{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.1.0\n" ] } ], "source": [ "import utide\n", "\n", "print(utide.__version__)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "\n", "def fake_tide(t, M2amp, M2phase):\n", " \"\"\"\n", " Generate a minimally realistic-looking fake semidiurnal tide.\n", " \n", " t is time in hours\n", " phases are in radians\n", " \n", " Modified from: http://currents.soest.hawaii.edu/ocn760_4/_static/plotting.html\n", " \"\"\"\n", " return M2amp * np.sin(2 * np.pi * t / 12.42 - M2phase)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from pandas import date_range\n", "\n", "N = 500\n", "\n", "t = date_range(start='2016-03-29', periods=N, freq='H')\n", "\n", "# Signal + some noise.\n", "u = fake_tide(np.arange(N), M2amp=2, M2phase=0) + np.random.randn(N)\n", "v = fake_tide(np.arange(N), M2amp=1, M2phase=np.pi) + np.random.randn(N)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from matplotlib.dates import date2num\n", "\n", "time = date2num(t.to_pydatetime())" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "solve: \n", "matrix prep ... \n", "Solution ...\n", "diagnostics...\n", "Done.\n", "\n" ] } ], "source": [ "from utide import solve\n", "\n", "coef = solve(time, u, v,\n", " lat=-42.5,\n", " nodal=False,\n", " trend=False,\n", " method='ols',\n", " conf_int='linear',\n", " Rayleigh_min=0.95,)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "reconstruct:\n", "prep/calcs...\n", "Done.\n", "\n" ] } ], "source": [ "from utide import reconstruct\n", "\n", "tide = reconstruct(time, coef)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "['u', 'v']" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tide.keys()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9gAAAE2CAYAAACa+zqqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nABtsAAAAGMAGGwAAAAawwQYAAIAB/gDN3ygmgCcPgQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from matplotlib import style\n", "style.use('seaborn-notebook')\n", "\n", "fig, (ax0, ax1, ax2) = plt.subplots(nrows=3, sharey=True, sharex=True, figsize=(17, 5))\n", "\n", "ax0.plot(t, u, label=u'Observations')\n", "ax0.legend(numpoints=1, loc='lower right')\n", "\n", "ax1.plot(t, tide['u'], alpha=0.5, label=u'Prediction')\n", "ax1.legend(numpoints=1, loc='lower right')\n", "\n", "ax2.plot(t, u-tide['u'], alpha=0.5, label=u'Residue')\n", "_ = ax2.legend(numpoints=1, loc='lower right')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9gAAAE7CAYAAAAmZSl0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nx3Ecx3GcOuAn2I7jOI7jOI7jOI5TB/4HiLRy24YzN5gAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax0, ax1, ax2) = plt.subplots(nrows=3, sharey=True, sharex=True, figsize=(17, 5))\n", "\n", "ax0.plot(t, v, label=u'Observations')\n", "ax0.legend(numpoints=1, loc='lower right')\n", "\n", "ax1.plot(t, tide['v'], alpha=0.5, label=u'Prediction')\n", "ax1.legend(numpoints=1, loc='lower right')\n", "\n", "ax2.plot(t, v-tide['v'], alpha=0.5, label=u'Residue')\n", "_ = ax2.legend(numpoints=1, loc='lower right')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.8" } }, "nbformat": 4, "nbformat_minor": 0 }