{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "

Wishbone for mass cytometry

\n", "\n", "

Table of contents

\n", "
\n", "Introduction\n", "
\n", "Loading data\n", "
\n", "Data preprocessing\n", "
\n", "Running Wishbone\n", "
\n", "Visualizing Wishbone results\n", "
\n", "Clustering of cells\n", "
\n", "Gating for start cells" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Introduction

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wishbone is an algorithm to identify bifurcating developmental trajectories from single cell data. Wishbone can applied to both single cell RNA-seq and mass cytometry datasets. This notebook details the usage of Wishbone for mass cytometry data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Loading data

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wishbone can read mass cytometry data from a fcs file. The following code snipped imports the `wishbone` package along with other plotting related imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Library/Frameworks/Python.framework/Versions/3.5/lib/python3.5/site-packages/matplotlib/__init__.py:1350: UserWarning: This call to matplotlib.use() has no effect\n", "because the backend has already been chosen;\n", "matplotlib.use() must be called *before* pylab, matplotlib.pyplot,\n", "or matplotlib.backends is imported for the first time.\n", "\n", " warnings.warn(_use_error_msg)\n" ] } ], "source": [ "import wishbone\n", "\n", "# Plotting and miscellaneous imports\n", "import os\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import random\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A sample mass cytometry fcs file is installed at `~/.wishbone/data/sample_masscyt.fcs`. This is a sample of cells from replicate of the mouse thymus data generated for the Wishbone manuscript. Thus the data is already cleaned and `arcsinh` transformed. The data can be loaded using the `wishbone.wb.SCData.from_fcs` function. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Load sample data\n", "scdata = wishbone.wb.SCData.from_fcs(os.path.expanduser('~/.wishbone/data/sample_masscyt.fcs'), \n", " cofactor=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This will create an object of the type `wishbone.wb.SCData` which is the base class for the analysis. The `cofactor` parameter is used for `arcsinh` transformation. Since the data is already transformed, `cofactor` is set to `None`. Typically, this parameter will be set to default (`5`) for untransformed data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A summary of the `scdata` object is shown below" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "SCData: 25000 cells x 13 genes\n", "\n", "cluster_assignments=None\n", "data_type=True\n", "diffusion_eigenvalues=None\n", "diffusion_eigenvectors=None\n", "diffusion_map_correlations=None\n", "library_sizes=None\n", "metadata=True\n", "normalized=True\n", "pca=None\n", "tsne=None" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scdata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This shows that the data matrix contains `25000` cells and `13` markers along with the different properties of the `wishbone.wb.SCData` class." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Data preprocessing

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

tSNE visualization

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wishbone uses tSNE for visualization and tSNE can be run using the `run_tsne` function. Unlike single cell RNA-seq data, `tSNE` is run directly on the transformed data for mass cytometry. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "If running in notebook, please look at the command line window for tSNE progress log\n" ] } ], "source": [ "scdata.run_tsne()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "tSNE results can be visualized by the `plot_tsne` function. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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OSLGkRuOZy6gpzXJ7SuGxszbxK1Vj1/sX2fX+RdJJ13AxS/z7ojfvCjFXI7IE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\nPIVCoUxjqJGnUCiUaQw18hQKhTKN+f8Bsalyo5704VsAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = scdata.plot_tsne()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Gene expression can be visualized on tSNE maps using the `plot_gene_expression` function. The `genes` parameter is an string iterable of genes, which are a subset of the expression of column names. The below function plots the expression of DN genes `CD44` and `CD25`, SP genes `CD4` and `CD8`" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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eNgjQCib7bYw4dFwiLpZxMvLcaAVuVLXF5dBeIdpYIgs0rjyF1gPYfB/M/uD2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\nsDYEZUMmgxKREtSlIimG1P2X4Kn4ayY4w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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = scdata.plot_gene_expression(['CD44', 'CD25', 'CD4', 'CD8'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The below example shows how the user can compare expression of the desired markers. The plot comparing expression of `CD8` and `CD4` is shown below" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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1ANVaqlSRyy9dkrktdete27nF2KmQs3s3ll29CkGie3cITfS5ffqp6pAX5HZL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js8LVXxcuihquIHLhIvyoDDJrH8rj8QkAKgKArut/g36muWCxwLUAPtd1fVEY+unCxTkBVxC5\ncBF+JIFlHarl8fjqAP4BAE3TngHr9lyt63os6Eu6Q9O0C7IciIviCVcQuXARZpytNbMDrCEVEs76\niC4BMP/sqnsAzDyrGUHX9b2gye+e8PTWhYuihxu+7cJFweB5AHM0TTsOYIyu6wlnq3V2AlDFurOm\naWUA3AFgBIDpiultHYAumqZN0HV9m6ZpNQE8ena9CxcXBNyoORcuCgiapjUGK+22BlASwDGwZPT/\nAHQ+uy0dzCPKAPOIvtZ1/UuljRgwpPsh0G90CsAcAK/qup5SWNfiwkVBwhVELly4cOGiSOH6iFy4\ncOHCRZHCFUQuXLhw4aJI4QoiFy5cuHBRpHAFkQsXLly4KFK4gsiFCxcuXBQpXEHkwoULFy6KFK4g\ncuHChQsXRQpXELlw4cKFiyKFK4hcuHDhwkWR4v8BvNaz+kDJDGEAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = wishbone.wb.get_fig()\n", "plt.scatter(scdata.data['CD8'], scdata.data['CD4'], \n", " s=10, edgecolors='none')\n", "plt.xlim([0, 6])\n", "plt.ylim([0, 6])\n", "plt.xlabel('CD8')\n", "plt.ylabel('CD4')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Diffusion maps

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wishbone uses diffusion maps, a non-linear dimensionality reduction technique to denoise the data and capture the major axes of variation. Diffusion maps can be determined by using the `run_diffusion_map` function and the diffusion components visualized on tSNE maps using `plot_diffusion_components`." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Run diffusion maps\n", "scdata.run_diffusion_map()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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mKBFU4CNexdrxKJv6x9poic1IH52rNKKjiMqJxL5RsomI9ESRm4Ea2x6ghmzV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\nH7LMgBjYATMWAhCgCU0D1ykjp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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = scdata.plot_diffusion_components()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note the component 0 is the trivial component with eigen value 1 and does not encode any information of the data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the above plots, the first three non-trivial components (Components 1, 2, 3), capture the differences between cell types. This difference in information encoded can be clearly seen by the eigen values associated with these components. Simiar to PCA, the eigen values encode the amount of variance explained in the data and can be visualized usign the `plot_diffusion_eigen_vectors` function." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(,\n", " )" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ESNAliTQaMU8AbGaJQA+81Zz3/l/onPu4DuoSaVRGD89lwrRlzHH5DO3dLuhy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\nAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scdata.plot_diffusion_eigen_vectors()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A clear drop-off in eigen value can be seen after component 3. Thus Wishbone will be run using components 1, 2 and 3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Saving SCData object

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `SCData` object can be saved to a pickle file and loaded using the `save` and `load` functions.\n", "\n", "scdata.save('mouse_thymus_scdata.p')\n", "scdata = wishbone.wb.SCdata.load('mouse_thymus_scdata.p')\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Running Wishbone

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`wishbone.wb.Wishbone` is the class for running Wishbone. After initialization, Wishbone can be run by specifying the start cell, components to use and number of waypoints to be used. The start cell for this dataset is one of the DN cells based on expression of CD4 and CD8. A sample list of waypoints is also provided as part of the data. The parameter can also be an integer representing the number of waypoints to be sampled from the data." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Start cell\n", "start_cell = scdata.data.index[(scdata.data['CD4'] < 1) & (scdata.data['CD8'] < 1)][0]\n", "# Waypoints\n", "waypoints = pd.DataFrame.from_csv(os.path.expanduser('~/.wishbone/data/masscyt_waypoints.csv')).iloc[:, 0]\n", "waypoints = list(waypoints)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Building lNN graph...\n", "lNN computed in : 0.14 seconds\n", "Determining waypoints if not specified...\n", "Determining shortest path distances and perspectives....\n", "..........................................................................................................................................................................................................................................................\n", "Time for determining distances and perspectives: 335.36 seconds\n", "Determining branch point and branch associations...\n", "Running iterations...\n", "Iteration: 2\n", "Correlation with previous iteration: 1.0000\n", "1 realignment iterations\n" ] } ], "source": [ "# Wishbone class\n", "wb = wishbone.wb.Wishbone(scdata)\n", "wb.run_wishbone(start_cell, components_list=[1, 2, 3], num_waypoints=waypoints)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`Wishbone` objects contain the `SCData` object along with the identified trajectory, branch associations and waypoints" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Wishbone object: 25000 cells x 13 genes\n", "\n", "branch=True\n", "branch_colors=True\n", "trajectory=True\n", "waypoints=True" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wb" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Visualizing Wishbone results

