{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Ipython notebook to open ADCP .mat files from VENUS and plot them" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline\n", "from matplotlib import pylab\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import scipy.io\n", "from datetime import datetime, timedelta" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Start with the east node sitting in about 170 m of water" ] }, { "cell_type": "code", "collapsed": false, "input": [ "data_east = scipy.io.loadmat('RDIADCP150WH17457_20131015T000000.378Z-53E05.mat')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "for key in data_east.keys():\n", " print key" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "__header__\n", "__globals__\n", "meta\n", "adcp\n", "units\n", "__version__\n", "config\n" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "data_east['adcp'].dtype" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "dtype([('ens', 'O'), ('compassHeading', 'O'), ('pitch', 'O'), ('roll', 'O'), ('time', 'O'), ('temperature', 'O'), ('salinity', 'O'), ('pressure', 'O'), ('depth', 'O'), ('soundSpeed', 'O'), ('heading_std', 'O'), ('pitch_std', 'O'), ('roll_std', 'O'), ('intens', 'O'), ('corr', 'O'), ('velocity', 'O'), ('percentGood', 'O'), ('range', 'O'), ('u', 'O'), ('v', 'O'), ('w', 'O'), ('u_magNorth', 'O'), ('v_magNorth', 'O'), ('velocityError', 'O'), ('backscatter', 'O')])" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "PPe = data_east['adcp']['pressure'][0][0]\n", "print PP[600]\n", "vele = data_east['adcp']['velocity'][0][0]\n", "uvele = data_east['adcp']['u'][0][0]\n", "vvele = data_east['adcp']['v'][0][0]\n", "erange = data_east['adcp']['range'][0][0]\n", "etime = data_east['adcp']['time'][0][0]\n", "speede = np.sqrt(uvele*uvele+vvele*vvele)\n", "print uvele[100,30], erange.shape, etime.shape\n", "print etime[100][0]\n", "ii = 1800\n", "print datetime.fromordinal(int(etime[ii][0])) + timedelta(days=etime[ii][0]%1) - timedelta(days = 366)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[ 168.342]\n", "0.0518031" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " (85, 1) (43201, 1)\n", "735522.002319\n", "2013-10-15 01:00:00.320001\n" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "bins = 85\n", "dse = np.zeros((bins,24))\n", "# find median for each hour in each bin\n", "for id in np.arange(bins):\n", " for j in np.arange(24):\n", " dse[id,j] = np.median(speede[j*ii:j*ii+ii,id])\n", "print dse.shape\n", "plt.plot(dse[2],'b',dse[12],'r',dse[22],'g',dse[32],'m',dse[42],'k')\n", "plt.title('East Station')\n", "print 170-erange[2],170-erange[12],170-erange[22],170-erange[32],170-erange[42]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(85, 24)\n", "[ 157.13]" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " [ 137.13] [ 117.13] [ 97.13] [ 77.13]\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Anp6A2GYlJUws8jlz+Nps2gTs2sXjwSYePj6MjJOR0cHZdh0FBQV4+vQpRnRD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"text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next the central node sitting in about 300 m of water" ] }, { "cell_type": "code", "collapsed": false, "input": [ "data_central = scipy.io.loadmat('RDIADCP150WH8497_20131015T000005.419Z-53E04.mat')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "PPc = data_central['adcp']['pressure'][0][0]\n", "print PP[600]\n", "velc = data_central['adcp']['velocity'][0][0]\n", "uvelc = data_central['adcp']['u'][0][0]\n", "vvelc = data_central['adcp']['v'][0][0]\n", "crange = data_central['adcp']['range'][0][0]\n", "ctime = data_central['adcp']['time'][0][0]\n", "speedc = np.sqrt(uvelc*uvelc+vvelc*vvelc)\n", "print uvelc[100,30], crange.shape, ctime.shape\n", "print ctime[100][0]\n", "ii = 600\n", "print datetime.fromordinal(int(ctime[ii][0])) + timedelta(days=ctime[ii][0]%1) - timedelta(days = 366)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[ 168.342]\n", "0.219759 (60, 1) (14400, 1)\n", "735522.007007\n", "2013-10-15 01:00:05.420003\n" ] } ], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "bins = 60\n", "dsc = np.zeros((bins,24))\n", "# find median for each hour in each bin\n", "for id in np.arange(bins):\n", " for j in np.arange(24):\n", " dsc[id,j] = np.median(speedc[j*ii:j*ii+ii,id])\n", "print dsc.shape\n", "plt.plot(dsc[2],'b',dsc[12],'r',dsc[22],'g',dsc[32],'m',dsc[42],'k')\n", "plt.title('Central Station')\n", "print 300-crange[2],300-crange[12],300-crange[22],300-crange[32],300-crange[42]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(60, 24)\n", "[ 280.72]" ] }, { "output_type": "stream", "stream": "stdout", "text": [ " [ 230.72] [ 180.72] [ 130.72] [ 80.72]\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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krBuJuYlk/p05ierxrIDRMKy4uIL2jdxH4d+Fk8l2E0oNTKWIIREU6hBK2Vdk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"text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }