{ "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": [ "# Trend and Anomaly Analyses of Long-term Tempro-Spatial Dataset\n", "\n", "**Trend** and **anomaly** analyses are widely used in atmospheric and oceanographic research for detecting long term change.\n", "\n", "An example is presented in this notebook of a numerical analysis of Sea Surface Temperature (SST) where the global change rate per decade has been calculated from 1982 to 2016. Moreover, its area-weighted global monthly SST anomaly time series is presented, too. In addition, all of calculating processes is list step by step.\n", "\n", "* Data Source\n", "> NOAA Optimum Interpolation (OI) Sea Surface Temperature (SST) V2 is downloaded from https://www.esrl.noaa.gov/psd/data/gridded/data.noaa.oisst.v2.html.\n", ">\n", "> Spatial Coverage:\n", "> * 1.0 degree latitude x 1.0 degree longitude global grid (180x360).\n", "> * 89.5N - 89.5S, 0.5E - 359.5E.\n", ">\n", "> Because oisst is an interpolated data, so it covers ocean and land. As a result, have to use land-ocean mask data at the same time, which is also available from the webstie.\n", ">\n", "> We select SST from 1982 to 2016." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Load basic libs" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "% matplotlib inline\n", "\n", "from pylab import *\n", "import numpy as np\n", "import datetime \n", "\n", "from netCDF4 import netcdftime\n", "from netCDF4 import Dataset as netcdf # netcdf4-python module\n", "from netcdftime import utime\n", "\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.basemap import Basemap\n", "import matplotlib.dates as mdates\n", "from matplotlib.dates import MonthLocator, WeekdayLocator, DateFormatter\n", "import matplotlib.ticker as ticker\n", "\n", "from matplotlib.pylab import rcParams\n", "rcParams['figure.figsize'] = 15, 6\n", "\n", "import warnings\n", "warnings.simplefilter('ignore')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Read SST data and pick variables" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1 Read SST" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "ncset= netcdf(r'data/sst.mnmean.nc')\n", "lons = ncset['lon'][:] \n", "lats = ncset['lat'][:] \n", "sst = ncset['sst'][1:421,:,:] # 1982-2016 to make it divisible by 12\n", "nctime = ncset['time'][1:421]\n", "t_unit = ncset['time'].units\n", "\n", "try :\n", " t_cal =ncset['time'].calendar\n", "except AttributeError : # Attribute doesn't exist\n", " t_cal = u\"gregorian\" # or standard\n", "\n", "nt, nlat, nlon = sst.shape\n", "ngrd = nlon*nlat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2 Parse time" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(420L,)\n" ] }, { "data": { "text/plain": [ "array([datetime.datetime(1982, 1, 1, 0, 0),\n", " datetime.datetime(1982, 2, 1, 0, 0),\n", " datetime.datetime(1982, 3, 1, 0, 0),\n", " datetime.datetime(1982, 4, 1, 0, 0),\n", " datetime.datetime(1982, 5, 1, 0, 0)], dtype=object)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "utime = netcdftime.utime(t_unit, calendar = t_cal)\n", "datevar = utime.num2date(nctime)\n", "print(datevar.shape)\n", "\n", "datevar[0:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.3 Read mask (1=ocen, 0=land)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(420L, 180L, 360L)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lmfile = 'data\\lsmask.nc'\n", "lmset = netcdf(lmfile)\n", "lsmask = lmset['mask'][0,:,:]\n", "lsmask = lsmask-1\n", "\n", "num_repeats = nt\n", "lsm = np.stack([lsmask]*num_repeats,axis=-1).transpose((2,0,1))\n", "lsm.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.3 Mask out Land" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sst = np.ma.masked_array(sst, mask=lsm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Trend Analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.1 Linear trend calculation" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#import scipy.stats as stats\n", "sst_grd = sst.reshape((nt, ngrd), order='F') \n", "x = np.linspace(1,nt,nt)#.reshape((nt,1))\n", "sst_rate = np.empty((ngrd,1))\n", "sst_rate[:,:] = np.nan\n", "\n", "for i in range(ngrd): \n", " y = sst_grd[:,i] \n", " if(not np.ma.is_masked(y)): \n", " z = np.polyfit(x, y, 1)\n", " sst_rate[i,0] = z[0]*120.0\n", " #slope, intercept, r_value, p_value, std_err = stats.linregress(x, sst_grd[:,i])\n", " #sst_rate[i,0] = slope*120.0 \n", " \n", "sst_rate = sst_rate.reshape((nlat,nlon), order='F')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.2 Visualize SST trend" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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5ObYiGcncdErLK9l/LI29qSfYd/QkB7KKqaioMIbaq6+vp66yjHoJdXX1PHvX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0dn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EBh/QaIqxfG1YbVQrkRFx5nEgNl05k7fwG8JQlvvvQ85i5ajFnvvIVbbh2HwMCgynNPnUrF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\nuBjNW7RA++ZJC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "m = Basemap(projection='cyl', llcrnrlon=min(lons), llcrnrlat=min(lats),\n", " urcrnrlon=max(lons), urcrnrlat=max(lats))\n", "\n", "x, y = m(*np.meshgrid(lons, lats))\n", "clevs = np.linspace(-0.5, 0.5, 21)\n", "cs = m.contourf(x, y, sst_rate.squeeze(), clevs, cmap=plt.cm.RdBu_r)\n", "m.drawcoastlines()\n", "#m.fillcontinents(color='#000000',lake_color='#99ffff')\n", "\n", "cb = m.colorbar(cs)\n", "cb.set_label('SST Changing Rate ($^oC$/decade)', fontsize=12)\n", "plt.title('SST Changing Rate ($^oC$/decade)', fontsize=16)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Anomaly analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.1 Convert sst data into nyear x12 x lat x lon" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(35L, 12L, 64800L)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sst_grd_ym = sst.reshape((12,nt/12, ngrd), order='F').transpose((1,0,2))\n", "sst_grd_ym.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.2 Calculate seasonal cycle" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(12L, 64800L)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sst_grd_clm = np.mean(sst_grd_ym, axis=0)\n", "sst_grd_clm.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.3 Remove seasonal cycle" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(420L, 180L, 360L)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sst_grd_anom = (sst_grd_ym - sst_grd_clm).transpose((1,0,2)).reshape((nt, nlat, nlon), order='F')\n", "sst_grd_anom.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.4 Calculate area-weights" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 4.4.1 Make sure lat-lon grid direction" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 89.5 88.5 87.5 86.5 85.5 84.5 83.5 82.5 81.5 80.5 79.5 78.5]\n", "[ 0.5 1.5 2.5 3.5 4.5 5.5 6.5 7.5 8.5 9.5 10.5 11.5]\n" ] } ], "source": [ "print(lats[0:12])\n", "print(lons[0:12])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 4.4.2 Calculate area-weights with cos(lats)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(180L, 360L)\n" ] } ], "source": [ "lonx, latx = np.meshgrid(lons, lats)\n", "weights = np.cos(latx * np.pi / 180.)\n", "\n", "print(weights.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 4.4.3 Calculate valid grids total eareas for Global, NH and SH" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sst_glb_avg = np.zeros(nt)\n", "sst_nh_avg = np.zeros(nt)\n", "sst_sh_avg = np.zeros(nt)\n", "\n", "for it in np.arange(nt):\n", " sst_glb_avg[it] = np.ma.average(sst_grd_anom[it, :], weights=weights)\n", " sst_nh_avg[it] = np.ma.average(sst_grd_anom[it,0:nlat/2,:], weights=weights[0:nlat/2,:])\n", " sst_sh_avg[it] = np.ma.average(sst_grd_anom[it,nlat/2:nlat,:], weights=weights[nlat/2:nlat,:]) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Visualize monthly SST anomaly time series" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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RERFJj7DENF0ZxPYCxPvvh1degXPPhVdf7Vrb+gkFiCIiIiIikh7xSky7MtNA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v398dznXkmWbNmxYzvo5JWXNe6Vru69unrOc87nfAQBDEcQW7ByNEUkunlLrfziB4Ig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\nd/o7jNZpdmJLSWi2odRwbdfp7zB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1 , figsize=(15,5))\n", "\n", "ax.plot(datevar, sst_glb_avg, color='b', linewidth=2, label='GLB')\n", "ax.plot(datevar, sst_nh_avg, color='r', linewidth=2, label='NH')\n", "ax.plot(datevar, sst_sh_avg, color='g', linewidth=2, label='SH')\n", "\n", "ax.axhline(0, linewidth=1, color='k')\n", "ax.legend()\n", "ax.set_title('Monthly SST Anomaly Time Series (1982 - 2016)', fontsize=16)\n", "ax.set_xlabel('Month/Year #', fontsize=12)\n", "ax.set_ylabel('$^oC$', fontsize=12)\n", "ax.set_ylim(-0.6, 0.6)\n", "fig.set_figheight(9)\n", "\n", "# rotate and align the tick labels so they look better\n", "fig.autofmt_xdate()\n", "# use a more precise date string for the x axis locations in the toolbar\n", "ax.fmt_xdata = mdates.DateFormatter('%Y')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## References\n", "\n", "http://unidata.github.io/netcdf4-python/\n", "\n", "http://www.scipy.org/\n", "\n", "Kalnay et al.,The NCEP/NCAR 40-year reanalysis project, Bull. Amer. Meteor. Soc., 77, 437-470, 1996.\n", "\n", "Matplotlib: A 2D Graphics Environment by J. D. Hunter In Computing in Science & Engineering, Vol. 9, No. 3. (2007), pp. 90-95\n", "\n", "Reynolds, R.W., N.A. Rayner, T.M. Smith, D.C. Stokes, and W. Wang, 2002: An improved in situ and satellite SST analysis for climate. J. Climate, 15, 1609-1625." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [conda root]", "language": "python", "name": "conda-root-py" }, "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 }