{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Ok so here is the issue, GOES IR images from OpenDAP have some serious hot pixesls.. Lets fix that\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#first load modules.. We are going to use Py-ART as a holder for the data 'cause Py-ART is Cool ok..\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "import pyart\n", "import sys, os, urllib, urllib2\n", "from matplotlib import pyplot as plt\n", "from matplotlib import colors\n", "import numpy as np\n", "from mpl_toolkits.basemap import Basemap, addcyclic, pyproj\n", "import netCDF4\n", "import copy\n", "from scipy import ndimage\n", "\n", "\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok.. here are some functions.. One checks the opendap directory from ucar.. and works out the latest file.. These are not ideal.. the data is stored in unsigned integers.. and are counts.. -If you know a better opendap source let me know!-\n", "\n", "Next function fills out a Py-ART Grid object with Lat Lon data and IR data in counts.. Again, I REALLY want to find out the scaling from counts to irradience! Oh and for those that now know how to use PyProj to convert GOES coords to Lat Lon: You are Welcome! \n", "\n", "Why a (Py-ART object? Because we have done the hard yards in IO and this means I can now just use PyART.IO to write the file out..\n", "\n", "Final function use Matplotlib's basemap to plot to a nice custom map.." ] }, { "cell_type": "code", "collapsed": false, "input": [ "def fetch_gini(dir_string = 'http://motherlode.ucar.edu:8080/thredds/dodsC/satellite/IR/EAST-CONUS_4km/current/',\n", " pattern_match = 'EAST-CONUS_4km_IR_'):\n", " #dir_string = 'http://motherlode.ucar.edu:8080/thredds/dodsC/satellite/3.9/EAST-CONUS_4km/current/'\n", " #pattern_match = 'EAST-CONUS_4km_3.9_'\n", " dirlisting = urllib2.urlopen(dir_string)\n", " all_lines = dirlisting.read().splitlines() #EAST-CONUS_4km_3.9_20140123_2245.gini\n", " has_gini = []\n", " for line in all_lines:\n", " if '.gini' in line:\n", " #print line\n", " happy_place = line.find(pattern_match)\n", " end_place = line.find('.gini')\n", " my_upper_name = line[happy_place:end_place]+'.gini'\n", " url = dir_string + my_upper_name\n", " has_gini.append(url)\n", " return has_gini[0]\n", "\n", "def gini_grid(open_dap_dataset):\n", " xg, yg = np.meshgrid(open_dap_dataset.variables['x'][:]*1000.0, open_dap_dataset.variables['y'][:]*1000.0)\n", " vals = np.uint8(open_dap_dataset.variables['IR'][:])\n", " pnyc = pyproj.Proj(proj = 'lcc', \n", " lat_1 = open_dap_dataset.variables['LambertConformal'].latitude_of_projection_origin,\n", " lat_2 = open_dap_dataset.variables['LambertConformal'].latitude_of_projection_origin,\n", " lat_0 = open_dap_dataset.variables['LambertConformal'].latitude_of_projection_origin,\n", " lon_0 = open_dap_dataset.variables['LambertConformal'].longitude_of_central_meridian )\n", " lon, lat = pnyc(xg, yg, inverse = True)\n", " mng = pyart.testing.make_empty_grid([1, xg.shape[0], xg.shape[1]], \n", " ( (0,0), (yg.min(),yg.max()),(xg.min(), xg.max()) ))\n", " mng.axes['lat']['data'] = open_dap_dataset.variables['LambertConformal'].latitude_of_projection_origin\n", " mng.axes['lon']['data'] = open_dap_dataset.variables['LambertConformal'].longitude_of_central_meridian\n", " mng.axes['alt']['data'] = 0.0\n", " ir_fld = { 'data' : vals,\n", " 