{ "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": [ "# Primary analysis of precipitation data\n", "\n", "This notebook only show some basic analysis on precipitation data based on previous notebooks\n", "* read data\n", "* check variables\n", "* visualze spatial map\n", "* calcualte climatology\n", "* calculate no-wegithed global mean time series\n", "* plot time series\n", "* save data\n", "\n", "**Precipitation data**\n", "\n", "Precipitation data is downloaded from GPCC Global Precipitation Climatology Centre (https://www.esrl.noaa.gov/psd/data/gridded/data.gpcc.html).\n", "* Temporal Coverage: Monthly values 1901/01 through 2013 (full V7).\n", "* Spatial Coverage: 0.5 degree latitude x 0.5 degree longitude global grid (720x180)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Read in precipitation data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, let's see how to open netcdf data in python and generate yearly climatology of global precipitation. First, we will import the required libraries, then we will open the monthly average global precipitaton." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.1 Load basic libraries" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "import numpy as np\n", "\n", "import matplotlib.pyplot as plt # to generate plots\n", "from mpl_toolkits.basemap import Basemap # plot on map projections\n", "import matplotlib.dates as mdates\n", "\n", "import datetime \n", "from netCDF4 import Dataset # http://unidata.github.io/netcdf4-python/\n", "from netCDF4 import netcdftime\n", "from netcdftime import utime" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.2 Set input NetCDF file info\n", "\n", "You can download data using wget or aria2c under Linux. In this case, the data is already downloaded and put into the folder of data." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#!wget ftp://ftp.cdc.noaa.gov/Datasets/gpcc/full_v7/precip.mon.total.v7.nc\n", "\n", "file = 'data\\precip.mon.total.v7.nc'\n", "variable = 'precip'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.3 Extract variables" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "fh = Dataset(file, mode='r') # file handle, open in read only mode\n", "lon = fh.variables['lon'][:]\n", "lat = fh.variables['lat'][:]\n", "nctime = fh.variables['time'][:]\n", "t_unit = fh.variables['time'].units\n", "pr = fh.variables[variable][:]\n", "\n", "try :\n", " t_cal = fh.variables['time'].calendar\n", "except AttributeError : # Attribute doesn't exist\n", " t_cal = u\"gregorian\" # or standard\n", "\n", "fh.close() # close the file" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.4 Parse time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you want to learn more about what a specific function does, you can use the help function: help(function) or function?.\n", "\n", "For example, *help(np.mean) or netcdftime.utime?*" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([datetime.datetime(1901, 1, 1, 0, 0),\n", " datetime.datetime(1901, 2, 1, 0, 0),\n", " datetime.datetime(1901, 3, 1, 0, 0),\n", " datetime.datetime(1901, 4, 1, 0, 0),\n", " datetime.datetime(1901, 5, 1, 0, 0)], dtype=object)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#netcdftime.utime?\n", "#netcdftime.utime.num2date?\n", "utime = netcdftime.utime(t_unit, calendar = t_cal)\n", "datevar= utime.num2date(nctime)\n", "\n", "datevar[0:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Access data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1 Output all latitude values" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 89.75, 89.25, 88.75, 88.25, 87.75, 87.25, 86.75, 86.25,\n", " 85.75, 85.25, 84.75, 84.25, 83.75, 83.25, 82.75, 82.25,\n", " 81.75, 81.25, 80.75, 80.25, 79.75, 79.25, 78.75, 78.25,\n", " 77.75, 77.25, 76.75, 76.25, 75.75, 75.25, 74.75, 74.25,\n", " 73.75, 73.25, 72.75, 72.25, 71.75, 71.25, 70.75, 70.25,\n", " 69.75, 69.25, 68.75, 68.25, 67.75, 67.25, 66.75, 66.25,\n", " 65.75, 65.25, 64.75, 64.25, 63.75, 63.25, 62.75, 62.25,\n", " 61.75, 61.25, 60.75, 60.25, 59.75, 59.25, 58.75, 58.25,\n", " 57.75, 57.25, 56.75, 56.25, 55.75, 55.25, 54.75, 54.25,\n", " 53.75, 53.25, 52.75, 52.25, 51.75, 51.25, 50.75, 50.25,\n", " 49.75, 49.25, 48.75, 48.25, 47.75, 47.25, 46.75, 46.25,\n", " 45.75, 45.25, 44.75, 44.25, 43.75, 43.25, 42.75, 42.25,\n", " 