{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Quickstart" ] }, { "cell_type": "code", "execution_count": 1, "id": "d376b043", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import bdms" ] }, { "cell_type": "markdown", "id": "d068f162", "metadata": {}, "source": [ "## Birth, death, and mutation processes\n", "\n", "We define a simple binary process." ] }, { "cell_type": "code", "execution_count": 2, "id": "f0a45ccd", "metadata": {}, "outputs": [], "source": [ "birth = bdms.poisson.DiscreteProcess([1.0, 2.0])\n", "death = bdms.poisson.ConstantProcess(1.0)\n", "mutation = bdms.poisson.ConstantProcess(1.0)\n", "mutator = bdms.mutators.DiscreteMutator((0, 1), np.array([[0, 1], [1, 0]]))" ] }, { "cell_type": "markdown", "id": "ecdcef7e", "metadata": {}, "source": [ "## Simulation\n", "\n", "Initialize random number generator" ] }, { "cell_type": "code", "execution_count": 3, "id": "7fc7f595", "metadata": {}, "outputs": [], "source": [ "rng = np.random.default_rng(seed=0)" ] }, { "cell_type": "markdown", "id": "1be11919", "metadata": {}, "source": [ "Initialize a tree with a root node in state 0" ] }, { "cell_type": "code", "execution_count": 4, "id": "fc701d2a", "metadata": {}, "outputs": [], "source": [ "tree = bdms.Tree(state=0)" ] }, { "cell_type": "markdown", "id": "c7e3fcd2", "metadata": {}, "source": [ "Simulate for a specified time" ] }, { "cell_type": "code", "execution_count": 5, "id": "94f9f62d", "metadata": {}, "outputs": [], "source": [ "time_to_sampling = 10.0\n", "\n", "tree.evolve(\n", " time_to_sampling,\n", " birth_process=birth,\n", " death_process=death,\n", " mutation_process=mutation,\n", " mutator=mutator,\n", " seed=rng,\n", ")" ] }, { "cell_type": "markdown", "id": "436e01d9", "metadata": {}, "source": [ "Randomly sample survivor tips" ] }, { "cell_type": "code", "execution_count": 6, "id": "445f7cc7", "metadata": {}, "outputs": [], "source": [ "tree.sample_survivors(p=0.5, seed=rng)" ] }, { "cell_type": "markdown", "id": "0d612a9d", "metadata": {}, "source": [ "## Visualization\n", "\n", "Define keyword arguments that we'll use repeatedly for tree visualization" ] }, { "cell_type": "code", "execution_count": 7, "id": "ab329798", "metadata": {}, "outputs": [], "source": [ "viz_kwargs = dict(\n", " color_map={0: \"red\", 1: \"blue\"},\n", " units=\"in\",\n", " h=5,\n", " scale=20,\n", ")" ] }, { "cell_type": "markdown", "id": "9e863da8", "metadata": {}, "source": [ "Render the full simulated tree" ] }, { "cell_type": "code", "execution_count": 8, "id": "98fc7004", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tree.render(\"%%inline\", **viz_kwargs)" ] }, { "cell_type": "markdown", "id": "982f72fb", "metadata": {}, "source": [ "## Partially observed trees\n", "\n", "Prune the tree to only include the ancestry of the sampled leaves" ] }, { "cell_type": "code", "execution_count": 9, "id": "ffe4a9ba", "metadata": {}, "outputs": [], "source": [ "tree.prune_unsampled()" ] }, { "cell_type": "code", "execution_count": 10, "id": "89b1881c", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tree.render(\"%%inline\", **viz_kwargs)" ] }, { "cell_type": "markdown", "id": "08bffedf", "metadata": {}, "source": [ "Also remove the mutation event unifurcations" ] }, { "cell_type": "code", "execution_count": 11, "id": "b010221b", "metadata": {}, "outputs": [], "source": [ "tree.remove_mutation_events()" ] }, { "cell_type": "code", "execution_count": 12, "id": "aa9cf1c4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tree.render(\"%%inline\", **viz_kwargs)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "458611ca", "metadata": {}, "source": [ "## Inhomogeneous processes\n", "\n", "We subclass the abstract class {py:class}`bdms.poisson.InhomogeneousProcess`.\n", "To concretize, we must override its abstract method {py:meth}`bdms.poisson.InhomogeneousProcess.λ_inhomogeneous`.\n", "We'll use this for a death rate that linearly increases over time, and is independent of state." ] }, { "cell_type": "code", "execution_count": 13, "id": "dbdcd31d", "metadata": {}, "outputs": [], "source": [ "class RampingProcess(bdms.poisson.InhomogeneousProcess):\n", " def __init__(self, intercept, slope, *args, **kwargs):\n", " self.intercept = intercept\n", " self.slope = slope\n", " super().__init__(*args, **kwargs)\n", "\n", " def λ_inhomogeneous(self, x, t):\n", " return self.intercept + self.slope * t" ] }, { "cell_type": "code", "execution_count": 14, "id": "09bb6e16", "metadata": {}, "outputs": [], "source": [ "death = RampingProcess(0.5, 0.06)" ] }, { "cell_type": "markdown", "id": "79a5dcae", "metadata": {}, "source": [ "Initialize tree as before" ] }, { "cell_type": "code", "execution_count": 15, "id": "ec2acf1c", "metadata": {}, "outputs": [], "source": [ "tree = bdms.Tree()\n", "tree.state = 0" ] }, { "cell_type": "markdown", "id": "2e6729fa", "metadata": {}, "source": [ "Simulate, sample, and visualize" ] }, { "cell_type": "code", "execution_count": 16, "id": "b6bc1261", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tree.evolve(\n", " time_to_sampling,\n", " birth_process=birth,\n", " death_process=death,\n", " mutation_process=mutation,\n", " mutator=mutator,\n", " seed=rng,\n", ")\n", "tree.sample_survivors(p=0.1, seed=rng)\n", "tree.render(\"%%inline\", **viz_kwargs)" ] }, { "cell_type": "markdown", "id": "02740b77", "metadata": {}, "source": [ "Prune and visualize" ] }, { "cell_type": "code", "execution_count": 17, "id": "e6a7db4b", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tree.prune_unsampled()\n", "tree.render(\"%%inline\", **viz_kwargs)" ] }, { "cell_type": "code", "execution_count": 18, "id": "2003dd03", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tree.remove_mutation_events()\n", "tree.render(\"%%inline\", **viz_kwargs)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.0" }, "vscode": { "interpreter": { "hash": "325caf93a0e72732bc4f7c811eed15583615c9eebf10f5f8a3433c2cb60ecee2" } } }, "nbformat": 4, "nbformat_minor": 5 }