95UKfTCVFVVSWEEPv37xcidPjwXjVv03XtmiLEyn378oSIP+pDCHYAELie\nefjlb7/4ubpTTqpqQV5hUseEgUP6nTvpmsL8Qj/3SDl4RP9WrBFA0yij7v/+p/trHarc/Prb\ni1wicfLk/kII0f/e+ZtmmuN61eqIL1+8eJ0QwV27xjXlIQQ7AAhQeTkF3301V4gjO4pJKRUh\nPnnvm6yDOf5TnVBCQ4OvuemSVisSwDHI/u6ea19Ztj91795MZ8czX/zy+fEmIYQI7dR/QO3N\nZDypX9z0xDyXSLlp5umNzJI/gnfsACBAbd+ys+bECB8phKp6G1rTJDY+8tPv30xMOvp4DYA2\n5Mjdt+9Adk5eqVsxmnRlhaX+3p9zps99bPLoS2almoY+9tVTI5vWF0ewA4AA5X/biUYoov+g\nfp27djw+5QBoMZ1v+G7n3gNFlbmrXp9Q+f3jU097aL235nnPgQXPnNm395THF1adcNUHqxY/\nOjyooabqINgBQIDq279X/UmvjZEipWvycSsHQEvTx4y46aNnzjR7dn7wycrDBx27v7hl9AkT\nH/q5qNdVryzbtf6Dq04IaXqTBDsACFBxCTFnXTBFCCGakO4UnWI0GmacO/l4VwXgGK195byz\nzrrl87TaR4N69UoWorCgQAohhDftwwvGXvzGOuPJjyzaue6D205OaOZsCIIdAASuB5+846ob\nLjLoj/6jPTg4+LnXH+3YOakVqgJwLKzFW7///t2v/6iqddSxZ0+mED179VKEEHtfvui6H/N7\nXTNn/cLHx8UeS0gj2AFA4DKZjHc+cMPitXN69+su/A3LKkLoDfp7/n3TL8s/P23Sya1fIYCm\n6jdjRjfh+ump+xfmH54r4c2df+/j3zt1PaZO7iGEXP/WG6s80Ze9/MaM5GNdtoTlTgAg0IVH\nht3975tnXnxn/dkUUgivx9upc3J4RGhblAag6QY+8L9bvz3jtdcn9Fg4duzgjkGVaWuX/r6n\n1DrwkU8eH6oXInP57/uFCPvjiUmn/KfezSc9NP/J04xHfQbB7rjLz8+/5ZZbnn766W7durV1\nLQDan3WrNr335me7/toXGhZSWlzm95rKyiq/xwEElLDTXl2zcsCTz7z7w4ol365SYrv0GnnV\nc/c8dsdpySYhhEhNTRVClO5dudTProDh17KlWGDYuHHj119/PXHiRIIdgOb66O0vXnrmLUVR\npJR+h2J9UrowGRZoHyKGXvPSnGte8ntu7Gv58rW/2T7B7rjzrUTV7PWoAPzjZWflvvp/7ylC\nOfQDxO+PEUX07d+rd78erVwbgMBEsAOAALVi6RqPx9P4Nb379njxf080b7k7ANpFsAOAAFVa\n4v+NOiFEWHjo5BnjR4wecsrpJ+p0rG8A4BCCHQAEqA7JCQ2dKi0t27Mj9ezzp3z09pdFhcWd\nu3aaOPWU4JCmbjoEQKsIdgAQoMacOjIiIrykpNTPS7pSrF+9+YIp10l5aKLcq//37rMvPzR6\n7PDWrhJAIKEDHwACVFCQ7YW3HrfZbA1dUJ3qhBAlJWV33vBwfm5Bq5QGIEAR7AAgcA0bOfCZ\nlx9sypVSVe1Vjl9+WHi8SwIQyAh2ABDQRo0ZGhIarOiaNO81PTXzeNcDIJAR7AAgoFmsloee\nulMRSvWaJoqiiAZiXnAw8yeAfzQmTwBAoDvjzNM6dU5+86UPtmz6S6/o+g/p67A7V69YX39S\nBZMngH84gh0AtAN9+/d846Pnqr/N2H/g4jNvKCst933r23NswpRxo8YMbaMCAQQEhmIBoP3p\n2Dnp298+nHb2hLDwEJ1Ol9Qp8YEnbn/u1Ufaui4AbYweOwBol+ISYp7+70NCCLfbbTQa27oc\nAAGBHjsAaN9IdQCqEewAAAA0gmAHAACgEQQ7AAAAjSDYAQAAaATBDgAAQCMIdgAAABpBsAMA\nANAIgh0AAIBGEOwAAAA0gmAHAACgEewVCwDtjNvt3rtrf3FhSUq3Tokd4tq6HAABhGAHAO3J\not9+/88jr+Tm5Pu+HXf6iQ8+cUd8YmzbVgUgQBDsAKDd+GPp6rtveERIWX1k2cKV+/dmzP7t\nA7PZ1IaFAQgQvGMHAO3GO69+IoVUawQ7KWX6/sx5Py5qw6oABA6CHQC0D1LKrZt2SFXWP7Vt\ny87WrwdAACLYAUC7oShKW5cAIKDxjh0AtA+KovQb0Gvzxu31O+1OGNC7TUoCAlbnqKhByUl/\nsxFFlCxpkWpaET12ANBuXH/bFYpQdDX67RRFSemSPHHaqW1YFYDAQbADgHbjxHHDX3zriZi4\n6OojY08b/c5nLzElFoAPQ7EA0J6MnzhmzCkj9+5KLSos6dKtU2JSfFtXBCCAEOwAoJ0xmYx9\nTujZ1lUACEQMxQIAAGgEwQ4AAEAjGIoFgECUnZ6ze/M+e4W9Q5fEfsN7KzpWsANwdAQ7AAgs\nqlf98tXZi2cvV6XqO9KxR9L1j12dkMI8CQBHwVAsAASWHz+cu/CbpfJwqhNCZO45+PI9b7pd\n7jasCkC7QI8dAAQQVVUXzV6qKIqUR7aXkFLmZxVsWbltyLhBDd24dtWmeT8uyj6Ym5gUf8aZ\npw0e3r9V6gUQWAh2ABBAyorKK8uq/J46mJrtN9hJKZ966KVvPvtRCOFLhN989uNFV5x1/2O3\nsbcs8E/DUCwABBCj2djQKZPF//YS835c7Et1QghfP5+U8vOP5iz67ffjUSGAQEawA4AAEhRi\nS+7WwW9PW6/B3f3e8sv3C+pfrwhl7ncLWr4+AIGNYAcAgeWCW89RFKU6qyk6IYQYPWlESq9O\nfq/Pyc4TNV7IO0QR2Vm5x7FKAAGJYAcAgaXPsF4PvHVX5z4pvrXrgkKCzr/l7KsevLSh6yOj\nwv328EVFRx7HKgEEJCZPAEDA6dqvy7/fvdflcNkrHWFRoY1ffNqksav+WF/noJTy1EljjluB\nAAIUPXYAEKBMFtNRU50Q4uyLpoweO1wI4eu30yk6IcTY8aNnnDv5eFcIINDQYwcA7ZvBYHjz\no+d+mD3v1x8WHjyQk5ScMGXG6dPOmchaJ8A/EMEOANo9nU531vlnnHX+GW1dCIA2xlAsAACA\nRhDsAAAANIJgBwAAoBEEOwAAAI0g2AEAAGgEwQ4AAKDVbX1p0qDLP8/zc6Z47ft3njm0U3RQ\nUHSXQZNuem9dYb1NAxtEsAMAAGhljmXvvPbbpj357ronsudcMWj0ta8syIocPHnqyIjsRf+b\nOWrMv1ZWNrFdgh0AAECr8VYcWD/7yXMveyPNz8mK7+64+pOM6KnvbkrbOH/2Vz+v373s/n7K\njudv+u/uprXOAsUAAACtY9V9Xce9kOpsaGj14CevzSk1nfHyR9f0MPmOhI5+6P/u++vNzeV7\nSkSP8KM/gGAHAADQOpIm3P10nF0I4V77/gNf7ahzNuOzj5Z4zNMvOSeqxsGQyU/92PSNnwl2\nAAAArSPptJvuPk0IIZwfL60f7NLS0oRI7tMnpHT3kgVLVq/fZ4/rO+TkSVMGx+mb+gCCHQAA\nQADw5uYWCpFSseDy4Q99utt16KgSNeKWD75+eXrHJs2LYPIEAABAAMjPzVWFWPv6/fPj7/lq\nTVpReWHqnx/eNMi1+rVLrn4ns2ltEOwAIKCpXrWtSwDQKqxWqxBCJF3/+XTDDFIAACAASURB\nVC9Pnz+sU0RwZOeRV77x/TNjLRWLnnltTZPaYCgWAAJRdnrO7De/37lht8vhTkiJn3LFxOHj\nhyiK0tZ1AThuwmJjzUKETLvw1OAaR5OnTRt467JVmzcXieGRR22DYAcAAWffttTnbn7Z6/ZK\nIYUQB1Oz3n7kg7QdGRfcenZblwbg+ImPjxNCsdlqHw0JCRFCuFz11jL2h6FYAAg4n/93ttdz\nKNUJIaSUQoj5Xy3Kycht07oAHFcDJ02KFxm//55R86Bj1apNQsT07x/XlCYIdgAQWCrLKvfv\nSPOFuZqkKjcs39wmJQFoFcbTb72+l1zz1DUvbC73HVFzFtx77yf5+j7XXD6iSU0wFAsAgcVe\n6Wjo1A/vzQ0JDx4zdXRr1gOg9fS7/aWZs6a+e++Inp+fMqa3LX/DkmU7i4OHPPbeI0NMTWqA\nHjsACCzh0WEmi0n4mybhdrs/fGYW/XaAdkVMfuvPpa/dMaOfbuf8H5dnBg+95Im5W/98dJS1\niffTYwcAgcVgNIyZOnrR7KV+zkmpKMqvsxYMPnlAa5cFoCWZr/hJXuH3jC5mzC3/HXPLMbZL\nsAOAQOFyuH79bMHaxRuKcottIdaqcnv9a6SUGbsz6h8HAEGwA4AAYa+wP339C1n7sxVFkVI2\nsmSd3tDkbSMB/MPwjh0ABIR5XyzK2p8tDi9uUn9WrI+iKN0HdGvVygC0HwQ7AAgIm1ds9Tth\noiZFUXR63Yxrp7ZKRQDaH4IdAASEitIKUa+TTlGU8OgwRXco8SV1Tbz/jTs79+7U2sX9I6ke\nt1TZqBftDO/YAUBAiO0QU5xXUmcE1vey3fSrzug7vE9UfERETHhblfcPIqWjIM+eny09HiGE\nwRpkS0wyBIW0dVlAk9BjBwAB4aSpo/y+V1dSUPLD+7+8+8SHjUynQAuqPJBWlZ3pS3VCCI+9\nsix1t7u89MgVUjryc8vT9pbt21l5MN3rbHBBaaD1EewAICCMmjh8woWnVo+6VvOFvYKDhV++\nOrsNyvqH8dqrnMWFdY9KWZV9wPel6naX7t5elZ3pLivxVFY4C/NLd2/3cwvQRgh2ABAQFEW5\n8LZzH37v/j7DetU/K4XcsGyz1+Nt/cL+UdyV5X6Pex12j93uLi+rzEyt20UnZdXBdNXtbo36\ngKMh2AFAAEnp1TGll/+5ER63p7K8qpXr+adpZLZE2Z6/yvfvdlf4SX5SVV0lRUII6fW4y0qc\nRQWeynLRwII1wHHF5AkACCwRMWF+jxtMhuDQoFYu5p9Gb2lkR87Ggpo996D0ehyFedJ7qFdV\nb7UFJ6foLbYWLRA4CnrsACCwDD55oE7vZ28J1auumLd6+5odhTlFrV9VeyS9HndFuaeqUqpN\nHcI2hYTpzZZjeZZU7XnZ0nukw8/rqCpP3VOd84DWQY8dAASWiNhwW7C1orSiznHVq3749Ke+\nr08Y1feyey6MTohq9eraB6mq9pyDjsI833iootNb4xIsMfFHv1NRglO6VWbu91RVNvORtf7m\n+1L1uJ3FBZbouOY1BfwN9NgBQADxuD0VpRX1U10dW1dtf+6W/zrtztapqt2pPJDmKMitfstN\nqmpV9gF7XnZT7tWbLUEdu7RUJV6HvaWaApqCHjsACAjbVv81+3/fH9ib1aSrpSjMLloxd9Wp\n54w9znW1P16nwzeVoQYphHDkZetNVmdRntdpV/RGY0iINTZR8Tfq3ZLzHlh9EK2LHjsAaHvL\nflzx0p2vZ+49qKqqqqpNzAKpf6Ud16raheqVhKs1NIoqVbUiY6+7olx1u72OKkd+bunu7arb\nVf9Kvcms6Frm96MxKLhF2gGaiB47AGhjLqf7q9e+VRRFqvVf1GqQIpQmXadRqsdtzznoKimW\nqlfR683hUdb4REXflF9qR/7UVLerKvtAcP2BV0VRdPq/v1GswWozhUX+zUaAZiHYAUAbS9uR\n7qhs9rZUUsiU3h2PRz2BT3o8ZXt3qK5DnW3S63UU5rkrykK791F0OoO1GSuMuEuLhZR1Bkw9\n9krV8/cWHFYUc0S0LaEDQ7FoZQQ7AGhjDnvzNxtVRGRMxElTRh2HctoBR0Fudaqr5nU6nIV5\nlph4vcVqCotwlRY3pSkpZdn+XaGde9ZMYI7cJk2zEEIIpXb/qqKEdu6hGAy6lhvMBZqFYAcA\nbSyhUxOW4aitz5Cel993scV2LCuuBQIppbu8Qnq9ptCQOtMXPFV2e26+x+E0hQbbEuL8xiN3\nRVndRHX4uG9Nk6Dkzjqj0VGYf3i5E50xKMRVXuq3GE9Fhau02BQeebg21d3AlfUpOn31SnU6\no9HWoZMhOKSJ9wLHA8EOANpYTGL0CaP6bv1ze82DilB6DOpWVlyenZZz5JiQiSnxNz41s0OX\nhNavs6WU7knNX7/lUB5SRGhKp9iRg30Brmj7rqItO6rXEzaFBMeNHmaJrvuamlTVen1lQihH\nNgRTdDpLTLw5ItpVUa7T6Yyh4UJI985tUqh+X0x0l5dWBzvV5ZJNnBWrKKHdeqtOh9fl0ptM\nhuAQRedvji3Qigh2AND2rn34ircffv+v9buqj/QY1O3GJ68xW80/fzxvzcL1RbnF0YmRJ00Z\nPfGi8QZjk350e+zO8uwC1aMGx0eaA2YvsqIt2wu37jzyvRRl+9PthUUp0yaU7Usr3LSt5sWu\nioqDi3+PHz3IGBxkDAmv7tvTmy1+1oeTQm+2SFW152Y5C/Nr7jah5BywxiUGJadUZKT6rarm\n/hBNCWeKUKSQtvgkvdmiN1uMR70BaC0EOwBoY1v/3L70+99Liso69UwOjw7v0ielc59O/Ub0\n8Z0954Yzz7nhzGY1KKVMX7YxfckGr8crhFAUJWFor+6TR+nNxz2BqB5P+f4MZ1GJzmiwxEQH\nJydWn7Ln5Zfvzyzdu7/+Xe6y8vy1G6ty8ur2w0mhuj2lu/dZokMUgyGoQydTWIQQwhwVW/cV\nOkUIoZgjY8pTd3uqKkTtGQvS663KyrQlJOmtNq+9qn4BuhrbiOmMRr3F6nXaG5p0rDMa9Vab\nNSbBwFImCDwEOwBoM3u27Pvw2Vk56bm+PKMoSvquzNKisgkXnrp7094d63dVllUlpMR1SEnI\nzyoMCrV16dc5NOLor3ClLdmwf9E65fBsAClk1todrgp7/0snHnOpXqe7Mr9YSGGLDTeYTX6v\ncRQWZS/701M9F2THHmtsdOLYUYrBkLtybXn6gUbaL9ntvy/N92ghhPR4KzJSw7r30Vus7rKS\nuhdJxZaQpLqcnqoKIfwvGGPPy7YlJFceSKt19FAijK55zJaYXL5/T/1WdCZzUFKKkbfoEMAI\ndgDQNr5587t5ny089DqX7y9SCiHSdqQ/ce1z2ftz6t9isphmXDt10sWnNdKs6vZkLN8kFOXI\ni2JSCCEKdqRV5BQGxzd7e1mpyvTlG9OXbvC6vUIIvUHfceyglHGD6kxrcJdXHFywXK295709\nryB39QZ3eZWzuElzVP1S3W7plYpeCCmchfnmqGhHQW7dixThrizTGRrrkpRer8EWZI1NsOfn\nVO8toej0QR066c21pqEYg0NDu/aqyj7gqaoQUioGoyk41BQZZQgKVhTmuiKgEewAoA3s3LD7\n11kL/J9ThN9UJ4RwO11fvz7HGmwdO/3EhlquKij1uutuxuBTfjD/GILdvt9WZfyxpXpw0+v1\n7l+0zl