41.75, 41.25, 40.75, 40.25, 39.75, 39.25, 38.75, 38.25,\n", " 37.75, 37.25, 36.75, 36.25, 35.75, 35.25, 34.75, 34.25,\n", " 33.75, 33.25, 32.75, 32.25, 31.75, 31.25, 30.75, 30.25,\n", " 29.75, 29.25, 28.75, 28.25, 27.75, 27.25, 26.75, 26.25,\n", " 25.75, 25.25, 24.75, 24.25, 23.75, 23.25, 22.75, 22.25,\n", " 21.75, 21.25, 20.75, 20.25, 19.75, 19.25, 18.75, 18.25,\n", " 17.75, 17.25, 16.75, 16.25, 15.75, 15.25, 14.75, 14.25,\n", " 13.75, 13.25, 12.75, 12.25, 11.75, 11.25, 10.75, 10.25,\n", " 9.75, 9.25, 8.75, 8.25, 7.75, 7.25, 6.75, 6.25,\n", " 5.75, 5.25, 4.75, 4.25, 3.75, 3.25, 2.75, 2.25,\n", " 1.75, 1.25, 0.75, 0.25, -0.25, -0.75, -1.25, -1.75,\n", " -2.25, -2.75, -3.25, -3.75, -4.25, -4.75, -5.25, -5.75,\n", " -6.25, -6.75, -7.25, -7.75, -8.25, -8.75, -9.25, -9.75,\n", " -10.25, -10.75, -11.25, -11.75, -12.25, -12.75, -13.25, -13.75,\n", " -14.25, -14.75, -15.25, -15.75, -16.25, -16.75, -17.25, -17.75,\n", " -18.25, -18.75, -19.25, -19.75, -20.25, -20.75, -21.25, -21.75,\n", " -22.25, -22.75, -23.25, -23.75, -24.25, -24.75, -25.25, -25.75,\n", " -26.25, -26.75, -27.25, -27.75, -28.25, -28.75, -29.25, -29.75,\n", " -30.25, -30.75, -31.25, -31.75, -32.25, -32.75, -33.25, -33.75,\n", " -34.25, -34.75, -35.25, -35.75, -36.25, -36.75, -37.25, -37.75,\n", " -38.25, -38.75, -39.25, -39.75, -40.25, -40.75, -41.25, -41.75,\n", " -42.25, -42.75, -43.25, -43.75, -44.25, -44.75, -45.25, -45.75,\n", " -46.25, -46.75, -47.25, -47.75, -48.25, -48.75, -49.25, -49.75,\n", " -50.25, -50.75, -51.25, -51.75, -52.25, -52.75, -53.25, -53.75,\n", " -54.25, -54.75, -55.25, -55.75, -56.25, -56.75, -57.25, -57.75,\n", " -58.25, -58.75, -59.25, -59.75, -60.25, -60.75, -61.25, -61.75,\n", " -62.25, -62.75, -63.25, -63.75, -64.25, -64.75, -65.25, -65.75,\n", " -66.25, -66.75, -67.25, -67.75, -68.25, -68.75, -69.25, -69.75,\n", " -70.25, -70.75, -71.25, -71.75, -72.25, -72.75, -73.25, -73.75,\n", " -74.25, -74.75, -75.25, -75.75, -76.25, -76.75, -77.25, -77.75,\n", " -78.25, -78.75, -79.25, -79.75, -80.25, -80.75, -81.25, -81.75,\n", " -82.25, -82.75, -83.25, -83.75, -84.25, -84.75, -85.25, -85.75,\n", " -86.25, -86.75, -87.25, -87.75, -88.25, -88.75, -89.25, -89.75], dtype=float32)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2 Access the first and the last value of lat" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "89.75" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lat[0] # Caution! Python’s indexing starts with zero" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-89.75" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lat[-1] # gives the last value of the vector" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.3 Get the precipitation field of the first month" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "masked_array(data =\n", " [[-- -- -- ..., -- -- --]\n", " [-- -- -- ..., -- -- --]\n", " [-- -- -- ..., -- -- --]\n", " ..., \n", " [-- -- -- ..., -- -- --]\n", " [-- -- -- ..., -- -- --]\n", " [-- -- -- ..., -- -- --]],\n", " mask =\n", " [[ True True True ..., True True True]\n", " [ True True True ..., True True True]\n", " [ True True True ..., True True True]\n", " ..., \n", " [ True True True ..., True True True]\n", " [ True True True ..., True True True]\n", " [ True True True ..., True True True]],\n", " fill_value = -9.96921e+36)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pr[0,:,:] # or simply pr[0]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(360L, 720L)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pr[0].shape # (360, 720)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Visualize data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.1 Have a quick shot\n", "\n", "The precipitaton at Jan-1901 is visualized using **imshow**, which looks just like a image without using any geolocation information. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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FqFBQRl4IlZAl0slZE55UsXwOQnCpBK5WlywBG7vEF4Kh/6Vf+hT82TogJagegj0P3v4j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\n0THsyBikrQtwE00tmtqJIux2bBxNreuzYzc6Osayn/yWEzfsIrenwcv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(pr[0]) #data for the first time-step (January 1901)\n", "plt.title('Jan 1901 Monthly Rainfall [mm]')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.2 Visualize on a Map Projection\n", "\n", "The matplotlib basemap is used here, which is a library for plotting 2D data on maps in Python. It is similar in functionality to the matlab mapping toolbox, the IDL mapping facilities, GrADS, or the Generic Mapping Tools. PyNGL and CDAT are other libraries that provide similar capabilities in Python (https://matplotlib.org/basemap/users/intro.html).\n", "\n", "basemap supports many projecitons:\n", "* Azimuthal Equidistant Projection\n", "* Gnomonic Projection\n", "* Orthographic Projection\n", "* Geostationary Projection\n", "* Near-Sided Perspective Projection\n", "* Mollweide Projection\n", "* ..." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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6lU0i8mJVPXJMjc4i5swmrKr7gd0iErvYXwrsBL4O3BRtuwn42hTb+z7QCayf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\n479LJBJlt9xyS+G11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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lons, lats = np.meshgrid(lon,lat)\n", "\n", "m = Basemap(projection='kav7', lon_0=0)\n", "m.drawmapboundary(fill_color='Gray', zorder=0)\n", "m.drawparallels(np.arange(-90.,99.,30.), labels=[1,0,0,0])\n", "m.drawmeridians(np.arange(-180.,180.,60.), labels=[0,0,0,1])\n", "\n", "h = m.pcolormesh(lons,lats,pr[0], shading='flat',latlon=True)\n", "m.colorbar(h, location='bottom', pad=\"15%\", label='Rainfall [mm/month]')\n", "\n", "plt.title('Jan 1901 Monthly Rainfall [mm]')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Work with masked arrays" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the previous section we noticed that our precipitation data-set only has values over land. This is where\n", "masked arrays come into play." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.1 Have a look at pr" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#pr # Python automatically created a masked array with the data and the mask" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.2 Have a look at the data and the mask separately" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " ..., \n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, 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...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36]],\n", "\n", " [[ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " ..., \n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36]],\n", "\n", " ..., \n", " [[ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " ..., \n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36]],\n", "\n", " [[ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " ..., \n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36]],\n", "\n", " [[ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " ..., \n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36]]], dtype=float32)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pr.data # gives you the data array only" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[ True, True, True, ..., True, True, True],\n", " [ True, True, True, ..., True, True, True],\n", " [ True, True, True, ..., True, True, True],\n", " ..., \n", " [ True, True, True, ..., True, True, True],\n", " [ True, True, True, ..., True, True, True],\n", " [ True, True, True, ..., True, True, True]],\n", "\n", " [[ True, True, True, ..., True, True, True],\n", " [ True, True, True, ..., True, True, True],\n", " [ True, True, True, ..., True, True, True],\n", " ..., \n", " [ True, True, True, ..., True, True, True],\n", " [ True, True, True, ..., True, True, True],\n", " [ True, True, True, ..., True, True, True]],\n", "\n", " [[ True, True, True, ..., True, True, True],\n", " [ True, True, True, ..., True, True, True],\n", " [ True, True, True, ..., True, True, True],\n", " ..., \n", " [ True, True, True, ..., True, True, True],\n", " [ True, True, True, ..., True, True, True],\n", " [ True, True, True, ..., True, True, True]],\n", "\n", " ..., \n", " [[ True, True, True, ..., True, True, True],\n", " [ True, True, True, ..., True, True, True],\n", " [ True, True, True, ..., True, True, True],\n", " ..., \n", " [ True, True, True, ..., True, True, True],\n", " [ True, True, True, ..., True, True, True],\n", " [ True, True, True, ..., True, True, True]],\n", "\n", " [[ True, True, True, ..., True, True, True],\n", " [ True, True, True, ..., True, True, True],\n", " [ True, True, True, ..., True, True, True],\n", " ..., \n", " [ True, True, True, ..., True, True, True],\n", " [ True, True, True, ..., True, True, True],\n", " [ True, True, True, ..., True, True, True]],\n", "\n", " [[ True, True, True, ..., True, True, True],\n", " [ True, True, True, ..., True, True, True],\n", " [ True, True, True, ..., True, True, True],\n", " ..., \n", " [ True, True, True, ..., True, True, True],\n", " [ True, True, True, ..., True, True, True],\n", " [ True, True, True, ..., True, True, True]]], dtype=bool)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pr.mask # gives you True where the data is masked (over the ocean) and False where data is available (over land)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.3 Create a vector of precipitation data where values are not masked" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " ..., \n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36]],\n", "\n", " [[ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " ..., \n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, 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-9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " ..., \n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36]],\n", "\n", " [[ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " ..., \n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36],\n", " [ -9.96920997e+36, -9.96920997e+36, -9.96920997e+36, ...,\n", " -9.96920997e+36, -9.96920997e+36, -9.96920997e+36]]], dtype=float32)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pr.data[~pr.mask] # the tilde inverts the mask\n", "pr.data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.4 Create a yearly climatology field from the precipitation data" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(360L, 720L)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clim = np.mean(pr, axis=0) # because pr is a masked array, all masked values are ignored in the calculation.\n", "clim.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "'clim' can be plotted onto a map projection the same way you plotted 'pr[0]' above." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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LUJUz2XHUtNp1Ac9THymVq5dRU7BE9/VZ9bmhra40231dM6gUQjalwNlmjJy1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J9OK+DXyvox/vvlFK7e7z4BWpY7FjkjDorjOLzwwgtJx3F+qaprukvu1uhVd6aqbgR+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\nP77F2fVZxbZt3nrrL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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lons, lats = np.meshgrid(lon,lat)\n", "m = Basemap(projection='kav7',lon_0=0)\n", "m.drawmapboundary(fill_color='Gray', zorder=0)\n", "m.drawparallels(np.arange(-90.,99.,30.), labels=[1,0,0,0])\n", "m.drawmeridians(np.arange(-180.,180.,60.), labels=[0,0,0,1])\n", "\n", "h = m.pcolormesh(lons,lats,clim, shading='flat',latlon=True)\n", "m.colorbar(h,location='bottom',pad=\"15%\", label='Rainfall [mm/month]')\n", "\n", "plt.title('Yearly Rainfall Climatology')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Calculate and plot the global monthly mean precipitation rate" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5.1 Define weighting matrix" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true }, "outputs": [], "source": [ "wgtmat = np.cos(np.tile(abs(lat[:,None])*np.pi/180, (1,len(lon)))) # Dimension: 72x144" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5.2 Calculate the global monthly mean precipitation rate" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "mean_pr = np.zeros(pr.shape[0]) # Preallocation\n", "for i in range(pr.shape[0]): # Don’t forget the ‘:’\n", " mean_pr[i] = np.sum(pr[i] * wgtmat * ~pr.mask[i])/np.sum(wgtmat * ~pr.mask[i])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5.3 Plot a time series of monthly rainfall" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 5.3.1 Give a unit to the global monthly mean precipitation rate" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "prunit = 'mm/month'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 5.3.2 Have a quick look" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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oo4U6BQyf+pGzHkO/OWd7/03Vj3wHLwxtHJw31uB7T+OJ4Lns77HiojlUBK+P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\n1sAwr2MGkRAXTc6gCIxW8HI+exv3AuFt02xrOcm5Du4pmq4JmrNqb17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cmd+WLt4Zy0mm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\n73tf3kWTx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polAO+aa/r2au3hIFB7r+ed119vGZIiBk9rr+f2zi3gHuOlKdXRPOJ5zlC9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\n048bIqDBffdll8WsdH7sY93PrsuNRPjUkXkseDYDnUn3N6uMFW3ByyPw0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CpJJyuKZhZ5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15, 6))\n", "ax = fig.add_subplot(111)\n", "\n", "plt.plot(range(1,pr.shape[0]+1), mean_pr, 'b-', label='precip',linewidth=2)\n", "plt.axis([1,pr.shape[0]+1, np.min(mean_pr)-0.05, np.max(mean_pr)+0.05])\n", "\n", "plt.xlabel('Month')\n", "plt.ylabel('Precipitation Rate [' + prunit + ']')\n", "plt.title('Monthly Mean Precipitation Rate Over Land (1901-2013)',fontsize=12)\n", "plt.legend(loc=2, borderaxespad=1., frameon=False)\n", "\n", "#plt.grid(True)\n", "ax.autoscale_view()\n", "\n", "plt.savefig('image/monthly_global_precip.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 5.3.3 Use dates as x-axis to make image a little pretty" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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nBjEU7fyVovxbSLQ9lqWU/JIF1zZPW0lR2rbglVk0xw+ulUXdkEtI1qdDRcBr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e+1WK9InOXy/jOxqnmeNH3M8sme8L+b5+zBY0o3ywCrz2uSrOzZ/4X/M4PXamSGCzWec8TFox1+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9WxPkPcomu7Vxy66QniA3N9o97Y8vONGPtWu3/v3HIYE65FhAciIkyCXePVYH9PF1MI8ALRUW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\nMm/Urd4wRgSdZf5/MVAUVOUBAA+Z20BE5lc2ibWjKe0EUKraAGx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1)\n", "fig.set_figwidth(15)\n", "fig.set_figheight(6)\n", "\n", "# plot mean precipitation\n", "ax.plot(datevar, mean_pr)\n", "\n", "# rotate and align the tick labels so they look better\n", "fig.autofmt_xdate()\n", "\n", "# use a more precise date string for the x axis locations in the toolbar\n", "ax.fmt_xdata = mdates.DateFormatter('%Y-%m-%d')\n", "\n", "# add some docoration\n", "plt.xlabel('Month')\n", "plt.ylabel('Precipitation Rate [' + prunit + ']')\n", "plt.title('Monthly Mean Precipitation Rate Over Land (1901-2013)',fontsize=12)\n", "\n", "ax.autoscale_view()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 5.3.4 Save the monthly data for future use" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "np.savez('data/monthlylmeanpr.npz', prunit=prunit, dates=datevar, mean_pr=mean_pr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5.4 Calculate annual mean precipitation rates" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Firstly, convert mean_pr data from [months] to [nyr|12|], where months=nyrx12 months/year. This can be done using the **reshape** function.\n", "\n", "Secondly, calculate means of all months whithin a year, which can be done using **np.mean** along the axis=1." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 5.4.1 Calculate the numbler of years (should be 113 years)\n", "\n", "The months should be divided by 12." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "113L" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ntimes = mean_pr.shape[0]\n", "nyr = ntimes/12\n", "nyr" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 5.4.2 Calculate annual mean" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 70.49350484, 68.78257052, 69.53434467, 69.40012169,\n", " 68.78172207, 71.38707415, 70.32688904, 71.29754957,\n", " 71.4694519 , 72.06415749, 69.16141764, 69.9941632 ,\n", " 69.82259146, 67.81409009, 68.9022913 , 73.30589263,\n", " 72.26861032, 69.33327643, 69.12644641, 70.09183725,\n", " 72.42983119, 71.4552021 , 70.81370385, 71.4069945 ,\n", " 70.04442565, 71.06697369, 71.97210693, 70.77310562,\n", " 70.1148475 , 68.40899404, 71.05053139, 71.00876268,\n", " 71.8112793 , 71.88328393, 70.97576491, 70.68777275,\n", " 71.32013734, 72.04881795, 71.92748356, 69.43444411,\n", " 68.58787537, 71.17703851, 72.04950968, 69.58624967,\n", " 71.73299789, 69.6250515 , 71.63511054, 70.79787954,\n", " 71.99441878, 72.99011993, 69.61487484, 70.63003508,\n", " 71.45728811, 72.50551987, 73.22703743, 73.75142988,\n", " 70.76542918, 70.14769522, 