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wishbone trajectory and branch results can be visualized on tSNE maps using the `plot_wishbone_on_tsne` function" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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MaDSa/FyEx6O7wtD9WaMpjaz+XEhgHgT4wx/+wMyZM0eyURrNmKalpYVrr70WBt6eU050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\nA99/nH2JgZ8yLY+ZNA9wH817X9hW8L5hy9BiGWDYCKZIJZApB2EFhmy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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = wb.plot_wishbone_on_tsne()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Gene expression trends along the Wishbone trajectory can be visualized using the `plot_marker_trajectory` function. This function also returns the smoothed trends along with the matplotlib fig, ax handler objects." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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GIecune2kJjI4NyeNRqPRjBzdaQ/P37t7tOtLfvb4ev68fGvJsSMm1PC2BeNZ\nMLmOuorwSE11WIiETCY1xJnU0FvQ+lKxeU83q7d1snp7J69uaqclUbTitSddHnx5Gw+/so3T5zXx\n/sVTBp3tVwhBZ9pFGOKAWIhlOo3q6EDl3N4HjP01jZKszqCCOr+ui+ruRhoGIhxBVFZg9Ffb98OX\nItvaStq9tWsIzZ1b0l7zn/8RiOKmppJj5ShYfkMhRCiMiEUR4YEX1rOuT3fWJ+sVrcD7I5S2tibZ\nvCfJ4lmBtTvt+jz88raCGD5uRgO/f/GVgkvyERNr+Oa75+/z9QaDUgorZ/mNHwb1rg1DEBnAmpwX\nylIq/JwXiZ97rmOUNYciWgwfYsSsGCkvxblTz+PxN/6BQrFiz2ts7tzE5OophX6udLW7tEaj0Rxk\nPF/Sndl79ug9iQzffWAlq7Z1FtrClsEZc5u44Khmpo099EvnmYZgWmMl0xorOW9BM1IpVm/r5Eln\nN085u2hPukDgqv33FTt5fNUuznnLON57/JRBxX0KBB1Jl/oKMWIWO+n7qM7Ogjv0/vzoV1Lib9uG\nt24d/oaNeBs34W3cSM0N3yA0f34v92MhBNbsWWSfe77XGKK6Gn/nrrJiODx/7yJR+X5gnQ5HMCJh\nRCy213tSSpHM+KRyscCCfXeDTrs+63clmDchWLxPZn1+/uT6ghg+akodP3zYIZn1iIctmuvi3HDx\n/IKPhSEEI1GoOy+2I6Egc/qhbAEeTgZyu4beMcqFhF4S/FxWdD+X1EvlxtJoRgNaDB9iCCGImBGa\nKpo4ZtwiXtzxAgAPb3iITyz4VLGfdpfWaDSag04ivfc44RVb2vnun1fR1p0ttC2e2cBnzphGVdgE\nKZHd3YWyOgqKqWX7PvZ9PhB951VMYVt4LMlkLCAX/BpsphlYPQWIIVYyMIRg3oQa5k2o4fLTZ/Da\nG+387oU3WL4psH76UvHwK9v522s7+PjpMzh/QfNeX0tBEEM8ZhiyVvdFJhLIrq69W4IHSce/fR13\n2bKSdm/tOsyJE1GRCKKqGiMnxEILFqA8L1fXdy6hefMwJ0wY8n0qKQOLbziMiMf36qJdOE8pEune\nrtD78gq7niRkBfeUyvrc8PvXuPeTiwlZBjObKsm4PtvakjTXxYmHLa69cG4vsT1lTMU+XHVw+EoR\ntUxiYZNI6PCsZb0/7E0sQy7TtS/xFQXRrFRRMOezYefzFwiKLvsazUgwaDFs23YcsIGqnu2O4zwx\n3JPSDExXCwOIAAAgAElEQVQ8FCftpTh/2gUFMfz89ud416yLaYw3FvopIJFNUBWp6mckjUaj0YwU\nSikyPdxHy7FkxQ5ufcQhnx/LEPCho5t4p12DSHejMgd3MXPAn6B5cZ5zjwzqxhggDAr1YkwzKLNj\nGMGxUAhhlrqamoZgwZQ6Fkyp47Ut7fziqY2s2NoBgOsr7liylpVbOvjsOTax8N5FSlt3hvrK6D7f\nd0+k76NaW1He0MpiyXSa9EMPQ3U1kQWlVlpr0sTyYnjjRqLGGeC6yLZWqK7GCIep+sSV+zT/Quxv\nOBwkvKqoGNJ9+L6kO+OTcr39doX2fMnlP32OWy89hpp4UJd6Un2cf25p5+ip9QghuOKMmZg9FhtG\nPg44+PuLhkwqDgM36IONEIKQZTKYKuF5Uez7Em1I1owUgxLDtm1fBNwD9M26oBieUnGaIWAIg7AZ\nYWrNNOY2zGPVnpUoFI9sfJgPzbu0V9+MzBDxI4TN0R1jptFoNG82UtmBhfD6XV38119fLwjh6ojJ\nNadOZP744bN8Kc+Dzk5IpyGbgUxuc93SzoYBVgjCoeJjNAYVcYjGSq2h/dW9VbKoov0gYVZBVPs+\nSggwreBcq0dZnlCQBOzIibX8v0sW8PKmNn72xHo25hKJPeHsZv3ubr520TwmNwz8Gnm+oiOZoSa+\nf6FCMpVCdnQMKWlQ5vnn6brtDrwVK4J6wtEoDff8HKNP4ipr5kxEbS3WjBlYM6ZjTZuKNWUq5sSJ\nhT5CqSBOuKICo3LwrvIFARyJYEQiiHh8yCLP8yWJtEfW8/crIdbvnt/MqXPG0lgdxTINjpxYw9Ov\nt3D+Uc0AXLCwGdkjW/pJsxv7G2rYUEqBEEQsg1jYJHwQM5Fr+kcIgSnYq7VZc+CwbXsx8EXgZGAM\n0AUsA+4FfgmcAjzW45Q0sAd4Ffg/4B7Hcdw+Y8aB64D3AJOAltwYX3ccZ9NI3g+AGIzrgW3bDvA/\nwO2O45RPb3kIY9v2VGDDkiVLmNjjS2g04/ouHdkOVras4OYXbwQgbIT53uk3Ux3u/YVrYFAXqzsY\n09RoNJrDltZEpt+SSOn2Tq7+3Uo2twcJpCbXRvj3MyfTWDEYe0kRlc3CG5tRG9bDxo2ozZugtRXa\n2oIt0bXf91EgFg+EcU0t1NUhamuD5/X10DQOMW4cNI2DMWPKJIzaCzJXO9mywMqV7YlFcX34yWNr\neeTV7YWuEcvgs+fM5vS5AyeGkkpRFQ0Rj+xbRJhs70AmuwflEq08j8RP7yR5369RiUTJ8fq77sQc\nP773Ob4fWM0HITJVLrGVUVs7YH+lFCISCbZ9EMBQKoKHSuARIYnm3Ix/vGQNFVGLD500DYDn1wWl\ntb74tjlDHnt/ySfDioVNoiFtBdbsM4flH45t218EbgaWAHcDm4A64BzgY8D7gU4CIftZ4EUgBDQD\nZwOXAquAsxzH2dNj3P8Fzge+DrwETAZuADxggeM4yZG8r8F+Q4x3HOemkZyIZmiEzBCWsJjXcAST\nq6ewuXMTWZnl75v+xr/Melevvr7ySXpJ4tbQSlVoNBqNZt+QUpXNIK2UQu7Zwz3PbS8I4bAp+Mpp\nEwclhJVSsHoV6qknUE8/DRs3FIXkSJNKBltLUCO4r8wv7JsmjBsP06cjps+AabnHiRMDK3A58oJT\nSshmUdksqrMT07L41HHjmDM2zu3/2EDWk2Q8yc0PrSaV9TlvQXO/0zWEIJF2g7rKQ0iAJD0P1dYW\nuEUPQghnlj5D1w9/iLdufelBIbCOPBJj3LjSQ0NYMBBCgOch97RiNNT3+rtSUgbiNxrF2EcBDKUi\neF/H+d0Lb7CzI81nzp4NwPlHNfOvv32VS06YQsg0OHZ6A8fNKK2NPFLk3aAjlkFFxBp1tYA1mkMB\n27ZPJRDCtzqOc1Wfww/Ytn0zUAnk4xpWO47TM+Pfb23bvpNAKP8MeEdu3BjwTuC7juN8v8f1dgEP\nAScBj47ALRUYrBh+yrbt+Y7jvDqSk9EMjbARxlc+5007nx+/cjsASzb/jfOmX0DELLqGCSFIuSli\n5t6zRGo0Go1m/+nOlI8vlV0Jlm/t4oHVrYW2yxY1MaFmYHdetXIF6q+PoJ58AnbvGvxEDANRXR1k\nCc5bDCNhRCjcI1FW7hpSQjYo94ObRWXdoIZuMolKpQZ/Td+HrVtg65ZgvuSEciwORx6JWHAUYv4C\nmDsPERngvk0ziEvOZjhjfJhp50/je49vYVtHsIhwx5I1VMdCA7rVCiHoSGZpqBpc/LDs7EQmEoPK\nFO2tX0/nD28h+/TS0uvW1xG/6B1UXH4Z/q7dw/fdqySyvR2jpiZ4L8NhjMrK/Rrf9yWJjEfG3TcR\nrJTijdZkwXX99LlNfP6eF/noqdOpiFhMaqjgmvPnDEvppcEilcI0DMKWobNBazTDw1cI3J2/Uu6g\n4zgbAWzbPq2/ARzHec627TuAL9i2Pc1xnA2Akds6+nTvIPh2GvH/vIMWw8AfbNv+MbC95wHHce4Z\n9llpBkU0FCXpdbOo6Vh+F7ufltRuut1ulu18kcXNJ5X0784mqNTJtDQajWbEyXil1lrpunS2dXLr\n09sKbYsmVnLu7P7DWNTu3ajbfoRa8rfyHYTAaG7Gmj6N0PTpWNOnY4wbh1lfh1FXFwjhobosl5uH\n76OSKVQigWxvR7a1ItvakW1t+Lt342/fgdyxPXhsbS0/SCoJLzyPeuH5QByHQrDwaMTpZyBOPjVw\nu+4PIZhaG+Gm86by9Uc3sXZPGqngpgdXURW1mD+5/9fQl4qulEtVrH/L+1CswSqdputH/0Xyt/cX\nYqIBiMWInHYqFR/6IOG5c5FdCZK/ug9r4UKM+P6FYPWsAUwkgojFMesGeL0GQV4Ep90gtn1fRWpn\nyuUrv36Z//rIIhoqI4ypinDmEeNYt7Or8L4M9P4MByqXZT1kGoQtk2hoaN4AGo2mf2zbNoDTgd87\njpPdS/e98RBBzPFJwAbHcbpt2/4fAoH8AvACMBX4HrCcwCV7RBmsGL4i9/jJPu2KILGW5iBgCAPL\nCOErn9Mmnsbv1twPwBNvPFFWDKf9DFEZwzJ0RS2NRqMZKbKejy9VSfZT2dHBbc/vpC3lAVATNfns\n4vLlgpTron77G9Tdd0Ffq2xVFZFTTiH21jMIH38cRnzkQ2CEaSKqKqGqEnN8qctvT1QqjbdpE966\ndXhr1+KuW4f3+hrk7t29O7ouPP8c6vnnUDffCAuOCoTxmWchqvrm6wyIh03+/czJfO0vG9nWmcWT\nim/94TW+deFsZk6q71WbtzB3IUhlPSIhoyRRkpIS1dWFTCYHZRX1Nm6k/avX4a1Z0/MCxN5xEfH3\nv4/WKz9J3X9+Kz84idtup+5nPyt07fj366m66gsY9fUDXic/N4GASDhIghWNFuan0ilkwhpSUq08\nfbND70tirD2JTC77skVNPMyZRzTxfy+8wRVnzATg46fPGPKYQ6VYC9ggZBo6Blgzqjnh+keuBr5B\n4Ep8sEgA33j2m+fePMTzxgAxghjh/WVz7rFnEoVPESRk/nuPtmeBcxzH8YbhmgMyKFXkOM60kZ6I\nZt8Im2FSXooTJ5zM79f+H1JJnLbV7OzeQVNF7x8sQgi6s93URGsO0mw1Go3mzU86W1oGRCYSPL62\njWc3FxNafe7EZmpjpV/D6uXlyJu+C5s392oPnXkWlRe/i/DChYjQvi9q5q2MZesR57Ls5rd9ERci\nFiU0xyY0x+51TX/7dtxly8kuDzZ/U4/7831Y9hJq2Uuo//4R4pxzEe96D2JGqaiqiVpcf9Zkvvbw\nRlpTHilXcsPDa/jOuVMYXxOFcDiXgKsYGhS4S7uMqQqshaq7G5VOozKZsqWeypF6+C90fvv/oZLF\nXC7hYxdR9aWrCM2eHQjrRALlusH1q6owJ0zAqA2+c2UiQfaf/0TUFL+DM0uXEj7mmIK7uPJ9hGUF\nZZCiUYxw+UoQQghkVxeYJkYstte5By/x/ovgPL99bjOmIQri993HTuaB5Vv3ebzBELg+C0KmkbMA\na+uv5pDiag6uECZ3/asJYn8PFvkPnp5fQLcDFwNfIki6NRm4HviLbdunOo4zhDidoTPkb1Pbtsc4\njtMyEpPRDJ2YFSPpdlMXrWP+mPm8vPtlAJ7c8gQX2+8t6e8ql4yXIWLtX7kJjUaj0ZQn7fq9Kg5J\nKZHd3dz/WvGr822z61g0sTRsRS17CfnlL/UqfSSmTaP2K9cSOXbRoK6vlAoSUVkWwjAhZBXr/OZj\nYS2rtztwfsI5gaykDMbosxXG9mWujx/s7yXGVgiB1dyM1dxM7MILAPC3byf998dIL/k77quvFsV5\nJoN64E+oB/4ERy3EePd74JRTe823qTLM9WdN5rpHNtKdlXSkfb6x5A1+cOF04uQScHV15Uo4FWZB\ne4dBlSkLYw3GhVyl03TedDOp3/+h2BgOU33N1cTe9c6i4DYMrNmzkV1dmPVBkqvKT3+qcIq3bj3W\ntGmFa3pvbKHr1v+i4ec/C96PSBQjGhlU0q78ayrb28GyylrEC9f1Jd093KH3VQQnM14hM/f7F0/h\nMz9/kXPeMp4pYyqoqwhz6cnDZzdRSqEUmKYoCN+IZerkV5pDmZsZHZbhfRHCe4AUMGUY5jAp97gd\nwLbt+cCVwGWO4/w838m27eeB14HLgR8Nw3X7ZbCllSLAd3MTihG8IHcC1zqOkxnuSdm2XUeQaexs\nYDdwneM49/XT998JXsRKAt/yzzqOs3KI15vKIVZaqScd6Q485bF81zJ+tOwWAGoiNdx02g/K1mYT\nCOpje3fR0mg0Gs3QyLg+HclsL2Hot7byypYOrn80sITGQgZ3vnsW8XAfl921a5Cf+zR05yoYVlQQ\nu+IKqt93yV4twUrKwMIZiUIsGlgWD5DLqPL9oMST6wblglwP5XtBjOsghZ2/ezfpvz9G6g9/wHt9\nTWmHGTMxLr8STjyp132t2pXk+kc3kfWD3zJnzqzlcyf2n2FaSkVt1CISGuS8tu+g7epr8Byn0GZO\nnkztd75NyLYHOLOIu2kzRjyGSqeRbW0YY5sQpkHitjsQDfVUf/Yzwdy6u/Ech/DRRw9q3OKETMzG\n0iRiGdcnmfFx/X0rkdSTjqTL5+95kZs+sJDG6iAZ2ZOrd9FUG2X2uPIu7UNFSoVlGYRNA8sU2u1Z\nM5o57P4wbdt+EFgETOxbJ7hPv9MIMkaf5TjO38sc/yHwOWC64zibbNt+H0F94qMcx/lnn76twK8d\nx/n0MN5KCYP1L/kWcBpwCTAv93hyrn0kuI2gSHMj8CHgdtu25/btZNv2RcAncnOpJ/Avv3eE5jRq\nCVnBivD8MQuoiQQJNToyHbza8krZ/lJJkt6IluzSaDSaw5JUtrfwkKkUeB4PrW4rtJ0xvaZUCO/Y\njvzy1UUhPGYMY+77JTUf/mC/QlgpFVhkYzGMsWMxm5owamuC+NIDKCJEzlXXqK7GrKvDHNuINX48\nRkMDIhYDy0KRszb3g9nYSMUl76XhV7+k/qc/IXTmmUE26Tzr1iK/di3yU1eiXnqx0Dx3bLyX+F2y\ntp3n3+i/trJhCLqyHoMxBGRfeYU9l36klxCOnnsODffePWghnCeo/xvFnDIFo74Os7GR0MKjqLjk\nkkKfzu9+j9SfHxrSuBDUOJa52sZKKbrTHi1dGdqTWTxZWt5rX6iJh7hgYTO3POIgc6/dKXPG7pcQ\nzo8TtgwqoxZja6I0VEaoioWIhS0thDWa0cV3CMom3VjuoG3bU23bfktut+wHrG3biwl02+8dx8nH\nH28lWFxY1KfvbKAW2LL/Ux+YwbpJXwyc5jhOPsDHsW37NeBx4MvDOSHbtuPAu4B5OR/xp23b/iPw\nYeC6Pt2PAJ7Kv6C2bf+CIEPZYUXMjJHMdmMaJic1n8RDGx4E4Mk3Hmfh2NIV5iCZSErXHdZoNJph\nRClFxvN7uaGqVIrd3R4vbCkKtPPn9PbMUZ2dgRDek3Ojrqig/ke3YE2Y0P+1AKOqap8SKB0ojEgE\nepROkuk0KpVGZdKB1biM2BFCEF64kIaFC/F27qTjvt/g3n9/MYnYyhXIqz4Pi47F+PRnETNnccq0\nGp57o4unNnYCcNsz25jTOIPqaD+LCAg60x41A2SXTv7pATq//f+K7uqmSfWXryF28buHJNKUlIh4\nDKOysiS2N37R2wvPUw//BXfFShp+UcxJqrJZRD8xwz0RQpBs6yCrLLJSYebmtz8xwQDPrm1h1dYO\nPnZaELf97mMn09btksx4VEb3XhO7HIWkV5ZJNFya0Eyj0YxOHMd50rbtq4GbbdueB/ycIBlWHXAW\ncBnwAaCTQNzOs227m0BrjgfOIdByrxF49OZ5ClgGfN+27QaCmOEpwL8CbRyARM2DtQxXATv6tG3P\ntQ83swHXcZx1PdpeIRC+fVkCLLZte5Zt2yHgo8DDIzCnUY0QgpARfGGeMvHUQvsru1+hLV2+xIVC\nkXS1dVij0WiGi7Tr9/KdU0qB5/GX11uRuXXyBeMrmNijprDKZJBf/TJs2hg0hEJU3/g9wrNnl72G\nkhIiUcyxY0e1EC6HEY1i1tVijRuHUVcHkciAFlqrqYmGL36emt/9DnHxe4JSTHlefAH58Y8ib/wO\nqrWVK48bR10uGVl72uf2Z7cPOHbaU2TcUku18jw6v/8DOr95Q0EIi9pa6u+4jfh7Lh60EA7ep0hg\nsR/btNckV+FFi6i76cZCP3ftWna//R34O3f2fw+uT0faZXciS1fGJ9veURDCw4E9vprHV+/i5U2B\nV4NpCD7x1pn7JISlUoRMg7qKMI3VUarjIS2ENZpDDMdxbiHwxm0jsBAvAe4CbOBKx3EeyHVVwC3A\nUuBR4AdAM0HW6MWO47T2GFMBZwL/QxCO+yBwA4EoPsFxnFFjGX4J+Dfbtq/PTRoCxb5sBOZUSbCq\n0JNOyghvx3Get237bsABPOAN4K0jMKdRT9gK47keTRXjmFM/h9Wtq1Eont76NBfOeHtJfyEEKTdJ\nzIppVySNRqMZBjJub5dUlc2S9SWPrmkvtJ1n9663qm6+EV4rhknFv3498eOPKzu+EgbGmPp+Mwwf\nShjRKESjQaKkzs7Anbwfa3GsqRHz2mtov+T9qLvvQj38UJB9Wqkg0daSv1H54Y/wmRMv4FtPBuv2\nz2zu4okNnZw2vXz1hLy7dNgKFa7pbdxIxw3/gfvKq4V+1syZ1P7gZqzm/uOQe6KkDNzWq6owrOAn\nVv/O4UXMxjHQOCYYI5Wm47p/peKjH8FsaiqOrRRpV5L2JW4uRlrks34DpNPIWGy//j427k5QFQvR\nUBmhriLMly+Yyx9f2spRU/atTrACoiGTyoilk19pNG8CHMd5liBctr/jjxOUSRrKmB3AtbntgDNY\ny/BVBGp9i23bS23b3kpQe3gkXJITQN8glBqgJAjItu3PEqwmTACiBCsJj9m2HR2BeY1qomYUlXPR\n72kdfmrrE0jVz1exEKTcEc1WrtFoNIcNrt/nszaT5elNXXRmfAAaK0Ic2yODtNqwHvWXYoxo+Atf\noPr8c8uOrYTAGNPwphDCPRFCYNTUBPHOVVUgRFmLbtg0qJsyAePLX8W46x44/oTiwWQS9ePbWXjN\nxzjbKnpD/eT57bR095vnpeAurTyPxN330PL+D/YSwpHTT6f+rjsHLYQxDIwxYzDr6gpCeF/wd+6g\n4qMfoeL97yPrSboyHi1tCXZ1uyRciScpXxPZMFCdfW0JQ+O5dXu48c+r8HOuDEdMrOVrF83bp7Hi\nYYvGqgjVsZAWwhqNZtQyKDGcy85sA9cAvyeoUWU7jrNiBOb0OmDZtt2zuOACoNy13kaQZWy74zjS\ncZy7CXzX+/3ktm37Stu2X+y5AX8azhs4GAghCInAdemYpmOJ5eKBdyV34bQ6/Z6X8lODSiSi0Wg0\nmv7xfFlICJRHuVkeKnqD8bbZdZg9RIG69+7Cc+PEk6i/9ENlx1ZKYdTXYwyiDNChihACo7KyIIrL\nfSuFTIO6mIWYMhXzxu9jfO9mmDK12GH3bj5y578ztnsPAN1ZyW17cZdOrVlHy8c+TuLWH0E2GzSa\nJpWf/AS1N34XI7733BpKKUQ0htHYuN+LFZ4vSTdPJHPG2exKZGlLeyT/8gjep65EDOa7WspCMq3B\n0vP1ec/xk4mEDH65dGOhbUgx0koRsUzGVEWoiOokWBqNZvQzqNJKBxrbtn9F4F1zBXA08ABwouM4\nq/r0+zaB7/rFBCWYPkSQiXqC4ziDXh491Esr5Ul5Kbqz3Qgh+MXKe/j75iUAnDB+MVcu+GS/50XN\nKBXhigM1TY1Go3nTkUh7pLJeYV8pxeqVm7j2L0HCzJAh+OnFs6jJJXVSb2xGfvgDQY1eoP7unxM+\nsjQ1hpIyEMLRw8vhSUmJ7OhEpVMlgsqXkraUh0KgPA/1pz+i7rkLWoOFh5VNs/j6hV9GiWC9/zqx\nhmPtcTB7dlB3+JWXUcuXoZYvg7W9yzhZtk3NN75OqJ+Y7ZJ55izbA70/3s5diH48tJRSpD1JNuf6\n7Et6WVHlQ39G/fQnGDf9ADF9RtkxSpASY2wjQgzO+e/bf1zBBQubWTA5cIXuSLp0prJMahj874J8\nTHBl1NKxwJrDAb3K8yaiXz8e27a/6jjOd3LPv95fP8dxbhiBeX2GoM7wLqAF+KTjOKts255EYCGe\nlwuo/hZBgParBG7Sa4F3DUUIv5mImlG6RVCW45SJpxXE8LKdL5H20kSt8l/WaT9NXMX1Cq5Go9Hs\nI31dpFU6zcOvF2OFT55WXRDCAOoX9xSEsHn88f0L4b0IrTcrwjAw62qR2TiqowPleYXvKNMwqI5a\ndKQ8hGUh3vVu1AUXov78AOpXv2DezjWcvfoJ/jr3dADuaq9i/rXXEJI+CAHljAChEBWXf5zKj3xk\nrzWdIWcNDocx6+uH/N3pS0nKk2Q9hecrEHnrq6BvWWYxcRLi1tsQPRbqlZQD1282DGRXN2b14HKc\nXrCwmZseXMVNHziappooNfEQNfHBJ8mSSlGdK4ek0Wg0hxoDfXKdSlBTCuCMfvoogjjdYcVxnDbg\nnWXa36BHPLHjOEkC67GG4MvUEha+8plSPYUJlRPYmthKVmZZvmsZi5tP7PfcbrebyvChlZlUo9Fo\nRgteHzHc3pHkyY3Fddnz7WI5JbVtG+qvjxT2q6+4vGQ8JWVQjqfi8PbaMcJhaGxEdnQgk8mC8Ayb\nBhVhg66sxBACEYkg3n0x6qJ3oB55mPf97/08Nf04kpE422vG8fARZ3LRP/9aKoRNExYejfG5LyBn\nTB+cEJYSEY9j1tYO7iZy18y4kqTnk/VVoeyR2EssrZi/oDhMJoP68e0gJeKLXxr4mukUqqqyX6H+\n/Lo9HDOtHtMQLJhcx3uOn8zKrR001Qx94aW+IkLIGmwKGo1Goxld9Pup7zjO+T2e9yeGNaOMkBHC\n94NkLceNP4Hfr/kdAM9tf3ZAMZzxM1SoCm0d1mg0miGS9fxC/dQ8T65pwcslIZo1JsqsMcXSOuqX\n9wbZkAHj6GOILDyqZEwRCmFU980lefhi1NRANIpsby/EzsbDFhnPxeuhb0UohLjwIurOu4D3Pfk6\nP9scHPztMe/g1E0vUZtog1mzEUcfg1h4NMyfj4gHCw4ZX5HMesQHsHAWFimG8N6kK6vobk/gZ7IY\n7Fv9X5VMIj/9CZg8GeOar+z9BCFQiQSiqtQ6LJXigeVbWb29k0tPngbARUcPLURMARFLUB0L698N\nGo3mkGaflvJs2z7Ntu2Thnsymv0nYkYKWaWPH1/Mtrmi5TUS2YGTaujM0hqNRjN0sp7sJXCUkrzw\nRtEqfOaMogVR7dyJevjBwn71lR8vGU9JiTjEaggfCIxIBHPsWAiFgjq+QG3MQpRJtyVMk/NPncPE\nmiChVdKKcN/Xbsd4ZAnm//wM41OfQZywuCCEIfCu6s5KMl4/8b15t/UhLlKklYFRXU1o7FhETQ2E\nw+VdtQdAxOMYV38Z45vfQgzy+iqd7pUcK58h2hCCa86fw2Mrd/Lihj1DmgeAQlEZsaiJR7QQ1mg0\nhzyDEsO2bf/Vtu3Tc88/A/wF+Ktt258fwblp9gHLtBAq+HIaGx/L9Jog4YavfF7c+cKA56a85IjP\nT6PRaN5sZPuIp+72BCt2Fj9PF/Usp3TfL8ELEm0Z8+cTWbSoZDxhWRixWEm7JhCsZkMDRnV1ELcr\nBNVRq2zGaMsQXLZoXGF/ybpO1if2UvVXBOWWfNknBjyf0Xs/3daNSASzpgbR0ACGMSRRLN4yvyA+\n1batyO/fhPK8Ac9R3UEekUTa43P3vMiergwANfEwN7z7LRw5cZCu3vnxlKImHiYe0fHBGo3mzcFg\nLcNHAUtzz68gKGl0EvDZkZiUZv8ImcXEFz2tw89vf3bA8xSQ1IJYo9FoBo1SqiR51subWsnr42l1\nUcZUBJ/JqqUF9ediJb+qyz9eYllTSmmr8CAwKisxGhpQQhA2DeJho6wgPnpCJYsmBK+nAn76wo69\nlxMUgraUV4gDV4DR0DCsicwM08RsaEDE44VEaoNF/vUR5CeugIkTKcm41QeVSgNQGbU4bc5Yvvvn\nlYX7mtRQQTQ0tMzPdRURIjpbtEajeRMxWDEcdhwna9t2AzDRcZzHHcd5GRi3txM1B56eYvjYccch\nchngnVaHtnRrf6chhCDtpkd8fhqNRvNmIevJkhobL27sKDxfNLEobNX/3V+oZSvmzCF64uKS8YRp\nDqq2rSZIrmU2NoJlUREye9Vw7snHjm3CzB1atSvF0xv3XnBCEQjirK8wxozZ7/rB/WFUViLGjBma\nldhzMX5wC8Z73zdgVuldiSx/XLEbmQysw+85fjJTxlTQkrMOD5W6irBOlKXRaN50DNbPZYtt26cB\n84AnAGzbrgGyIzUxzb4TMSMksgkMYVAbrWVO/VxWta5EoXhhx/OcM/Vt/Z4rlRywDJNGo9FoimR9\n2UxI4RkAACAASURBVMu663keL27tKuwf21MMP/F44Xnlxz5a1ip8uGePHirCMDDHjEG2d1DpddGe\nlr3q9AJMqI5wwdx6/rQyWAy+e9kujp1URWRvws406YhXU4cgMlI3QGAlpqEBv709WCzZSxyucf6F\nvfbV6w5Mmfr/2TvzODnKOv+/n6rqa+6ZZMhNLpIiIReQEEDw5lDxAFbxVtxd1mvVXV11XXXVn7eL\n67keq7heqIDcIl6gEARCSOSmcoccJGQyMz191vn8/qienu7p7pmeK5lJnnde80pX9VNVTyc9VfWp\n7/f7+SJi5bNsjOrc/nQP89rjrFu9EE0I3nNBff2Ty44nwojw4H9XhUJx4mGa5jnAB4DzgOlACtgM\n/BT4OXA+cHfJJnngCGEb3BuBn1iW5Q6x/3OBDYRJORHLsqqmzpimuZCw3W4cOMWyrJ2j/Uz1PuL7\nDPB74MvA1YV1FwB/G+2BFROHJjQMMfCcY/2s9cXXDw6TKi2EUEZaCoVCUSfuoHrhbXuOkMyHTtGt\ncZ1TCi7S8sB+eGZPOCgWo+G8Sg9KoWlKDI8Sra2VeOd0opHqtzVXrOqkNR6m9x7OuNz61BDGUVKC\npqF1dKDrOsmsQ94ZujZ3PNDb2kZkriWPHCH44ucJPvxB2L0bgK6My8FUGKdojOr887mz+d4Dz+Jm\nRlcCpWvQ0aSEsEKhANM0P0AoVNuBDwMvAa4ELOA7wCtKhr8XOJtQL/4rsB/4NrCxkGlcbf8G8F3g\n2Tqm8x2gB6o4KI6QusSwZVnXAW3ASZZl3VdYfS/w5rFOQDExlKZKnzlzHboIbwJ2JXdxKHNoyG19\nfGx/dGlUCoVCcaJQrV74oV0DpShr5zQXXablAwMPIo21axGD6k+llAglhMeEFo/TNm9WKCgH1eE2\nRnXesLqzuPzrx7rozlYJTgQBIpEI63n7ewEj6Mt5pPNHSRDHYnUJYvng/dDcjPazXyJME4CnD2e5\n+t59RefoVbMa+dLLFqLlR/6Quz8irByjFQqFaZrPJwyIfsOyrAsty/q5ZVkbLMu6zbKsfwZWALtK\nNnnasqyNlmXdZ1nW9ZZlXQW8ADCBa2oc5sOFv380zFzeCKwGvjSWz9RPvW7SrQCWZeVM0xSmab4N\nuMCyrIPjMQnF+BPVowQyvBlojDSycvrK4nsbDw4THUbVDisUCsVw5F2/sl74mYF61LJ64Qf+Wnyd\nOK9Kz3ehoSnjrDFj6DqN0zvCFkaDRNwFS9o5uS1MJc57kp9vOTzwZiEaLKZNQ6vSm1cIyNou3ek8\nvj8yw6uRore21iWItZdfgvaef+apzIB52PPmtxA3NG54vKs4ri1hgOcRuDUzEysQQtDRpISwQqEo\n8hHCdOeqjc4ty9ptWdbjQ+3AsqwHCSO/lxTSnIuYprkY+A/gXcBQadRthKL8g0Cy1riRUG+a9O3A\nqsLrTxAq8S+apvn/xmMSivEnqkfRxMB/71klrtIPPvvAsG6arnRx/fovnAqFQnGi4Q6qF36uO8Wu\nnvBBoqHBmtlhpFfaNmx+uDgudm6lGNYaVCul8aIpbqDF42jTpiESidCcyvfRNcE71s4ojrtrRy87\njuTCaHBDQ9iyyahtpSKEwA/gSNomN8Fp03p/P+JhCKTkmk0H+fPG7fj/9kHYanHVWbNYMWOQCZum\nIbP1p0p3NEaVEFYoFACYpqkBLwR+b1nWWP2i7gAEYVeiUr4L/KokA7kWXwGetCzr2jHOo0i9BlrL\ngP4r+ZuACwkLpu8mFMeKSYghDDwZXrBPP+kMonoUx3c4kD7AvvRe5jWfXHNbgSDn5crSrRUKhUIx\ngO2WRwg37RioQz1tRiOJ/rY1f9tSdJHW5s/HmDu3bDvp+yoqPI4IIWiKG/Tl3PDftamJwPchk2XN\nXI21c5vZtC+FBK7Z0sXnr1iNptXfLkgIQSrvYbs+rQ0TJxq11laCI0cqIsQHUw4H+hzOmNOEJgT/\n4O7gy39rYt3as2lcfArzDAOqWX7ZdrE381B0NEZVjbBCMc68+qZLPgh8CjiWJ/s08KlbLr396mFH\nljMdSAB7xmEOzxT+ntW/wjTNNwOnA68fakPTNM8nLNFdMw7zKFKvGNYty/JM05wNtFiW9WhhUlUL\noBWTg4gewfNCMRwzYqzpPJ2NBx8E4MEDDzDPrC2GARzfxg989BHcJCgUCsWJQBDICmHx0O6e4ut1\nNVKk49WMs6LRIVvkKEZOImqQtX2CgpDUdB1awvTnv78gwZYfb8IPJE8cSPHAjm7OXdI51O4qEIDr\nS7pSNq0NEaIT0HtXCIFoa0MeOVLWTzjr+Hzrrwf47mWnENU1zOet4Y3PukjzLMRQ8xACmcnU7GMt\nBLQ3RNH1yftdlFISEOAGLkgICECCRIIMik46svCqVhLc4OcB/S0oRcWAgbrx/jdFjXUCgVZIuBSa\nqBwLKtp+YvNBjq0QpnD8DzJghnws6P8lkACmaXYQzuffLcuq6WxommaEMHr8VcuyrPGcUL1ieHuh\nTngxcFdhUtOBzHhORjG+RPUoGTdTTJdeP/vsohjedOghLl/62iFPzEJo5NwsTbHK+imFQqE4kcm7\nftn5M+/6PFrSUunMueF5U0qJvH9ADMdqiGHF+NOcMOjJuAwOcs7taOAVa2Zz6+b9AFzzl52sWzht\n1D10e7MODdEITfF6b6nqRzMM/KZGvnjHVt599ixa4gaLpiVYPC3OH7b18opTOxCdnby0RMvLLZth\n2fIKkzYopOxXEcOSySOEAxngBA5BEBBIH18G+IFPQFAs8RKISSUs++clS4xtq0XhB4vtChE+aKl0\ne8HQn3e4f4/hth8OWadp73BleMPts3J7SSADOhLTysr/piBXMzkiw6MRwkeAHDB/HOYwr/B3v2P0\nZ4EDwA39HlWEUWiANtM085ZlZYF/ITRz/mbJuH7XyRbTNJssy0qPZkL1nrk/TNg/ygZeVVh3CbBp\nNAdVHB0MzUAXevFks2L6ShJGgpyX47nsczzTt4f5rQuG3IcdODTWkValUCgUJxLOIBOlx/b24vjh\nuXZua5RZzQWBu28vHDgQvm5oILqmPLtLBkFV0aIYO1FDJ6r7eEGl4dXrz57P3U8eIpX3OJTMc/3G\nZ3jjuQtGdRyBIGu7uL5P2zilTfdmHQTQ2hBFb2wiHjX40/ZeLl0xHYC3njEDe9B3UO7fR/A/34Jt\n29C++GVYtLhyx75P4DhoJQ9gpJS0NUYxjpEQ9nwPJ3DwAg8v8PClX1X0TDYBXIoYJG4LC3UjayyN\nRFiOvcHM5EVSvxifrBRSk49lRHbUWJblm6b5Z+AC0zQjQ/UJroNLCP9LNxSWlxH6UlWLCncBNwOX\nFcbNJBTOg9lM2O73jNFMqC4xbFnW3cDcQat/XvhRTGIiWgQncIqv15x0OvcfCKMUGw9uHFYMA+Tc\nHA3RhmHHKRQKxYmC4wZlqZYbS+qF184dyKaRD9xffB1dt7YyCqzraLEq9Z2KcaExrtOTCSqiw82J\nCG86dwHfvWs7ANc9+AznnDKdhSeNLmgjhMArpE23j4Ow/M2WAziez5UvCAXtJevmc/XtT/Ka08KW\nT/PaKr8z8vHHEMuWIz75aUSt75QQoZFW4XsokbQ2RickzXsobN/G8Rwc3yZAlonfKR79UyiOV75I\n6BX1FeADg980TXMB0H/xq/rkwjTNc4B/Am6yLKu//vj9hBHfUq4E3krYx/i5wrovUNly6WWEAds3\nAVvr/yjl1J3TY5pmC6Gan2tZ1peBDsLnXqq90iQmokewfbv41HLdzPVFMbzp4Eb+bphUaYCcp8Sw\nQqFQ9ON4PhJZjAJJKXlo54AYLq8XHhDDVeuFI8qkcCKJGjoR3Sv23S3l4tWz+cvTz/HUgT78QPK1\nOy2uftPpYxayPRlnxIL4iX1J7nryIP98Ydgv+EXLZ/ChazfzxnMXEIvomLNb+dzrViGc2tVp2kUv\nq+9gto2UASBoSUSIHSUh7AUeOTdXLoCFQBtj+q5CoZh4LMu61zTNDwJXm6a5HPg/QjOsduClwDuA\nNwJ9hPpwuWmaGUKtOYvQfPktwOPAVSX7fXTwsUzTfFHh5T2WZQWFcVsZJHhL2jNttCxr52g/W719\nhtcA24CPA58srD4d+NZoD6w4OsT0GKUPaE6bfhoJI0zFP5w7zJ6+3cPuQyLJe6rvsEKhUEDoIq2V\nPETc3ZXhSDrMwGmMapzaGT48lLlc6CRdoFpLJVUvPPE0xg2qaGF0TfC+i0yihVrhnYfT/PqhveNy\nzJ6Mg+vV7kecc3yue3DAmHX+9EY2WIdJ5cLsw9ntCc43T6I7M9DFpLOtMWwVVUfqrHz8Mfz/+Cgy\nWaUNp6bh96VpTkSIR8e/znkwru+SzCfpzfeGmWpCqOivQjEFsSzr68B5QA9hhPhPhNFaE7jKsqzb\nCkMl8HXgr8AfgP8GZhP2ED7HsqzuOg531PLi6z0Lfg34lGVZ3zFNs98u8z7gBxMzLcV4IYRAF0bo\nuEiYKn36SWfw1wNhG6+HDj7EgtaFQ+0CIQQ5N0fcUHVtCoVCMbgGdUuJi/SaWU3o/Tm5mx8GNxQ3\n+imnoM+cWbadDAK0BpV1M9HEhogOz+1o4E3nLuBH94RBhV/ev4f1i6exoHPsHje9WYfWhoHIf1/O\npSURLsciGr/52wHOOaWTedMaaIobnLGggwe2d3HByrDjyLteuqRin1pzM75tDymIg699FXnfvYi3\nvA2qfL+CQNKMS2KChbDt2+TcHJ70JqTeN5A+rvQIZBA6Sfeba/VHnIWGgaE6YigU44hlWQ8AVwzx\n/l+AMf3SWZb1aeDTdYz7MfDjsRwL6owMAyuB7xVey8IEUgzkhismMRGt/IK3duZZxdcPHdxYl0GD\nj4/rj6VeXqFQKKY+UkqcQRG/LXtKxPDsxoGxpSnSz6sSFTYM1VLpKNEYM2qGGV595lzMWeHtjBdI\nvv47q6pwHg29GYe86yGl5MO/2MLWg30AaEJw7pJO7tt6uDj2PRcs5SUrZtbaVRHR3AxVTMGK77/2\ndWjXXof2qtdUpOFLKWmMaSR0QZCfmIwvP/BJ5pOknBS+9MfsYjx431k3Q0+uh958Lxk7Q97Nk/cc\nbN/F9l3ynk3ezZN1siTtXnrzPaTsFDkvV0gPVygUigHqvQr3ACeVrjBN82RUvfCUwNAjZYI3TJUO\nnxZ35Q6zu45UaYEg62YnaooKhUIxJbC9oOzW3nZ9ntw/kIq6ZlYYUZRSIh8cEMPVWioRVcZZR4tY\nRMcY7KJVQNcE77/IJKKH728/lObGcUiXfvpAkq0HU3SlHAIpuXj1bG7ZtK/4/ivWzGbN/PbiclPc\nKEu/r4UWi8EQDuRiztwyESwPhbdqgZQkIhpN0fAhjMyO/zU962XpsXuK0eDxIufnSOaTJO1ebN8B\nEUaAh20nJDQk4EmPvJenJ99LMp8k5+XqSjdXKBTHP/WK4euAH/UXKpumOZMwF1y5SU8BBtcNR7QI\nZ5w04D6+6eDGuvbjBi5e4I339BQKhWLKYA/qL/zk/mQxUjy3NUpnU0GE7NkNB0MRIhobiaxcVbYf\nKSUirsTw0WSo6PC8aY1lrZWuvX83T+2vUm87BPu6s/z2kYGuH3k34Nq/7gYJfTmPC1fMJOP4xajz\n3I4GTp3dMqJj9COam4cVc3LLZvz3v5fgYx8l8H0aIhrNsYFMMZnPI4eIMI8EN3DpyfWQdbLjKoKD\nwCdpJ8k5OQKCMAV6DAghCAhCYWz3knXS+IE/TrNVKBRTkXrPKp8GDgE7CO2v9wMB8KUJmpdiHOmv\nGy5l7cx1xdf1pkr31w4rFArFicpQKdKrZ5W4SG96qPg6evZ6RGRQfaYQaKq/8FElFtHRh4gkXrp2\nHktmFtKlfcnnbnmCg8n6r3maEPzy/j3F6+my2S08vi/J/p4sfhAQBJJPXbZyoKZ8DGiahmhoqCmI\nZRAQXPdLxMUvh+/+L4mIUSaEgTA6nEqNeS45L0dfPlkQq+MnhB3fIen0Ecjx3W8pduCStJOknTTB\nCSSK/cDH9m3yfh43cFX6uOKEpl4xrFuW9XZgOnA2sNCyrMsty7InbGaKccUYVDd82vQVJanSXezu\n21XXfuzAHlkTeIVCoThOCAJZcf77W416Yayniy+jZ5zBYFRLpWNDU7x2dFjXBB++ZFnR5CqZc/nM\nTY+TsevLiJrVFkfXBPu6w/TjWETnQy9fRlMsghCCvOtju+MnuLSmJtCr+9QITUP/wpcRF7+MxkSU\nlkR1syw5xrrhlN1Hxs3AeIpVKUk7adJuevz2OQRCCNzApdfuJetmjsv06byfJ2Wn6M330p07QtLu\nJetmybk5UnaKnnwP3fnu4oMBO1C394oTh2HFsGmaBtBtmmbUsqxuy7I2Wpb1zFGYm2IciQyqGzY0\noyxV+qGDD1XbrAJVO6xQKE5U8oNSpHsyDrsOh31fDQ1WzCgxz7Ks4uvIslMr9qXE8LFhuOjwzNYE\n//Hq0zAK9cN7j2T58u1P1mWoJYTg3S9dQmNJBPacJdOLjtJCE6TyLp4/flG4ocy0gkDSENVoiurY\nf72f7M23VIyRvk9gj1z4+IFPT74H23fGNS0aKem1k7iBO777rQMhNGzfodfuJe9P/XaSUgbk3Gwx\nfd2TXtgfXWhl6eZCiHAdgkAGuIFLxs7Qk+8h7aTDdlgKxXHMsGLYsiwP2Auo/g9TmJgeQw56Hr5u\nVomr9LP1pUoD2H5eRYcVCsUJhz0oRbo0Kmx2NpCIhJdUmc2GNcMAmkZkqVm2nfT9qi1vFEeHprhB\nMMQ1bPmcVt5/0cD/2ebdPfzg7u117Xvtoml0NNWuBRciFMTjdQ3VolGIVR4vCCTNMY1EXy/dV/49\nfV/9b7TGxopxozHScn2XpN07IenLfU6q4l7laCOh4ESdnJr1xFKScdL05HvI+3bBbGxk/0/9493A\nJW2n6c33KtMxxXFLvU3mPg583zTND1uWtXsC5wOAaZrtwDXABcBh4GOWZf2ixtiFwDeAFwB54BrL\nsj460XOcagghMEr6DQMsn3YaDUYDWS/LkXwXu5I7WdS2eNh9BVKS83M0GOpmTqFQnDi4XlCWDVqW\nIj2rRGhs31a8aTQWLkQkymuDhWGgGRPb41VRm9BZWhtSEL9w2Qz2dWf51QNhItztfzvArPYErzpj\n7piPH0jI5D2aEuOTHSCam5FdXVBo0yWlpCWmk4jqyPZ2Gt9xJbHznlezjZfMhw+46xFMju/Q5/RN\nSNS2vxXTZECIMEqatHtJRBpIGIljPaW6yPv5orfLWM3G+hFCIJHkvTx5L09Mj5IwEuO2f4XiWFPv\nN/kXwN8BO0zT9Et/Jmhe/0MobDuBNwPfMU1z2eBBpmlGgD8AfyRs/TQX+NkEzWnKM7hu2NAMTp8x\nkCq9sU5X6bD2aeqnECkUCkW9OJ5fFrGSUg7qL1xinlVSL2xUSZFWLZWOPY0xfUgxDPDGcxdw3tLO\n4vL/3r2D3/xt/7gcP+8F45Yurek6xEOxJqWkNW6QiIa1xELXiT///KIQllIivfIaaCFEXUZatmeT\nsidGCGfdDK7vjvt+x4oQGjk3R5/dN6mjxH7gk7JTZJ3MhB/L9h168j1kTjDTMcXxS72Ppl80obMo\nwTTNBuAyYLllWTngPtM0bwHeAnxs0PC3A/sty/p6ybrHj8pEpyARPVJR+7F+5tnct38DAA89+yCv\nM69Aq+NpXyDD1gRxQ7mhKhSK4x/bDcp6wO7pytCTCc+nzVGNRR0l58ISMRxZvrxiXyKq6oWPNfGo\nQdr2h0xX1oTgAxebHE7lsZ4NxeJ3/7SdIIBXnjFnTMcXAjK2R2tDdEz7Ke6vuQm6crQnIhh65TVc\nBgH2X+4h86MfkbjsMhpe8+ry9/N5aKnd5inn5cg4mQlxdc55OfK+PWGO0WNFCIEv/TBKHG0goU+u\nKHHOzZHzshW1wBOJEBpO4GLbNjE9RtxIoGvVzdwUislOXWLYsqy/TPRESlgKuJZl7ShZ9whhGvRg\nzgb2mKZ5B7AOeAx4n2VZShBXIapHSTmpMrG7bNpymiLNpN0UPXYP23q2YnZUiWQMQgihxLBCoThh\ncP3a9cIrZzWVtcsZyjxL+j4iOj4CSDE2GmM6fTm37CHHYGIRnU9dtopP3fhoURB//+7t+FLymjPH\nljLt+gG26xOLjE1ESCmJRXSap7WCXT1rK3/Hb8n84pc0/f2VxF74wsp9eB6B44Q1yIPIeqHr8ESI\nVcd3yHm5o26WNRqE0Mg5OVzNpSnSiHaMxZ8f+KSdNL70j1nK8oAodogW0qeVKFZMNer+7TFNc51p\nmt8xTfN20zS/a5rmWcNvNSqagL5B6/qA5ipj5wJXAF8DZgF3ALcUHLAVg9CEhjGo37Cu6awr6Tn8\n4LMP1L0/T3qTMq1JoVAoxpMgkBViuDRF+vSSlkoym4Fn9oQLuk5kydLynWkamnKSnhQkogZ6jTra\nUpriBp+5fBXLZg9ETn/45x3c+NDeMR1fCEHa9sZkpiWlpCEWoa0xhtbWWtN6Kv6yi5n2s58Qf/GL\nq9YOC01DZiqNtLJedsI6SASBT8bNTAkh3E9/lLjXSR5Tx+mcmwtNzMa5t/No6W9PlbSTpOwUXlBf\nOzKFYjJQlxg2TfONwL1AO2H0tRX4i2mab5qAOaWBwbk6rUC1gpYcsMGyrN9bluVZlvVfwDSgor64\nH9M0rzJNc1PpD3DreE1+sjO4bhhg/ayzi683HXyo7pOYarOkUChOBDK2VxY9dLyAx/cli8urS82z\ntg1jnqWrZ7WTicaYXpcYbYgZfOrylSyfM3B78qN7dnLDxrF3mszkRy8c2hqjNMXD75QQAi1RPYVX\n6HpRNMkgIH/PvRW1w9Iu7xSR83Jk3eyEidW0O/H1rROFQJB1MqTs1FGtJfYDn6SdDKPpk9DASgiB\nJz36nD5Sdkq1ZVJMCeq9Kv8ncJllWXf0rzBN82XA14Gfj/OctgKGaZqLS1KlVwNPVBn7KHDuSHZu\nWdb3ge+XrjNNcwGwa+RTnXpUqxs+pX0J7fEOevLdpN00Tx55glWdq+vanxu4eIFXVWQrFArF8cDg\nlkpP7U/iFNbNbolyUtNAammpeVa1/sJE1LlyMpGIGmSGqR3upyFq8KnLVvHpmx7jicLDkB/fuws/\nkFxx9vxRzyHn+sSjetVa32pICfGoTnPcqIgKipYWglyupnzN33UX6e9+D6IxIuZS9BkzBrYFZDqN\naG4m7+UnVAjn/Bxe4E5KQVcvQmh40gtriY1E6Dg9UVFaKcm6GWzfASEmRTR4KAShKHYdFx2dWCRG\nXFdldYrJSb1noVnAnYPW/Q6YOb7TAcuyssCNwGdM02wwTfM84JXAT6sM/xlwtmmaLzZNUzNN818I\nWzE9Nd7zOl6I6lECWX5jpwmN9TPXF5dHkiothIoOKxSK4xfH8/GDcqG0pVZLJSgzzzKWVyYpCdVS\nadLRHDfq7mybiOp86rKVrJrXVlz3s/t284v7d4/6+JomyNjDR4f7BXtrY4SWRKSqIBJCoDU11RT3\nMpen+QMfYNpPf1wmhAfez2F7NmknPcJPUT9B4BdqkKeuEC5FCI28b9OT78Xxxz8Smvfz9Nq92IE7\ncWJ7ghAIAgKyTpaeXDc5N4uU4+OirlCMF/Weif4EXDho3QWF9RPBe4AG4DlCwftOy7KeMk1znmma\nfaZpzgWwLGsrYeul7wHdhKL5VZZlqWKFGmhCQxeV5galqdKbD20e0Qnd8R1VH6JQKI5Lco6PNuj+\nc8vuEjE8s7zfenlkuFwMSylBmWdNOmIRnUgdtcP9xCM6n7h0BatPHhDE1/51D9f+dfeo639dLyhm\nG1QjKNQGT2+OETOGNijSmppq9hROvOLlxM49p2Zk0XZy9KW6JjTymHLTU6pOuG4EpN00fXYftm+P\nbV9SkvfzJPNJsk627oc1kxUhBAhReGjQo1KoFZOKeh9RPwPcYJrmbYTpxAsIhecPTdP8ZP8gy7I+\nMx6TsiyrB7i0yvq9DKontizrZuDm8TjuiUJEq0yVPrllPjMaZnIoexDbz/Po4UdYW2KsNRRCCHJu\njuZYNY8zhUKhmLrYXlB2234wmWPn4TBqZmiClaX9hbMZ2FswVdJ1IkuWlO9MSuUkPUlpThh0p+tv\n7xOP6HziNSv43C1PFDMFfnH/HgIpedO5C0YsJoUmyDoeUaP8+yGlJB4xaIobaIOfygy1v+ZmgmSy\n5jyk75O/83fk77qbtq98CaGFrsApP4OWi0J8YlJac34OP/AnfZrvaBGEBlsZJ0NOZInqUWJ6vG6H\nZS/wsL08TuAipURMgZTokdKfXu7aLgJBzBjZv5FCMd7U+yh0FfAQYVr0OYRp05sIa3lfVPh54QTM\nTzEBGFUMXIQQrJ81ulRpANvPT+qG9AqFQjFSco5XNMPq5z7rcPH1mrktJErb4mzdOmCetWgRYrCg\n0CtrPBWTA0PXRtziKBbR+fhrVnDGgvbiul898Az/+evHRjUHzwuKruVSSgxdo6MpRktDZERCGEBr\naEDo1T+PDAKOvP1KsjfeRMMbXo/QNNzAo89NowkN6ThIf/yv537gk3OyJ8TvgBACCdi+Q9JOkrST\npJ00OTdNzs/hBA62bxdMytKknTS9+V76nD6cwC3u43gmjBb3/xv1kswnyblZdS+pOOrU22f4RRM9\nEcXRI6bHSDvpsn7DEKZK37rjFgAeOfwIWTdLQ6Sh2i4qEEIj62ZVdFihUBw35J3KtiUbtnYVX5+7\noLXsvbIU6ar1wiryMZlpjkc4nMoP2Xd4MFFD4z9evYLP3/I4DxfS57fs6eF//riVd7906TBblyM0\nQTrvMqM1QWPMqNtQq+b+WloIenoqTbY0jbYvfB59zpzQ/Tfw6XNTxc/d32ZJtIzv9TzrZo+bOuGR\nIIQgkAGBDHAB/IGob8XY4zF9vA6E0AgIyPs2OS+PLnQiukFUjymDVsWEU29rpUqXhXD9yvGdGAQs\nTwAAIABJREFUjuJoUKtueFbTbE5uPhkAL3DZ8tzmEe3X9vMV5lwKhUIxFQkCiTMoOnawN8f2Q2GX\nP0MTnDWnqXwjyyq+jJxa6SStzLMmN5omaIxFRlz3GzU0PvrK02iKDfz//vaRZ7nl4fr6EEspkUBM\n12mKRUiMwFl6KLR4HFGjp7Uxd27YMzfw6ct2w7795XOy8xVZEWPB9m1cVSNa5HiP+o4FIULTLdt3\n6HP66Mn1kHbSY+rHrVAMRb1n2y2maZ5fusI0zSuB+8Z/SoqjQa0nbaVGWiNNlRZCI+tM3b6BCoVC\n0c/g3sIAG7YOpEifvqCdpmj5+6WRYWNZlXb3NYSJYvLQVKVdUT3Eozpff8sZRPSBbX/w5508uP1I\nzW2CQGJoGk3xCNMaozQlDCKGRiY/fmmioqUFGVR/SO27Dt03XodzxZX4195Qvh2FGvjxQEpyJ2hU\nWFEdx3c4kN7PruQurG6Lxw4/ysOHNvF41+Nl4wRhKrXj2wSoYItiYqj3MfXHgd+YpvlZ4BvAt4FL\ngMsmamKKiSWiR3ALdSmlrJu1nuu3XgfAk0eeoM/uoyXWUjGuFvnApkE2VqRgKxQKxVRicG9hgA0l\n9cLnLZ0OrgeF1GeZycDeZ8I3dZ3IklPKtpW+jzZBpkSK8aUpbtCXc0eULg1wUmuCz712NR/51d+K\nQdUv3vYEn33tKmZGEwDF9NiYoZOIauhVXJ8dP8DxfKLjkFavRaPIWAzc8uu9lJJk32GC+x7A+NRH\n0VavqNhW5nKIxqaK9SMl62amvBvyiYbjOxzKHsL1HZzAwfVdnMAhqkVZ2bmqYnxXrovbdtyC4zvh\nT+Dg+g7TE538w6qrKsYfzBzk65u/WrF+TtNcVkyv/C4qFBNJvTXD15imuRn4NfAR4EngDMuy9g+9\npWKyUqtueHpiOqe0LWF77zYCGXD/gb9y0cKL696vIOw73BQd+wVUoVAojgX9vYVLPYsO9OTY8VzB\nRVoXrJvbDHZJj/WtAynSxuIq5lmGUbPdjWJykYga5B0fLxi5hFs2p5V/vfhUrv5tmCXgBZLv3bWd\nT7zmNLRCFDg+jFGXJiCT94k2jU+NuWhuJujqKn7/AhmQdFPQ3EjkS5+uuZ30A6RtI2KxUR/bCzzy\nvqPSgutESokvfdzAxQs8pJRVAxI5L4fV/TRe4OIGLq7v4gYecSPO8+acVzH+SK6LX1m/xPUd3MDF\n8cPtpiWm8d7T31cxvivXxdcevrpi/czGWVXFsOu7PN5VaRxXKzAS1au76jtjbUmlUIyCkRQwzQPa\ngSNAlPpTrBWTkP66YVnlee15c89ne+82AO7d/xcuXHDRiC5keT9Pg2xQ0WGFQjElqdZb+L6SFOkz\nF3TQaAikMzCovL/w8op91nL2VUxOWhIRjmScUdkZvXD5DA6n8vx0w24ksOtwht6sy5KZ9WdZjXt0\nOJEA2y4K4cHXfmk7BLfeAa0t6Be+GCgYaWWzYxLDGSczaYVwIIOCMHTwAg+vkC3X2XBSxdi8l+fx\nrkfxAh9f+viBhyd9Ynqsqvjss5Pcsv1mfOmH+5YefuDTHG3mrae9vWL84exh/uuhL+FJr2x9Z+Ik\nPrr+Y1X238dPn/xxxfrpic6q8wlkwI7e7RXro3r10o2oVn2961ev+64tbquPTxhxZjXOIqJFierR\nQguqGK2xtqrjFYqJpC4xbJrml4CrgHcAtwFXA5tN03yLZVl3TuD8FBOIoRnVU6VnnsUvnvo5tm9z\nIH2AncmdLG5bXPd+BYKMk1HO0gqFYsrh+QG251e4upalSJudla1nysRwpXkWyjxrSqHrGs1xg1Te\nG5Ugfu36+bQ3xvjBn3cwf3oji04a2fVQE5Cxx0cMQ1g77B58lj4vzeAPFGzdjvdvn0QsWYx+1dvK\n3pOOg/S8UZm/5fwcvjw6PYVtz2Z/eh9pN03aSRX+ThPVo1yy+FUV45/LHuJLG79QsX5afDofO/vj\nFevTbppfPH1txfqO+LSq4tMNPP52eEuV8R1V568Veu8OxqtyjwYQqeH7Umu8UVPcVh8fM+LMaZpL\nRIsUxWpEi9ISrf5ApyXazNtOu5KoFiVSGB/VIsSN6qUhrbE2PrTuI1XfUyiONvWe3V4GnGVZ1rbC\n8vtN0/wr8EtAPcaZokS06nXDCSPBuplnsWH/vQBs2HfPiMQwhKkuXpBQlvgKhWJKEYqf8pv3/d1Z\ndh4OU6QjuuCsRdMg01c2RpY6SVdtq6TOhVONRNTAdn1cf3QVry9dMZMXLZ+B7QXoI+wTDOB6Pp4f\njIuztBSQinhQxZtLzJuD8flPoJ1W5XurachUCtHeXrnhEASBT87NjasQTjkpUk6K2U2zK97ryh3m\n23/7ZsX69lh7VTEc0apHMmuKSVH999cPKgUsgKFVf4jh1Rw/sH9d6BiagaEZNEQaq46PGwlWda4m\nokUwNIOIFiGiRWiMVC9Ra442867V7wnH6ZHCdhFievWof3O0mX9d+6Gq71UjokdZ1bm67vEKxWSi\n3qvzesuycqUrLMv6lWmaj0zAnBRHiZgRI+1W1g0DnD/3+UUx/OCzD/D6U99IzBhBqpQIa4dHYr6l\nUCgUxxLb9XG8oCJFutRF+owFHTTEDPzUgECS6TTsK7TR0XWMUwaZZwXBmFJNFceO1oYoXanR1zEO\nFsFP7k9y6uyWusy5hBBkbZ+WhrGJYdd3STkpRFMTQT5fEekWiQSiRAjL7h7wfUTn9HDZcZCuW7NN\nUzXSbmZMPXMDGXAw8yxWt8WO3u3sS+8j5fQxPTGdf19fGbmtFXHNebmq6/vTekMRGS0IRIPmGpHP\nmBHjzBlr0YWBoYViVRM6DUai6vgGo4E3LXsLhmYUxa0udKJDiM8vnv9ldM2oq8SsIdLA2067cthx\n/RiawSntS+oer1CcSNRroJUzTVMH1gPzCkI4Duya0NkpJpSh6oZPaVvCzMZZHMw8S97Ps+nQQ1VT\ngYai39QhUqMmRaFQKCYTqbxXIYShXAyfZ3aG/S59D/oNsbZvK75vLF5UKXyFQFNtlaYkQgia4wbJ\nXPXvRr04XsCP7tnJ7Vv2c+XzF3HZunl1bZdzPZrl6No9QSgGs04GhAi/h83NBH19VfcnPZ/gptvw\nr/kZ+nv/Ef0VFwEl0eGO6oJzMHk/jxe4Y2ql1JPv5upNX6lYfyR3hLyXr0i/TUQaWNK2lKgepTna\nTGOkiaZoE001IqUNRgNfecFX6/Y2SRgJ3rjszXXPP6JHOWPGmXWP14SGVqPuVqFQTCz11gwvBG4H\nTiY0zvoV8HLgNcBbJ2x2igmnVt2wEILz55xfbLO0Yd+9IxbDAFk3S6veOuZ5KhQKxUSStT2CIKgQ\nCfu6s+w+HPZbjeiCsxZPC+uFZUlkeMeAMY2xdGnFvoWuUqSnMvGoge35ON7oGwTd8cgBbt8SNuD4\n6YZdrDq5jVNmDF9HrAlBxvZpio/8O5Sy+7CDcidnEY8jcjnwKtN15Y6dBH+5D+NbX0FbvLD8Pc+r\ny1k6CHyyI+gp3N9qajDTEtPpiE+jOz/QpzmiRZjVOIuMm65ai/rONe+u65gQ3uOMJXKtUCiOH+o9\nu34TuAX4BNBVWHc3UNkkTDGlqCWGAc6Z/Tx+ve0GAhlg9TzNocwhZjTOGNH+Xeli+3bNuhSFQqE4\n1kgpydhe1ZvyUuOstQun0RA1CLJZKHGHltsGIsORKmKYiBLDU52WRJQjaSfMChgFl6yZzT1PP8e2\ngym8QPJfv3mKb751LRGjv92Rjxf4SCnp/0NBKDq+RiLWhIZWV4TYD3z6nD78oLp5lWhpKWu11I9m\nLkH7VmU0FkLxKFOpYcVwvenROTfLhv0bePDZ+3n3mvfSkZhWMWZ15xp68t0saV/KwtZFdDZ0qi4V\nCoVi3Kn3rLIe+E/LsnwIc2oty+ohbLWkmMLEjTiBDKq+1xZvY9X0gX5y/TXEI0EgyDrZ4QcqFArF\nMSKVr25qk3d97njkQHH5eUs7wxeDnaR37ii+NJaU1wuDMs86HhBC0NYQGbUYNnSND718GfFIeNu1\nvyfHrzbuoM9J0pM/Qo/dQ8ZNkfMz5P0stp/DDvLk/RxpJ8WBvsN05bo4ku0imU+SdbMVZkxSStJO\nmh67h0BWZjkUP4uuIxINQ85XZjJ43/gu/rXXD6wLAmS29vW8Pz16KHJult/tvpPPPvAZ7tx9Bz12\nD5sOPVR17CWLX8lbTnsbZ88+hxmNM5QQVigUE0K9Z5YMUHbmNE2zk7DnsGIKowkNbYivwflzX1B8\nfd/+e/GDKlaUw+BJj7yXH9X8FAqFYiLx/IC8W10M3/nIAXoyYZ/MaU1RzllSMBQqEcPS92HXzuJy\nZEl5ZFhKCVFVC3g8YOgaLYkIwSj0sJSSjmbBFefMKq77/aPPkXddhBDoonbUV9M0HFeGYlAIPOmR\n83L05HvoznWTyveRyqfozndj+3ZdkVmtuQlZY5h8Zh/u6/8eUhm0i19aXC+EQGYzVbepJz16y3Ob\n+ewDn+H3u+8k7w/cEzx15Mlh56tQKBQTRb2Pq38LfN00zXcCmKapAZ8l7DmsmOJE9OotlgBWdq6i\nJdpKn5Ok1+7liSOPj9g+XxMaGSdDTI8dlX6DCoVCUS99OaeqeMg5Pjds3Ftcft36+UQLKa2lkWG5\nby/Yoduw1tmJ1j6o22AQIJQYPm6IRw1cX5JzqqfVVyPrZrAL19gXr2jnL08d4eTpCa44d+bAd2oY\nvEDi+j6RkvR8L/DIBTkc3yEIAqJ6lESkzpaGQqA1NRMkkxXp0syZhfGVz6CdWpnyLwOJzGQQjeUt\nf1JuelgRPj3RWSaCpyc6uWD+haw56fTh56tQKBQTRL1i+KPAzUA3EAOSwFPABRM0L8VRZKi6YUMz\nOHfO87hz1x0A3LvvntH1khOQcTM0Ras7OyoUCsXRJpl18PzqBj63b9lPMheeFzubY1ywcubAm0FJ\nacn2EvOsKinSGBH1EPA4ozkRwQsCvDr7D7uBg1EQvULAJy5fXLcIhkJ2AZJkNk9TQscJHPzAI5Cy\nmDqsaRqe9Ohz+tDRSUQSxfZBtRDxOMJxig9ziut1HVEihANrO3L3HvSLXoIQgiCbRU8kim7qKSdV\nsz65lHnN81g+7TQOZ5/jgvkXseak09Fr9ONVKBSKo0W9rZWSwItM0zwdWAIcBDZYllW92FQxpYjq\nUTJupmY9zvlzzi+K4S3PbeZI7gjTqphdDIddaIdQ11NrhUKhmEByjoftVa+rzNoeN20aiApfcfZ8\nInp4fpQyAM8HI7yJF7t2FJvTRZZU9vEUhrrZPx5pq7P/sJQS27MRmkDKgICAQAbkncK3pvhXdWEt\nkeF3DoGUoOkxhCYAUbVXsUAQEJB20xieQUOkYchrrtbcTOA4Ze7opXMPbrwN/wc/Qf/ge0uOAUEy\nidbeTsZN4/pu2e9RIMPPWO24V5hvIGEklAhWKBSThhGpEsuytgBbJmguimOEoRlD1g3PaprNqR3L\neLr7KQIZ8Kc9f+B1p75+5AcSgoyToTWuWi0pFIpjh+P5pPJuzbTOWzfvL5pqzWyN85LTBlz0pe2A\nPnC+FKVtlaqIYZR51nFJaKgVpSdjVzxQ8QMPO3BwAwc/8Ek6PQh9aMOqmsdBIITev0DO9WmIDf+d\nEgh86dNn9xHVozQYCbRqAlQIRHt7VXdpPA/55NNEvv81xLy5ZW9JxyHb14UdEWV1wlk3w7VP/ZyT\nGmbwqlNeXXE4lR2mUCgmG8qaTwGEdcNDceGCi4uv/7Lvz+S83KiO40oX2xv+abpCoVBMBEEg6cvV\nFsLpvMvNDw9Ehd9wznyMEvGL74e5roV9yR0lTtJLq0SGdRUBO16JGOWGWnkvT6/dTdJJ4vh5pAzQ\n6uxnGwSSdH54g0rbHVlCnhACN3DptXvJupmqEWCh62hNTcigfN8iEsH4xIeLQlhKSXD/Q2G0O3DI\n9nVT6ia2L7WX/374ap7qfpJ79v2ZvX3PjGiuoyWQAbY/cF9xOPtcmSnX4PcVCoWiFCWGFcDwYnhV\n5ypmNoYumDkvx4Z9I2+zBOHT6rSTHnV7CoVCoRgLyaxTTQ8UufnhfWTsUJTMaU/wgmXlvdVLnaS1\nTB/BwYPhQiSCcfL88rFBoJykj3PiUQNNc+jNHyHnhU7L1dKXh+KZww5X3/ocP767u47REtsbeVcH\nITRs36HX7q36MFs0Ng7ZQ1imM/if+Bz+d36A03uEnJ8PS6v6+gB48NkH+Obmr9Od7y7MUrK7b9eI\n51kPUsqyDhV37votf37mruLygfQBNh58sLh8MPMs33j4v8v2MbgtlUKhOHFRYlgBQEyP1ew3DKEj\n9IXzLyou/2HP74YcPyQFMy2FQqE4miSzDq5f+7zVl3O59eH9xeU3nLMAXRskbLyBm2i9pKWSsWgR\nIlKZvioiQz9oVExdbN+mJ9eD0B10vXZrpKFIZn2uvvUQew47PLUvj7V/6DaEQgjyzujtWiSQc3P0\n5nsroqVaayu1gtj+tdcTNDeS/fbnyDToxc8qfZ+7tv+W66xf4snwdyOux3n7ae8oa804nty+8zZu\n2vbr4vKi1kVs7x0oV9A1vawN5N7UXuY0D6R5H8oc5KubvqIeyisUCkCJYUUBTWgYYug6pHPmnEtT\nJKz36cp1sfnQw6M+nu3l1ZNZhUJx1OjLudhubcdbKSXf+sNWcm54E33ytAbOP7WzcmBJWqi2syRF\nupqTtG4oJ+njlIyTIe2kCQhN2FoTo3vo0dqgc9aSgTZFN2/sJRhGpPmBxPNHHh3uRwiBRJJxMvTm\ne8g46bCjhBCIjo4KKy8v8Mm97TLSH3g7MhZBExriwCHEvmcRQrCmYSmNRvgZZjXO4gNnfpCVnatG\nPb/BSCnpyfcUl8+ccSY7ercXxezC1kWknFTxAf30xHRO7VhWHJ+0e5nXfHJx+b4D97Gyc3Xxd3N/\nah9bu61xm69CoZha1FQ/pmm+tZ4dWJb1k/GbjuJYEtEM7MCp+X5Mj/HCk1/M7TtuBeB3u+9k7cx1\nozuYEPTZfXQkOka3vUKhUNRJKueSc7wh01dv2rSP+7d1FZffdv7C6uN9DzQtvBEvMc+KLK3sySp0\n9bz5eENKSdJO4gWD+gwLQWtDhN6MM+IHIK84s4VN27O4vmRvl8uWnTnOXFzbcEsTkHckTYnRfor+\nKQsk4AQutuOgoRHRDYLmKH53L8hQcHvSQxNa0WhT7N5L7EOfxf2HN+DPnUV7rI03zbuUzdmnuXzp\n64Zt6TRSjuS6+OaWr/Pv6z9O3Igzu2kOC1sXkXbTNEebiRkxPrr+Y8XxMxtnFcu6oNzzRErJ3r49\nvPW0K4vr7nrmTzRHm1naYY7rvBUKxdRgqFDgpwctzyaMJHcB0wmzbfYB4y6GTdNsB64h7GN8GPiY\nZVm/GGabPwEvAgzV8ml0RI0YebvSGbOUl5z8Eu7ceQee9NjRu53tPds5pb1KRKQOAhmQdbI0REfn\nsqlQKBTDkbE9cq4/pBB+9JkefnzvQMrzJafP4azF0yvGBZ5XNCCKGxrusD2GlZP08YQbuKTsFJLq\nval1TaMpHiGV9xicXT8UbY0GL1zRxB8eSQFw26YkqxckMPTaO3F8HxnohTZLY0cQRosdP+ytLVsb\nkclehKS87aLrEvvYl3CvehP+hc8vrl7atJClzQsR2viXBUxv6OSU9iXct/9eXjL/AgDeuOzNo8q6\nEELwvjP+pbhtn51kT99uPrTuI8Uxu5I7Obl5vmr/pFCcINR8bG1Z1sL+H+BrhKK33bKsWUC/WP3a\nBM3rf4A80Am8GfiOaZrLag02TfONhMJeFYCMgageHfbi0hprY/3ss4vLv99z56iPJ4Qg52XD9CyF\nQqEYZ7K2RzrvDenleyRl85XfPFXMfl42u4V3vGBR9cGOA7qOlJKEJnG3D6RJV+8xrMTw8YLjOyTt\nZM1+wP3EIjrxiD7ietQLVrfQENNojGm8YPnw7Yc0Ici7o0+VHg6h64jWNuSgX57DQR+573y+TAjr\n9zwIfSmQIHt6qjpWj5Q/7flDWSnWhfMvLqtxHkv5Qem2mtB58/K3EjfiABzMHORHj/+QrJcd9f4V\nCsXUot4crg8B77MsKw1Q+PtfgX8b7wmZptkAXAZ83LKsnGVZ9wG3AG+pMb4F+OREzOVEZLi6YYAL\nFwwYaT18cBNd2cOjP6AQpO306LdXKBSKKvQL4aECZ64f8MXbnqQ3Gz6Qa2uI8JFLlhOpld5cqNOM\n6AJxYD/Y4c25Nn06Wnt72VApJSjzrOMC13fpc/rqapEE0BQ30EYYsW2IafzThdP51Otn8aKVzUNG\nhfuxvYlNggsFcWtR/j/Zt5Wrt32Pu+xHi2OMm35L5BvXIJJhVBspkcnkmAXxqR3LuHn7jRzMPAvA\njMYZvHzRJWPaZzWaok0saF0IhL+zN269ngsXXExztBkAP/CV0ZZCcZxTrxhOAK2D1rUCE5HfuhRw\nLcvaUbLuEeC0GuM/TxhJPjQBcznhiNSR4jSv+WSWTwv/OySS3+3+3ZiO6UufjKPcpRUKxfiQtT1S\neY/hgkfX/HkHTz8btobRBHz4kuVMax6ivYwf3hg3RnTcrduK66v1FyYIEKqt0pTHDUYmhPtpTURG\nnKq2eGaMRLT+OnMpR9dmaSQI3UBrb+eR1NP8357r8aTPbw/dzebexxC79mJc/xvsb34GOW/2wEa+\nj0ylRnys3nxvUXjOaZ7LKxe/mo3PbhyvjzIsEskZM9Zy7uznFdfdsPV6NuwfXStJhUIxNaj3rHsL\ncItpmheaprnUNM0LgRuBmydgTk1A36B1fUDz4IGmaa4FzgW+OQHzOCGJGtG6WiZdVGJI8Ze9d3Mk\nd2TUxwzTpXO4vkqXVigUYyOd9+qq2fzVA3u4/W8HistvO38RK+e1Db2R76NpEDU0vJJ64Wop0hjK\nSXqq4wc+KXvw7Uh9aJpGU8woNR8fd4QQ2GNos1QvDz+3mZ/tvoGA8FjTou3Mb5iLXDiP/I++ipxV\n6MWdzRH9+JfhSA/ScZB9fSOKEP/K+gW3bL+pKIjXzTyLVy5+1bh/nlpoQuPs2ecUa6Q3HXyIXcmd\nrJt51lGbw7Em5aTYUdKmqiffw0MHj94DCYXiWFCvGH4fYXT2FuDpwt+PA++fgDmlgZZB61qBsseM\npmkK4NvA+y3LktTsjleOaZpXmaa5qfQHuHUc5n1cYGhG0TFyKFZMX8ni1sVA6DR5y/abxnRcIQQp\nJ6XSkRQKxahJ5z2yzvBC+PoHn+Fn9+0uLp+7ZDqXrp1be4MC0vdpNEJTHW/r1uJ6o1q9sK7Md6Yy\ngQwKNcKjp79+eCLdTLxA4o+hzdJwbD70ML94+ufFWunOeCfvWvgWpkULZQGxQvaD5xP79H9DUyN0\ntIUPglwX2dODDOqb31uXv409fbv5zc7biuuO5QOl57KHeOtpby/WEx/JdR13wnBP3+6y2uxDmYP8\nbtdvi8tHcl38cc/vi8s9+R6+87dvF5ellHUFUBSKyUxdYtiyrIxlWVcRpkXPBBosy/rH/hricWYr\nYJimubhk3WrgiUHjWoAzgV+ZpvkssJFQEO8zTfN51MCyrO9blrW29Ac4eo8epwD1tEUQQnD50tcW\nl+/bv4H96f1jOq5EknJGnlqlUCgUqZxL1hnaLAvgxof28pMNu4rLa05u419fduqwN91SBuD7JKKh\nyHW3KSfp4xUpZZiyOw4qtiluEDNGJ+gCKdm0I0tP2qs5RhOQcyZObc9vmU9LNIxPzGqcxXvOeB9t\nJ50MQpQ9vBZ79iFjUZwP/RPF+oTu3rCGuKcX6Vf/DIezh0k74a1kItLAP61+N2fMWDthn2ckvHzR\nJcxuCtO/bd/mR4//ENuzh9lqcuP6DodLfF5s3+G+/RuKy7pm4MmB/ytDM5ieGHDW78odLhO/R3Jd\nfHXTfxWXVUBDMRWpuzjFNE0dOAd4kWVZ0jTNuGmatYurRollWVnCFOzPmKbZYJrmecArgZ8OGpck\nbPe0hlAsv7zw1hnAg+M9rxOJiB6p64R26rRlrJi+EgiF7M3bbhzzsZ3AUS6OCoViRCSzTl1C+OaH\n9/GjewZaKK06uY3/eM0KYpHho7jSdojHQoEb9PURHDwYvhGJYMxfUDFeRYanLiknNS5CuJ/WxgjB\nCEXC1gN5vvDrg/zfXUe4c8vQqdphm6WJESHTEtN555p3s6xjOe9a816ao80I3UB0dCDi8fAhESAX\nz8f5zIeKD4GEtYP4P34YkikEhILYrhSSj3U9wnce+XbxQXjYR3h2xbhjzR/3/J65zfN43pzziutK\n3a2nCjuTu/jxE9cU7/Hmt8znQHo/ru8A0BxpYlHrQCyqNdbG6SedUVzuynWVieMdyR3MbJxZXN7d\nt4trHvvBRH8MhWJcqUsMm6a5EHgU+B1hSyUIxef/TtC83kMYhX4O+BnwTsuynjJNc55pmn2mac4F\nsCzruf4fwn7EEnjOsqzaj1EVwxLTY9Sb13X5kr8rvn740CZ29u4YYvTwCAQ5J6vqhxUKxbBIKenJ\n2NjD9BEGuHXzPn7454Hz04q5rXziNSvCNNZ6juW6NBXEsLetxDxr0UJEpDwKLKVUkeEpSs7L4QTO\nuO5T0zQSUWNEUbNAwrM94a3M/VaGI6mhosOC3AS2WTqpYQb/sOoqGiONZetFUxOirb2iSE08+xzx\nj34B9wP/AK2h3YsQAplKIdPlCYUvmvcSVk1fxQ8f+/6kTrd96fwLuXzJa4sZJFsObeZ/H/3epI+E\nur7DX/dvKM5zaftSAinZ1huew2J6jCtOfUPxYc30hk4uKanTbo+3s7akZvqMk84sc/Xel9pbJp6f\nPvIUMxpnFJcfPfxIWZq1QjEZqfdq/U3COuFPAF2FdXcDX52ISVmW1QNcWmX9Xirrifvf2wMcF4/i\nc45HxvYwdA1DExi6RszQjlrtjBACXRhFs4yhmN+6gHUzzyrW0fx66w3821kfGWarYSfZ7zGUAAAg\nAElEQVRAyknRFm8rGlkoFApFKUEQCuFADl9XeP2Dz5SlRp82p5VPXrqybiEMENEoCu7yFOkaTtKx\ncU+cUkwwbuCSdTITcq1NRHVcz6/bUMucHWPxzBg7Dobf8Ts39/GmF3TUHO94AQ1RybAW6kPQL5hG\n8vmFYUB7BzKTQeZzCKEhmxpx3vVW/PPP6t8xkW//GO/Siwlmz8DOZ+iOusxumYsQgosWvox1s9ZP\n6ut9GCQIOZDez03bf807V7970pvkaULnvv0baI62sLJzVfjvveBibC9fHLPmpNPr3l/MiBFj4N/i\nsiV/V/YQY1vvNl6x6JXF5ccOP8qitoG+7Q8cuJ/maDOnTV9Rse9ABmEcRoTfQY3wvlcg0HQxYkd3\nhaJe6j3zrAf+07Isn0LIsCBY24fcSjFqpATXC8g5Pn1Zh+eSebpSeXoyNqmcS87xcCewpUJEr78/\n5qVLLi9exJ7qfpInugaXd48ciaRvlC6eCoXi+MbzA46k7WGFhZSSn9y7s0wIL5vdwicvW1Gs/a2X\nZn3gYF5JW6XI0qWVgw0DoU3eG3tFJVJKUnZqTGJyOJriRt3p0kIILlk78Oz/wW0ZDidrZ0xJKcm7\no4+sSim5c9cd/GHPKFolChFGiVtakQJobsS/8PnFt43rbkN79Cnk9A6EEBzIHuC7j/wPjx8YMG7q\niNcW+pONrJvl8iWvZXbTHCBMl7552414weRIStzZu7OYpadrOq865TXctuPW4vxWn7SGlZ2rxuVY\nQgh0beBc+q7V72Fh60ICGeD5Hk93P43ZsSwUtEJj06GHiBkxolqUmB5jw/576c530xhppDXaSnui\nnWmJaXTEO2iLt9Eaa6Ul1kJztGVSPyxRTG3q/WZlGNRT2DTNTmD0/XQUdSOEQNMEUoLnS/KuTzrv\ncSTtcDCZoyuVpzfjhAYytkfe9fHHWD8U1etrsQQws3Em588ZuPDdsPW6cUkd8gJP9R9WKBRl2J5P\nd2b4NNZASr5/9w6u37i3uG7VyW18+vJVNETrT2GWSFobImgl51Rve0madBXzLKEdF0lKJxR9Tt+4\n1glXQ9M0GmL1p0svmRVn6ewwChdIuPep2tdDIQT5UaZKBzLgth238Mdn/sDvdt/Jn/b8YVT7EdEo\nWnsHREp8R1IZjNv/iPP/PlR0nl70nODvZ17Kr3fexIGDW+t2m54snNK+hNUnrSku37ztRrJeFkOb\nHKURWS/LDVuvwy/8u5odp/L/2TvvOEnKOv+/n0qdJ+5sjmxoNpNliaKACAJmzwB4nPHU0zsOFfW8\n89TzzKJe+p16ciKKKEFEOBQTcZHMLru9mc07sxM6TKeqep7fH9XdM73TM9Oz0zM7C/V+veY13dVV\n1dWp6vk83+/3831r/G3o4ujOS1JJpJRIJVGoirDVhY6hGRVhGzSCJeEao9lqpj3czj+d/c8sbllM\nS7AFUzPZn9nP2o6TiFgRQkaI3+9+gJgVw9ItDN3glk03j6tVp4/P0VCvGL4XuDEejwcB4vG4BnwB\nuHvErXwmFF0T6MITybYrydsu/QWHdM6mK5WvCOXuTIG+/iKpXJFMfkAwO64c9qJs6RbaGFJSrlhy\nJabmRZNfTO1i/YHHxv36hBDk3Bw5Jzfuffn4+Bz/ZAsOyf7iqGcmVyq+/X8JfvX0gMP96Se08Y9v\nWD2miLACogETUxNQcsNVtoO9baD2uHaPYV8MH09knSxFt7F1wsMRNHX00Xp/DeKyU5tpj+m86/w2\nrjyjecR1pVLYY2yz5EqXWzf/hD/u/UNl2c7kzqOv3xUC0dSEiES8qYVYhPz/fBM1o4MD+U5UMkXg\nE19k4fYU1y/7ILPMdlRPL6r/+Jz43pPew87kTt609C1VyybT98SRDn/a84fKZ7ayfSUxq4lHDzxS\nWWdJq3eeGouwDRmhOiK2MSJWhLAZJmSECBrBirDVhFZltmXpFn9/+scrHUv29+9HCI2OUAcAeSfP\nQ/seJGbFKsf6+Uf/6bg0KvM5vqh3GuuTwJ1ADxAAksAm4KIJOi6fcVK+2CpV6gOHgkHXSK83nHdb\n0wSaKIlrTaCJ0n9MJPWl/bQG27hwwUXcu/PXAPx08y2s7lgzxHBjrAgE/cV+NDQChl+D5+PzciWZ\nLVBw1Kg1erYr+fqvN/PwloH2IefGO/i7156IodefZqeUImDqhAMGMpuFUtqzsyUBJVdcffZstNah\n1UK+k/Txg+3a5IrZSU3BjAYNklm7rnrTxTMDfPats+oS0JoQ5AoSM1zf9892i/zohf9lY/eGyrLV\n09bwrhVXj/v9EKGQFwlOplC6QinJrXt+yfyNh3jz+WcgTz+JEHj19YDK5aCQh2gMYY3e3nGqMC82\nj7899brK+ORQ/0F+uOH7XHfa9WMqNxsrZeErAA2NZ7ueJWSEOHP2OoSm8fYT30nAsAjqAYTQEIhK\nHa6macck5djQDBa3DJhttQRaeN+a91d+B9v7trGgaWFFLB/qP0i6mCGgB6a0uZrP8U+9fYaTiUTi\nAuAc4O3AZcCZpfZGPschoiR4dc2zJCinYBdsr045k3foz0NXOkcyW6Q/70WTR2rf8LrFV9Aa8AaG\nqWKK2xK3NuxY03bad5j28XkZ4rqSnkyeoqNGjQjnbZcv3LmhSghftGom1126fExCGMDQBc3h0qC8\nOCBcis8PCAdz9ephNp4a6ZI+I6NUqbf9JJsgaZpGcAzu0mOJJDtS4dQZHc67BQ5lD1bunzHzTK5a\ncU3D0n2FpiNaWxHBIALBB064it75bdx+xUArHuOnv8T84W3e70uBSiVRqRRqjBHuY0lZCHuTCzdx\nwfxXEy4FArpz3RzqPzjstl5gQqKUl6lXT7Q2bITZnXqRjYefpzXYRnu4natWXsO9u+7F1C1iVoxF\nLYuYHZ1DyAwTNIJene6giO1UIGJGiLedWLm/oGkh71pxVeX+juQOTmg+odamPj4Npa4zXjwevwJ4\nKJFIPAU8NWj5pYlE4tcTdXAvV5JZT/SN5QI4EQSMAFkngyuVV3viQL/yIjOmrmEaGkFDqwwkQkaI\nd664iu8+/W0A/rT3j6ybfVbVye5oEQhSxRTNgeYpU5fj4+MzseSLDqn86P2DATJ5h3++43k27R8w\n3rv85Dm854LFo7ZdOhKloDk0EJ1SzsBEnP3c85Xb5pqhYli5LprvJH1cMBl1wsMRsnQKjvS+bA1E\nE5AvKqKh0deNWTHet+aDfPfpGzl1xulcdsLrGu6OnClm0AIaIauJQCbNu09+P3nXczLWXtiC+dNf\nkv/+VyvrC6GBbaN6eyAQhHD4uMi08CKXgvPmvpJTZpwKeOOWO7fdzgnNi5kTmzvgjlxySC5Haw3N\nqNweiUwxQ9SKAtAeaud/X7iJdbPPwtQtFjUv4kMnfbjK9fp4I2pFK68P4PSZZ7Cqhuu0j0+jqXd6\n6E7g4Xg8Pu+I5T9t8PG8rJFS8eEf/pnXf/NPvPnGB3n/Dx7nH3/xHP/5wFbufGIPj249zI7ODP2F\nyXMsNPXqdKXyydp2Jf15m8OZAsl+2zPuUIpTZpzKqTNOq6z/ww3/U2nm3giS+aSfLuPj8xJHKUUq\na5PM1SeE+7JFPv2zZ6uE8NvXLeC9RyGEhRC0RS30QZFk5Qycc+3nB8SwVUMMo+vHxeD95U7OyWHL\nY5ttFAlojdbCABRdFyXru062h9q57rSP87rFl09Im6BnOp/mO09/ix43hdbSim6YhHVPqWsbEhT/\n+mpUR7u3cncv1ue+4aVOCw2KRVRvj9efeJIixeVIrVTuQKspBLrQMDQDUzOxdC/9+Mi62mnhaVy8\n8DV0hDtoDbayJ72bw7nDXL7kCmJWjJAZ4ltPfh1HOlXRWk3Ubp2plKocg1SSTz/0SXpK5lLzmxaw\noGkBj+yvrgueKlHfRmDpFs2BlmN9GD4vA+oNsfUDtwOPxePxSxKJRHk04Df9aiDJnM0TO3sAL9Vp\nf2+O/b05oHfIutGgwfSmIB2xAB2V/wE6YgGmxYK0RqyGRJYtLUDRLdQ8wXqzm+AqSbYgSecVlqbz\npiVv54XujeScHIeyB7l7x928cembxn0s3pN6grg52PySOun7+Ph42I4kmbNRSlHPKawzleezP3+O\nfb0DRnvvvWAxV5wyd0zPq5TCMjSaw1bVwFQ6DkgJmoZ7+DDu/v3eA4EAxtKhbZV8J+mpj9epIOMJ\nrmOIqetYhsJ265/gtV3FI5sz7O4qctUr22uuowlBtiiJBAdN6JREnl7j+zk4Gtdozpl7LgD/9vR3\n+PgZNxBsaYFMBpXP47x1oB8tSmF97b9QixdU6vOBAVFcyIMV8CLFR1GGIJVXm0y5brYkQL3boqqu\ntt5I7Wi0Btu4dvV7Kuaim3s2UXSLFYOozd2beGjfg7xnzfsAb+IgoAdY3r4CgNu3/pw1HWtZ2roM\nTWismraaZ7ue4YL5rwbgmpXvJmJO3Gfn4/Nyod4zikokEp+Ox+MHgD/E4/E3JhKJP8Ixyi96idIa\nsXjfq5Zw2/rd9I7SOiSTd8jkM+zozNR8XBPQFvXE8fSmINObg8xoCjKjOcjMliDTm4J1RUws3UJz\n6hsw6ELgKolJlEsWvIE7tt8CwL077uGMma9gbmxsg9PhkEj68n00B5prXth9fHyOTzJ5h/6CXXc0\nd1dXhn+8/Xl6Mt75UhPwkYvjXLhq5ihbViMVhC2DWKiG4U0+X+kZXJUivXw5wqxxCfWdpKc05X7C\nx1oIl4kEdHqzsq7IQtGRfPG2g3RnvCjpWSdGWTyzdlpswXEJSc8syXZtfrH1NopukatWXDMhEeAj\n6cn3VHoHnzP3XFZOW0XQCAIgolGwLFQ6XXndYtsutM7D5D93XWUfxg9/hnvB2agFcwbSp/t6wTAh\nFEIcUY7gCd5Sva2mD5hF4dXf6po+Ka+9zJFjnicO/pmz55xbuX+gf39V2dfu1Is4yq2IYUsP8Ezn\nMyxt9SbdTp5+CjuSOyrrtx5HvZl9fKYyY5peSyQS343H44eAu+Lx+Hsn6Jhe1lx7/mLevm4BXakC\nB5M5DvblOdCX42Ayz6Fkjs5Ugc5UnqIz8kyyVHA4XeBwulCVOljGMjTmtYWZ1x5mfnuERR0R4rOa\nag4GDc3EGUM6mRCCdTPP4+nO9exKb8dVLv/z/A/49JmfRmuQeFUo+vJ9tARbfEHs43OcU3Rc0jkH\nV8q6hfCGvX184c4N9Bc8YWDogusvW85ZSzvG9NxKKZpDJsFheg+PKUUa30l6qpMuppFMoVIbIQgH\ndPrzDuX4QjnrqSd/mJARJmSEATB1weKZAbq3ZQG4+4kkH72so6bA04QgV5QknQPcuvmn7M14/bbn\n7ZnPBfNfNaEvKVlIcuOT3+DKJW+o1M+2Bqtd14VlQWuL5zbturB0Efn/+BJY3hhE27AZ4+7fVkeP\nKUWKXRc3lUTTNIxwBD0cQ9cNTGFi6FPXU+Qdy99VVeZ1KNvJjPCMyv2Y1cTu1IuV+01WE890Pl25\nf9rM0zlt5umTc7A+Pi8j6j1rVM60iUTitng83gX8AghPyFH5ELJ0FnVEWdQxNAVGKkVff5GudIGu\nVIGudJ6ukkguC+BkbmTxWnQk2zszbD8isjy3Lczy2U2cOLuJNfNamNkSGjFVejg0ofHmJVfxzWc+\nj6tcdqa2c+um27ls0esJBTTMRgwYBSQLfTT5plo+PsclSinSeYd80akYy9TDo1sP89V7XsB2PfEQ\nsnQ+c+VK1swf2uZoJIQQtEaskZ2miwPn0uLgyPBwTtLmxLVT8Rkf2WKWwhivZRPJ+gOPsaZjLSEj\nREGTfH/jd7lw3mXMiy0E4IG997KybS0r2tYAcPv2HzN70Vy07YuRCnZ2d/LcXoO184ZGCAtunv97\n8X7+3PlwlUlYZ/YQSo3eomw8NAea+cDaD/H95/8fmtA4afrJNdcTmg6trZW0aWEN/HbM/74F+wNX\nQbhUX7xpK+L5zci3XomhGYQNA0szwQGVyiMCQURkardkOnKccuWS11c5isfbTqzqy3vmrHWcPeec\nSTs+H5+XK/UqiGsG30kkEn+Ix+OvBN7Y8CPyGRVNCNqiAdqiAeKzaq9TdCSH055Q7kzmOZTKcyjp\n/R3oy9GXrS2W9/Zk2duT5TcbvFYA89rCnHZCG8vnmiydFcHQ67+AzozM5tXzLuP+3b8E4Ld77mFR\n0xKWtq5ACJegoRO2tHG1tVBAqpAkFmiq1OX4+PhMfXJFh0zei7qOZWB+77P7+c8Htlb6pLdGLP7p\njas5YXr9tXMKCBiCppA14nMrpVCuJ9SVbWNv2lR5bDgn6eOpR+rLiYJTIOfmjqkQfnDvHzl95isq\n6cKPH1jPtNA0FrcsIRrUCRohcm62sn7RzVe5AxfcPAumzWBdPMLDm/uJznqUezctZs3cCxBCUHQL\nmJr3nd7Y8yyPdz5U2VYXOpcvvpJz5pw7YUL4ua5nWdG+EkMzmBWdxd+c8jECenDU7Spp05k0ovS7\nLvzTddDShERhoBP4zx9jvPYi9FK9bdX2AIU8MpdFBAKISARxHExKhYxqy+/Z0dnMjs6u3C+3bPLx\n8ZlY6hLDiUTi9hrLngeer7G6zxTAMjRmt4aY3Vq7v0Iya7O3p5/d3Vl2H+5ny8E02zu9NkqD2dOT\nZU9PljuegLClceoJzZwVb2HFnAhaHe42F867lO3JBNuTCRSKH2/5Pn930mdoDrSStx2yRYWl6+OK\nFiu8tKyYGfMvHj4+U5yi4/Uxt936U6IBXKm46cEd3PHE3sqy2a0hPvem1cxsrqOPTAmpFE0hk9Aw\nadGDUcWi1/pGCJwtW6BQAECfPRt92rShG2gamt9jeMphuzbpYmrS64QP5w4TMwfE26buTTRZzayd\nfhIAs6Nz2JfZx+KWJWiaRtSKUCi1HQJotlqJDNq+4BaYFZnLJSeHWL+1HyPUhZY6i/6CJBrUuWPH\nT1jdfgor2tZw0rTTeapzPQeye1nSspQ3LXsz0wel5DYaqSRPHPwzTx96inetuBpd02kKNNe9vbAs\naGmBVBrXcdBbW7A0k6AegCeewU2m0S59DeBNUrlf/Br6te9CzB6ICAjNqyuWPT0I0/REsd/mzMfH\nZxSGvWrH4/F/TyQSf126/YPh1kskEtdOxIH5TCzNYZPmcAsr5w7Y1hdsl22H0mzan2Lj3iTP7emr\nqk3OFiUPbu7lwc29tIQNzlzazFnxVhZ2BIedadaExjvj7+GbT3+etJ2i305zc+K/+cDq69CFjiYE\njpQksxJNO/posUCQttM40iFiRY7uTfHx8ZkwXFeSzjsUHYkQjEkIZ4sOX7tnE3/e0VNZtnRmjH98\nwyqaw2OLxLZFAphGnaKoWKyYZ9WTIi2mcL3iyxVXusdECAP8dPMtrGpfzYltywFY3bGa5w8/VxHD\nazvW4siBmvR3LX8nydzA/dctenPV/q5Z/gE0oYMJV5zeRMJp5fWnNCO1NAU3yK7Udq5c9DbAu/bO\nCs9h7bRTecXMc2gKT2ykVBMaV698N/+z4fv8fs/vuHDBRWPfidDQW9uI5CVGwa6MK9SpJ2F8618R\nJXM69cjjyI2b0WdM9+6XWyCV1heaV1csk0mEriOiUV8U+/j4DMtIV24xzG2fCUY6DlJKNG1yL94B\nU2flXE8gv/kMyNsuz+/p4887uvnzjh4OpwuVdfuyDvc92819z3Yzf1qQV65o46x4C5HA0Ohuk9XM\nO+Pv5b82fAOFYmdqG/e9eBeXLRzIstcEoFRVtDhoaVhjcGYViErvyOZA86S6Rvr4+NRGSkUm75Cz\nnVILk7FtfyiZ5/N3buDFw/2VZa9Y3M51ly4nZNV/ftA1aAkH6spoKaPsgXKSweZZtVKkgYr5j8/U\nQClFspCctLYXG7qepyvXVTGoumDeq/hZ4lbirScCsGraGoKDUmMXtyzBljaudL1WP5pGqGSmVWuy\nqOAW2J3eyYHsXg4F9pFzuvjeC9/mzBnnEW9dyZKWEyv778kfZnPfBi5ecAWulDiui6uchmdP3b71\nF5zYeiIrpnnp0e9eee2YDcqUUuiaTsgMYekWBDzjOtXXh5LSE7fTBzIx3JtvxXj/uytmdeqRx5F/\neAjj09dV7VcIAVJ6otgwELHYcZE+7ePjM7kINREd348z4vH4QmDnAw88wNy5jWn/Mx76e5OkD/dB\nKIwWi0yJFhBKKZ7d28mDm7t4bGuS1KDZ6zKWIThjcTMXrGpj6czwEDH6wJ5fc++Ld1buX7viwxVj\nkFpIpdCEwDJ0QpaGPobJAYEgFoj5dcQ+PscIKRWZwoA51tHwwr4k/3LXxipDwDefMY+rzllUd2RZ\nKkXQ1GgOj10EOIc6ESX3187XXYE8cACA9h/dhLlixZD1RTSKFvX7fk4FlFL0Ffqq3Hsnmt2pF/nG\nE1/j4oWXsL1vG3vTe+nOe6nSnz3rc0PWz9pZ/uHhT1Xu60JHFzpBI8xH135qyPo7U1u5OfHfQ5aH\njDAfW/uZKoOm+3ffjS50Xj3vUgAOZPdyz67buO60jzd0onhb71Zu2fxjrj/t44TMsXmqKqXQNI2w\nEfZEcK11UmmvFnjQ9V9l+iHijTGUlDjv/iD6X12Ndv7Z3uOOU7MXsZLSqymOxXzX9+MMqSRtoTZ0\nMWU+Nz/a8hLCz+magmhCoOsaqpDDzeUgFEREol6zeDE2s5lGIYRg5ew25ncYvOOcWWzck+GRLX38\neXuSouNNqBQdxUOJPh5K9DGvPcirV7dx1rKWSvTmgrmXsDO1jc29GwC4JfE9Prj6euZE59V8zvJg\nt+i4FGwHTdMIloTxaOElhSKVTxIywoQt3/Tcx2eyKIvgXLEcCR77+UopxZ1P7uWmB3dWfAwMXfCR\ni5bxqpX19xBWCiIBk2hw7Jc6JSU4Nug6btfhihAmEMBYumzo+q7rp2JOEVzpliLCkzPZvy+9l8cO\nPMrD+x4mVUzx8y0/q3o8WUxyqP8gMyLV311XuUPuu8rFkGZNx+eZ4TlDntvSLBbFlpB3c0S1gfri\n06avwxpkvvXYwYc4qePUyj5fTO5CCI35TfPH9FoLToF7d97D5YuvRNd0lrQuZWX7Kjb1bKq0UaoH\npRRBI0DYHLmsSTTF0EJBVLKv3HkKER3YRm3dDpEI4ryzvPtS4rzvY+jXfwRtebx6X+Wa4u5utFDI\nM+7yM8h8fF72jFQzvBNGv5IkEokTGnpEPgRMHauqvkfiFlIQjaECQaRSKEXN/96fNyAFGiqeTd1E\nd3SUkKxZEGPNghhXnTebR7f08fuNPew+PGD8sac7zw//sJ+fPnyQs+MtvHpVO/OmBXn7smv55jOf\np6/QS97N872NN/LhtZ+gPThyb1AhBEopcrZDf1FhaBoBQydoaojh0h6FIOtkKcgCMSvmt1+aRFTp\nOwkDJxGBN+7w09dfmjiupL/gkLddNCHGVBM8mHTO5lv3JXh8R3dlWXPI5FNXrmTFnPoNeRSeUdZw\n/YNH3T6fr0SPqlKkV6xAmDX2qetofgrmMceWNulCasJlcF++j8cOPMKj+x9lT3r3qOu3BYe2P1JK\nYmgmUrlVEWxD0wkYOkW3OqodMsKsbFtL1GxiVmQus8JzaA9Oq2SP9fW7aAKawjptwYG0YqkkyUIP\nr5l3RcUQ7v4X7+PsOedW1tnWu5WZkVlEraGZDV3ZLmxpMzs6G0u36Mp18rvdD3DRwosBeOPSN9V9\nXvdSojUiY7gmC9NEtE9DpTPIfK7qubT4UsR3v1pZJu//HWgCceLAhJUqFqtc3oUQqHweVcgjmpp9\nB3gfn5c5I52J/mmyDsJndHRApVOIQh7R0oI2SoqPUgpXKhypkNK77d2XlUjL0QxWg3qIrJOpXHgi\nAZ0LV7fz6lVt7OzM8fuNPTyypa8SLc7bkgc29PDAhh6WzQpzwco2ro5/mP+38Wvk3RxpO8V/b7iR\nD635ODGrqa5j0IRAHiGMLUMnVEMYCyGQStJX6CNshgkbfpR4vCilcFyJM+j7NXgSRipVrYCpjL8q\n/8u1o7omSn8auiawdG1MNZ0+x56i49JfcLEdFzEOEQyweX+Kr/zqBboG+RMsmxnjE5evYHrT6C1a\nyiilaI5YBMbgOTCEYeqFrWHqhX3zrGNP0S2SKqYQE5jBmHfy/HrnPfzfznux5dAWhQKBqZm0BtuY\nG5vLstZlzAjPxKhRstMUaObL530VKF2zlYsrXaRyCRk6xezQFO83Ln7nkGVFR/LAc2l+82yakxaF\nuPqV7VWPa0Lj3cv/GoBswaVf9rCjbwfvXnlt5bl/uvkW3rPmfUStKAWnwDee/Bo3vOLTAOxIbmdL\nT4KrVl6DEII3L3sbNz75Dc6cvY6YFRuTEA6awaO7DgvhRYnDIVQq5aVClw2zBo2H1BPPoH/4fQPi\n+E+P4N5+N+a3vlTjgED29iKCIbSmmB8l9vF5mTLs1TuRSNw0mQfiMzpCCC/Fp6sLYjG0yPDpRUII\nDF0w3FiwaLvYUmG7Esf1BHI9g9iAESDn9g9ZLoTghBlhTpgR5i/OnsXDm3t5YEMP+3sHBrVbDmTZ\nciBLNKBz8vK3s138L65yOJzv5PsvfIcPrLqu0n+xXsrCOG875IoKoWlYukbAEJiDXrxAkC1mKdgF\nIlZk2PoknwGkVBRL3w3PgMWbUJFSwQhuwJoQQ6tpxBH/8YSx4yocVwHSiybjCWTL0DB1jaCp+5Hk\nKUqu6JArutiuGncGiisVt/95Dz9+ZFdVe7fXnzqXq89dhKmPzTehdSyO0cMw2DyrHidp3zzr2NJf\n7Cfv5CbsfCGV5KF9D3LH1l+QLCSrHjM1k5Omn8yZs9exqn01pl79XTiYOTjqcQkhMIRRFS0dyUxr\nMLs6i9zzZAqAx7dmOX9ljAUdta9xBUei6xZvjr8Vs3QdPNjvHd+MsJfGXXAL5J1cZZvlbcu5e/td\nuNJF13Rag618/IxPjprifCQxKzbkvRkrwjAQbW2o/n5kf/+Q99X4zN9XbqtcDkG6NF4AACAASURB\nVOeb/4bx6UHLjkg/F5oGxQLu4QJaS4tvsOXj8zJkTFPZ8Xg8CHQwaEibSCRGzw/yaSgCkMkkKp9H\na2s7qou/ZeoMvlQ6riRvSwq2i+PKEaNzlhagKAvDPh4J6Fy8dhoXrWln875+HtjQwxM7kpQzvjIF\nlwefiRBovpiWhfeCUOzNvMj/bv4Prl3xkaNOZxal0GPRccnbCiEcTE3D0DUCphd9lEhSxRSWZhEx\nI+jalDFjmHSk9CK87qCo7pHZA15qc/V3YaIit0J48RyloGBLCrYklbUxdI1wQPeF8RRAKUV/wSVX\ndCqDyvF+HXZ39/Ot+xJsPZiuLIsEDD52SZwzl9To5TsKbRELfYziuRbKcbzvo21jb9pUWW6uXlVz\n/VqGPT4TT9EtkilmkEpO2Plha+8Wbn7hR0PSoec3LeDC+Rdx6szTCBn197qul4ChU9Ckl20zAstm\nB1m9IMjzL3qlSrc/2svHLp9e8/0QAoQMc+qM0yrLXOXyqvkXVtYvymJVvXFToJmzZ59DzslV0qjH\nIoQ1BFEr1tDrrYhEvFridMYraahhsKl2vIh2zjq000727jsOzgf/DuOzH0fMqzZLFYDs6UGLRLxa\nYh8fn5cNdblJl9yWbwbO5IiYTyKROO7VxFRyk87eeSeFPz1I4LzzCJz5ilHXVwi0tla0Bta8SKnI\nFV0KjieMj7ygKqXoLfSMKR0ymbX506Zefrehh8PpgYhLqH0DTfN+X7k/L7SSD6z9IAGjsZFbqUDT\nwNC8iKNleIP4oBEiYkZekiLLld7EgFtOY5bgKlVJoYfaYncqokr51UFDJxzQMRogdnzqp+i45Ipu\npR64EZSjwbc8uquUHeCxbGaM61+3nJnNYxMXmoC2aKAh32fpOMjOToSmYW/cSPfV7wZAnz2bjrvv\nGrK+cl30mTN9h9pJRCpJppihKIsTlhatlOK+Xffyiy23VdX0tgRaeNOyt7Bu9llodXR7OJg5eNQt\njVxXksrZo36vD/XZfPHnByknVvzVhe2cvKh2OrKXrqwTCtSewHGlS9bJErNiNR+vF6UUlm7VrENu\nJKpQQKVTo7rcuDf/DPnnJ72excO8n0ophGmitbT4adNTCN9N2mciqXcq+9tAJ3A68AfgfOCfgV9M\nzGG9PJGpFL0f+ggA2Vt/RuC8c4n97ccw5g/v9ihQyO5uL226QbOZmiaIBA0iGDiuJFt0KdhuJRIk\nhMDSLZwa9VLD0Rw2ufzU6Vx2Sgcbdmf4wws9PLUzTa57FZqRJTprPQB7chv55O++zNrgOzln2UwW\nzwg1ZHDr9TH2IuCe0Y93JjM0F11PE7XCtIZik97buREopSg4EtsppTKrcmR3+KhdowTNZFH+DhQc\nl7ztYBk6saDRkAigT22UUuRtl2zBxZFeKnSjvjfbDqX5999urYoGG7rgHesW8sbT56GPpRewUpiG\nRkvYatzEzqBIU10p0obhC+FJwpEOeTtHQRYBJkwIZ+1+vv/893i686nKMku3eO2iS7lk4aUN79c7\nHLquETB1is7ILaJmtJicvzLK7zdkALjniSRrF4Zq/maFEOQdl4Cp1bzm6Zo+biEMirAZHnPp09Eg\nAgGENQ2VySBztVPllZTIR9Zj3PC3A/XEjz4ORbvSkglK1xrHwT182E+b9vF5mVCvGF4HLE0kEn3x\neFwlEoln4vH4e4H7Ab+2uEEI08RYsgRn2zYACn96kMIjjxL+i7cRfc9focVqX5yEEMhUClUsorW2\nNjTSZ+gaTSENQiZ52yVXcLFdl5AeIukW6poVH4wmRMWJOpVzeDjRxx9eOIfUIZvIDG/QoYf38HT2\nB/zujiuYFmnitBOaOWVRE8tmhRuWolvejaskrgPddoZDmTQRM0hzIIZp6JiawDS0KRc5dVwvhdiR\n0qv5lgqN6gjvsRK7SikOpfLs781xoDfH/j7v73C6QNGRFG1JwXGxXen1gg4ZNIUsmkIGTSGTGc1B\nls6IsXRmjLZo7cGmEALblXRnCoSPsm2Oz/AUbLeSGVLOHGhUZnwya3Pzwzv5v+cOVAVxlsyI8bFL\n4iyYNrYaRKUUgaPsITzifp2BPur2M89WbpvDmmf5QniiyTt5Ck4BW44eJR0vu1O7+fdnvkNntrOy\nbEnLEt6/9q9pD7WPsOXEELZGF8MAl5zcxONbs8xpN3nHuW0jXgcEglTepSUkGh4BVUoRMSOTNmEA\neAZbsRhaaKjBFni1wca/fa2yTPX04nzx6xhf+Ezt3eGZa2lNTYjgxAt6Hx+fY0e9adLdQEcikZDx\neHwfcCKQAVKJRGK804e1nq8V+AFwEdAFfCqRSPykxnpXA38DLAWSwE+AGxKJxOhXjer9LGSKpEm7\nnZ0kv/BFcrffAYM+G621ldjH/57QxRePvAMhENOmjeo2PR7KLVS6+ntQjOmtrolSip2dOe5I/IoD\n2m8HniffQu/21yNt7ysWC+qcvKiJkxbGWDE3SiQwMa9RKoWlBwhqQYSmowtPFOuawNAEpq5NWpqu\nUgrbkRRdie149bxS0TBxMl5cqdjZlWHj3iQv7PP++rL1ZwyMxLRogKWzYpw0v5Vz4x3EQkNn6MvZ\nCk0hk4DpC5KjpWi7nmeA4yJVfWZ6Y8GVivue3c/Nj+wikx8QmkcbDQYvIzJo6jTV+F6MF+fQIYRS\nqFyezosuRuU8M6H2n96CuXTpkPVFKITWXH/bJ5/RUUqRd/PYro3t2iiG9t2dCNYfeIwfPP+9Kqfo\nixZczFvibztqP4vxpEmXKbu2j/YOdKUcpsXq91fQNVHz3HrUKIha0XEbZY37MIYx2CrjfPlb0BTD\n+OBfeetLCfv2D6klVkqhhcN+HfExxk+T9plI6hXDjwAfSyQSj8fj8XuAjUAKuCqRSMRH3nrsxOPx\nsvC9FjgFuAdYl0gkNh2x3vuBDcB6PGOvu4GfJRKJr4zx+RYyRcQwgOzvp/j446S++nXsZ5+teix4\n4YU0ffITaK0tw26vhEBra5vwnpd5J8/BVC+2q4Y4NB4tjxz4E7dv/zHl4h+3GKVvx+tw8tV9iIWA\nxdNDrJofY9W8KItnhBouUKWSmJpFUA9VXdi9mixVEseeSNbKLYKEF00f63tRq13RcFHfY00mb/PE\nzh4e397NU7t66C+4E/6chi4444R2XrViBqcuahvyWUsFIWtihNFLkXIKdMH2sgsmQgCXn+fJXT3c\n9OBOdnVVu9CfsrCV912whDltY2+zIpVnsjURWQEym0Umk14q6W9+S98nbwBAX7CAab+4raaHgtbc\njBb227aNB6kkRbeIqxyKjo2rnEr/3MniN7vu5yebf1y5H9CD/OWqazlj1uj+HSPRCDEMkM46uGr8\nE9CD8bIrdMLD1A+PaV8oYub4HaMbhZIusi8Jtj3EYEv1Z8EyK2nQ7g9uRj7zPOa3v1xjPxIRDPoT\nXscQXwz7TCT1nv1uwGt1C/Ap4GdAE/BXjT6geDweBt4IrEgkEjng4Xg8fhdwVem5KyQSif8adPdA\nPB7/MfDKRh/TscBcvpy27/83+d/8hvS3bkQe8tK18r/9LcWnnqLphk8SfNUFNbcVSiEPH4aWFrRQ\n4x0uywSNIM2hIBLp1RYWXaSU4xpUnzXrPCJmhFsS38NVLrqVYVr85xQPvYqegwPzLkrBtkM5th3K\nceefOzF1weIZYZbNCrNsdoQlM8PjjhxrQsNVDmk7he7qhLQQlhEoRWUFSoHtSuxBWtCVitLD6Jqo\nOCRDycUTgUJRbsWrlHfbVd52R753+hQRwQf6cqzf3s2ft3ezYW8fcoQ5tEjAYFFHhFktocrfjOYg\nIUvHMrTKn5SQztskszapnE0yW+TF7n62Hkyz/VCGwqC0QMdVPLL1MI9sPUxzyOTyU+bw+lPnVqLB\nmoB80cGVsrG1oy8Byi2ybMdzDndciesq7/tYep8mQghv2pfkpod2snFvdRuamc1B3nvBYk4/of2o\nPieFoilkErImJj1e5fOV48rdf39leeiS19Q+3tJA2ac+pJIUZREpJVK5JY8DT+QNLruZTCGslOL2\nrT/nnh2/qiybFZnFh0/+G2ZFZ0/acYxGJKjRl22ciR1454CCI9E0l+A4smsEgiar6Zh2aFBKYmgm\nmtDQNQ0hNPSZzbjpDE46iUIhlcRRLiocrHzf5MPrce+8B/MH3625X6FpqEIB2d2N1tbmG2v5+LzE\nqCsyPJnE4/GTgIcSiUR00LK/A85PJBJXjrLtHcCmRCLxqZHWq7HdQqZYZFilB4xlZDpD+pvfIndX\ntYtp8LWXeFHiYdJ3lJRoTU0NM9aqRc7J0V8cSEUqOtWGO0fLlt4XuGnzf1BwB1o4rWhaRyRzIS/s\nLbCzMzeacSQzmy0WTg+xsMP7W9ARHFckSZYGawE9SFBvjLHXVMWVii0HUqzf3s3j27vZ05Mddt22\nqMWqOc2smNvMyjnNzJ8WGfdgzZWK3d39bNiT5PebDlUZLZWZ3hTgL89bzNnLpg35LFoj1kvecdot\nZQ/Iklu4UlT9l8fINXxXV4abH97F+u3dVcsDhsZbXjGfN5w2D2scPYCbwiaB4RqojxMlJe7BgwhN\nQ6YzdF78Gih6Rk3Tfn4bxqKFQ7cRGsaM6TX3J5X0Jgg1bcz+CscjrnJxpeu9biVRyNJtVVkmlecX\nMFXOn650uWnjD3lo358qy5a0LOFvTvnbhrkgNyoyDHiu7kVnTO+fUop0TtIUHv53o5QiGjIwj7LE\n6lgJYakkutAJ6kFC5vDXZek4qJ4elOt6EwBukbybp6gctN37UJl+tJUnAl49sXvjf6L/w/VDW6YJ\nEK1tvk/AJONHhn0mkrH2GW4FqmqEJ6DPcBQvBXswqSOf90ji8fi1wKlMQLT6WKPFojR/9jMEX30B\nyc9/EdnVBUD+3vuwN75Ay5e/hLls2ZDtvAFdGhwXrWVi0ntCRoi8nUeWaoctQ8cydBzXJVuQFN2j\nm8Ve1rqCj679FDdt/k8OZQ8A8ELqUeZG9/PRK96PqRbywt4MG/Zk2Lg3Q1dqaJ3qwWSRg8kij20d\niEw1hw3mtgWY3RZkTluAWS0BpjdbtEXNUY+zPJjNOznyTp6AHiBkhCdkUOdKRV9/ke7+At3pIj39\nBbIFr7VN+a/oSAzNi7IGTO9/yNRpDlu0hM3K/6aQiTWCEVjRkfT2F9l2KE3iQIotB9NsO5iuiswe\nybKZMc5Y3M4Zi9tZOK3xral0TbCoI8qijiiXnzKHPd39PLDxEH/YdIjujCdOOlMFvvyrF1g5p5n3\nXrCYxTMGThE9mQJNIZPgBEUPJ5OyW3jRlhWncEd6qQWj1dlOppHatkNpbn3sRR7bVi2CdU3wmtWz\neNuZ84c1RauXiZ7kUJlMJZ2y8Mc/VoSwEV9WUwgDCNP7jjnSIWtncZUnBpWSVRN2mtAG/Qk0oaML\nHUMY6NrU6aGtlPIiaFLi4nURkEhQoJDe/dI6qiRyvdve6x1N6E6lSYGiW+Q/n/13nul8urJsbcdJ\nfOCkvyagT6L50xgIlcy06g1k9GYcfvJgL51JmxveNJOAWfv9F0KQyTnEQmCMUegdCyFcbtsUNIJY\n+uitGDXDgOnTkckksr+fgG4R0C1c6ZJfFCRfmnhXjoPzmS8g1q6q3TtclfoR+07TPj4vGeqtGT4X\n+CGwcPC2gGp0n+FhIsPXAecNFxmOx+OvB/4DeHUikXjhKJ5zIVM4Mlz1WCpF6mtfJ3/PrwcWBgI0\nXf/3hF5/Ze2WAkohAoGGO02XsV2bZDFZs8WFkopsqT8pR2GAUnDz/HzbzTzd9XhlWVAPcfmit3DG\njLMr++vN2Gw5mGXrgX627M/y4uHciKm8R2Jogo4mi+nNFu0xk7aoSVvE+98aNWgKGYQD+hBxUTbb\nCumhugcDUilSOZueTJGeTIHDmQKdyTydqQKdqTxdqQI9/YUxHX89ry9k6UQCBmHLwJaS/rxDpuDU\n5VJqGRonzW/ljMXtnH5C27hFzdHiSsX9zx/g5od3kcoNTIAI4C2vmM87zlpYEYhKKWITmE47kTiu\nJFf0JjxsKadc3fhgNu9Pcutju3liZ8+Qx84/cTrvPHshs1rGV66ha9ASDjTMTX443M5OkN7voedv\nPkrx4UcAiP7NR4hec3XtbYIB8iGdols8qs/Ii5SWxbJecu8WaAgQmndeLZVYVM6xRz6NKv9TA/9V\n+b4CVb6lKr6MZTFb9b90u8xUiuA2mn67nxuf/Cbb+rZWlp095xyuWfmXR22UNRyNjAxDqfdw3h61\nrZQrFZ+79QA9Ga+W5xVLw7zr/LYRP1OlFJGggVVn9sVkC2GlFLrQx2XSJYtFZG8vYtB3XSpJ2umn\nsH496tY7Mb7yuUr0V/X0ItpahxyH7zQ9efiRYZ+JpF4xvAm4C/gxUJUvmUgktjfygEo1wz3AyvK+\n4/H4/wJ7a6U/x+PxS/DaO12aSCSerGP/7wPed8RiC1h9PIjhMrl77yP1xX+puJwCBC+7lKYbPjl8\nnbCuo00bmlLaCFKFVJX7Zi3ytku+6OJKOeYUr4cP/J5f7vwZcpB5yJLmE3nzkncxLTQ0RbHoSPZ2\n59nVlWNXV55dnTn29uSx3aNXmEJANOj1t40EdAKmF5ENGBqmITB1L8rjdX8umRQVvVrq/oJDruiS\nyTv0ZouV9NWpzLRogFMWtfKKxe2smd86rnqyRpPJO/z0sV386un9Ve/lqYva+PtLTyQa9AZJSkE0\naDTEHGYyyBW974njju03MtlIpXhiRzd3PLGXDUfUBAOcuaSdt69byAnTx5dmqoCAIWgKTXwduHQc\nZGenl1HT20fnay4B1xMRHb/6JfqsWVXru9Il4/TjREPoId8863iiJ9/DN5/4Gvsy+yrLXrvoMt68\n7C0T8j1rtBgGyBUc8rY76vE+tqWfm/84MFH1hlc08+o1TSNuoxQELZ2QNfI5f/KFsCRsRAhb4/+9\nKSmRPT0ou7pVV8EtkimmK0JYPvUszj9+CfOnP0BEqp/Xd5qePHwx7DOR1CuGk0BLIpGYlBF8PB6/\nBW8c9F48N+m7gbNquEm/Cs/M6/WJROKhcTzfQqZSZHiQm+lIODt30feJT+Bs31FZZiw+gZavfw1j\n3rzaG01Q6yVXuvQWekedqfbWleRKKdRjcaHeldrOT7Z8n+784coyUzN5zfwrOXfOq0c9SUqp6EoX\n2ddTYF9Pnn09BQ71FTiUKpLOTbwj8lhpDpm0RS3aowHaowGiQYOgqRM0NQKmTsDQsF3l9e91vChi\ntuiSzNn09Rfpyxbp7S+SyTteWu0wGJogGjSY1x5m2cwm4rOaWDYrRvsERX9lyT1MaEO/LQrvc9JE\nfZHQvT1Z/uOBrTy3u6+ybFZLkE9fuarSs3YinYcbgVKKdN6hYI/t93AsyNsuv3/hEHc9uZd9vbmq\nxwRw9rIO3nrmfBZ1jH9wqFBEA+akTWS4fUnIe68p+4vbSf3LlwAw166h/Qffr1rXkS4pO41SEn36\ndN9Q5zhif2Y/33jiq/TkBwTiX5z4di5eeMmEPedEiGHw+naPNoZTSnHzn3pYv8WLYwjgA6+Zxsr5\nI2drSKUIGBqRYO3oa3OgedJS3pVS6JpOzIo1PGpfTpse7DatlCLlZCju2on7weswPncD2umn1D62\nstN0U5N/HphAfDHsM5HUK4Z/AXw5kUg8PurKDeCIPsOHgU8kEolb4/H4PLy2TisSicTeeDz+O+Ac\nIE8pbRt4MJFIXDbG51vIFBLD4KVDj9Qjr4zK5Ul9+cvk7h5wwRSxGC3/8gUCZ51Vexsh0Fpb0azR\n62zGQn+xn7ybH9M2A+1d6qstLroF/m/33fxp328qKYEAs8JzeO3CN7C8dfVRiYlc0aUzWaQzWaSn\n36YnY9Obsenpt+nNOKTzDrli41paRIMGbRHL+4sGmN4UZHpTgOnNQaY3BZkWDWAehcmQKx0Ksogt\ni7jSrRgn2a4kW/BSb3NF6aVNBwTRgE7YCmDqJgE92PDBTbknsqFrmLqo9Goeqf1U2f3YlQpXev2V\nR8omcKXixw/v5LbH91SWBU2Nj77mRM6Jey25FBAy9cb20xwnZRGcKzqTWtt7NOzvzfF/z+3nNxsO\nkh7UJxi8z/f85TN4yxnzmdfemAipEJRq3Sdv4OMcPFgZ3fS87wMUn/QSjWLX/z2Rv3hbZT1bOqTt\ndMkeXqBNmzZpx+gzPrb1buPGp75Bv+21+dKFzrWr38O62bWvlY1iosRwvenStqv4zj2d7Djk1cCf\nsTTM1a9sH3X/nggVxIJGRSwK4blGT5oQRhHUgw0zM6uFzOWQfX1DrjH9B/eSfe5p9Fee6x2LlMhb\nbkN74xWI8BGTCUIg2loRx9BN+6WML4Z9JpJ6xXA78Bu8fr4HBj+WSCT+eWIObfKYimIYQLouKplE\nFQqjCrzsXb8k9a9frhi+IATRD/01kXdfM2wdcaN7Yyql6Mn1HN0pQilytmcSZA8SccOxN/MiP9t6\nE/v791YtX9S0hEsXvIFFzUuP4iBGxnElmbxLOufSX/AisQVHUrC9/1IOTAyX2y9ZhiAaNGkOhmgJ\nhQgFdFrDVqUlUKMoOAXyMocrn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Js/1BinhSmrSedyufN2GvxcJ8MVyEJBi2tNMNtYvv+H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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vals, fig, ax = wb.plot_marker_trajectory(['CD4', 'CD8', 'CD44'], \n", " smoothing_factor=1.5, show_variance=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The marker trends can be visualized as heatmaps in a given trajectory range using the following functions" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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TREQqVoPzRmYDfUX9+oA5ZdquLWrXFts+VW0iIiIizSALtbnpVjo/+9yHT3D3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\n+fiWu/8hvr7azH5KKHTvj/3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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = wb.plot_marker_heatmap(vals)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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TBOArM3PsQwslSepVHZDNLTnTGRGvB94DPIXiptNrgVOB/YEPUVz7C7Cc4rkup2Tm3RXr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\nMLBqNNQAMvM2YOv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = wb.plot_marker_heatmap(vals, trajectory_range=[0.1, 0.6])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The change in marker trends along the trajectory or derivatives can be visualized using these functions" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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gX+DxsfITEZGp0zcF59LEX/2OBvZy9y7gNjNbAZwALK1s7+73A/eb2eIq4zYD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\nbiUUhLSDCEVnZ0KxPJbwBZ5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = wb.plot_derivatives(vals)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = wb.plot_derivatives(vals, trajectory_range=[0.3, 0.6])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similar to `SCData` objects, `Wishbone` objects can also be saved and loaded using `save` and `load` functions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Clustering of cells

