{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%load_ext load_style\n", "%load_style talk.css" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Read nino3 SSTA time series, Plot and Save the image\n", "\n", "In this noteboo, we will finish the following operations\n", "* read time series data produced bya previous notebook\n", "* have a quick plot\n", "* decorate plots\n", "* save image" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Load basic libraries" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt # to generate plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Load nino3 SSTA series\n", "\n", "Please keep in mind that the nino3 SSTA series lies between 1970 and 1999
\n", "Recall ex2" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['ssta_series']" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "npzfile = np.load('data/ssta.nino3.30y.npz')\n", "npzfile.files" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(360L, 1L)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ssta_series = npzfile['ssta_series']\n", "ssta_series.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Have a quick plot" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAD8CAYAAABjAo9vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n8f8B4v69vcrrWF8AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(ssta_series)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Make it beautiful" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.1 Add Year ticks and grid lines, etc. \n", "\n", "More info can be found from https://matplotlib.org/users/pyplot_tutorial.html" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA34AAAGDCAYAAAB0usL6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15, 6))\n", "ax = fig.add_subplot(111)\n", "\n", "plt.plot(ssta_series, 'g-', linewidth=2)\n", "\n", "plt.xlabel('Years')\n", "plt.ylabel('[$^oC$]')\n", "plt.title('nino3 SSTA 30-year (1970-1999)', fontsize=12)\n", "\n", "ax.set_xlim(0,361)\n", "ax.set_ylim(-3.5,3.5)\n", "ax.set_xticklabels(range(1970,2000,1*4))\n", "ax.axhline(0, color='r')\n", "\n", "plt.grid(True)\n", "ax.autoscale_view()\n", "\n", "plt.savefig('image/ssta_series_30y.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.2 More professional\n", "\n", "Just like the [image](https://www.esrl.noaa.gov/psd/enso/mei/ts.gif) from https://www.esrl.noaa.gov/psd/enso/mei/" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA34AAAGDCAYAAAB0usL6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n6BUAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15, 6))\n", "ax = fig.add_subplot(111)\n", "\n", "xtime = np.linspace(1,360,360)\n", "ssta_series = ssta_series.reshape((360))\n", "\n", "ax.plot(xtime, ssta_series, 'black', alpha=1.00, linewidth=2)\n", "ax.fill_between(xtime, 0., ssta_series, ssta_series> 0., color='red', alpha=.75)\n", "ax.fill_between(xtime, 0., ssta_series, ssta_series< 0., color='blue', alpha=.75)\n", "\n", "plt.xlabel('Years')\n", "plt.ylabel('[$^oC$]')\n", "plt.title('nino3 SSTA 30-year (1970-1999)', fontsize=12)\n", "\n", "ax.set_xlim(0, 361)\n", "ax.set_ylim(-4, 4)\n", "ax.set_xticklabels(range(1970,2000,1*4))\n", "\n", "plt.grid(True)\n", "ax.autoscale_view()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## References\n", "\n", "http://unidata.github.io/netcdf4-python/\n", "\n", "John D. Hunter. Matplotlib: A 2D Graphics Environment, Computing in Science & Engineering, 9, 90-95 (2007), DOI:10.1109/MCSE.2007.55\n", "\n", "Stéfan van der Walt, S. Chris Colbert and Gaël Varoquaux. The NumPy Array: A Structure for Efficient Numerical Computation, Computing in Science & Engineering, 13, 22-30 (2011), DOI:10.1109/MCSE.2011.37\n", "\n", "Kalnay et al.,The NCEP/NCAR 40-year reanalysis project, Bull. Amer. Meteor. Soc., 77, 437-470, 1996." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [default]", "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": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 2 }