71.6954333 , 71.60201804,\n", " 72.28466733, 71.10065842, 70.40934658, 71.20044231,\n", " 68.47909546, 71.10379346, 70.61378924, 70.73980014,\n", " 70.67156061, 71.14484437, 71.31860097, 68.89922047,\n", " 73.9890124 , 73.22615846, 73.46036911, 70.33139547,\n", " 71.56829389, 72.17618974, 70.75936508, 70.22961998,\n", " 71.6310819 , 69.56094583, 70.01592191, 71.83687878,\n", " 70.55946414, 69.71629747, 67.53558795, 72.87563006,\n", " 71.71331755, 70.84819635, 69.18538888, 67.58751329,\n", " 69.63443375, 69.67492453, 70.97426033, 71.96766726,\n", " 68.93025525, 72.35444196, 73.68699201, 73.87754949,\n", " 70.94957956, 69.12607797, 69.90324879, 70.71425502,\n", " 70.35065492, 72.81470744, 72.55424245, 73.78655561,\n", " 70.65839386, 74.17094866, 74.03496869, 72.01291656, 72.73844115])" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mean_pr_reshaped = mean_pr[0:ntimes].reshape((nyr,12))\n", "mean_pr_yr = np.mean(mean_pr_reshaped, axis=1)\n", "mean_pr_yr # print the results to the screen" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 5.4.3 Get unique years" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2013\n" ] }, { "data": { "text/plain": [ "[1901, 1902, 1903, 1904, 1905, 1906, 1907, 1908, 1909, 1910, 1911, 1912, 1913]" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "years = [idx.year for idx in datevar]\n", "years = years[1::12]\n", "print(years[-1])\n", "years[0:13]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 5.4.4 Have a quick plot" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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/m4yx9tHnrWziqCj14ozd5Hx3BSYrwS7INidSGc6txNa934C/Mpm0086kv0KJ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tuRuhj1gpWaom4HHoNeKEO52QGlwFiADB6gbBQZVZXcKDYgyRSHJwYfsNKPhw+PYa3SxtJWQ/sc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\nREQ0IliiSURERERENCIY4BEREREREY0IBnhEREREREQjggEeE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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1)\n", "fig.set_figwidth(15)\n", "fig.set_figheight(6)\n", "\n", "# plot mean precipitation\n", "ax.plot(years, mean_pr_yr)\n", "\n", "# add some docoration\n", "plt.xlabel('Year')\n", "plt.ylabel('Precipitation Rate [' + prunit + ']')\n", "plt.title('Yearly Mean Precipitation Rate Over Land (1901-2013)',fontsize=12)\n", "#plt.grid(True)\n", "\n", "ax.autoscale_view()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 6. Save and load annual mean precipitation rates" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "we can save and load several arrays into a single file in uncompressed .npz format using **np.savez**.\n", "\n", "The .npz file format is a zipped archive of files named after the variables they contain. The archive is not compressed and each file in the archive contains one variable in .npy format. For a description of the .npy format, see numpy.lib.format or the NumPy Enhancement Proposal http://docs.scipy.org/doc/numpy/neps/npy-format.html\n", "\n", "When opening the saved .npz file with load a NpzFile object is returned. This is a dictionary-like object which can be queried for its list of arrays (with the .files attribute), and for the arrays themselves." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 6.1 Save annual mean precipitation rates" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": true }, "outputs": [], "source": [ "np.savez('data/annualmeanpr.npz', prunit=prunit, years=years, mean_pr_yr=mean_pr_yr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 6.2 Load annual mean precipitation rates" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": true }, "outputs": [], "source": [ "npzfile = np.load('data/annualmeanpr.npz')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 6.2.1 Check variables in the file" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['mean_pr_yr', 'prunit', 'years']" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "npzfile.files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 6.2.2 Check the variable of years\n", "\n", "Should the same as 6.4.3" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1901, 1902, 1903, 1904, 1905, 1906, 1907, 1908, 1909, 1910, 1911,\n", " 1912, 1913])" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "npzfile['years'][0:13]" ] }, { "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 }