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| { | |
| "metadata": { | |
| "name": "one_shot" | |
| }, | |
| "nbformat": 3, | |
| "nbformat_minor": 0, | |
| "worksheets": [ | |
| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Plot 180 days of one-shots at two epochs:\n", | |
| "\n", | |
| "- Centered on mid-2012 when the mean scale error was near zero.\n", | |
| "- Around mid-2014 when mean scale error is around 50 arcsec.\n", | |
| "\n", | |
| "### Conclusion:\n", | |
| "\n", | |
| "The scale error of around 50 arcsec appears to be adding up to 20 to 30 arcsec to the one-shot update for maneuvers longer than around 80 degrees." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "from kadi import events\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "from Ska.Matplotlib import plot_cxctime" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 1 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "man60s = events.manvrs.filter(angle__gt=60, one_shot__gt=10)\n", | |
| "tman60s = man60s.table" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 2 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "plot_cxctime(tman60s['tstart'], tman60s['one_shot'], '.', alpha=0.4)\n", | |
| "plt.ylabel('One shot (arcsec)')\n", | |
| "plt.title('One shot update trend (manvr angle > 60 deg)')\n", | |
| "plt.grid()" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "png": 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wKgTs7Ozg5eWlda2urs5sFWop+GZKHJaiKVmD5tLe0B07AeOwJOWiLcfvThV+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\nEJAkSZrC5BCQJEmawuQQkCRJmsL+AtmHA18XCktHAAAAAElFTkSuQmCC\n" | |
| } | |
| ], | |
| "prompt_number": 3 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "from Chandra.Time import date2secs # Fast conversion from date to secs format\n", | |
| "\n", | |
| "def remove_segmented_manvrs(manvrs):\n", | |
| " \"\"\"\n", | |
| " Return maneuvers that are not segmented. This is defined as a\n", | |
| " manevuer that starts at least 240 seconds after the previous one stops.\n", | |
| " \"\"\"\n", | |
| " prev_manvr_tstops = date2secs(manvrs['prev_manvr_stop'])\n", | |
| " manvr_tstarts = date2secs(manvrs['manvr_start'])\n", | |
| " dts = manvr_tstarts - prev_manvr_tstops\n", | |
| " not_segmented = dts > 240 # Mostly they are less than 50 seconds\n", | |
| " return manvrs[not_segmented]" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 4 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "def plot_one_shot_vs_angle(start, stop, marker, alpha, label):\n", | |
| " manvrs = events.manvrs.filter(start, stop, one_shot__gt=0).table\n", | |
| " manvrs = remove_segmented_manvrs(manvrs)\n", | |
| " plt.plot(manvrs['angle'], manvrs['one_shot'], marker, markersize=7, alpha=alpha, label=label)\n", | |
| " return manvrs" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 5 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "# Mean scale error around 0.0 around 2012.5\n", | |
| "m12 = plot_one_shot_vs_angle('2012:090', '2012:270', '.b', alpha=0.8, label='2012')\n", | |
| "# Mean scale error around 47 arcsec around 2014.5\n", | |
| "m14 = plot_one_shot_vs_angle('2014:040', '2014:220', '.r', alpha=0.5, label='2014')\n", | |
| "plt.xlabel('Maneuver angle (deg)')\n", | |
| "plt.ylabel('One shot (arcsec)')\n", | |
| "plt.legend(loc='upper left')\n", | |
| "plt.grid()" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "png": 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wlErpu7SgvsBTqsBOkt+4I3C33bS7uuyjjz5yuXCZrsXatfDGG7BsmVBZeATz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\nNQeBxF+ufHHxpFdZe8YqsgYkVocauPmWkWsm2LNNFLcPOl/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4+ZXk75w7V/TbuFh6Kpy3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\nly7k5+eTm5sLQEBAAHq9HoDhw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| |
| } | |
| ], | |
| "prompt_number": 6 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "len(m12), len(m14)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "pyout", | |
| "prompt_number": 7, | |
| "text": [ | |
| "(796, 764)" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 7 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Histograms of one-shot updates" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "def plot_hist(angle0, angle1):\n", | |
| " bins = np.linspace(0, 100, 21)\n", | |
| " for mans, facecolor, off in ((m12, 'blue', 0), (m14, 'red', 2.5)):\n", | |
| " ok = (mans['angle'] > angle0) & (mans['angle'] <= angle1)\n", | |
| " mok = mans[ok]\n", | |
| " plt.hist(mok['one_shot'], bins=bins + off, alpha=0.5, facecolor=facecolor,\n", | |
| " histtype='stepfilled')\n", | |
| " plt.xlabel('One shot (arcsec)')\n", | |
| " plt.title('One shots for maneuvers between {} - {} degrees'.format(angle0, angle1))" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 8 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "plot_hist(80, 115)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "png": 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au4NN4ymKE9q0qTkeEdHthnPqREQawlAnItIQhjoRkYYw1ImINIShTkSkIQx1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\nYII=\n" | |
| } | |
| ], | |
| "prompt_number": 9 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "plot_hist(115, 180)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "png": 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| |
| } | |
| ], | |
| "prompt_number": 10 | |
| } | |
| ], | |
| "metadata": {} | |
| } | |
| ] | |
| } |
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