3l6DH1SA1epzNz3pI6qc6nIiOraSsuN8hV7ijZfTAoKcoUYvM6Ha4yf1NWpXSXlzVl\nNWBrfAdTeKS7vFR1u3RmiyksUmfw86vQYAsK7dpTSCmlZOEStCMEOwBoA6sXrGvwnPS7lIcQ\nwreSrjL3k9+6D+n2zquf/LVllxCi74Ce1912eUJi3NGf2vzFct1Vjsw/t/mqqi5PCHFw9faU\ncYNNwVbfsZKde731FpardcPfo3q85en5ET0TpVeV/uKjEEJIqTeZG2lE0et9PXN6i1VvsTbp\nwYqisMIw2hWCHQC0gZKCUqXmaGltjUQhKeXe1LTpp1zqcrqEoihC7Pxrz8/fLXjjw/8MHz1Y\nCGGLCTeYjV6nR9ZrJjQptrl1lmcVSK+fnbWkKnf9+HuHEX0ju3YQQthz85vbcrNJ6SiqcBSU\nB3VI9HdaUfR6c1SMozDXT/JTFCGlNTaBfSCgeXQvA0AbCIsKbepiabVJIdNKDnpcHiGEb6BQ\nCOFyuR6++1nVqwohdAZ9p3GDpZDVGcb397j+3YJiI3xHvG5P1o6MXb9vy959QPWX22o+ryH5\n2/dv+uDnbV8sUD3eRhqRx/Y5/fHYXfbC8qJtexSdrl5Ak+bIKJ3RGJLSTVev305RdLaEJN/a\nxYC20WMHAG1g2KmDl/+44hhurHTZ3d66r9BJVWZn5f21dVe/gb2FEJ3GDNQbDakL1nicbiGE\n0Os6juzX5fRhvovTN+1b+u6v5QVlvm/DE6PG3zgloUeS38cFJ0YpOkWqDWazvG2pQTERtvBQ\nZ5H/6RH56aUelxoeF2QLa2yctCncFQ4hper1el2K3mwQNf4cjKHh1rgOQghDUEhYz77uslLV\n6RR6Racz6kwmvcVaZ38LQKsIdgDQBvoO7z3+3HGLZi/1DcgqipBSNB6hfDz1Ul21wsLD0UoR\nSaP6JQztVZVX7HV7guMiDdZDoSp/f84vz32j1uhEK80u+uGpLy5+8brQmLD6beqNRmtkWFVB\nveVFakhbtrHH5OGKokghhKy1Cl3BgXJnlUcoSuHBcqnKoIi/twfaocYVd4UjasAwZ1Gh12FX\nDAZjcIgx5EjxiqLzLXeHf7Kk+OA+3Zo9VaiOfHf7W6qQYAcAbeOSu84feNIJy39ckZORFxEb\nHhoZ+sfPK496l6nhFT3iE2u9Qqc3GkI6xAghSnOKi7anm2zmmM7xG39eraq1hk2llB6ne8u8\ndSddNr5Og267c9WLX7jtzsZLkqq665dVYfFhYbFW6TmUO70etTinwl7u8j1DKKIkrzIo3NwS\nb7lJvcWi6A2WmCbMFwH+YQh2ANBm+g7v3Xd4b9/XT137f025xWq0WAxmh9dVs29MpyhdeqT0\n6NW1zsVVJZXL3p+3b82hncpMNrPB5OfHvqIoOTszHSUVlvBa/RNbZ/121FRXrSyntDyvzBxs\nNBj0Ho/XWeFW1dp7SHil26UazS0wJBqc5Hf+BACCHQAEhgP7DjblMkUoXWM6Zjvzi4pKFEXx\nrWocER353KuP1FmYQ6ryx2e/LEg/spav2+5yVTnrL6YipSzPyl/5/GfWqLAupw+P7JZYmVfi\nqXSUpPtfTs8vKYRUpb2soUVPDj2p6Q0KReiNJr3V7Cot901r9W04Fto1xdaUtV2AfySCHQAE\nBI+ngeXZ6omzhbw6+5kffpi/ffNORVH69O950ZVn26xWZ1mlKdhWVVqZty87LD6iNKe4IK3W\nDg01d7mow2YxCiHshaXbv1xwOEW1KEUoQjGYjtJdpzPqVfehPwdzeHjcqCGmsNCSnXsrDmR5\nK6uMYSFh3boEd+zQwrUBGkKwA4CAEBoRUlLgb0+FelQpCvfmXnvzpb5vXeVV++atzt2yT/V4\nhRCl5c7cgkqPV+oMTV3QyqBXImtOWW3xVCcUIWVorE3R6RpZQCW0a0rMkP6OgmKP3W4KCbZE\nR/peyIvo0yOiT4+WLgnQJoIdALSlggP5u5dtzd2TFRcWlpuTb/c4jTq9zWhpZE/SCqfzzac/\nutJxYVR8ZGVBadbS9Tp5ZD5EWIjZZjWmZpZ6PY0uUHdYsM0UH2PT65u8rKkiQiKttlCz3qTz\nuryVJc7KEkfjUVDRKckn9k8a2j1/3WZHof9VUczhoXEjhwghbAnNXkUZQDWCHQC0AbfL/dvn\ni3755Denw6kIxWAQ6SVZWaVFvrMGvaFjWEKkNbSh2ysq7W8+9XF0kK17YnSpw55fWunxqhEh\n1r7JMSE2s9Ggiwqz5BVV+b3XoFc6Joa63KqqyuAgo6HpkU4IRRExKeFm66HfHTqrEmE12kLN\neRmldXviFMUcZO06eaTeqA9JirWEBQshkiee4q6odFdUSakWbvrLWVIspFB0urCeXaMH9G16\nGQAaQrADgDbw5kPvbV6x1fe1Kr0bDu51etzVZz1eb2pRpj6qU5ilwWW0VFXNK6/I210h5KEt\nsworqlJzik7s1bFTXLjNZjRXGHQ6YXfUXffO45X7D5SGh1rio2xK/R0cGhUcYa1OdcL34pwQ\n5iBjULilsthx5DpFEVJ2GjcofmD3WvcrijEk2BgSLIQISoyXXq/X6TLYmrZtK4AmINgBQC3l\n+aUVxeXh8ZHWUFuLN15ZXFF8sDArK7861QkhCuylNVOdEEIIqQiRVZ7XSLA7fKHvr4dmRUgh\nV+0+EB8VoigiMcZmMunzCquKy+ouWSKlKC51qKrsENe89VetIWZ5eI+ymmwhpprBTqdTUk4Z\nmjSyX+OtKXo9qQ5oWQQ7AO2JlLI871DwsoUHtWzjuXuzlr03L2//oTU+Og/tcfKVp4f424+h\nEW6nO3XNrpLsIltYUNIJKRGJh9a+P/hXxoLXf6goLBdCZJWW1bzF7nLUb0cKUeXveOOkFG6P\nN6eoPMJmDQ02CyESYoOjI2x7M4rrvwZXWu6MibCajjZTtSadwf/6wjr9ocMxfTrHDegW1jHO\nHNrC/3QANAXBDkC7kb3rwJJ3fy3KzPd923lo95OvnNDc4FWTs9KRvz/HZXdFdYzxON1zHp/l\ndR9Zc2T/ut35aTkXvzDTZG1sk9Ps3Qe2zd9Qkl1kCw8Oi4vY8+f2yqIK3ymdTjdo+shRF45b\n/fWytd+tqH4LTZW1935oeKLosbG73AZp8AU7IYTb621ocoPD5W1WsPO6vX5XGPa4VCFEZPfk\nvheM1xnYlRVoMwQ7AO1Dflrud098Jr01g9eegrTci164zmQ1Nbs5KTb+vHrN7OVux6Ex0OCo\nUK+r7utoFQVl2xdtGjR1REPNrPpq2brvVgh5aKOsOvlJVdX13690lFVtX7yp5nGrsda2YMEm\nW36ln7miQeZjHKZ0OLyK+8jYruJn7LQGKZu+zVdlicMS7O9P22Lrc/6w+P7dG38UgOONYAeg\nfVg3Z4X0qnWSU3lB2Y4lmwacMby5rW2au2bFrEU1t2qoKCrze2XO7oNCiKrSytw9WVUlFbl7\nswoy8iqKyi1BlvieSX8t2uTbx6HB9T4UZfcf2+vs9RButR3UlXnUQyE1whqWU15g9xx5E04R\nQiqiQ0hMcz+XEIpBp+hVg1eoFVXuYJtRCGE26xtacths1NkdHqvVz/6ztuiwPheclrV6e8HO\ndFelw3d/VZnLUuoKCjfXbC6sZ7fuQwc0v1QALY9gByBQpO/KXDh7SU56XnBYUN/hvU85a4y+\nxqBe9q5M6S+b5OzJam6mkKpc9/1KRVFqNdhAMivLL9nw46o13yz31O7PqyquKDpQ0PB91c1K\nt6vOxAih1yndY6L2FxU73G4hhE5RekR3yijNLbYfWqDYqDd2DE8IMR99ZkN1ZPR9odOJlKhI\nvU4RQmTlVaR0CDUZ9TpFiY6w5ddY/cR3cXiIudLhiQyz1G82JCF66I1nKXpd6FljhRAeu7Nw\n7wFHUZklIiSyW5LXXlWRfsBdUWUMCQpJSTZHhB+1TgCtg2AHICDM+3zhN29+J6X07X+6ecXW\n339acd/rdwQdfgffb6pTFCHVJi3DW1NFYZmjzP8ab/Xlp+bkp+b4mwn6t1hNpj7xcaV2e7nT\nlVdebtQbu0Ymub3xDo/ToNNbjOajjJ8KIYQwGwzdY6NLquzlTqeU0mI0xYUEG/WH0rDHo+7P\nLEuICbJYdGHBRo/XUlx6aDaGolO6Duzc4YSueSs21G9WMegHXTtdqbG+ncFqjjuha/W3RpvF\nEhX5tz4/gOODYAe0V16Pd+E3Szcs31SUWxyXHDtm2ujh44coTX5ZKqBk7c+e/cb3vtG96gCX\nuffgnHd+uuyeC33fxnZJyNiUWifeSSliOsc393HNWrzt8CBmi++yJYQQYVZrmNVa5XJVOJ1C\nCKPeYNTX+rFsMhh6xkaXOpwZRX5ewnN6PHpFFxsSEhsS4jvSsX/n6E5xG35apSjCajEmxQUb\nDm8slhBr6D6se9JJAxWdEpkUbQ6yFKcezPcX7KTHW56VH9ElsYU/LYDjrxkLjgMIHE6786mZ\nz3/12rd7t6QW5hTtWLfr7Uc+ePvRD/x2awW+9Us3qlKtt3OBWLNwXfW3Q2aMFoqolVwVxRJq\n6zt+YHMfFxwZGhQZ0sQZA8fyJ9rMeN0lKjLY7H/ircvj2V9YXGa3N3Sv3VNjgFhRsncfGHHB\nyWc+dFHKwK6dEkP1NbeLlaIiLctTWJzQM8kcZBFC1J8sUs1bb/gYQLtAsAPq2rl9z09z5i+c\ntzw/t0BKWZBVuHvT3j1b9q1fumnLym2lhU3apr2OrX9u/+ylr//38PvfvftzYU7R3y9y3ucL\n03dliMP9W76/rlm4fsOyzX+/8dZXUuhn4oKUorKsyuM+FD4SeyWfcfc5togjr53FdUk46+GL\nLSHNX0ZYESMvGCukrLMda3hCVLObqm5SEb7h2pDoMGuYTQhhMBm6DO+pa8KGXQa9vkdsTLeY\nmMTwsHBr3Y9T4XSWOeuuMFyt0lFjrTsp3Q53cVZRcv/O/U/uo9QbzVUUcXDVtupvg2IafDcu\nKDbiqGUDCEAMxUKbXE739o0783MLQiJDevftHh55ZKkzVVV1Ol1xfonqlbs27i7ILoxOjNLr\ndKsWrEvfm7k9c3d2fr4QQijCajDHR8VE6kNr/n7UG/QTLzrt7OumVf/CTt+VmbEn02I1d+nb\nOSq+7otHHrfn7Uc/WL/Ut9qFIoSc99n8y+696KQpo/7OB9ywbLNQ6g0PKmLj8s1DxjW7B6vN\nhUf52RRVUYQtxGYwHvkx1Xloj+T+XfJTsyuKysMTIqNT4o556Ln3uP46ne6PWQvtpVVCCJ1e\n1+/0wUn9Os994Zt6dRx9GDYkJiwoPNgWEZwyqGvvUwYoiuKyO40Wk9vuevfqF5tYUqjFHGox\nb6/IqX9KrdubeYSn3huGvj+SqoKS+hdLKewl5dKr+t6fs0aFRfVILtydWeeyqB7J1sgGt6kF\nEMgIdghEqlcVitDpdEIIe6UjKy0rPCo8Kj6yOL84fVfmusUbd27c7bS7LFZzSGRIUudExaA7\nsC+rtLSsY0piSHjwusUb7VWHujHsbseByvyLrzvn8mvO/+Xject+Wbk7c7/d5dApSrDZFhcU\nqRzutFGk2FdyQKfoooMiFUUkBsf43naSUtbs91A93rmf/qaq6vk3n1VaWPrBM7O2/rndd0qn\n10244NRzb5rhq9zn11nzD6c64QsIHpf3g2dmLf/hj069Op16zskJnZr9ipgQoqy4rH7aUIRS\nXlJ+DK21uaGnDP7h/blSlTWX6pVSjDhtaJ0rDSZDQq/kFnloz5P7dRvduySr0OVwRXaINgdZ\npJTx3Tvk7D1YXcWhmbOK0sgqwkazcfoDF0Z0qNXb51vTuLygtOkjuYoQXqk6PQ0Oj/qlr/G+\noKIIg8UUnhglhNCb/KxgIoTQ6Q1KjX8/+5x36vavFhXtPVB9JLJrhz7nndqsGgAEDoId2sym\n9dvm/bho7epNZUXlqtfrrHQ53E6P1yOk1Ct6q8WilwaHxyWFajGazXq92WA2680mvdGgGCrd\nlXmVRV4po2xhqTvSXG63S3U73c51WzZ7pLdjaJzFeGgFB6vR0i2sw6w3vlzzw5rsvLycigJV\nSLPeGBsSZVAMhfayMHOIbxahR3q6RCQdqa/Gr/aaZfsO//bFopOnjn73iY/TdqRXn1K96rzP\nF65bunHaFZNPmjLK94b+H7+sqrOshhRSSLFv+/692/Yv+W75pXdfMG7GmOb+6UXHR5UVldeb\nSSCj4o99MLENJaTEn3fzWd+8/p2QQuiEkEJKmdw96azrpx/X5+oN+qiOsdXfKooy5b7zfv9o\nwe6V233/pI1W06iLxoUnRC5+e255vp9ReIPJcO7TV9ZJddVMNj8riTRECqE3GhShNGsjilCL\ntbp4KeXwcw6tERPZPTnj93rj8oqI7Nah5v+oGG2WgVdNKd6fVZaZJ4QITYplzgTQrhHs0NoO\nZGatXLZ2zpc//7V1d51TBr0h3BpmNZpdHneFq7LcUxllC7UabaX28gqv262qFqtZUZS00gOV\nLnukNcxsMLk87rSizMTQ+FBzkDAHxYhIj+qtcjksNXornF63R6rrU7cLISKtYR3C4kw6gxTS\n4XWlF2dllGTFBUcnhMTodbX/c2h8rX5Vffya55xVfrbyLMgq/PDZWWsXb7j9+Rv1Bn1hbpHf\nCQ2HNm1X5awXv+ozrFdsh+YtRTtq8oh92/fXPqYIIUdNbPZSvQFi4kXjew/tueibpVlpOSHh\nQX2H9x43o9Y6dkIIj9uz4Kslm/7YUpRXHN8x7uTpJw47dXDLlmENtU247cyRF40rysw3WU3R\nKXG+vrcrXr957ouzU9fsrp4l60v8E28/Kyq5wX92IdGhER2iS7IK6/w7oNfp9GaDy+6qeTA8\nMfK0G6ftvfXlsvLKJia7Xn27BFd4VFUVQhitphHnnTxg8jDfqciuHWL6ds7fvr/6/ysUIfRG\nY9eJfnbRiOicGNGZPAdoAcEOx5GU8tP3v/nsg9mF+cWqVH0a6oxQhFC93qKqEoNOb1D0TtUt\npSioLBPi0Gv1lS57UVVprC2qe1Snmjd6pVpcVVZQWazX6UPNQUEma6il1u7jJr3R99CukckR\n1tDDj1NsBkvvmC6ZpdnZ5fluryclonm/2PymumrbVv+1/McVp5x9clBoUEVJeUPjcVJK6ZXr\nlmw849IJzXr6uBkn7dua+udva8Th9Th0ijJj5rTuA7oe9d6A1bF70lUPXtrQWXuF/T83vZS5\n96AvqRTlFm9fs2Pz5BHXPnxFi1cSGhMWWm8L2om3n7Xp59Xrvlvp+L7fQQAAIABJREFUdriE\nEBGJkWOunJDcv3PjTZ0yc9IPT33u9Rz6N8BX/IiLxnUe2v2PjxdmbE6VUur0up5j+o26+BRb\nWNA1j1/137vfUBqY3qxTFIPJ4HF74zrGnnHJhNFnjHBVOQsz8gwmY0RStNFca/i13wWnHVi9\nPfOPLY7SCr3RENk9udvkkbw8B2gbwQ7HS1lp+aXTb0xLq/tedkPk4ZeYPKrXI7x+r7EazEnh\ncTWPlDsrU4sPuL2HXks6KER0UHin8MSa0x10ii4hNCa/srg61dWUFBpfWFVWUFWcEBJtNjR/\ny9GGKMr6ZZtOOfvkwWP6L/txRePXFuf5ec+9cTqdbuajV554xsh1SzcW55XEJceceMbI5G5J\nR7+z3frl0/mZew+K2hOBV/66evj4If1H92uFAvQG/ZAZowefOaosr8RsMzdxNm5i744XPj9z\n1RdLD/yV4XW5Y1Lih51zUseBXYQQ0x64wO10VxSWhcaGV/dN9hvZ567/3vLy3W94vX4WXlal\ndDndfYb2uubfl0fEhgshzEGWxN4d/T5a0euSR5+QPPoEr8ujNxrYxRX4JyDY4Xh55pGXm57q\nmsjucWaV5yeFHnopyqN69xZletVaKbCgssSkNyXW2GRTChFssqkN7E+gKEqYJaiwqrTCZW/J\nYCdleXG5EOKs66b9tW5XflZBI5Mrw461E6XPsF59hvU65hrblw3LNtXdBMx3fPnm1gl2Poqi\nhMU1bymQiMSoyXef4/eU0WyMSKz7fl7f4b0HDOyxYf3Ohhr8a/3OV+5785EP/lVzmk4j9CZ+\n1AMBo2rvD88/+tL3q7bvyTMk9jxhzAX/evz28Ukt9tuHdexwXLhc7vm/LD0eLeeU52eUZPu+\nLraX1Ul1QgihiPyKotoHhCIUo97/JEEhhFHnO3XMS/v66QlRFCUyLlIIERoZ+sSnD029YlLH\n7sl1RsqEEIoidIpu0NgmbXaamZ71xcdzXv7P299+8XNJsf8d6zWsvKTuZBEhhKIovgCtMTNu\nPVvXyEouUmTsPrBj3a5WrAhAS3BuevzkE2Y89sU2Z6ex06eOiC3+84P7Tus3+a19zd4asSEE\nOxwXBflF1evKtri8yiKP1yOEcHj8rdoqhVv1eGWt/0gq3Xanx+XnYiGEEC6vWwhhMx6ZwGh3\nO4rspSX2Mpf3KJ9iyuWTDCZ9/eNSypETD73Gbraaz75++mMfPfD8nKfiO8YJ35ZWhzZRUM66\nflqHzgmNP0UI8d7rs2aMv+zZR1754H+fP/6v56ecfPFxis4BKyouqv6qde13InDjknokXffo\nlaYGlizx8Q1MA2hH0t+8+Yn1zm7Xz92zffG3n3/xwx+7dnx6Tsz/s3ffgU1Vbx/Az013SJvu\nEboYnUkohYLsIUNARgtaVIYIMhyILF/AwVJQREUQRX6oIHvUVhQQAZWNzJYmadM907RNm6Qj\nSTPuff8IhgIt3bk56fP5i97c3DzVNvn2nHPPo/xr6bKD7fXHOgQ70CHYrs4d2rS0Ql2NELIh\nGv4BJhDB+G8UzVhFWW2lTNXwOjaSopSa6v4DokdPGUEgpCP1WRUFwrLsnMqirMpCQWmGpKq8\n4e0nCCIoLGDaosnfnf9q0Lj+xu/X1IR0RNzQ/qP6PvYMFzfn9T+veeHN2PDo0K7dOP1G9Vnz\n/fLnZz/X5Pf756l/tn/+P53+4fBkTU3N/y3ekJ2Z1+Rz20JZKr/w3e+HV+w5snJPY/t9mM2g\n8c88PmJHEARBDPwvQFuZ/mP7bf1105R5zzd2gq1dA39RAAAsmO7GtdskCnnlrXHuDz4rbANm\nvhnrhjRXrtxpp9eAhRegQ3Tpwox5pvetf+91TOd0ZCB1CCEXR2dJdfnjjxHIxelhrHR2cxk2\nbcjhY4liUZakqszPxbt+3qQQyq0sHDdl1PsfL2U5d3n53Rfix72u0Dyc2iMRJakuix7K7+Yb\neOPszYd7jBHIzs5m5vLpCCEbW5vXP5ozbMqQG2dvyUoqPHzdnxkTE94ntMHK7eztJswc29J7\nYI/tTyIYRP1mqhRJGZAh8eipFR+81aJLNV/+vexTW0+QeoNxZw9ZYZn4imDSqun+3KCmn9wB\nRr0wPEeUe/P8HfTfvaUEgV58I7ZbZDAt9ZgBi91l8twJV05fr5TKn5yGDo3qSUtVAIDWsnFw\nsEVIXlamfxjAasvKVAi52bfXIjsIdqCjrPn43RmTF6qeuidIqzHtnRCBWPZOnl3cZLXy+mvq\nHe0d9pz4yoZklBaWuXm79eAGOzg5xL46ISczv7iwxJayuZJ0TVpQigjk6u3aZ2zvPgOjugY8\nmAkVpIoLCh+d3qIQQRAXL9/YmLwmZmT0qX1/FGYVOzjZh0WHvvBGrG+9vW1Do3p23AdtTnYB\n9URTKYJB5GW38+0pJga94cKu36kHN2Y++K9L6g0Xvv1t9o63CAYNN1ja2Nos2jBv8PgBdy+l\nyMsVvoHeQycO6mrtu+kSBBH/Ztyuj358mOwJAlHUM2NiAkPbpwMHAMBcGOOXrh14+v9+eHtO\nzJ6N0/r46Auu7V353kmd7/j1bw1qp9eAYAc6So+Q4NNXjnz+8c7zpy7VabWIeriPF4NABgqh\nJ0Yg3D1c/f05Dg72VdU1FTI5g4HKy+QU9fiSUgd7+0HD+tnZ2XULDxo9fcQfv/+19/sjBfnF\nTCengcP6LV290D+QgxDqye9uegqDwegZ1q1nWDeE0OAxDWzQapQhynryIEVRNdW1kqLSPsOi\n+gyLoiiqQ2eZG9SlC7MCVT42I0xRFJPVrB03WqE0s1ilqH3sIEVS1bKq8rxS7+6taYPWLvgD\nufyBXLpenRb9RvW1c7A/vO14uUSGELKzt50wc2xzZvABAJbGoe97f19mjOq/8vUhB19/cMwz\n7uc7x2cFttfnCgQ70IHcPdw2f/XB5q8aeEin0925ef/y3zdkZRVu7q6Dh/XvPyjawdHhsdOS\nb6XOn7msTvPwvgdHR/s9h7/u1SfSdGTqSxOnvjRRq9U9faV5czzW56A+2/8eMn+qQwgNHt4v\nP/eJwTkKDRz6eCvV9qKuUjX+0OOBD3S03kP4vYfw5WUKjVrj4+/NsIHl0QDgqfTMe7M+uapi\ndh86YWSUt77w1rnTt06unL2l58nVA9tn83AIdoAednZ2Awb3HTD48dsLHtO7H/+a4PRXm3cl\n3xKQiOrbL2rJqgUNBri2pzqEUHQM/8mDBMHw9vXw6+rz5ENm8/rbs86fuVRWKjPVhCiqdx/e\npKktW6vXfCyPRt9inD2hdUFHEd5Mu372pkxS4enn8cyYmMfGJo07EgMAsCX57pVp2+85v7D3\n7oFXuxlHMmpSt04ctHLNxIWRuYentMebKwQ7YOns7Oze+2ixeV4rnBsybtKzf/z213/tQBGD\nIEiKXPJ/C2gZqDPx9HI/dmbP9i17zp++WFVV7enp/sIrE+e+8YqtbUf9Cnv38HPjuCtKKutP\nmBME4RHo7e7fsra2oDkoitr76cHLv10z7oOTcT/r2h//Dhr/zLz3Z9OyohEA0P7yD//4lxo9\ns+Gr/1IdQojFX/H5m9/133Lsx1//N2UWq+0vAuP5ADxi4xerFyyebWf3YPzPy9dz67frJ8Z1\n1MBY87l7uK37bOWV1N9vpp/96/Yvby6b6+jk2PTTWosgiLFL4pzYXRBCxIMt9xDTjTX2nSkd\n96Kd2c0Ldy7/dg0hhChEkQ+WU1478+/1P2/SWxgAoN2UlZUh5BgS8ljzx5CQEITIUtOcTNvA\niB0Aj3BwsH97xbwF78zOzc7v0oXJ8fdtZtcms+nQPFefV7DPzG1vpJ69U5ZTQhDIuweH/1zf\nJ5tngHZx89xt9ETXOYJA/567PWhco7f7AABwEh4ZSaACoTAHTXl4cx8iBQIRQiwut+Gmzy0F\nwQ6ABtjb24VFwCZhyN7Jvm/sQLqr6BTk5UrTAgATikKK8oY31gYA4Md59NQxzn/8+fkbXzx/\nYnmUM0IIURXX1i7/vhD5zpo6qH0GESw+2Bkq06/dTJNRvuG9e4X6dYGN1gEA1ojd0N0qBAOx\nPdjmLwYA0DG6zt/z7eln5iSt6Bfy84ihvbz1RXcvXUqrtOvx5o9fP99Ov+sWNMekLz636bUJ\nAyMDuwZHjXtjT3INIosS5nIDIoaNnzp1wqBIjlfk9G9uVnZMIwMAAKBTzMjoJ3tLUCSKGRlN\nSz0AgA4RMPOXtDs/LpsUSmT9nfjr9WJm7+kf/pJ6f+d4t/Z6BYsZsSveN4X/2mk5hWyZTEbh\n2V3zb0k1H6A1P2U49o6bNTqMpcy4mJR0bPGzFY7p51/3b/p6AACAkUHjnkm5mnr773sEQSAK\nIYKiKNRnWNSQiTAVDoBVIdhRr32R8FqHXd9Cgl3dmY/eOy33eu6zE3vfHeJLVdz85pXnVryz\nnHAa+23q6UVBNgghRG0+uyhm3O4168/O+d9zFlI3AAC0C4JBvPnJ/Nt/37tx9mZZcbknx/OZ\n0TH9R/eld58dAAB2LCQgZVy5UoYGffnTe0N9EULIs//yj1/7+txX5VPemh/037I6wuO5De8O\n2f3ujRvZ6LkwGosFAICOETMyGuZeAQBtYSFr7AoLC1GXkBC/h0e6deuGkH9Q0CN3S/h0785E\n2dnZ5i4PAAAAAAADFhLsAgMDUW1ycr0G7F5j3t308fJxnEdOK8/LUyE2G24SAwAAAAB4koUE\nu5DBg71Rypevb7omNzw4FB63+v1Fw+u1LqIqzq39+jJiDhnSm5YaAQAAAAAsm4UEO4fxm7bH\neSkuvj/Yg+UZ8tbv2kcepQSHVs6P7RM27rtsW/6KVbFdaKoSAAAAAMCSWUiwQ8hn+nHB1e0L\nnov2ty0prnh0Nycy5fjWPb+m6HpM3HDm7Nq+Do1cAgAAAACgU7OQu2IRQsjGe+Di7/9YjBBF\nUY/e388YuubM1Y1RvXl+TJpqAwAAAACwfBYU7Eye2LeJCOw3rn1a4wIAAH00Ko2spNLD192p\ni6PxSJ26rrZK5ebtCvvVAQDahaUFO4Mi4+KvIreXY6Pt/ztyevWEI9pnR46eFDcu0hXe+gAA\nGJKVVBz5+sTdSynGL3sN5A2bPOiPg+ezhbkURTk4OYx9adTzs5+zd7Cjt04AAO4sZo0dQkh+\n/dPnu/mEjZrz/V1d/cPpf+7/ctXcCVH88RsuSPS0lQcAAK1Sraj5ZMHndy+nmI6kXhd+s3q3\nMdUhhOo02t9+Or1z9fdPtosFAIAWsZhgV3dt5cARq08Xu0TFvfNK/3r3R9hM/Ozc3k1vx/Jd\nis+uHTt2XQpEOwAAVs4d+0tZUYXqZTYKUQihhzGOohBCqTdEwptpNNQHALAilhLscr/7v6/F\n2uBZJ+7f+eXrWfz6M8Ts0NGvrt6RePf+0VcCSeHWJbvy6CoSAABaITMlm2A0ax2J+F5mRxcD\nALBuFhLsSpKOX9E5jvlwa5yfTSOn2HZ98dvNkxzrLp78U2nW2gAAoE0MegNq3hRrblpetiCn\ng8sBAFgzCwl2OTk5CIUPH+791LPYo0f3Q0gszjBTVQAA0A4CQvybuXhOdEv8yYKtn731layk\noqOrAqBBennW9TOHvvtm95EzyeUNrH2qyzh/8ODBywXmrww0j4UEO7lcjpCnp2cTpzk4OCBU\nWVlplpoAAKBdjH5hBMOmgTfbxrJexr2sbct3GvSGRh4HoINoMo6+M7B76KAJM95cvPDlCdFB\nIZO/uFn16Dk15z6ZOXPm9lv0VAiaZiHBzsfHB6FUgaCJ0+7du4dQWFiYWWoCAIB24Rfs239y\nP63h4e3+WlJXqVI2NoxHIUqSJ029ITJXgQAghJD237UTX95xW9N9wtvrv/py7fyJUayi31Y8\nO/Zzga7pJwOLYSHBrvewYc6o9I/EG+qnnKQ8d/hMBeoSGRlktroAAKA9jHthlKAsO0OWl6+Q\nZFbkC6RZOfIiYXlWhaGqsacUZRWbs0LQ6SkOrP8qkxHx3l8pp3Z89O7Sdbt/u3tr34sc1b/v\nz/wY9qPAiIUEO7sJby3ohrK+jJ+fJCUbPENfcGjurN0FiDN7zljYpRgAgJfAbv7TXn6+qq62\nQqVQampIiiQYRJ1OO2vx9MaeYmtvaRvIA+uWfv++jhi97P2BXf47wgh65cDvH0ZTKZ+9810u\nnaWBlrCQYIfsBqzbv7qPQ+HBqWH8+HVHbmSWVGkphBDSVUkyrh36MDYicsYvpXYR7/y8+VlH\nuosFAIAWW7Ph3WXvv8FkPWh5zenq+9Xuj1+YOck3yKfBfmKhUT3NWyDo5CoqKpCDq6vTIwft\no9fsfKuH9tK6ZUfKaKoLtJClBDuEWIM3/XVp27TgOtHx9S8PDOWwnbp4+np1cWJ3DRs84+Nf\ns+r8xqw/d3nbKDbdhQIAQCvY2NrMWfDSlfu/n7p0+MLNhDNXjox6bihCKP6tqYhADze6IwiE\nUL9n+3TnBtNXLOiEgoKCkObv039rHj3sMHDDdwsCKpMWTv86AyZkcWA5wQ4hxO635IQ499pP\nH70+sX9P7y6kvLRC5+ge2Gv0zBXbz2Zk//nRcA+YhQUA4IzBYAQEcbx8Hu4B0HsIf9mXb/sG\n+hi/tHewnTLv+dc/epWmAkGnxZv2YjhR9tMr4zf8kVaqrndjj8uYrT+92b36nxWxbyTk1dFX\nIGgei1vDYec3cM76gXPWI4QQaSAb3CMAAACsCbd/xCeHPqqSV6uq1d7+ngwGvO8BGkSv+vH9\nM899/M/a8ZFrbV0Gfnbz2rIHm1CwRm09+U3huMV7Xgj7taevlt4yQRMs+u0DUh0AoPNwcXP2\nDfSGVAdo02XgxsvJp796e9KASH8nTU39wTkn7puJN85uXTCYVVIA3Z8sm8WN2CFSmXn9yl1x\nTk5Odo6ktgune4/u3buH9xsxqHuXpp8MAACWSFGpzMnKd/d0DQjsamPbWOdEAOjm1H38uzvG\nv9vQQzZdRy//fvSy7ZVFuTk5Wn9zVwaay6KCXa3o0Idvr971d8GTu9nZePWbtWrjh288192p\ngScCAICFqqyQb9347amkc8btiLsG+K3esGTYswPprguAViEc3APC3QPoLgM0znKCXdWVD0aP\n++RWLbLnDJ41c3x094CAAB+muqyooDAn+Y+DRy7vXT7uxLGPzp5fP4hFd60AANAcer1+4Yzl\n4rRs05GSYunieau/2/f5oGH9aCwMgMYZFBkXfxW5vRwbbf/fkdOrJxzRPjty9KS4cZGucBej\nZbOUxRyqv1e/8smtWvbwDf/k5F75+bP3ly6c/cKE5yZMm7Vg6ZpP913Kzr30ybNuNf9ueGXN\nxad1pwAAAMtx/syl+qkOIUSSFELou69+oqkiAJ5Kfv3T57v5hI2a8/3d+n3E5Ol/7v9y1dwJ\nUfzxGy5IYNcTi2Yhwa4mcfuPhYgz8+fjHw7vat/ACfacoWuO7X+1K8rfs+NXldnrAwCAVrh/\nr4F+rxRJpaakk4aGu+wAQJu6aysHjlh9utglKu6dV/o7PHzAZuJn5/ZuejuW71J8du3Yseug\nw5gls5Bgd+/aNQ3ymDRvstdTTvJ4fu5kL6S+evWe2eoCAIA2oMhG0htFGZfcAWA5cr/7v6/F\n2uBZJ+7f+eXrWfz6S7XYoaNfXb0j8e79o68EksKtS3bl0VUkaJKFrLGTyWQIjYiKauK03r17\nI3ShDPqaAACwEMkPe/IgQRAh4d3h3lhgYUqSjl/ROY75cGucX2M/m7ZdX/x286RfZvx28k/l\n2wssvBGUh79LQKRn0+c9/SLVLu1SjDlZyIgdSZIIubg09d/Phc1+cC4AAFi+sRNHBgR3RfUW\nmzMIAiG0cAk0lgCWJicnB6Hw4cO9n3oWe/TofgiJxRlmqgq0mIUEOwAAsEIODvb/O/jloGH9\nTUecXV0+/mL16HHDaKwKgIbI5XKEPD2bGuNycHBAqLKy0iw1gVawkKlYADopiqIqKipgGNqK\n2dozNmxdmZ9bVJBb5MJ2Do3o4cR0LIMVJVaNwWB4eHgQBF77gvj4+CCUKhAgNPhpp927dw+h\nsLAGFhkAy2BJwe7algnjDzx9CLEE7psA1qW0tDQtLY3uKoA5uPs4I4RycrObPBPgiyTJvXv3\n/vPPPxcvXuzevTvd5bRI72HDnL888EfiDfXgAY22AlCeO3ymAnWZEBlkztJAS1hSsCu7/+cf\n9+kuAgDzqaioyMzMRAhxOBw3Nze6y2kNrVZbWFio0WhcXFwCArDcjZ6iKIlEolAo7O3tu3Xr\nZmtrSe+KzSaXy0tKShBCgYGBLBaWm7ir1erCwkKdTufp6enj40N3Oa1RXl4+b968f//9l8fj\nYfgt2E14a0G3A198GT9/yM2fY30bGGbRFxyaO2t3AeK8MWcsXqORnYqFvIWN/jw5+YPmnswO\n7sBKADCTgoKCnJwcW1vbqKgod3d3ustpjYqKiry8PJ1OFxgY2L17d9wmnhBCqK6uTiAQVFVV\neXh4REZG4pjqSJLMyMgoKSlxdHTkcrlN34RmkaRSaV5eHkIoPDzcz8+P7nJa4+rVq/Hx8RKJ\nZPLkyYcOHerSBb/25nYD1u1f/ffozQenht17YemHy2YMjwzydbEnkK5Kkiv4Z/+WtV/9mlVr\nF/HOz5ufdaS7WNAoC3kXYwc3udUJANZCr9enpaXJZDIWi8Xn8x0dsXyLtIJgWllZKRKJrCaY\nRkRE2NnZ0V1Ri5EkmZmZKZFIHBwceDwepsH0m2++WbFiBUmSW7duXb58Od3ltBpr8Ka/LvnM\nm/5/CcfXv3x8PUIMJw+vLmqZTGVACCFk6zdm/eHDHw638I1OOjkLCXYAdBY1NTUCgUCtVvv4\n+ISFhdnY4LeZmV6vT09PLy8vZ7FYPB7PyanR5TiWzBhMbWxs+Hx+0zcCWiS5XC4SibRarRUE\nU3d398jISByDqVqtXrRo0c8//+zt7X3kyJGRI0fSXVEbsfstOSGOv35w148Jf/xzM61QVlph\n08U9sEefYWMnz3rz9bHdsPx971Qg2AFgPqWlpWKxmKKokJAQf39/ustpDQimbSe+l5kvLrS1\ns+nO7RYcHti6i5iCKY/H8/J6Ws8ei6VQKIRCIdbBNCcnJzY2NjU1tV+/fomJiV27dqW7ovZh\n5zdwzvqBc9YjhBBpIBk2sDMaTiDYAWAOFEXl5OQUFBRgPd9kBcFUpVKlpqaqVCpagqmyQrl7\n7d60u2LTkX6j+s5dM9PByeEpz3qMwWBIS0uzmhFTfIPpqVOnZs+eLZfLFy5c+M033+C4QLM5\nINVhxzp/EAGwKHV1dUKhUKlUurq6crlce3t7uitqsfrBlMvlstlYrrExBlOSJHv06BEY2Mqh\nslajKOrbD/ZkpeTUP3jrwh07e9vXP2xuIwp6g2m7MAVTJpPJ5/OZTCbdFbUYRVEbNmzYuHGj\ng4PDDz/88Nprr9FdUXsjlZnXr9wV5+TkZOdIartwuvfo3r17eL8Rg7rjd0tI5wPBDoCOZZpv\n8vf379mzJ47zTRBM20W+uDAzpYFN7K6d+ffUXxd6P8N/493XvH2fttqvrKwsPT2drmDaLlQq\nlUAgqK2txTeYKhSK6dOn//nnn0FBQYmJidHR0XRX1L5qRYc+fHv1rr8L1E88ZOPVb9aqjR++\n8Vx3LEeJOw0IdgB0IIlEkpGRwWAwuFyut/fTWzBaKKVSKRAItFoth8MJDQ3FMZjqdDqhUCiX\ny+kNppK8ksYeKi0uTzj8+x8n//rh6LZIfgNb+ltCMG07mUyWlpZmMBjwDaYpKSlTp07NyckZ\nP378kSNHMF1T0biqKx+MHvfJrVpkzxk8a+b46O4BAQE+THVZUUFhTvIfB49c3rt83IljH509\nv34Qlpsldg4Q7ADoEAaDIT09vaysjMlk8ng8HDe1QhBMWyVdmHnhj8vSkrLAoK7jp4zyD+QY\nj9s7NBoojT3lVCr1xjVfHP5t92OPmoIpm83m8XhYj5ja2dlFRUVhuh33gQMHFi1apNFoVq1a\ntXnzZrrLaX+qv1e/8smtWvbwDb8e/L/hXR//OVuzYfPlrbOmvP/XhlfWPJu2fTgM21koCHYA\ntD+1Wp2amlpbW+vp6RkREYHjqmqSJMVisVQqxT2YZmZmEgRhnmBKUdRXm3b9vOeYqfnv99v3\nLXv/zVfmTEUIhfTqwbBhkAYKIar+s/SUQa2rMz5deF9cXirz8nk4IatUKoVCYV1dnRWMmOIb\nTPV6/dtvv7179242m33w4MEpU6bQXVFHqEnc/mMh4sz8+fiHwxu8ncWeM3TNsf0ZURP37dnx\n66fDX8JvdWTngN/nDQAWrqKiQiQSGQyG4ODgbt260V1Oa1hTMHVycuLz+eYJpqd/Pb939xH0\nX/YiCMLFjnVk2/GiewVRA3jDpwyZ+Oq4kz+eJhgERVIIIURRiCAKFVKqXtRTyKtMwc4YTBFC\nERERvr6+ZvgW2l11dbVAINBoNBwOJyQkhMHA7xbLkpKSuLi4f//9NyoqKikpKTg4mO6KOsi9\na9c0yGPSvMlPu0nZ4/m5k732fXf16j300mCzlQZaAr/3awAsmakfQ69evTDtx1A/mAYHB+M4\nRKRWqwUCQU1NjZkbhSUefRja7G3sQj2CHO0cEELptzLSb2WcOXB+8WcLvbt6Jf7vtwppJUJI\nrdcWVUmVmhrTFRgMhi/HG9VrFGbOYNrurCCYXr58OT4+XiqVxsfH79u3D9M+Mc0jk8kQGtFk\nG6jevXsjdKGszCw1gVaAYAdA+9DpdCKRqLKy0tnZmcfjYfoBAMG0LQrzix8MxSEU5MoxpjqT\nakX1ro9+2Hx03aDxz1SWVb44Yb5MVkFRj0zLPjt2iLMLS6PRCASC6upqK+hg6+TkxOPxWCws\nl9pv2bLlgw8+IAjiyy+/XLp0Kd3ldDSSJBFq+n4QFzb7v2WhwCLh934BgAWqqalJTU3VaDS+\nvr5hYWE4zjdBMG07tquLtKSMIil7G1u24+NRhqKoCmml+F4/KZaAAAAgAElEQVQmt3+Eu7f7\n59+ufXfBhwq5AhEEoiiEUDg35INNy4zBVK/X49uPQaPRCIVCYwdbTIOpSqV69dVXT5w44ePj\nc+zYsWHDhtFdEQDNhd/vGwCWRiqVZmRkUBQVHh7u5+dHdzmtYU3BlMVi8fl8WoLpsGcHpgsz\nEUJ2No3eHyCTVhr/0ad/r1OXDiYc/k0kyGQynaJjeJOmPldUXGQMplFRUfiOmKalpel0OnyD\naXZ29pQpU4RC4dChQxMSEjBtjAE6LQh2ALQeSZLZ2dlFRUXW0SgsLCyMw+HQXU5rmDrY0htM\n5yx86fwfl3Iy8wyUobFznNkPV8s5u7DmLHzZ+G+9Xi8UCWUyGY3BtO1MI6b4BtOTJ0/OmTNH\noVAsXLhw586dOG6h3CbXtkwYf+Dpvz8l98xUC2gdCHYAtFJdXZ1AIKiqqsK3H4OVBVPaO9iy\nnLscPvn9j98d+vPU33W1WodHx+0IgrB3tA/v28D+w6Zgim8/Br1en56ejnUHW4qi1qxZs2XL\nFicnp717986ePZvuiuhQdv/PP+7TXQRoEwh2ALSGqVEYvvNNVhBM6/djsJBg6sR0fGv53LeW\nz81Kzdm65GudRo8IiqIQQRCIQDOXT2eyHk88lhNMW80KgmllZeX06dPPnz8fEhKSmJjI5XLp\nrsj8Rn+enPxBc09mB3dgJaBNINgB0GJFRUVZWVkMBoPH42G6/sY6gqkld7Dtye/+yeG1J384\nnZGSqdcZgsICJ80ZHxQWUP8cCwymrWAMplh3sE1OTo6Li8vLy5s4ceKhQ4ecnZ3progW7OAm\ntzoBOIBgB0ALGAyGtLS08vJyJpPJ5/OZTCy3XremYOrv79+zZ0/LDKYePu6vrZnZ2KMWHkyb\nwzo62O7atWvp0qU6nc5aG4UBi1Zz7ev3fqocv379pHZb3wzBDoDmUqlUAoGgtrbW29s7PDwc\nx/kmK+tgC8GURlqtViQSyeVyfIOpTqdbvHjx999/7+npefDgwbFjx9JdEehslGeWvPzujwU8\nn3ch2AFgbjKZLC0tzWAw4DvfZAqm+DYKs7Jgap4Oth1BqVQKBAKtVotvB1uJRBIXF3fz5s3o\n6OikpCRMf6kB1sp+eeO1Hwva/bL4vbMDYGam+SY7O7uoqCg3Nze6K2oNKwimVtDBFoKphTh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iYmIwTXVbtmwZNWpUZWXlV199dfToUUh1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\nEsIOACASwg4AIBLCD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}, "metadata": {}, "output_type": "display_data", "source": "R display func" } ], "source": [ "palette(cube_helix(6)) # configure color palette\n", "\n", "plot(dm,\n", " 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": {}, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/pdf": 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QaxSvTdcpFe9eK4N/Xz1sQGkzHKQT3vnzVGjtkiC/1JSZAbVolmTH/EchaNOxxM\nqccmMjmfHTRZs8Z8GN7hFZM8jnxDWQM4DMuVduIAUlFAp3i2m0dAwXZRJ9VgXyfRV+D+VYpf\nIXyAbN6MWMRS77vMIf2OrPXksQZ9tTL5yHtmMESsopLQKvk9DqJxO6EsE33IDl3A76qnp9sN\n5SYxSVbsg5To82RfOfdgM+wJtGkbGPV4llMV6/M4zd9wUpYNjwwlNwYuCDATP2S5ochiHwrl\nSDHvyxAldpq/4aiWbBPxYci+9XUyyFMNcEPX8gGrRDOGm+EMT4op9dhEZufYHWt+iVoX0vCG\nYCJxfsFMdDCy0KPhfGhdSJUmdsq/chAQEgpuRYYOD4YnbXDzr58wJZoxXHjpxVQVHg+RyZlr\ne2JncMC99VIs3vxtyw+9qstBa91OYuONFqaN09m77i8cWfA0eHvSslXcTVmpJic3+tU7ZOt2\n4iQz8HJqA3bKv2EYIEtSBlbKahmQYYSULP6y6b5jSjRjFg5WCbkzFR4PkdnhW1G3VspMaL1m\nY2Jg1S1Ly/VYJZoxC9PTpI7GUOpxvdRrnul04iXCATP+60JkFlHcGVB9xxBoRiwszyVebNPg\nsUnMe6olOAeWc7QzTjL2jFaeWN8wJZoxnCUkX2mo8HiITM4SRSMfIpOgBy5wLB6rRkI4GJnP\nbHjFRQbLkCZ2yqenCXXUr3SKvQYReIvKRs//O9LGbeDMd28oo4vM6Z73R67qGbKT45PhSfFR\n1NfkoB0Ck1hQ2RjBUyrvcfzSsbHsC/s3lVgT7mVYLtzCzQLcbzuordtJZNmGLUMboNM9bT3i\nfh9UscPximLxe9TjseNyIIe0bRtYa8+bKhanf1c8/WKtyNWywnyvk9hQybWWsS69wahpe0os\nssjKuZSKO3i2/8LXL9OK3GS3JhsAwsj1eGJRSQhi/oBVohkj6xpiR06dDh7fCYuqG99Zqbyh\nh1bKSCkPXnmuhQYvSFs3I5YoGe5yR/PQ5/HxlVMVibBCRks4nnqTsDFR73WRy9njdscq0YyR\nVXhjNe+h1GMTmRzFXFtlBmdhj0FsEg1SDwRYexS1QIcRsmuUnGYTJvbKv7Bbg69rtSptRgQW\nZZP0zXiHq9VbUwIxiHCJmj4Hj694SMU42Rldk3FNySAKjpr2pDtuB9m8GYH5QVx9Ku7g2f4b\nR0B9Dj+0YrsRGf/wdMcjbdxOYmPm1tAG7JV/Y2Mpl7REvSb3dWEqAmVl8yh7gzumRDNG5rK+\nQ9/SRYXHJjIfaGSzY65ZA41sAuZh9Dom4DesEs0YTsAIQxtKPTaRyTduxaQjB2hyOvI6iYwS\nl0W80DfExs2wFIOSIjomS+x1f+NAAidm4hjQeFRlJMFC4k9RSOIDVolmDGMcEG9oOh3cL+W4\np+Ze1GZdN63vaUTgrqHSEeuhNm9G4MRHTImhz8HtUtlz5lCNk7pY1BK/+bowFVEUcuvelj5h\nSjRjFvhyxYN+qvDYRObDuGR6lHcq1qBhXGT4qshROuzsG6ZEM4bbee74VYXHQ2R2c7Fh9ygP\nRTbprwuTkQ0t4Qph7G6umBLNmAUnyShRpSo8PkUmn3TWe4cPXmjwGgzSKJA0y8uMPTaJZszC\nkkBImjWlHpvIvEWxaRzqoQ5gEH1SknPHjdUVPNTmzYiF0ajHqc9Baz8fXYTnV7Cqvk6iohsS\nQRQ/QDZvRiywGcIp/Y6s9byvRN4FMa7XI6uvBEyNvGKtT8PiR7phlWjGLHCnSEr+0OmgCUw+\n3oApR77shEjgQWSUhNw4j94gmzcjEFUrLngTd3C0nzeCcKAjeR28OmwwWs6uT0uIOr7h1W4P\nI7MgXxb3hZkKj4fIbMzOjhkTL1QtiNkxpmC1CiHiKP2OKdGMWfBgceOkqfB4iMwO5V3qCosR\nUFh21AjOpPDrS+T8DVOgGbMwIlR2cabBQROY67BU0A/0gkh+7uskdqwSUu5wLXfI5s0IHGmK\nATrEHbT2k2Oi7JglUUUYHvfBSGliMQrEI1E+YJVoxmip4i1clHq8fcXjjtVTM8JYVOtkDgxY\nWYDNdfqOi1bIUmbhgihJn0OFx+VSVGvC3uwTbeXZtMwHr5PgVlOT5m+QzZsRC4LT+myg4g6e\n7afdgIx3MiNoELR5JOo3xDs0c0aJBTEGctCs4g6G75g/Nau6qDnVg2DKYF+j2D0Ho2ZHK8Hc\nMnkpVdzB0f4biU8FRm8c58lkKsxfpjV9wpSwxCdZnUtgBbahwmMTmV08VgZri39nZcCnMRvi\nk8NaGAF+w5RoxiwPDRQeGhwcAtMBGzgkRq3QyJANEhWPRkvU3yCbNyMWGaVicwxxB6397KR2\nqA2YNaXzZHa+6v03tCk9zpqhqcyCaUDy/4cGB/NXUjotaD6jcNtr4Ip1VQ7e0w2xbRs4sDCq\niQI6xd9I+ZZbRaKU2WT1qcHIsWtE9JUYD3dMiWZMf7Jh1xAEVeHxEJlf46rN74dtQ6tO8VJd\nZUVRjXdkrZsRiwUin/o8NonJzVziEwt2t+cgWN6x0Bd4g3ZRpxIL/C1bPsUdvF7sOecPFKcZ\ncltZZWgwDDpcYQx6xNbNmAX5Z4dUFhriHpvI7PR7MH5/ZfTm68JkeM4lXB5JATdMiWYMTz1R\nnENVeHyKTHZaghs3dUmhz0bINqz/Kxc5y9O6YQo0I5giIIbDqdJjlZgexYemLOAhG8449oF3\n8PJj0AJoRa/7qocKLO/wbDk/amVeLBvm/9dJHHLwKoNS5lSH2LidRGK9qSEM7JV/Id1f3ALy\nvWAXZLg/CqnEJdcV1jtk63bizEIbQxvve35XPm0n7DoIV72tZRAZvoP+gNb8Aa5674oS+NIl\nodrEHRztvzB10d2pNxgYUXhhgUxNNxTt8gJiKf8n13WaLLHX/Y28R5zi1KRBiIPAlhsfVz7A\nZFGIRY+JJMt03y/yHqdvBCJKTR+8rkXvBRxExVmF3MJbP8CiN/wpschGoX/KKe5gudwIOGV9\nyUmOLImMhxrEDt+yWFjHB5g0skkJrLiy4R3iDqavRELtnGXkj+c9BYM4sAWUu6jXD7DojQNK\n4NnKGcUQd7Bcbij4+b2VbKpQmJTPEm6DkRkrMmscAfseq0QzRtcuOS0eSj2ulxJuczMDYjVz\ntbtYjJGzETlDk+ofGuf7hlWiGbPw5FXiZodSj+vlRpaJcZE1pjzrBaKDqEiZkrCW8AFmvQpU\niQU2Sx84Q9zBfLk6NFgBroCfpGM5ya3i6O1P/hZRJqyNkNKmu+CT0dBoiWtZP+FNN7XKLKjS\nJpGVQ4OD22UX/PO7PGapCHPwdZ22tv6CZ+aU3iCbNyOWqMXRTNzB0X6ut3ldYYrCOYt9xMlk\nOJjTwUogd0yJZswC610KNg0VHg+RyVFR6VdCBTuuyYPp+xVZhuvK2pQ3TIlmzILvXU4yhgqP\nh8jsUAaNmqgbCxEaI+UapfCZHPFIXIPHKtGMWVDcT6K5TqUem8hspyvDzCLqjrxOglfRJble\nZ79DNm9GLFLOQirfmbiDo/38YC6HGt5ZxzKIvilcdwxURuh4TIFmzMJqJttQ8I5G88mZYse1\n0gjxRZ7bIDKCYHHA/gGyeTMCdjAcZCru4Gg/+9JlhvGFbLdiDQZ7QSS5Hh9gtjuxyCyMUJcY\nyqHA43wJoZt4wEztQWkfbIoGUWAZFr272cOgRz1KsHJQH58m7uBoP/uAE+5qTHAbZM0RIKPX\n1+68F+qOKdGM4SMW3+6pwmMTmXzEUaMQKwK/X4OQ1Iutymq2hjvU5s2IBd8BBzn1OWjtZ6ez\ngsAbiazQ4kzGwI1fMYHi0XqsEs0YVhFHQdCh1ON6Kc708zvdrdYtMCqV9RIHcWB1LQzwvcFN\nKx8qscCXF+op7uB2qZQ40duijsOi5T4HQV+X+OvWD7Bo4U4lsO9AeS4Td7BcCn1ODN8Vb4H8\n8ZzTjIirzGHyjYYb0sbtJBIDgoc23jnnlE8/2YxphodkhS4eEDgmw6Nc1zvU5s0IhO9IdsbQ\n52C9JMpPPNlDz0er7e2VCNwolMzzVge1eTMCvRVvz9DnYL3s7aemsVzVqM6cxXRhkJdf8uL3\nG4o6gSq2ysUqaub6m+LpbmYkr8sAkzo+r5NgAm7mFHCDbN6MoNO/j+gh7qC1n7d4pUacpOFp\nrYTBZNZG6PYs7qG94WC1EsgssCpQG8FUeDxE5pcIeEJKhY34OpkNGRbygTi3dFDbN2NYAEbs\nxFOlxyYya/ZG+HAkbon1oE8mP2Hn7og6vsFVSzwrw9Ao2ScNBR4PkWnTt+omWI+KjTh4Nhzh\n7LjBYkfFJOidqvEUd7Bcjop/fm+PDV7asLKanEFebXKEZ/FgZU04opUHfpBa3uHZ9AtukszU\nGr1AzpgYNTxhQ1C3g8EqUJNgJg6K4A+NHl9rVk8MgAo1mCZxHmiEzJQrnP6Sy+qhNm9GYHnY\nSz71OWjtJ3urJVz6YrVhH2E446ghb0gzvkG0bgNLYKwcrpg0sVP+hT2PxfSmrHseEhnLfLEg\nXwfZvBnBuM49D3EHR/tJm+bgqW1gjQ+DkUU9NkYIehhYtWNArfExdLHGx5vq6Sk26pnS3o0k\neBaU6KtOQLUDnlE5qM2bEQsee3/vhz4Hrf1kb4tuAXbUM3wNIgZEass9WccdavNmBHu7x1Of\ng9Z+en+DW2xCURfvICpMQDkgRaaNg0XdtUogbKj3eki/o/IV525d8X0hCEWc54YlCGVLEma3\nJ4/Ytg2YpbvLqQrYaf7CLADLT8xjmwVoCga+9rwiz0Nt3oyg9S2+JNPnYP3KLFC49cQNA+Fg\nbzc9x5cjs3IGk1+hNm9G8AIDOmaoz0FrP+3gP7Dr47nd6yR4coc8mQ+QzZsRcNuJK9/EHRzt\np3e4yNbBVRWVO9ysUYNiP2e9W8FDNm9GLLysogxxB0f76X0YTzc2vfB0EAcm+77XSvsHuOnV\npUrALpTyHUPcwe1y1emM2cV6r3I0onenDUZMpqxFi64/Z7s7bTBB704bogzR8Mq/4b8Vzwoq\nnLCs2mAqy6hJavjxCRcrq0aG7kWUURsqPC6XsmoTnc40N+VumEKnszGZ+Q5yHR5MQ49Vohmz\noJgoLo8YSj02kXlrHFeA4HaaQ61xMpmZXXIdxf4JB40mV2bB/ZDImjcVHg+RyT2OGgESMsxw\neSMqoovlWq76AbJ5MwLnwkc6pd+RtZ7r627VQHEq8xo48FxGChJpKOMVsnU7sRRt3pdTG7BT\n/gWPTYms58GhMIiEb74PvS18gJZVoARjneI2xB0M61cGwdiKFCQeXjY6B44Vx87GQTYfOx1u\ny2W3YOIOWvtJM3fHNCUmU8LcYETEMV2OOK92SBu3k8DOfTm1cSfvlH/hyWY1+Jl7OYgdHq/+\n5Er+ALPmUioBI1eG5xB3MF9yLydM8vWpoUgbijkY3mCalKKxPw6ydTsJBIstQ5qxY++6v3Dc\ngDszxeXOCFIjWN9iWzUA1sGkAbdKLCyxU05xB9MlQHdqu4vdyDDLjVA7fMu6t3mHw8xWQs3y\nfOpz8DtmuZwVhoNnh7KVfl2YjOB7OW7EnQ83TIlmDKuWidNxqPB4iEyfkuA4S6ZvpA0bEVis\nthy6eX2H2rwZschyIIc7Q5+D+yVxeOYRV8Qt44aSeGgtOzKMB0RVt/0TpkQzZuEdJSiqpio8\nHiKTnd5Xpnwe2Ur/DGbnAf7Ghf6Os5X+IcPL0FbUPDYVHudL6Z+pfZDedsbbVg3zblW5Wzve\nkF2bajjgSnSTRL7Hu9ovdJJO0IRZ6XUS+1Oa5KJeUQfZvBnBENPjlH5H1np6qybHjIhjq3pm\nRoIJ+X0BxX2uHlrGvRKwFXI4pd9R+cprJn96pNNTvc1G7HAvZ6TYe5TVd2xY7mvLyym70tX8\nrvsbjvEaxmr5OgkumOL43j9ANm9GwGCUmH0Td3C0n/aHscpNxL+vkyh4a3EV2AfI5s2IRTJi\nZIeg4g6e7af9TPAYy/qImgdGWIZhwPzooTZvRnD5TeXU52C91DyYmGbHrSN9bw1H0/UekiBB\nPBtDOO6YEs2YhZmtyLRTFR4PkdlOa+W2UOyqhMEcvBxBorA/wGJ3JYAQF0Pk5QhD3uNyuS1h\nYhdR9WrXYkGDRhw4nc0Jcbo3WDQGUAkGrGyn9Dsq34kYjMjvR+hO1TCFjf4smYokEqF8gGjd\nTrzKX7Kc0sBO+Re6insXQsWW8DWIyLp0vTO4ds9Bbd6MQGCYFEoZ+hy09tPbM9s1ZNwxOIgD\nn5M33Tc4yObNCMRYSdDlEHfQ2k9vz6q5x6MWKqua6SJmluQi1Rti42ZYghgLC5VV9Y5vJXrd\nXzjcSXrZIq/XNgLmPubMHO9QmzcjYI6jDq7pc9DaT9sJPN1kYvzrJBLid3LROAQH2bwZgZqL\nkudh4g6O9nO9DVLt/GAJNN70cjK83eVgVuQN2gUuJBZUmJLMdpP3+JSYj1+q9HKwapYR4qOJ\nCE/ab0gbt5OAr2w5tdF35pRPj9w0SvNkJPcMgrWjJLusfoBs3ozAuiA/DHEHrf202chsKbuC\nbRAsAV1YJfQG7Uo1JeBfwglfHdlXb/B6BdvU4rBVRkaitKnhyJr4eed06WDQmvcDa4n8oY0l\n8t+VzzvzN9j3qfAdfp3MxtdYPPEVZaQdVolmTLdp5EKfNV+Uemwik2M3jsIe8u29TmLD9yep\nAfkDZPNmBA795CZBE3dwtJ82y9N6an8NQvX31ZOF0d+hNm9GYNYttMOpz0FrP20qaM14Fuox\nXOBrYXFoj6JW3VEsIbZS20JFCZ3i+XGbcVAjp188pj6ZnVcUVqm9HT/grCfPyizISJKD01OF\nx/krh9V5zRpmeGj1MWPkPnGUG5OCwPsdm0QzRjxLPOU9lXp8XAqQzXVapqMj6TZtEDuvEMZi\neofJ9mgkFomtlC3ZEHcwfWeDJmp3nPHqgaoSMdBJiFvn8x2HcZ5Khndn4PzUVDr4pdPUyuq+\niERceXWGMQdDfytrFN4xJZoxC7yoktZ6qvDYROb9upJbGqtVwFEiRRa8kftH4g1q82bEkqJe\nwGP6HKyX2jdzaxweWN6smvBgePWUrGCSv3PHm1UTJrMg5TLliwYHt0s14ak1w7K/d/pzLT08\nwg13mUxPpI3bwEW+9OVUBux1f+ONk07I2Co56StH5tAaigXnqXdMiWYMB7BIDg0OmsB08gZ8\n73JhLFKOjJA4mg2lu+DOd1CbNyOwIotDauhz8PhKypG8vOKS6f/Qt2+E3F0qT6W/TDxKcFgF\nmjES/47N8dD4jo6vOPllQpcb1mRB2DXlmkyS6sS6qCEv1WGTaMYsOB7JSLE2pR6byLzrVC8R\nPTSeELib6PJMxDOa7pCt24mTHEEsp7bE4lRvyqef78FCzKKtyOtmhHROTncysqs91ObNCPhy\ntnqqe0fWejqEwfIhaagbEXnNVo4sW+2gNm9GIFJXjNuhz8H6HUP9GDdOs3bEIApW0ZL1BmoH\ng9aCUAKx5Uj6UnEHR/vJswm9Rb6igNTLsJyt90dTWfLuHWnbNjDK8i5DFav0viv+QkzARvdc\nrhoSsDGXQMIDt4x7AR1i22ZYSv5J0q+KEjrFX8jYYXWzqqW6jJBMACnQFXn04KA2b0YsrHV/\nnPocrJfKXRPvVdbeMMjgNYjIKAMpvL/eoTZvRuC9klP3oc9Baz99BCGvZ2QQk4G+2khEWNKT\nUAc3Hj3Ymal4D5YhSnxR+wXHaAz6Zm96fE6iIj0oF92xO1i0gKsScC+Je3mIO1guBV+nnGF6\nbQevcDcsY0w8XZgG3kDWm9gNS1aWeBirXb+FO2bf1E53soxiDxLh9zqJfTyT+gGyeTNiYSpO\nPsUdtPaTIZeR5eqDlUMcBKsfbjvMjhu0woZKYOqXbpu4gyF8J86KRpAVMXoNQibDlStNuUNt\n3oxYrIzR0OegtZ/dIOwImBNHTOYtnMZIcAEyNiPSV25YJZoxC1wx4nwcOh00gXlHfuRlLSVa\nIjKIhPxQcdWHD5DNmxHMgShD+h2N1vOB72KzSZJxUAeCMTuGHcLa0ydMiWaMhGOv6NypwmMT\nmVwSEm+A72+/jNDXIPrnbUgwQyTtO9LG7SSyDNDl1Abslc+P34QCmKXa3QxKbAxNTzSYPNTm\nzYglyZwl9zCYPgfr5VaGiaEbcbdjYCLjy3B/kuLyzvs4ibhCbd1OQm4dysvQBuh0fyO9RKq0\nSkgcTdiTyTBb4X8tn3BQ21QZ2dnSshoqPB4i89VKKtOXWJprEIxN0ROOG1y1yJYSi13kZOIO\njvbT29qgqblVvUhB6zXIdFlYr8xDtm4nLnKJ5XJqA3bKv1JNofJOY7oUjeC5Jyol7HfI5s2I\nBTcap22IOzjaT5u0qOsiaWI44jNCDnEywmisOuYVavNmBM90Tm1vwNrOZxHgO2aw7GsQkdGy\nmU4jD7V5MwJbBfHlDn0OWvvZM/80LtZIrPE8GEZ0HZVVZzxk+6YE7+GQAKxT3mOTmDYVdr0E\nIOL81Agp2FGCmAJiIniozZsRCASS0+Chz0FrP78bz0ww5FpmRGQkxMbDmHekjdvAGy8aGsqA\nve5v1OZDFd+KYODXIOQm2IBlM6CmyjvU5s2YBeXwJHppKHTQBGa7y4uC5ARAD56MOFhoUa5h\nOj5hCDQjxMaNvBt9aPBYJabdXZJVIRMNbTAjJLZvR/KV7FY91ObNCMxh8IeZPgePL1lhO94A\nPL4j6i4CjATLoVSO3j3msUo0YxY8wYiCjqbU4+MriUbygRI9KfrXMSrIHEwl6V+6HBLc8aYX\nWyvDYbHneFHh8Xa5C3tixZBypjvLFRbUtjqZnUmoUhF1+4Qp0YxZ8HqKEXGq8NhEZjsduHAd\nG3IEXoNJ/ZNkIMoRnbgKPDaJZsyCw2gkSgylHpvIfDGmHbdzH+odHcxuY5gxdTesEs2YBYHD\nHMOm1OPjK55SeQgrqjMe6n8ajFz+F/EYWSXkHWr7ZgzLxYuNc6r0+PiKL6o/iaCOe5Z5HQRL\nJmwskXyDRcu2KsFYtz2e4g6Wr5R5LUXrblrO1CCYIlVWrePpoGU/KQHng9hkJu7gl7Kl5DSZ\nGxxW7TPMxaHwIo4bXLUInxGSbxZ5cqbpv6jb8ab7C1FjqJiz2q3YRsghs5yi75ot8Q5Xu+da\nCd443nc8Q5+D13uxJyxhBOHq0RgvaFGC9/AGyVQPd8jmzYgFh2N1G+IOjvaTvRUPp954xLOz\nk6EXMYiLdP2ErZS6MgttZenjUOHxt6qvozyzeF5ivVR/Fk9OKaPcs4fa/Kz+LJ4cnmOrPget\n/ey8W2CTxEMKd2PaNaJij4DyzfUThkAzYkGkgMS7nho8VonZHqduoGzokNg2r8Gk1R5pRRqE\nxybRjFnQJ7FuTqUem8h8+IKki0g4xEHXpDGyoajwKMXjDrV9M0Z8UhvezVOlxyYyb7DhJLqm\n52r2GokNxRthAoRPGALNiAXX78rTHBo8Non51GvxfcvtgpII97owhelPfVuGTOQbpkQzZsHV\nESh+byo8HiJf8FBJGlqKmrt4MqV/sTt9UOETjpqOqIw42nnP8VDh8RCZd15Xvc+WhwNG1JVj\noVakmtwwBZoRMjb05R0qPd6/Mja2BE+tZNAjFmcQ3dyS6Bt6yj9gCjQjJGOc4/xU6XH9SkTO\nyoAQiRFkIdiTYeFX7HYQyOaxVXVVZsHjRqUqU+Hx8Z1CsDIJiZ2SJPO/Zp3nyOzMr5ONUv6E\nKdGMWTB/ywn3qcJjE5l3AuDWGLksswZ1AoDZeM2ubIa523FYJZoxC7IRpGL0qdRjE5nvNOpM\nbes45zAm6blG0nsiPV7HOQcY6fSu5xqqwuMhMj/ZSeKOlHCKwfzxZHYmqvapTDyad0yJZoxc\n57E+D8ShmAqPTWTe3ZJk3xgsVv1kdqYQV16idscjXJ3MgnISSCEeKjz+UsR6rbDEpeggfQBK\n9G8SFaDl1mupmOexCjRjFty9h/XGVDq4faWIHVw2kZeyHEwZGoyEkPIijPABsn0zhlcW4cB/\nKPDYRKZrGnKPXDWT0AjZ/nQhOXNJd6jNmxGMQ4z51Odg/U4aIYP1scFHNdZB7PCkSFWs/QNM\nWl1VCZTJQBEFE3cwfaUaq1T9rhpgCueKERKAGlCXA2FaDmrzZgTjUfd46nNw+0o11pLHo9wt\nsiPribiUUMwHH6aD2rwZgZEg2/2hz0Fr/wWXBT1RMN4GrrDVyq7VLB0stMMGDmKnLac0sFMu\nXf3V48+LlJ3EOUp48N6Xv/z28e+PPy3rQ/7rffrlf62P3/91kWvq4tZfir8t4fEv/X9/WP7j\nP3vn18dvlrA+/lWq7Eqc9qF302Q5JpZ6ocr88fFv+LzIFJH+sFa7YfJnf6TqOu2woRwnPvaR\n1Nsfvur9p18vEpgF9heBJc4l9DBLoZ4ct2cJh0Tu/vq1/PJ3v1h/sT76z79b/uGf/1v4x1//\nYTGhX6gSFqCxsp6hr8p92HfZ3j5Ke/dZOWeZJYOEiJYgGWrS9k//+/W/2m//+Me/isR//3Uf\nRUc8cpBb72o4tm6mSM3BTd4cjKKf/G1/fLLY9iUt/vRX1TdZUlFLHCwF8+PJFMQlZCmEmj5h\nSjRjlkfYDs0eVxUeDxF5N2rJ4sSUmQmDXm47yN2KwB/1U78U89W09T201Iu6dFn25RJMbl30\nWCWuXZaNucSTD6Uem4h0ecdtgw+5MrT2fj2k+tD5Rfzkby+dFv8mg2GNCCvOBK2PN0yBS5cl\nZV0ylU6VHu/nGWGxKabban1DLX3qb/12sMc/+dtrj2PWe7hPZsdeanTxhrNerX32WcqHb/mi\nwmMTkU7//Dsgh74ctODyyfAK+NHJGw5aQ/nsdKqYJocKj4fI5H7M9JW3DvdJGnHR1kGPy6Wz\ncJbssok8lRWGSl+Uo6M2A/apr7+dnI3khyw7kG4VrBte9b7yyjzmJ75o015/Q6ucYf/6N8s/\n5AvZ91ck66eWYfvEpvhJwZZ1AvzV8n8AG2tCbgplbmRzdHJlYW0KZW5kb2JqCjUgMCBvYmoK\nICAgMTU0NTIKZW5kb2JqCjMgMCBvYmoKPDwKICAgL0V4dEdTdGF0ZSA8PAogICAgICAvYTAg\nPDwgL0NBIDEgL2NhIDEgPj4KICAgPj4KICAgL0ZvbnQgPDwKICAgICAgL2YtMC0wIDYgMCBS\nCiAgID4+Cj4+CmVuZG9iagoyIDAgb2JqCjw8IC9UeXBlIC9QYWdlICUgMQogICAvUGFyZW50\nIDEgMCBSCiAgIC9NZWRpYUJveCBbIDAgMCA1MDQgNDMyIF0KICAgL0NvbnRlbnRzIDQgMCBS\nCiAgIC9Hcm91cCA8PAogICAgICAvVHlwZSAvR3JvdXAKICAgICAgL1MgL1RyYW5zcGFyZW5j\neQogICAgICAvSSB0cnVlCiAgICAgIC9DUyAvRGV2aWNlUkdCCiAgID4+CiAgIC9SZXNvdXJj\nZXMgMyAwIFIKPj4KZW5kb2JqCjcgMCBvYmoKPDwgL0xlbmd0aCA4IDAgUgogICAvRmlsdGVy\nIC9GbGF0ZURlY29kZQogICAvU3VidHlwZSAvVHlwZTFDCj4+CnN0cmVhbQp4nJ15d1wUV9v2\nLsvMLHOWNUrGmJ3MjooapKixIWJDRREVFKUoWOlVaVIUFQEjImJDEIkUkaIIiBpQwYo1opJY\nQF1Q0AjRJEZ9cg856/O8Z03e8sf31/cbdjhzZs/Ofe56XffIZcZGMrlcbuYSHL46NnrRqoho\nGzf/wNiwVVEyubFMJpOTzxSJl0lfySWtkSQqpAHGOABf+Cv/r+uUIJP1M+lDzn3hM8PYsi85\ny2zJifuqnySoZNhKpZBRcjllv37r7m9GjBpl4e7mOdzKynrGmrUJUcGBQTEDR4/6ZuzA1QkD\n/7kzcKZ/dHBgxMBhZLDOP2zN2nD/iJj//fb/3/q/NzfQsLv/M5Q9IluXzZatl/1HrpC7y5fK\nT8nPyJ/J3xjZGAUYhRitNaoxuqOwVIxULFZ4K0IVUYp4xQaF3lhmrDBONN5k/Mb4T8qDOk+1\nUk+pnymJ1tLDaBv6G3o6HUavpWPp7fROuoBuon+gdfRLuofpw/RnBjLDGEtmNrOJOcc8Vpop\nv1DyygnKacrFymBlrvKg8o7yR2W3yQATwWSeia9JjEmGSa5Jvsk1k4cmT02emfxh8oE1YQew\nAjuYtWYXssvYUDaSjWVz2SNsBVvDnmKvsrfZNraTfc2+Z/9kMZIjCpmgYWg6moMWojAUj3aj\nbHQIFaMKdAm1orfoL5VMpVSpVbxqkGq4aoRqjGqCarJqkSpQFabaqEpV7VIdUBWoSlTlqgbV\nD6pW1WuV3lRtqjW1MLUzdTadb7rYdJlpoGmkaYLpRtOtptmmJaYnTS+Z3jV9aPrC9BfT96Z6\nNaVG6gHqgerh6vHqyeqZ6rlqN/VydYh6nXqLert6jzpPXaguV1epT6rr1Y3qG+oW9VN1p/qV\n+q26t49RH5M+ffp83seqj22faX3mDGG3ByZsnL0FsxsSvg3dqHRZKDRfLL50Teu++0jMJf67\n/eUsHgazuTUpiVEx2rDg1euX8s7+Ry9eri57mSu+yMnPKstVIikbNnJP0s5tqNU+D7a/MJzH\nw2ywAjtgh5eDwQJU7XeBLhRt6VkxI9nMuzOEOTYi0klv2+Qt3ZK8WyF1Szlc47YD649rO3zH\n1+E+PB5rYYcHjD676HWUCHO8qe7oUwFuGr91vmGx2nURy5IX8PYeh04HiWuPbaraUa8cQ+9w\nyl1R7quc1dgRBAq+88eC6rNiQ+3R27c0Lxc1W5Rq8dwGaszh0LIrmge3G34F5W1Pqx1aJB8k\nIGzKY/WkeZZ2p/3gs3CxLZ66mlS8LkCzZGnI9OX+uUXrtBvz0vK21pCHYNOsuwtB4GFAx+23\nbSu+Ny8R7Q9Rsw9GFNVoGr6vuHunOmJxphZBySAWKXqXSByHm+wgKo7G/a1s8JcOTqVnV2q9\nL0R0vtTA7D+AhRGgeOJmU6D9hQaLSGz8DNvzo2fE+LiJ4x19MIW/0OAYEPAoWPJbW83jn7TF\nltQ1GnUqhgqIG6ujqw59V7tnZ8b2Q9p7TFb85h2J/JRlK6aJox1nt+h92iWfTgbZCdfTa8/u\neKR8x6gVUii85b49v7kyrlzZEDivfDqPB4/Cxng6nvxyIAyGvo8fwufZxEy2SStXzeRHLn4I\nn8EXl9p+bqlbPT1bRNKAWAEP1VtjTZEAjvri0AlUQFJCUhCftCkzK0GcxmzJz/+2iC8t33ew\nSDxyKK/o4GlI6lUPQOOF14JcihjMotvkF14xdvsDjoVqA6qvxf3I379WeKJaPFq5r+qpBl7Z\nkrsLUqLWxmkTY0OSg/ngkOz8GDHy0JYj18hdBkEtB6WSK4UVNPbDgEMAKMzQcLxW6GaQtLU3\njjMfEzhtijjTcbXV1xqsPDG6fap25sMXQW958IdJMAWCPgT87HBffDTtm5pBPH6t78fBYrAm\nx2JYBNbYGi/GbtgGj8Cuwycfa56tdboT2P5SgzImCXLk7evnvbTWr+HcydpzDX61S8UVxiWH\n4qNi4uKio+MKig8XFBwW0WIB5rgIKEMwC/MUzCpHs1oztxUs2k2mbYnhzIe8p1GBOYu4Y8sX\nlcfzyakpyamZ3+5LEa8tLVzbZK1M3LczPZvfs2t3YY54+v7xujO1yvwDO7P2arJT925JmBYQ\nHa6VpjBrK38MLOD37tmbvXfbzsQ80edkyOlVD5QFm9P2pPIpW79N2SoutokO81qhXJewffsW\nTfKelH27j+XsPagt3P/d/rJCpXosy6BJrDpDB1k62KDr97gbHne7dJt9eNwfdPS984dO14rV\nJwouNGm6fC+OqNaaSXeOHr/4UHMp7oz/cW2V39KDjjxuoLvxHQ42gBNzoTw1vkQ8Encg3Ffj\nmxQeGaeNj4pI9eSxE37OQRbEMWYfdA0+kyYv9bET1QW9jgXIS5BXdUt53YqKQ1xtYGsH5dLc\nFvGGhwDijTYQ/y682/2u+OKNb/VYa+rS/Cmlo3hSKQcT68Rblow/7yjeusuFXdxwo4WE03tQ\nwcjbV9etPKetWs1VuX/nNE2DZ5tjFR4506WkYSkJ9mfdEtutsGLRA0E6Iu3lQssWOlP1yz0L\nZvF4+Bhz7Dg5b0HlUnGOw7E1N+5Rq09eXneXB4uuDzDzUdKV8EbRZRaXE7o7YIUGm7lNGbEq\n6OCxCG1MLZd0PLX6rAbMmlq7607GhxzRov5wSke7VEeUrDmh9L0U26rTgO2rP+BrGPZqKLa1\ni53i665d4x8R5RKotCNfxe7MjerS4rJa5akrhfefa17GtK68om11GX5mID9ibNC8+eKCBeG2\ngzXjCqefWqQt8yuNuRGoxO40wtHzua5GB/wlNvNyGDtuyUPg4PPGR8+Jdi2If73Zc+1WB//s\nGspcx68IC5izWbxKF+/Oyc3jEcm5DU6Cfh8zfKYrVmLlzOu/aqV9I8gEyfZGNiRMpmxgEQ3D\nsUWyoCYe7Uw8ujecQ9yOB2x3jLCAXrU1NNqdd0Nd9IXTR2+UilDR25fCRjReoF+NvaXVFDam\n4Tt9S7RL0mbv9C8X0YizHMYWSPEFqFfjJIzRd9P6vlI3NexjeJfUZYgIAa1moYTZAf0uXAFm\nm/IZQxS5SgJKD1294ZhjcNDHPjistw+FOcMioMFXD5R6B2vd7PovxL0OYOfSk6wmvqbm0a+x\nJaXmcKkjlNLqGHcWZRTA6XJB/nM3vHijgHlwk4OE79huWuKNYR94MC8eCaNFdagg9S2QI2ld\nf6lwAm5kUIxOeqNDy1kivZlFVMpmD9ZsQP6q1JnC/txtySWimUWbYDbgApvxmoUpBfKWdtjZ\nrmj5kW2H08yfV1qelx1J2VCgPZyQHRWgwf9plwYyXfMuD3VYHjN3qRYqGJShk27q5C+6pa+6\nFS/6w3GaSEaBFuJgHTYGLZ4v4uN090eek27CNAaGPLLELnj+VEs8RESc/g3juT7RM21bxo7N\n2plMevau7bl8T0PNT2KvKZG8rXdwgTz/F4jsVsBzYutsZmFaSGKUdk1CcGIA7+h39pl41nou\ng9m2adAXzB4/hn5aqY7I5E9cZ72AbPQ0HTdtacoCUh5dqn8S4XsbfI7BJj2zYTzyEKShG1kF\n4nDDTWnySiZxbtLmGakbtg9YxqD7kuVd+bN2BeyJFaoFOo+NEBj0jfCYyDEN9nKAyJGtZykg\nznJRmgmN0EhhFY3/o6coiRrxMbybUa8U1OfLSmobNR0Oty0XLon1D9Wui0xcFqqJ6SxmGk/U\nXGisCvZJTEtMTtYmJIRsjOKDHKpolNHFIrDAmdSvNLaHWlK9tlCW9KBWAbmuC/KZr7HscAST\n+1dLGuu0ZZUHynMuKSfQE2NWB0/jZyytbbrWUArynfsytu8TEVhtZNG8Yycir/Ef7v4OI4EJ\neOv4SBxOP7E9YY1NNAMDZrmFRB06tlmbUpxecF4DPgziXl2fiPti5DJx1Gi3J9AH+jQ9eSGq\nW5htmzZvT+QDk7NrRMDPic5GgCk1gQHZBCybYBiMADWFMpNSdiTz7qtDJ3uL6BrJzVDEwSzY\nS1nR+HNSkj4DN2oYDU54L0moRdRLGnhYBp/jZRSCZxx+1t0bPgLf1SO4iy6cebGHlOtCjqi9\ntUcyvcpKprtYvWmTgF6x6vfezPamvLLju5QnmAVbg30maYYxqDxylV945IrlEUdOnio/Qtam\nCcjcnFQqEjhtOqgiUdEbwWFvPBFPwJ7YF8bhCeTxq8AWxsMKWI5twRYvF8kDfyd2dk8loYUg\n7r0cjN4rIAQ6AgQP4ZSgQNR1Ekp4OR6Px+Fl2AvGk4VLyDGB/JAXeJGrididOHdAeERgQHlE\nTfV2AU1n5YiboC9sp5Fk3YpeYStu5JBXNJ7+7tN/daQA9ndYlF9VK9adPHT2jgYEVF5eUxVR\nESSifrfbIat92kME4c3SIrKNAFZ9F8a2IvnLbksWWb1iUUyZgHrg19s0xOJfqfc03iV9Divh\nV2oITVR9mULM3oTEnQm8s5u7i39pTN3ZM4dPlomF5XsrGjRIP7RZCrzJ+u2Kz4tTBiAFzCbW\nkAbq9AMhSRqp02d+DJcKdHoHGo1kpf703yAZcVIS9qUeM3otTJC0MM4wNMyo+QUsSqtgq5u+\njziMmjNYpI93lOJppE8CX2oSI2nxBL0WjzMMDTNqrufKFNwff7ZwysgRbq1g9qkMiWqdHNZ3\nKaRsaTuHPcB3DPbF7nbgTqSdIwVKgXMMmqRG06hB0L/uXyigsexeppJdaD9mpMtTUIP6xlMD\n4NG9QzrYpoNSHQnqUa3kYp8OiVuy1qHeJUST2+ALyQi+kIMrfEGS8RckdX2hQJD6k/wMbFFA\nDdzm8JYZsIVWZ6RvFNVcJlHSAaKk0vq4KzwpImg7+6N+IGJW740qjNGGVDQkIHt375EiDiD7\nJRivFnVIhbZICmxG1y9QVxmch6MhD0dRTYzrBYq42t0OBVg7CbYfwzto1P8fl6muIS7DwUTi\nSBMZmNifjOzJCDkJE/DPdCGOpk7SRRBNIW4+VDLtVXtKToi3v6+8/5sGacESlA+wssXWcYgD\nQcycNHSOPvAUSV/VMYf8vDRj3D1H2rhefanNR3CEdq9riCYA4asukIM9WiKonwrnaLMGdFnw\n8AgL9xA/CTGBuXg0HK1NDk/3VHbQPyD9NEraY8OgES9ITYkrSDoLk+pIYS2Qw/0/FHAfZ3B/\nIM+q5rBWHlgDayoSkaZn6Q+2B7XH9+dn5xcq0eY7cunAFU6f5CQlEQgwEXbYFUCCTlIX9EPR\nV4Q9J8pR9EOHh5JXQb+uTnDoQD8KBPmg3von8h299Rzq3wEpkIZTSIWQLNuCyKoYXa+2gAS6\nHHachsGnFfARPRfwbIPnl7LVnXCxU4Hk9fek5HuKeiLgPXTR297ewxuR1DMElqHYq3vTD/EI\n7A2aRtE6yGmHHJ3882eGR2W+oz9lZET740DqEV0LgWQ8CJaRxAyf4S0IB+I0CLRFpxobT55s\nJJl3FQk8cxpVCL7UGmSr98ABkgd61CVpuxAOOaVDul6mABXAbR2Cwf17vXu9P3rThpCpumoI\nmZhH0ohH/Qo6p3ciGP9uvKAmunlgSGJrHsCiAtQih+wWhXQUfYUzrn5lHMsg/dHF0lHioQ+k\n6QSZRBC35syvJzCzNsb5pGv9meb02nPPNKBi1I+DtUnHS7+9x0MleqyAHdiDe2yQfhCBowlI\n9tnMGd+MjogNX+HrHxY9dsL4MTLZUNkQWT+ZmcxV5iFzkU2TzZTNks2XLZZxsi9lX8g+l/U1\ndEuMZUpZX9k3sr2yKlmTnJMPllvJv5GPl0+Wh8u7jdyNbuOX6j99BPWfBCuf6x7KqhcYDJXT\npYAcQpr1OV29gQuZMKyI24C/SlDOZdQLdjyXrrTKJbuXCmlnJ6c3ofddP3ai8+LvVwb8dvn8\ngxea69FXVtVqT6zy/M6J/8YpdL6fGOW/eXn6dGUXvbNhd3nOYWVd8ZnSi/yT6wsnLwxZMi9Q\nHOmOLcavnJ2CR38phdEGCSS3ZpZgHbPKFoLZTjNmt2ewZqMiiHAx95fMEwj1iSfUp95AfWau\nYNUQ8c+KtR3kz6zKsEjHmN15dPnG3ZtV/k5a/LGDTBgub1T7zTFcSgLT435huOOqdQuWaq+E\nrTo8mzcb5egTOW+F+IDsEc9slEsPcT+ujVVjppQ92mkpqBcsFswFtV74XiBznqzFJ13ByMdy\neELU9QRmcHhGF8z48HiwFOzM4Id6b2oEAxcecziKhij4iSLit0HtA0hs61fz0vklbCcnszcS\nL/XlHtQXV9/VAD32Me6H+46ZhKlZxUH3l2nN3k1c7bvAXoMHvBkJg2Dgr69gwBPfa3antGZv\nsBLyuYfnls+YvXS5wzTv+paWc/UPRbN3uMm46/pC27EL3EaNc73W8fxaE4EJhkc3t4F3m/z7\nX+AEsd1W6RgHbOLUFizjJzv6O68Sl8+MH2PoCajzp3w/V7vgxM2wNh74N2/Jc7/8pgebOS6O\n9PAXYfaOK7+95W9+7+t4QCR4xJ57dtHVapTrnIl28++9enn9Zuenh0ldrf0k8eWsl2b3IBKe\nc/vpGvr1+eVjRy1ePMrSp+FfaeIYOmthtn9+qNKx5l4QIWXDerpAeBXUOL5CNHvWXFrZeF8D\nn018iHlsPtUe22zTdtE76rJK9hcpTxXUHb7Mt531meyVEOaXKEYnh37rsl2pjimWCvPALSc0\nj37KdqNPrU2zvzZ8LmHu+517srL27Nq1Mzt7p0p1Kmd31q69O7N27cq+rTKVPTQEyhzZBlkJ\nCZIf5TbycfJceZH8hfw/RhZGNkb2RqFGSUZpRulG3xndMLpv9NronVGvYpjCUjFWMVXhrNis\nyFccVpQrXip6FP82RsaC8WDjdcbJxpnGFcbHjRuMXxjrqb4UT62iIqg91E9UG9VFvaLeUG/p\nPrQznUZn0Fl0Ln2P7qRf0W+YQcxwxoZxYKKZfKaK0TFvmX8x/1bSSqT8TMkpReU4pZ1yutJT\nuVwZolyr3KjcptyvzFMWK8uVN5UPlN3K35TvTD43GWYy0mSSiaPJPBM3Ew+TpSbxJqkmRSYn\nTM6YXDC5bNJs0m0CrBFryvZnBdaancjOYuexPmw0u5ndxu5i97EH2EPsYbaMbWSvso/ZDvY1\n+4GV2H8jI2SKBqGxaDbyQiEoESWhbegAOoqOozOoEV1HP6AW1Iba0Sv0J8IqmUqt+ko1VDVc\nZaMar5qkclC5qBapvFWrVcGqcFWMar3qW1Wm6oCqSFWhOqE6o7qkuq5qVv2oeqR6pnqt+kP1\nl+o/pkrTvqYaU3PT4aYjTceYTjWdY+rGYX/C0kfgeJwAJD1C4Iu20sZr4uM7ZwlEQBrYhEWw\nwSFaO2MY/QdGeD6eOZgQ9RF41BDC4p3A6Z2BzBMEW81hizGD8Uzs2GU+jX3xgRAI53HvsLW4\nY8r/G/ggWMM9xGsMIG5fb/gnWpGbxv5Gt8IaCva2cXgDTX76GYXkpzsht10xUEDSsQYufcu3\nGVv5iPV5R0S4wXTPbsTcFJdYv0CtoaDOMTTzLKUMDsZGjGzDY/nhk8Jc3cU5MwLNMavBqpoh\nd2dqFzb9tPYXHmb9/hrci0QrOmVJcvCGCKVr+PzgyTweOhKU4AyuncDA4GuXEyMqxNKovPD9\ni5XIQLCnsRSpU2cNjRh5d7dkTBiqC9zhIJVur/H9RtzuTC3fuyI3XAtUMR10OPVI+pvtoIqv\nnnRcqTtV2dChgX6T7+EhWvyCcCdaGmgMWRDLXKhIiSsWS9blhqzUjF3hZ6FFh9l322dfHSKg\nW6uWlc3hsdkYzOJJYwrn1nuIy2oboy7xt+rLmuvEtQwe6OdpPjOg7HqKdjxtubfVBWi+9YeS\n08fFkw15t6GPhuDcuQacO0inH0Rw7qj/wbnTCbL8386CifuK3JIgbWBZYs1lzT/9BYt/jQQH\nmLqBRUFCFkFqo5gj5lQFfeQ99TODejf0h/nEcOY01uhf4InSC+prGo8nQ4EMzWlwTWP/oMFW\neg2T9K8p5BPoxHssP1y3RoyrSK3YfkGJ5AbA8jX53dECGrjIceycVSdvaSVmgt6CGXt70R9I\nOt8fRkiFlA1trrceQlDwUPprvfVAMhhJg7W+kOqh30oj/6UfSQDi15eZxZnxYf68PzLA1rq4\nJv7v3se3IYbeR3g468nCHDsWzWV/oB+/RhLLwXZDR1JB4wW4FrtCLYUpGrZiwPsNjJeMfaAJ\nvHEThQpGsciWfWpF3aKtMoVPdRO8CsYKZPKJFfUDbRlAeDgeorfG/Kd2a2HoeMovKSEpmN+w\nMXN3ojiFScnP31bIl5XtO0js/He7daOh3Sq1EQMU2UkjaL2z/iZlJ13Q6Z0ZyUm6TiEisPN0\nAcFwsEC9KTCGmxWdIzwLtr9oyc9wDvcMFC+HLSgdz0+bH+sXJN4WWvnWU2u9xFhm++r1mx1T\nbVO9kkOSlC47WJQxT0CGFkfzad952r97G53OV4YRaqP3SmOv0pIXMeP/NGXsX1Nz6TeGpkyB\nfAxZrIPsO5D2P60PeMXhV1DFwDww/j/tj3kirsKPZjnRML4/TL2Dp0IaONAtTVHeNeKJpfnO\n1hrsMtUSm2uxA62G/VKhhQBHY1l0oryNf3RqzRIiN5JcYwU9Px3qadysV1HTpCn3cRsDP0im\nRDovlrCIF4JiviCZ6ruoDzSqyS8or9U89KgfZ+PtbZOuvUWXZebuydUW5ZTmVvLnyqJW+kQn\njRNRIgsHCNH9s5fnIEWnv2cHqR95wnnNzzE7FiatDdqq9GeuZ1WefaJ5S8h1flJMZEx8WCQx\naCCeSo5A7AfT8HQCdsNhCkwmDDmA7I7Mi/ONSXQMwuYk6c3GA0kanYUn40EwDKaDIyn05uAg\nqnGErvfzAuItcivi6PvoYvpmRbS3V0i4m+ua0pvbxPn0qMter3tuXHx6PqbS+6DWoO8BuupI\nVi4FdSukIAjhcIi0Tqf/EnbCBx3+QEKY0X00YvCFNPYd/QxCKCjSEfJGE2O8p36nUSs47RTQ\n5gR+U+Se7CgRxSwh1JmYE7VuJRJ8ffP3OxedoGQZg1fiQ9QCBhZc5DBHAwdTKHW/I51wod2s\nQUoxULDD9MWgRWWOPP5qNJZje+z4HMth8E+NpbfrRbMNsx4wOFFaxb1smoT7EQaFE+icE98d\n+r741rEBt45V1l3UPHC9MM5i6dIh27Q36cyjOw/uzVUePlCWd4xvqA5dGRa31m+duDDMyovQ\nPZuP4WgZ24NaG0rvNYjTGUSQTi00cfOCdudGiWvzNhQd1pypr7x1pybCOV/7lE5tSD4cVaas\n93MjYBMr7F3tvMpWXFwjfnJi57+d+J/OYqxw0hCc1CwB3kqDOOzDeKbHpxAOu3ltfCjvFngX\nZGBy4pcnz8ThtOOUgK8xo8Gj7nz9/vrx4js1WsJevNukUQUIiAJz0qhd8WzC7uLlncLNw3mC\nV0o2W5P2eEu39tvT6UU5mu92Z+fs3rl9c7Y2OTtnay5fWlhUVrHmcNDKsLCFSeL6uVtnYUcN\n0i9N5+Lj14bHaKNCAjau5uf7H7twubrU8IouNz+rLEf5pG6G4GwtoqXR0UE+mslX3Z91XLvU\ndja6CpUeO1hfT5DtiHZshjWjR2ONNrHnOPPgYmPrw8alMxwWe9tqQyaepM8eSUs8IqKMfWy/\n9oes2QfpXLTAmL25KqCiuq2ievKS8OnLxC4G/SzIn3RfZBE4JgpIB0k6tFmQAhEE0K8u+Uw8\nQdylrvRA4UnNHc8zU6d5LHPyPbCubq0W3bUQSCy+6iGl74LAgTU2pdqZQe3/aif/sDVWE03t\nycw5IKA/mq/3/Drn5hART0QFvYxOTrLvbZJ9n/yTScGoB4ZppX0MqhIW0qu2hkR78AtJqm5u\nbkY7/mlbVlTdyxbV8qcdkNiheNq/4xwNiXCLwn+dFFYQB8TXKXhvyyDOzDoqZZMHa/ZVPjK0\nz5vo4j05uQf4nNxtyYdF4mIjiIt9JGnuiHNIdhQfFJoQHCluWp+aHO1fEzjgcsWRwpN80ZHU\n2KsiulgdvMQrMMTdM/B4Y2P18Ysi6g9ZdAILAQh+YsBc1wpf/hR9GY2DIRPwkJmzkfxvSSPD\nls3WoIxEFsmdWaRfQmdi1crZE9OUdgeZa+mni+quVp872LTzF6VEIWk6pc/u6Q23sWPQpwab\nz6cG23jwhCVgSw5P8CJXdgjqbuJKekJQalSA6LwyGHG7hBv9dwnqVwKcK0Bpx4X81SmGdwbh\nKSzy1vgVRp5er00pKtlaxB+q3LXrsFjPpMbHbUOV2gPBa7Nm8bhyPtTRiJOGNusD9YHNNHKv\njrhd9F3mrjKSegokp7vA3zcMpj+QI7qpPl2Y2GqAK5eI9tJZnxqx0ndZrgOP15CQMja0Cyyo\nGySfh3P6QPTfdf2/3xrjVjp9brCnd7LSgfmw6/azdDBTQhKSn+2ELZ0KyVlSc8j4rw3N/95A\no95wY9vBHTSpeXJ0N+xOP5S5p0xEtfyjs4hzNcSvL/g6Yl/s6wjk1ALkkkaXTpxvEd8xatrV\nk3JjIA+icB5EUwuZ654U6tCrzrHP5tyxFV2Nz5/09UKX/C6BBTmhjJ8FhCf2wA6kL+xAT1mp\nAqo5KXAOCm3fnV7KV5TnlRaJuQczM483KBFXURIVHh5l+JQcLT9SUk5yzNqYmMg1xTGlpcXF\npaUxxWtFREqLZPKRJwbVX/0Y3kOrbZpd/mi7daztoXbPpqzUXSnKT722v5LgNvfvrTP+2kqr\nLwnqv6uwgYwjrGBKsYaqpUtBQ4GCOIVtgpUVNieEzeoNjE8QUcNmVgEOqay0RIf1RGHxvizn\nQLvjfVQTTeCZHN3rf1KgUY+itX9PO41esmCPcARESAHNRH9LJIkJDQ3zjF6grKWRPnAOoyYb\nD0ScR3jsej8+Mimr2E1E5F70jbCG0EqlJNHoflBBv5bWKR2ofyTJBORDgBjMI7ALZTyAiQ9I\nTBGn0GatyozdpElIS96UhkKFDBZlC0fqCfpC3SN6JMIcY6/tMbScThDD6t8skd7QKOOmRN+U\nE1zT9R4cn8c3+zaSYDc0nG/IAbVAd4tCeo1oArQJHlOLlasNDod4qLyJieeCs6HvJUdX+Eu1\nqxeJJGvtjGRJYPfAM4TtDXse+/t1hC2TBRhOUFlEREBgRURNVXkFKshgpaEGh5O2EY9TF0hu\nBkcHq1bYV4B2/3mlEeTpSnT06NUD4sEfdqFIbM2V+h6iDS9+HugQXlUPY9FHX1rN2Tk5TbC9\n49T+9C6Sw47HzYYOE8q43HBTYsi2/gvQAS97CmVuZHN0cmVhbQplbmRvYmoKOCAwIG9iagog\nICA4NDA3CmVuZG9iago5IDAgb2JqCjw8IC9MZW5ndGggMTAgMCBSCiAgIC9GaWx0ZXIgL0Zs\nYXRlRGVjb2RlCj4+CnN0cmVhbQp4nF2RuW7DMAyGdz0Fx3QIfCVKBsNAkS4eeqBuH8CRqERA\nLQuyMvjtS4lBCnSw+Yn6SfEoTv1L72yE4iPMasAIxjodcJlvQSGc8WKdqGrQVsX7Kf/VNHpR\nUPCwLhGn3plZtC0Un3S5xLDC5lnPZ3wSAFC8B43Bugtsvk8Du4ab9z84oYtQiq4DjYbSvY7+\nbZwQihy87TXd27huKexP8bV6hDqfKy5JzRoXPyoMo7ugaMuyg9aYTqDT/+4qySFno65jEO1u\nR9KyJEPcMDfETZWZDHHNXBNLzExGtId9ZjLk1+zXxHuTmQz5OadMOSXrZdYrZpXysOaQ3+V6\nmlRPc2Q+JpbMMjHryaQG752kVtNOHjNUtxBofHlxeW5pYtbhY7d+9ikqf78+IJNCCmVuZHN0\ncmVhbQplbmRvYmoKMTAgMCBvYmoKICAgMjk4CmVuZG9iagoxMSAwIG9iago8PCAvVHlwZSAv\nRm9udERlc2NyaXB0b3IKICAgL0ZvbnROYW1lIC9ZRFdMRUsrTmltYnVzU2Fucy1SZWd1bGFy\nCiAgIC9Gb250RmFtaWx5IChOaW1idXMgU2FucykKICAgL0ZsYWdzIDQKICAgL0ZvbnRCQm94\nIFsgLTIxMCAtMjk5IDEwMzIgMTA3NSBdCiAgIC9JdGFsaWNBbmdsZSAwCiAgIC9Bc2NlbnQg\nNzI5CiAgIC9EZXNjZW50IC0yNzEKICAgL0NhcEhlaWdodCAxMDc1CiAgIC9TdGVtViA4MAog\nICAvU3RlbUggODAKICAgL0ZvbnRGaWxlMyA3IDAgUgo+PgplbmRvYmoKNiAwIG9iago8PCAv\nVHlwZSAvRm9udAogICAvU3VidHlwZSAvVHlwZTEKICAgL0Jhc2VGb250IC9ZRFdMRUsrTmlt\nYnVzU2Fucy1SZWd1bGFyCiAgIC9GaXJzdENoYXIgMzIKICAgL0xhc3RDaGFyIDExNwogICAv\nRm9udERlc2NyaXB0b3IgMTEgMCBSCiAgIC9FbmNvZGluZyAvV2luQW5zaUVuY29kaW5nCiAg\nIC9XaWR0aHMgWyAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgNTU2IDU1NiA1\nNTYgNTU2IDAgNTU2IDAgNTU2IDAgMCAwIDAgMCAwIDAgMCAwIDAgNzIyIDcyMiAwIDAgMCAw\nIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgNTU2IDAgMCAw\nIDUwMCAwIDU1NiAwIDAgMCAwIDAgMCAyMjIgODMzIDU1NiAwIDAgMCAwIDUwMCAwIDU1NiBd\nCiAgICAvVG9Vbmljb2RlIDkgMCBSCj4+CmVuZG9iagoxIDAgb2JqCjw8IC9UeXBlIC9QYWd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ABgsqiSlOoSYHrB4AkAAIAJJgdDPQeP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cWCEA2Padt/r93XaLVx9YPnCCiXP0Ogij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}, "metadata": {}, "output_type": "display_data", "source": "R display func" } ], "source": [ "plot(dm, 1:2,\n", " 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": {}, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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" }, "metadata": { "height": 720, "width": 840 }, "output_type": "display_data", "source": "R display func" } ], "source": [ "library(rgl)\n", "plot3d(\n", " 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. But the regular `plot` function already returns a `ggplot` object anyway." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/pdf": 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P+EKVGNaY9Yss/aJDZUeGwic52W9Qs7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no6nSULAABgaPF8BzHq1nmOETGB5+X3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VnMfmBntKmlUyq53kpCqFUcjQiMIYj5s5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}, "metadata": {}, "output_type": "display_data", "source": "R display func" } ], "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": {}, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/pdf": 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MUwhYNirGKSwlnhqVigCFSsUIQrdIoExRrFN4ocxT5FiaJacVRxWnFRcV3RovhR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\nYXIKICAgL0ZvbnRGYW1pbHkgKE5pbWJ1cyBTYW5zKQogICAvRmx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PmVV175/PPPr7zySqOjAQBQJXGOHYzx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\nQmCC" }, "metadata": {}, "output_type": "display_data", "source": "R display func" } ], "source": [ "qplot(y = eigenvalues(dm)) + theme_minimal() +\n", " labs(x = 'Diffusion component (DC)', y = 'Eigenvalue')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The later DCs often become noisy and less useful:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "hidden": true }, "outputs": [], "source": [ "oh <- options('repr.plot.height')\n", "options(repr.plot.height = 3)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/pdf": 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FG1ahzEGYE7AmkKgjftjg6pOmBE4hoFpgzsja+7CgsWGXRfDU+3SvBF95EKTKQn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wheffXVDjtZTU3Nrl275syZ02FnvNyYzWae54VCoVgs7uy6dDKWZVmWlUqbbyi6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qgPrCzuKJpM+6N379xhObb2x63FZPc+5v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\nSFFghzcIVAhDsQAAAAAuAoEdAAAAgItAYAcAAADgIhDYAQAAA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}, "metadata": {}, "output_type": "display_data", "source": "R display func" }, { "data": { "application/pdf": 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roi8PM9iITIT/GTaRWvG+TwagQWCnm3TdzBPn7+aoO5W8Gy4TujxSmzpiA9cLBs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VK7XvUv90wTrl+x7dzJqwqFgsFgNGkRNPP3ib7+3kUbHk3T8bGJfBu+PWz5AEDR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MGJqrHZk/9uoJZcuhcm9j8HRIPjlmxIBN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}, "metadata": {}, "output_type": "display_data", "source": "R display func" } ], "source": [ "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": { "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": { "scrolled": false }, "outputs": [ { "data": { "application/pdf": 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pVPX5UelywudFw8b46fMjFpzZo0XUpO2pY8dPt7waqZQLoWemE7sNM8lzbAUy1+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\nbyAxOCAwIFIKPj4Kc3RhcnR4cmVmCjIwNzE1CiUlRU9GCg==", 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E6yeh/9cjv5zJ/SokKz7n3qp1wy6lyx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\nX731aFBsUsbXTB0bdB8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}, "metadata": {}, "output_type": "display_data", "source": "R display func" } ], "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": {}, "outputs": [ { "data": { "text/html": [ "25" ], "text/latex": [ "25" ], "text/markdown": [ "25" ], "text/plain": [ "[1] 25" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dilutions <- read_xls('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": {}, "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": {}, "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": {}, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/pdf": 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G0vt3S8FHLxcIyPkS55I/SCUd0RmeEh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Plh5z9e+49Bb+ztySgYbeaYwAA/dy44cbUmr9Ko0VOOMgzz+K2rtx88UqFpsnMO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AABAlkNgBAAAARAkkdgAAAABRAokdAAAA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\n+seHI3aFV+fYed6S0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}, "metadata": {}, "output_type": "display_data", "source": "R display func" } ], "source": [ "thresh_dm <- DiffusionMap(guo,\n", " censor_val = lod_norm,\n", " censor_range = c(lod_norm, max_cycles_norm),\n", " verbose = FALSE)\n", "\n", "plot(thresh_dm, 1:2, col_by = 'num_cells',\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": {}, "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": {}, "outputs": [], "source": [ "housekeep <- colMeans(\n", " 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": {}, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/pdf": 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YjmXQl2x1MpTRN3UNuvWsbYfHEJFr6h0hgKcGUzsVhtiA8sEl0ZrBfjN1yUeqwi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\n8FD6a731QDIYSYO1vpDqod9KI/+lH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9R0aXalOm8qh9NXMWrwK0Ie41YsAADZ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AekFiBwAA7VbhpaIqja6WJKxQXWbN6gip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\nvzopsm/vxeO7lz+1oGjZC++n1Ltj/+nB8+eJ5m8/yVtZek7GD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}, "metadata": {}, "output_type": "display_data", "source": "R display func" } ], "source": [ "dif_w_missing <- DiffusionMap(w_missing,\n", " censor_val = lod_norm,\n", " censor_range = c(lod_norm, max_cycles_norm),\n", " missing_range = c(1, 40),\n", " verbose = FALSE)\n", "\n", "plot(dif_w_missing, 1:2, col_by = 'num_cells',\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": {}, "outputs": [], "source": [ "ct64 <- guo[, guo$num_cells == 64]\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": {}, "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": {}, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/pdf": 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R2E+FCCl4+0a1R1B01+eWlOnkWuo7EHLM1BFK4NNJfeMX6BEB9KoEzH/EPVHTT5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", 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1P7XDt3SmNjY4kTt/EP3/pi21+7nVIq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}, "metadata": {}, "output_type": "display_data", "source": "R display func" } ], "source": [ "plot(dm64, 1:2, col = palette()[[6]],\n", " new_dcs = pred32, col_new = palette()[[4]])" ] }, { "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", "**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": "3.4.3" } }, "nbformat": 4, "nbformat_minor": 2 }