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@nbren12
Last active August 29, 2015 14:03
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Getting Data from TRMM
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{
"metadata": {
"name": "",
"signature": "sha256:512e4fee551b51c3f52d3b6f5d29437d8ca3ba42415eed612e8035fac47705a5"
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"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Download the monthly averaged data from the server."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"year = \"2011\"\n",
"month = \"06\"\n",
"\n",
"filename=\"slhL3.{0}{1}.v02.dat.gz\".format(year, month)\n",
"url = \"ftp://ftp.eorc.jaxa.jp/pub/TRMM/LH/v02/L3/{year}/slhL3.{year}{month}.v02.dat.gz\".format(**globals())"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import os, os.path as path, urllib2\n",
"\n",
"if not path.exists(filename):\n",
" !wget {url}"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 10
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Setup the grid and process the data into a dictionary"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import gzip\n",
"import numpy as np\n",
"from numpy import ma\n",
"import sys\n",
"\n",
"nlon=720\n",
"nlat=148\n",
"nlev=80\n",
"\n",
"s_lat=-36.75,\n",
"s_lon=-179.75\n",
"g_lat=0.5\n",
"g_lon=0.5\n",
"\n",
"lons = s_lon + g_lon*np.arange(nlon)\n",
"lats = s_lat + g_lat*np.arange(nlat)\n",
"levs = np.arange(nlev) * .25 # km\n",
"\n",
"\n",
"\n",
"\n",
"dtype = np.float32\n",
"size = 4\n",
"\n",
"fields = (\n",
" ('allPix', (nlon, nlat, 1)),\n",
" ('LHPix', (nlon, nlat, 1)),\n",
" ('convPix', (nlon, nlat, 1)),\n",
" ('stratPix', (nlon, nlat, 1)),\n",
" ('shallowPix', (nlon, nlat, 1)),\n",
" ('LHMean', (nlon, nlat, nlev)),\n",
" ('convLHMean', (nlon, nlat, nlev)),\n",
" ('stratLHMean', (nlon, nlat, nlev)),\n",
" ('shallowLHMean', (nlon, nlat, nlev)),\n",
" ('Q1RMean', (nlon, nlat, nlev)),\n",
" ('convQ1RMean', (nlon, nlat, nlev)),\n",
" ('stratQ1RMean', (nlon, nlat, nlev)),\n",
" ('shallowQ1RMean', (nlon, nlat, nlev)),\n",
" )\n",
"\n",
"\n",
"f = gzip.open(filename)\n",
"fields = fields[:-1]\n",
"data ={}\n",
"offset = 0\n",
"f.seek(offset)\n",
"for field, shape in fields:\n",
" rawdata = np.fromstring(f.read(np.prod(shape) * size), dtype=dtype).reshape(shape[::-1])\n",
" mask = rawdata < -10000.0\n",
" rawdata[mask] = np.nan\n",
" rawdata= ma.masked_array(rawdata, mask)\n",
" data[field] = rawdata\n",
" \n",
" offset += np.prod(shape)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 17
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Make a longitude-height plot of latent heating"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = plt.subplots(1, figsize=(10,6))\n",
"im = ax.contourf(lons, levs, data['LHMean'][:,:,:].mean(axis=1), np.arange(11) * 1.0)\n",
"ax.set_xlabel('Longitude')\n",
"ax.set_ylabel('Height (km)')\n",
"ax.yaxis.set_major_locator(matplotlib.ticker.MultipleLocator(1.0))\n",
"ax.yaxis.grid('on')\n",
"ax.set_ylim([0,16])\n",
"plt.colorbar(im)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 20,
"text": [
"<matplotlib.colorbar.Colorbar instance at 0x10c408248>"
]
},
{
"metadata": {},
"output_type": "display_data",
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QPIXtXNVqamoax8TE5CYnJ69z5/sITEAdXNnRYKcEAFIr3Yh9jZvmzJkzITIy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\nAQAAANVAYAIAAACq8f8BNmH5e+KJvHUAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x10b27bd90>"
]
}
],
"prompt_number": 20
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"make a horizontal plot of data on the map"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from mpl_toolkits.basemap import Basemap"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 22
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.figure(figsize=(14,10))\n",
"\n",
"plotdata = data['LHMean'][20,:,:]\n",
"x0 = 120\n",
"xlen = 60\n",
"\n",
"mask = plotdata.mask\n",
"x, y = np.meshgrid(lons, lats)\n",
"\n",
"#z = mlab.griddata(x[~mask].ravel(), y[~mask].ravel(), plotdata[~mask].ravel(), x, y)\n",
"z = plotdata\n",
"m = Basemap(projection='merc', llcrnrlat=-30.0, urcrnrlat=30.0, llcrnrlon=x0-xlen, urcrnrlon=x0+xlen)\n",
"m.contourf(x, y, z, np.arange(20), latlon=True)\n",
"plt.colorbar()\n",
"m.drawcoastlines()\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 26,
"text": [
"<matplotlib.collections.LineCollection at 0x10cb57190>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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kr6q+yZy4+uqrAXj88ceTWo8xtbODG0RWtv+U3pZMhlq55h8TWvm9tb/9xX+2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\ne7p3754SAe2M3lKs4cd9QRPSNimyK8q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SPYSMet4Tnyim+pP48+Xg0hgHyUkClHrswuBm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QP2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\ntdp7lwAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x10c8c0d10>"
]
}
],
"prompt_number": 26
}
],
"metadata": {}
}
]
}
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