{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Completeness Contours\n", "\n", "In this example we generate completeness contours from a suite of injection-recovery tests run using the `rvsearch inject` command" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "import os\n", "\n", "import numpy as np\n", "import pylab as pl\n", "\n", "import rvsearch\n", "from rvsearch.inject import Completeness\n", "from rvsearch.plots import CompletenessPlots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Construct a `Completeness` object from the output of an injection-recovery run (recoveries.csv). If we want to convert to semi-major axis and msini on construction we need to pass a stellar mass." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "recfile = os.path.join(rvsearch.DATADIR, 'recoveries.csv')\n", "\n", "comp = Completeness.from_csv(recfile, 'inj_au', 'inj_msini', mstar=1.1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we calculate completeness on a grid with the specified boundaries using a 2D moving average. See Howard & Fulton (2016) for a description of the moving average method." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "xi, yi, zi = comp.completeness_grid(xlim=(0.05, 100), ylim=(1.0, 3e4), resolution=25)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now contruct the `CompletenessPlots` object and plot the contours and individual injections" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cp = CompletenessPlots(comp)\n", "fig = cp.completeness_plot(xlabel='$a$ [AU]', ylabel=r'M$\\sin{i}$ [M$_{\\oplus}$]')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also use the Completeness object to interpolate the completeness at any point in the grid." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(0.32290539)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "comp.interpolate(1.0, 100, refresh=True)" ] } ], "metadata": { "kernelspec": { "display_name": "rvsearch", "language": "python", "name": "rvsearcj" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 2 }