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Ratio of ACE channels investigation
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| { | |
| "metadata": { | |
| "name": "ACE_ratios" | |
| }, | |
| "nbformat": 3, | |
| "nbformat_minor": 0, | |
| "worksheets": [ | |
| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "data = np.load('/proj/sot/ska/analysis/spaceweather/ACE/ace_mission_data.npy')\n", | |
| "# This file is a binary version of/data/mta4/www/DAILY/mta_rad/ace_data.txt\n", | |
| "# It assumes the following column ordering:\n", | |
| "# year month dom hhmm mjd secs destat de1 de4 pstat p1 p3 p5 p6 p7 anis_idx\n" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 1 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "# Filter data to use only high-radiation times and exclude outliers\"\n", | |
| "ok = (data['p3'] > 10000) & (data['p5'] > 100) & (data['p6'] > 10)\n", | |
| "dat = data[ok]" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 2 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "len(dat)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "pyout", | |
| "prompt_number": 3, | |
| "text": [ | |
| "8890" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 3 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "r36 = dat['p3'] / dat['p6']" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 4 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "def plot_percentiles(ax):\n", | |
| " bins = np.logspace(4, 5.3, 20)\n", | |
| " p3 = dat['p3']\n", | |
| " p10s = []\n", | |
| " p50s = []\n", | |
| " p90s = []\n", | |
| " for x0, x1 in zip(bins[:-1], bins[1:]):\n", | |
| " ok = (p3 > x0) & (p3 <= x1)\n", | |
| " p10, p50, p90 = np.percentile(r36[ok], [10, 50, 90])\n", | |
| " p10s.append(p10)\n", | |
| " p50s.append(p50)\n", | |
| " p90s.append(p90)\n", | |
| " x = (bins[:-1] + bins[1:]) / 2\n", | |
| " ax.plot(x, p10s, '-r', lw=2, label='10%')\n", | |
| " ax.plot(x, p50s, '-m', lw=3, label='50%')\n", | |
| " ax.plot(x, p90s, '-r', lw=2, label='90%')" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 39 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "figure(1, figsize=(8,8))\n", | |
| "clf()\n", | |
| "loglog(dat['p3'], r36, '.', markersize=1.5)\n", | |
| "xlim(10000, 200000)\n", | |
| "ylim(1,100)\n", | |
| "ylabel('P3 / P6')\n", | |
| "xlabel('P3')\n", | |
| "plot_percentiles(gca())\n", | |
| "hlines([2, 5, 10, 20, 50], xlim()[0], xlim()[1], linestyles='--')\n", | |
| "legend(loc='lower right')\n", | |
| "# Horizontal lines plotted at 2, 5, 10, 20, 50 for reference" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "pyout", | |
| "prompt_number": 46, | |
| "text": [ | |
| "<matplotlib.legend.Legend at 0x2b6f81193450>" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
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dEjdbysXjlBVqJ0tYWRmJSC8uVrPSVRQKvze3TL5Jk4jVLipv6LJ2Ccfc1qec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LDj8xOCx9KlgQKMEQ167YNZOLpSG3EqgYz8v+ymULdVGFQcVz+ZDWQDSu3mprIm6lbUUbeyjvoV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\nk1dU/kR4BYMAAAAASUVORK5CYII=\n" | |
| } | |
| ], | |
| "prompt_number": 46 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "figure(2)\n", | |
| "clf()\n", | |
| "out = hist(r36, bins=np.arange(40))" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "png": 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| |
| } | |
| ], | |
| "prompt_number": 6 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "np.median(r36)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "pyout", | |
| "prompt_number": 7, | |
| "text": [ | |
| "10.96508162297636" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 7 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "np.mean(r36)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "pyout", | |
| "prompt_number": 8, | |
| "text": [ | |
| "28.617849501583375" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 8 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [] | |
| } | |
| ], | |
| "metadata": {} | |
| } | |
| ] | |
| } |
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