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Clustering of cells to identify phenopytically distinct populations can be performed using the `run_phenograph` function. This function uses Phenograph to cluster the cells. Phenograph was used in the Wishbone manuscript to filter out stromal cells and regulatory T cells from the mouse thymus" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Finding 30 nearest neighbors using minkowski metric and 'kd_tree' algorithm\n", "Neighbors computed in 3.436298131942749 seconds\n", "Jaccard graph constructed in 2.682620048522949 seconds\n", "Wrote graph to binary file in 1.75370192527771 seconds\n", "Running Louvain modularity optimization\n", "After 1 runs, maximum modularity is Q = 0.713473\n", "After 2 runs, maximum modularity is Q = 0.71652\n", "After 6 runs, maximum modularity is Q = 0.718894\n", "After 10 runs, maximum modularity is Q = 0.722684\n", "Louvain completed 30 runs in 33.40153908729553 seconds\n", "PhenoGraph complete in 41.36935901641846 seconds\n" ] } ], "source": [ "scdata.run_phenograph()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The results of Phenograph can be visualized on the tSNE maps using the function `plot_phenograph_clusters` and the mean expression of all markers in each cluster can be visualized as a heatmap using the function `summarize_phenograph_clusters`" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ksLBiJI3xIDn+RmA1ucEmglkpS05KWBDJZemOJZSVltBs2SyoGMkTa4aTmd+W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\nwN6JNRYnbjHOgUfrpTBxGHNAM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43FYMEaULjhzS5u2O0eyc4VtD8WowrOk0GWl/rItyos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F4KdABvAE4PV6vd886wsvABeUyUk5OfpJkPZgfBbOZoNwOG3AE/QDWbhcZ83s3A9+x+jJfVKB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LTSvvxq9oSU4HfDRacnzFHRs7dxpX3NcuQ37WE+uGeqWYa8Ik9jQ2AbH/Y/g+Q5VuM8lRWl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\nWh87gEhH62H+RAKBQHBwi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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = scdata.plot_phenograph_clusters()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ipD2qcmG0AoWhrosCZjx8+01Ft4QQQliGlLXfoDsaGijkPA/r1RRfk1+9pY3i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\nl6rso9BpxqpRwPdJzfN/JpUtvqfDvq4FlJv+yYM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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = scdata.summarize_phenograph_clusters()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, a new `SCData` with cells belonging to a subset of clusters can be generated using the `select_clusters` function" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "SCData: 13403 cells x 13 genes\n", "\n", "cluster_assignments=None\n", "data_type=True\n", "diffusion_eigenvalues=None\n", "diffusion_eigenvectors=None\n", "diffusion_map_correlations=None\n", "library_sizes=None\n", "metadata=True\n", "normalized=True\n", "pca=None\n", "tsne=None" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "new_scd = scdata.select_clusters([0, 1, 2, 3])\n", "new_scd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Gating for start cells

