Created
July 29, 2014 12:17
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| { | |
| "metadata": { | |
| "name": "pitch_dependancy_analysis" | |
| }, | |
| "nbformat": 3, | |
| "nbformat_minor": 0, | |
| "worksheets": [ | |
| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "from Chandra.Time import DateTime\n", | |
| "from Ska.engarchive import fetch_eng as fetch\n", | |
| "from kadi import events, cmds" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 1 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "dwells = events.dwells.filter('2012:001', '2014:180')\n", | |
| "dwellends = dwells.table['stop']\n", | |
| "duration = dwells.table['dur']\n", | |
| "ind = duration > 3600*10\n", | |
| "dwellends = dwellends[ind]" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 2 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "data = fetch.Msid('4rt700t', '2012:001', stat='5min')\n", | |
| "pdata = fetch.Msid('dp_pitch', '2012:001', stat='5min')\n", | |
| "pitch = np.interp(DateTime(dwellends).secs, pdata.times, pdata.vals)\n", | |
| "temps = np.interp(DateTime(dwellends).secs, data.times, data.vals)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 5 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "import numpy as np\n", | |
| "import matplotlib\n", | |
| "\n", | |
| "matplotlib.rcParams['xtick.major.pad'] = 10\n", | |
| "matplotlib.rcParams['ytick.major.pad'] = 10\n", | |
| "matplotlib.rc('font', family='sans-serif') \n", | |
| "matplotlib.rc('font', weight='light')\n", | |
| "\n", | |
| "# Define \"lightfont\" because sometimes you really just need to force matplotlib into submission\n", | |
| "lightfont = matplotlib.font_manager.FontProperties(weight='light')\n", | |
| "\n", | |
| "fig = matplotlib.pyplot.figure(figsize=(16, 10),facecolor=[1,1,1])\n", | |
| "ax = fig.add_axes([0.1, 0.1, 0.8, 0.8], axisbg=[1, 1, 1], frameon=True)\n", | |
| "ax.plot(pitch, temps, 'o', alpha=0.5)\n", | |
| "ax.set_title('Max Observed Temperature for Dwells > 36Ks (10Hrs)', fontsize=25, y=1.02,\n", | |
| " fontproperties=lightfont)\n", | |
| "ax.set_ylabel('Temperature $^\\circ$F',fontsize=20, fontproperties=lightfont)\n", | |
| "ax.set_xlabel('Pitch',fontsize=20, fontproperties=lightfont)\n", | |
| "ax.set_yticks(range(60, 81, 2))\n", | |
| "ax.set_yticklabels(ax.get_yticks(), fontsize=20)\n", | |
| "ax.set_xticks(range(45,161, 5))\n", | |
| "ax.set_xticklabels(ax.get_xticks(), fontsize=20)\n", | |
| "ax.set_xlim(45, 160)\n", | |
| "ax.grid(True)\n", | |
| "fig.savefig('4rt700t_temperature_pitch_dependancy.png')\n" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "png": 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lpk2bZlOYnz9/Xtzc3GT48OE27bOysqRjx47i4eEhly9ftkwfPXq0KIpit1g+cuSIVKpU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ERERERq0cw98j4ff/wxHn74YXz961/H3LlzceLECTzzzDPYunUrZFmd77R+5plnUFpa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\nRkREBHQ6HYKCgjBhwgTk5+c7NJstGZ3dB2t7reqP6pxdQ1vzqbUPZ2ZmY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g8P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\nERERERER0UPk/wFj89mk4tkYjAAAAABJRU5ErkJggg==\n" | |
| } | |
| ], | |
| "prompt_number": 6 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 4 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 4 | |
| } | |
| ], | |
| "metadata": {} | |
| } | |
| ] | |
| } |
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