{ "metadata": { "name": "", "signature": "sha256:0a5e5866b7e2bf475af346c06d357d6385a4972963858bce011fe3b065cf0857" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "An example demonstrating grid building and interactive use of the grids. Warning: this takes a while." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.html.widgets import interact, interactive, fixed\n", "from matplotlib import pyplot as plt\n", "from IPython.display import clear_output, display, HTML" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "%run ph2co_grid_computation_mm.py" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "/Users/adam/repos/astroquery/astroquery/lamda/__init__.py:21: UserWarning: Experimental: LAMDA has not yet been refactored to have its API match the rest of astroquery.\n", " warnings.warn(\"Experimental: LAMDA has not yet been refactored to have its API match the rest of astroquery.\")\n", "/Users/adam/repos/pyradex/pyradex/core.py:800: RuntimeWarning: invalid value encountered in divide\n", " frac_level_diff = level_diff/self.level_population\n" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "lvg\n", " Tex tau ... brightness T_B \n", " K ... erg / (cm2 Hz s sr) K \n", "---------------- ---------------- ... ------------------- ---------------\n", "-0.0882039508932 -0.0979960800905 ... 4.61746449234e-22 0.296964156461\n", " 9.103986656 5.451913832 ... 3.54509369553e-14 5.44271465357\n", " -0.18371087569 -0.0152884958926 ... 1.75625508037e-21 0.0452137414101\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Tj1tp5gK0vaQZA/sISlfBr6WnSUSMytSsh1OaOzWV9y2Sls6ZKGlbyqQEc8L2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\n", 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MMvv6RZImAvofoZopw/Z3KaMa/keVjwep5vyzPb8a6/p4SlfBH6SnSUT0y1jf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\nP4Z5AOeaBzh0AAAAAElFTkSuQmCC\n", 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"text": [ "" ] } ], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "%run -i interactive_setup_mm.py" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "run_plot_temden()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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EeMjdtwMPB6+T+RKwaxH7i4iIiESCuXvYNSRlZvuBm9y9w8wagGZ33zHHtpuA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\nXJ/k1Dm8/TnAB5LsO5g06grP6pVmwbN6Jc1Fku2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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "from matplotlib.ticker import FuncFormatter\n", "fig = plt.figure(figsize=(16,10))\n", "ax = fig.gca()\n", "ax.yaxis.set_major_formatter(FuncFormatter(lambda x,y: str(densities[int(x)]) if x" ] }, { "metadata": {}, "output_type": "display_data", "png": 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8eXrtwUty+Hygt6L3roh4MjBCc3/kH5X2M4GzIuJ6mkTu7Mz8btn2FuDTEfH3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\n", "text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "from matplotlib.ticker import FuncFormatter\n", "fig = plt.figure(figsize=(16,10))\n", "ax = fig.gca()\n", "ax.yaxis.set_major_formatter(FuncFormatter(lambda x,y: str(densities[int(x)]) if x" ] }, { "metadata": {}, "output_type": "display_data", "png": 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iOqd0x38kg0TuHsBTk5zWrcpKki3dqqoAf5bkYd37Vw8lfZu68RSDFWV/rTvn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\nXlW3DL0/J8lbkhw485SMOY/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