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The python implementation of Wishbone does not yet support the specification of a get for start cells. This section provides information about how to choose a cell from a desired section of the tSNE plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a first step, change the plotting defaults to show the axes on tSNE maps and use alternative `matplotlib` settings to have the ability to zoom in and out\n" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib notebook\n", "sns.set_style('whitegrid')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot tSNE results on a scatter plot" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "application/javascript": [ "/* Put everything inside the global mpl namespace */\n", "window.mpl = {};\n", "\n", "mpl.get_websocket_type = function() {\n", " if (typeof(WebSocket) !== 'undefined') {\n", " return WebSocket;\n", " } else if (typeof(MozWebSocket) !== 'undefined') {\n", " return MozWebSocket;\n", " } else {\n", " alert('Your browser does not have WebSocket support.' +\n", " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", " 'Firefox 4 and 5 are also supported but you ' +\n", " 'have to enable WebSockets in about:config.');\n", " };\n", "}\n", "\n", "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", " this.id = figure_id;\n", "\n", " this.ws = websocket;\n", "\n", " this.supports_binary = (this.ws.binaryType != undefined);\n", "\n", " if (!this.supports_binary) {\n", " var warnings = document.getElementById(\"mpl-warnings\");\n", " if (warnings) {\n", " warnings.style.display = 'block';\n", " warnings.textContent = (\n", " \"This browser does not support binary websocket messages. \" +\n", " \"Performance may be slow.\");\n", " }\n", " }\n", "\n", " this.imageObj = new Image();\n", "\n", " this.context = undefined;\n", " this.message = undefined;\n", " this.canvas = undefined;\n", " this.rubberband_canvas = undefined;\n", " this.rubberband_context = undefined;\n", " this.format_dropdown = undefined;\n", "\n", " this.image_mode = 'full';\n", "\n", " this.root = $('
');\n", " this._root_extra_style(this.root)\n", " this.root.attr('style', 'display: inline-block');\n", "\n", " $(parent_element).append(this.root);\n", "\n", " this._init_header(this);\n", " this._init_canvas(this);\n", " this._init_toolbar(this);\n", "\n", " var fig = this;\n", "\n", " this.waiting = false;\n", "\n", " this.ws.onopen = function () {\n", " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", " fig.send_message(\"send_image_mode\", {});\n", " fig.send_message(\"refresh\", {});\n", " }\n", "\n", " this.imageObj.onload = function() {\n", " if (fig.image_mode == 'full') {\n", " // Full images could contain transparency (where diff images\n", " // almost always do), so we need to clear the canvas so that\n", " // there is no ghosting.\n", " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", " }\n", " fig.context.drawImage(fig.imageObj, 0, 0);\n", " };\n", "\n", " this.imageObj.onunload = function() {\n", " this.ws.close();\n", " }\n", "\n", " this.ws.onmessage = this._make_on_message_function(this);\n", "\n", " this.ondownload = ondownload;\n", "}\n", "\n", "mpl.figure.prototype._init_header = function() {\n", " var titlebar = $(\n", " '
');\n", " var titletext = $(\n", " '
');\n", " titlebar.append(titletext)\n", " this.root.append(titlebar);\n", " this.header = titletext[0];\n", "}\n", "\n", "\n", "\n", "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "\n", "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", "\n", "}\n", "\n", "mpl.figure.prototype._init_canvas = function() {\n", " var fig = this;\n", "\n", " var canvas_div = $('
');\n", "\n", " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", "\n", " function canvas_keyboard_event(event) {\n", " return fig.key_event(event, event['data']);\n", " }\n", "\n", " canvas_div.keydown('key_press', canvas_keyboard_event);\n", " canvas_div.keyup('key_release', canvas_keyboard_event);\n", " this.canvas_div = canvas_div\n", " this._canvas_extra_style(canvas_div)\n", " this.root.append(canvas_div);\n", "\n", " var canvas = $('');\n", " canvas.addClass('mpl-canvas');\n", " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", "\n", " this.canvas = canvas[0];\n", " this.context = canvas[0].getContext(\"2d\");\n", "\n", " var rubberband = $('');\n", " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", "\n", " var pass_mouse_events = true;\n", "\n", " canvas_div.resizable({\n", " start: function(event, ui) {\n", " pass_mouse_events = false;\n", " },\n", " resize: function(event, ui) {\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " stop: function(event, ui) {\n", " pass_mouse_events = true;\n", " fig.request_resize(ui.size.width, ui.size.height);\n", " },\n", " });\n", "\n", " function mouse_event_fn(event) {\n", " if (pass_mouse_events)\n", " return fig.mouse_event(event, event['data']);\n", " }\n", "\n", " rubberband.mousedown('button_press', mouse_event_fn);\n", " rubberband.mouseup('button_release', mouse_event_fn);\n", " // Throttle sequential mouse events to 1 every 20ms.\n", " rubberband.mousemove('motion_notify', mouse_event_fn);\n", "\n", " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", "\n", " canvas_div.on(\"wheel\", function (event) {\n", " event = event.originalEvent;\n", " event['data'] = 'scroll'\n", " if (event.deltaY < 0) {\n", " event.step = 1;\n", " } else {\n", " event.step = -1;\n", " }\n", " mouse_event_fn(event);\n", " });\n", "\n", " canvas_div.append(canvas);\n", " canvas_div.append(rubberband);\n", "\n", " this.rubberband = rubberband;\n", " this.rubberband_canvas = rubberband[0];\n", " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", " this.rubberband_context.strokeStyle = \"#000000\";\n", "\n", " this._resize_canvas = function(width, height) {\n", " // Keep the size of the canvas, canvas container, and rubber band\n", " // canvas in synch.\n", " canvas_div.css('width', width)\n", " canvas_div.css('height', height)\n", "\n", " canvas.attr('width', width);\n", " canvas.attr('height', height);\n", "\n", " rubberband.attr('width', width);\n", " rubberband.attr('height', height);\n", " }\n", "\n", " // Set the figure to an initial 600x600px, this will subsequently be updated\n", " // upon first draw.\n", " this._resize_canvas(600, 600);\n", "\n", " // Disable right mouse context menu.\n", " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", " return false;\n", " });\n", "\n", " function set_focus () {\n", " canvas.focus();\n", " canvas_div.focus();\n", " }\n", "\n", " window.setTimeout(set_focus, 100);\n", "}\n", "\n", "mpl.figure.prototype._init_toolbar = function() {\n", " var fig = this;\n", "\n", " var nav_element = $('
')\n", " nav_element.attr('style', 'width: 100%');\n", " this.root.append(nav_element);\n", "\n", " // Define a callback function for later on.\n", " function toolbar_event(event) {\n", " return fig.toolbar_button_onclick(event['data']);\n", " }\n", " function toolbar_mouse_event(event) {\n", " return fig.toolbar_button_onmouseover(event['data']);\n", " }\n", "\n", " for(var toolbar_ind in mpl.toolbar_items) {\n", " var name = mpl.toolbar_items[toolbar_ind][0];\n", " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", " var image = mpl.toolbar_items[toolbar_ind][2];\n", " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", "\n", " if (!name) {\n", " // put a spacer in here.\n", " continue;\n", " }\n", " var button = $('