'units' : 'Counts',\n", " 'standard_name' : 'Sensor Counts', #non CF\n", " 'long_name' : 'Number_of_counts_in_channel',\n", " 'valid_max' : 256,\n", " 'valid_min' : 0,\n", " '_FillValue' : 9999}\n", " lat_fld = {'data' : lat,\n", " 'units' : 'degree_north',\n", " 'standard_name' : 'latitude',\n", " 'long_name' : 'latitude_of_grid_point',\n", " 'valid_max' : 90,\n", " 'valid_min' : -90}\n", " \n", " lon_fld = {'data' : lon,\n", " 'units' : 'degree_east',\n", " 'standard_name' : 'longitude',\n", " 'long_name' : 'longitude_of_grid_point',\n", " 'valid_max' : 180,\n", " 'valid_min' : -180}\n", " mng.fields.update({'IR' : ir_fld, 'lat': lat_fld, 'lon': lon_fld})\n", " return mng\n", "\n", "def plot_gini_grid(gini_grid, box = [-110, -70, 20, 52], resolution = 'l',\n", " parallels = np.linspace(10,50, 9),\n", " meridians = np.linspace(-110, -80,7),\n", " vmin = None, vmax = None,\n", " fld = 'IR'):\n", " m = Basemap(llcrnrlon = box[0] ,llcrnrlat = box[2] , urcrnrlon = box[1],\n", " urcrnrlat = box[3] , projection = 'mill', area_thresh =1000 ,\n", " resolution='l')\n", " \n", " x, y = m(gini_grid.fields['lon']['data'], gini_grid.fields['lat']['data'])\n", " # create figure.\n", " m.drawparallels(np.linspace(10,50, 9) ,labels=[1,1,0,0])\n", " m.drawmeridians(np.linspace(-110, -80,7),labels=[0,0,0,1]) \n", " pc = m.pcolormesh(x, y , gini_grid.fields[fld]['data'][0,:], cmap=plt.get_cmap('gray'),\n", " vmin = vmin, vmax = vmax)\n", " m.drawcoastlines(linewidth=1.25)\n", " m.drawstates()\n", " plt.colorbar(mappable=pc)\n", " \n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok lets read, dump tp grid and plot!" ] }, { "cell_type": "code", "collapsed": false, "input": [ "open_dap_11microns = fetch_gini()\n", "data_11=netCDF4.Dataset(open_dap_11microns)\n", "grid_11 = gini_grid(data_11)\n", "f = plt.figure(figsize = [15,11])\n", "plot_gini_grid(grid_11, box = [-90, -85, 40, 45], vmin = 105, resolution = 'h', fld = 'IR')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Cm2NHM7Wyo0pPTzdl1WQqoUZo85bg+ttvv0UwGNRdFNXU1ODxxx/H9OnTE25f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\nQmCC\n", "text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Crud! That looks problematic.. Do some googling and you find that the 11 micron imager has some issues.. So how do we heal this. Here is my take.. all those hot pixels are over 195 ish counts.. to lets selectively apply a median filter.." ] }, { "cell_type": "code", "collapsed": false, "input": [ "new_ir = copy.deepcopy(grid_11.fields['IR'])\n", "img = new_ir['data'][0,:]\n", "level = 80\n", "img[np.where(img > img.max()-level)] = ndimage.median_filter(img, 2)[np.where(img > img.max()-level)]\n", "new_ir['data'][0, :] = img\n", "grid_11.fields.update({'IR_filt' : new_ir})\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 29 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets PLOT!" ] }, { "cell_type": "code", "collapsed": false, "input": [ "f = plt.figure(figsize = [15,11])\n", "plot_gini_grid(grid_11, box = [-90, -85, 40, 45], vmin = 105, resolution = 'h', fld = 'IR_filt')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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gEPX19Rg1ahQcDgdVkmqAXDfV9NCZPfWHFPGXyE7QDqCCwSCzdUwOUvM2Sp3l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\nXPOgosHRwDgTTPTQ1ggjBpOiIqqKjzjbU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