{ "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": [ "# GPCP(MONTHLY)\n", "\n", "This notebook presents a primary analysis of monthly GCPCP precipitation data from 1979 to 2010:\n", "* Trend\n", "* Climatological annual mean precipitation\n", "* Areal weighted mean of precipitation rate \n", "* Zonal mean precipitation\n", "\n", "**Data**\n", "\n", "The monthly GPCP(GLOBAL PRECIPITATION CLIMATOLOGY PROJECT) data have merged rain from gauge stations, satellites, and sounding observations to estimate monthly rainfall on a 2.5-degree global grid from 1979 to the present. More information can be found at https://climatedataguide.ucar.edu/climate-data/gpcp-monthly-global-precipitation-climatology-project." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Import basic libraries" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true, "scrolled": false }, "outputs": [], "source": [ "% matplotlib inline\n", "\n", "from pylab import *\n", "import numpy as np\n", "import scipy.stats as stats\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 monthly precipitation data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1 Read data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true, "scrolled": false }, "outputs": [], "source": [ "infile = r'data\\V22_GPCP.1979-2010.nc'\n", "ncset = netcdf(infile)\n", "ncset.set_auto_mask(False)\n", "lons = ncset['lon'][:]\n", "lats = ncset['lat'][:]\n", "nctime = ncset['time'][:]\n", "t_unit = ncset['time'].units\n", "pr = ncset['PREC'][:]\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", "undef = -99999.0\n", "pr[pr==undef] = np.nan\n", "\n", "nt,nlat,nlon = pr.shape\n", "ngrd = nlat*nlon" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2 Parse times" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([datetime.datetime(1979, 1, 16, 0, 0),\n", " datetime.datetime(1979, 2, 14, 0, 0),\n", " datetime.datetime(1979, 3, 16, 0, 0),\n", " datetime.datetime(1979, 4, 15, 0, 0),\n", " datetime.datetime(1979, 5, 16, 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", "\n", "datevar[0:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Trend analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.1 Calculate Trend" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "pr_grd = pr.reshape((nt, ngrd), order='F') \n", "\n", "pr_rate = np.empty((ngrd,1))\n", "pr_rate[:,:] = np.nan\n", "pr_val = np.empty((ngrd,1))\n", "pr_val[:,:] = np.nan\n", "\n", "for i in range(ngrd): \n", " y = pr_grd[:,i] \n", " y0 = y[~np.isnan(y)] \n", " \n", " x = np.linspace(1,len(y0), len(y0))\n", " slope, intercept, r_value, p_value, std_err = stats.linregress(x, y0)\n", " pr_rate[i,0] = slope*120.0 \n", " pr_val[i,0] = p_value \n", " \n", "pr_rate = pr_rate.reshape((nlat,nlon), order='F')\n", "pr_val = pr_val.reshape((nlat,nlon), order='F')\n", "\n", "#pr_rate = np.ma.masked_array(pr_rate, mask=(pr_val<0.05))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.2 Visualize trend" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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7BIKi4mKklHh5uBN/cGuFPBvyPVKdALfEdPZqewOsidNnztDKz7W889JwbS6l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\nSiIxManS8uLzv/6SxMQkXn3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i4hM5efY8kx5+ivyCwgrH33zyfl56ZEqV8UtKSnHoMKT8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5YLp09I9nNsCrE3dcHJiuihQgIbERlFrpptSUxKIujyYTyzKUNdfyvE3tD7mstzkRBio9PqOj0x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\ndgw0Ei5ktsDbRuqVkjljCQWlYIt2i91xvHLlYvXWPcybMJLVy5YweOgwO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tW06Jzv8PYh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PTCGiYgWmzl9MfOrrpFlSwaLCJCQmhDMOnuWnf27g5+5Kh9KFJNUhjKm5iN1yBHjk9cUtKACN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fRs08i0vJ75QCDj2INr8g4ddS3TZszi171HadG8mZdAMoo9u27tWi7q3NnjGaEREEIrfdMK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\nmYbWdpqammhoaKSpqYnGpiZGDM9k/gnzOOnEEzhkymQ++PgTcvPyG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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(-0.6, 0.6, 25)\n", "cs = m.contourf(x, y, pr_rate.squeeze(), clevs, cmap=plt.cm.RdBu_r)\n", "m.drawcoastlines()\n", "\n", "cb = m.colorbar(cs)\n", "plt.title('GPCP v2.2 Changing Rate (mm/day/decade)', fontsize=16)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Climatological annual mean precipitation" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "pr_ann_clm = np.nanmean(pr, axis=0)" ] }, { "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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3P67CFZYQXXIF0SVXYkZVZBYvN6K2YhphBZU7kBAqMZOdxRvJErIk0i0iHRvp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Y/X5WcjlJ9zkXEtz+AdrADeWM+xQ/spLStjw8bNTHvkUV5/djr9h11I974DUCgU7N25nRuGZPPd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\n7NK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b7uX7n5U8uOflF8qmsBIDvLhxeTtrGD9uHHHxlVm3eacBGJRgT9o58vPz2bF5IwBv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7h/jaRTG8wzZ4zxJI1JWmx3gU67TwQAAAAG2DeSbjbGXG+MyUs6Imm2YZ5ZSc/E\nt5+U9Fm7+7dL7OMOAAAAtCzeZ/0FSR8rGg7yHWvtj8aYlyUds9bOSnpb0nvGmOOKtrQf2c4yzTai\nHwAAAECPsKsMAAAAkAKEOwAAAJAChDsAAACQAoQ7AAAAkAKEOwAAAJAChDsAAACQAoQ7AAAAkAKE\nOwAAAJAC/wGxo282R8tDSQAAAABJRU5ErkJggg==\n", "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(0.0, 12.0, 25)\n", "cs = m.contourf(x, y, pr_ann_clm.squeeze(), clevs, cmap=plt.cm.RdBu_r)\n", "m.drawcoastlines()\n", "\n", "cb = m.colorbar(cs)\n", "plt.title('GPCP v2.2 Annual Mean (mm/day)', fontsize=16)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Areal weighted mean of precipitation rate" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5.1 Calculate areal weighted mean" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2.6742099716\n" ] } ], "source": [ "lonx, latx = np.meshgrid(lons, lats)\n", "weights = np.cos(latx * np.pi / 180.)\n", "\n", "pr_glb_avg = np.zeros(nt)\n", "\n", "for it in np.arange(nt):\n", " pone = pr[it,:, :]\n", " pone = np.ma.masked_array(pone, mask=np.isnan(pone))\n", " pr_glb_avg[it] = np.average(pone, weights=weights) \n", " \n", "glb_avg = np.mean(pr_glb_avg)\n", "print(glb_avg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5.2 Visualize areal weighted mean" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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Mr5dOnYAePfT7QhN+XB5+qCEIYeEOql+YcykgoZ5CrhHhJ7QXRPgJeSNsqKcI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5p89vgB6S1+boCXZoSfPZmT38x7NdcWm+0m/GQi29vbWI4kV08fi58bITPO4peX8AvzTGglBxtQ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\nrU/7E9Gc2mfVBzhDam4Om9dEx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YiIiBZJ84BVtufVbktEREQn0uMXERHRmeW1GxAREdGp\n9PhFRERERET0ufT4RURERERE9LkUfhEREREREX0uhV9ERERERESfS+EXERERERHR51L4RURERERE\n9LkUfhEREREREX3uP95avaIQqg3CAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(15,6))\n", "\n", "ax.plot(datevar, pr_glb_avg, color='b', linewidth=2)\n", "\n", "ax.axhline(glb_avg, linewidth=2, color='r', label=\"Global areal mean: \" + str(np.round(glb_avg*100)/100))\n", "ax.legend()\n", "ax.set_title('GPCP areal mean (1979-2010)', fontsize=16)\n", "ax.set_xlabel('Month/Year #', fontsize=12)\n", "ax.set_ylabel('Preicipitation [mm/day]', fontsize=12)\n", "ax.set_ylim(2.4, 2.9)\n", "ax.minorticks_on()\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": {}, "source": [ "## 6. Zonal mean precipitation" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "pr_ann_clm = np.nanmean(pr, axis=0)\n", "pr_ann_zonal = np.nanmean(pr_ann_clm, axis=1)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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Nfv4ZZsyA2rWhc4ZXZt1rL18Tb948+PXXzF5bRESip6ROREQkBeKzXnbtCrVq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\niIjksf8HosLJEi8FJQUAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 1, figsize=(15,6))\n", "\n", "ax.plot(lats, pr_ann_zonal, color='b', linewidth=2)\n", "\n", "ax.axhline(glb_avg, linewidth=2, color='r', label=\"Global areal mean: \" + str(np.round(glb_avg*100)/100))\n", "ax.legend()\n", "ax.set_title('GPCP zonal mean (1979-2010)', fontsize=16)\n", "ax.set_xlabel('Month/Year #', fontsize=12)\n", "ax.set_ylabel('Preicipitation [mm/day]', fontsize=12)\n", "ax.set_ylim(0.0, 6.0)\n", "ax.set_xlim(-90, 90)\n", "ax.minorticks_on()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "http://unidata.github.io/netcdf4-python/\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", "Jones E, Oliphant E, Peterson P, et al. SciPy: Open Source Scientific Tools for Python, 2001-, http://www.scipy.org/\n", "\n", "Pendergrass, Angeline & National Center for Atmospheric Research Staff (Eds). Last modified 02 Jul 2016. \"The Climate Data Guide: GPCP (Monthly): Global Precipitation Climatology Project.\" Retrieved from https://climatedataguide.ucar.edu/climate-data/gpcp-monthly-global-precipitation-climatology-project." ] }, { "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 }