{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "*First compiled on: November 25, 2017. Update March 28, 2017.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Simulating a toggleswitch" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "scanpy==1.0 anndata==0.5.8 numpy==1.14.1 scipy==1.0.0 pandas==0.22.0 scikit-learn==0.19.1 statsmodels==0.8.0 python-igraph==0.7.1 louvain==0.6.1 \n" ] } ], "source": [ "import scanpy.api as sc\n", "sc.settings.verbosity = 3 # verbosity: errors (0), warnings (1), info (2), hints (3)\n", "sc.settings.set_figure_params(dpi=80) # low dpi (dots per inch) yields small inline figures\n", "sc.logging.print_versions()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Simulating a simple toggleswitch [(Gardner *et al.*, Nature 2000)](https://doi.org/10.1038/35002131)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "reading params file /Users/alexwolf/_hholtz/01_projects/1512_scanpy/scanpy/scanpy/sim_models/toggleswitch_params.txt\n", "reading simulation results ./write/toggleswitch_sim/sim_000041.txt\n", "Observation names are not unique. To make them unique, call `.obs_names_make_unique`.\n" ] } ], "source": [ "adata = sc.tl.sim('toggleswitch')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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cHUJ4QYzxrCqzEEIH8LJ89/4Y43AZ0/wDcFO+/c4Qwt0xxniOse8Cwsg8ZcxR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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 308, "width": 616 } }, "output_type": "display_data" } ], "source": [ "sc.pl.sim(adata)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing neighbors\n", " using data matrix X directly\n", " finished (0:00:02.48) --> added to `.uns['neighbors']`\n", " 'distances', weighted adjacency matrix\n", " 'connectivities', weighted adjacency matrix\n" ] } ], "source": [ "sc.pp.neighbors(adata, n_neighbors=10)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "drawing single-cell graph using layout \"fr\"\n", " finished (0:00:00.34) --> added\n", " 'X_draw_graph_fr', graph_drawing coordinates (adata.obs)\n" ] } ], "source": [ "sc.tl.draw_graph(adata)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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DMePxON1ul8lkwmg04u7du7hcLrrdLna7HbPZTDQaZX19nfF4TKFQoFqtkkgk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\n0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LlzB0mS+OCDD3C73Yf8i56Hr8KYU9UO2Ww2DAaD8NXJZrMkEomllflQKESz2WQ+n7O5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\nsrKyovqRZDIZnE4nDocDi8VCIpGQvxm/hKbTKaVSSRX0Op1O4vE46+vr9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UwAAAu7SURB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\n", 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