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@monkeybutter
Created November 10, 2015 02:13
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Himawari 8"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Sample Data"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"image = \"/g/data/rr5/satellite/obs/himawari8/FLDK/2015/11/08/0520/20151108052000-P1S-ABOM_BRF_B01-PRJ_GEOS141_1000-HIMAWARI8-AHI.nc\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### NetCDF4 Data Model Used"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"NETCDF4_CLASSIC\n",
"Unidata Dataset Discovery v1.0\n"
]
}
],
"source": [
"from netCDF4 import Dataset\n",
"\n",
"ds = Dataset(image, 'r')\n",
"print ds.data_model\n",
"print ds.Metadata_Conventions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### List of variables in file"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[u'time', u'y', u'x', u'geostationary', u'scan_line_time', u'channel_0001_brf']"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds.variables.keys()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Projection Data"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<type 'netCDF4._netCDF4.Variable'>\n",
"float32 geostationary()\n",
" proj4: +proj=geos +lon_0=140.7 +h=35785863 +x_0=0 +y_0=0 +a=6378137 +b=6356752.3 +units=m +no_defs \n",
" proj_name: GEOS141\n",
" grid_mapping_name: geostationary\n",
" longitude_of_projection_origin: 140.7\n",
" perspective_point_height: 35785863.0\n",
" satellite_height: 35785863.0\n",
" semi_major_axis: 6378137.0\n",
" semi_minor_axis: 6356752.3\n",
" sweep_angle_axis: y\n",
" GeoTransform: [ -5.50000000e+06 1.00000000e+03 0.00000000e+00 5.50000000e+06\n",
" 0.00000000e+00 -1.00000000e+03]\n",
" spatial_ref: PROJCS[\"unnamed\",GEOGCS[\"unnamed ellipse\",DATUM[\"unknown\",SPHEROID[\"unnamed\",6378137,298.2570248822722]],PRIMEM[\"Greenwich\",0],UNIT[\"degree\",0.0174532925199433]],PROJECTION[\"Geostationary_Satellite\"],PARAMETER[\"central_meridian\",140.7],PARAMETER[\"satellite_height\",35785863],PARAMETER[\"false_easting\",0],PARAMETER[\"false_northing\",0]]\n",
"unlimited dimensions: \n",
"current shape = ()\n",
"filling on, default _FillValue of 9.96920996839e+36 used"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds.variables['geostationary']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Example reading using NetCDF4 python library"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import netCDF4\n",
"import h5py\n",
"import numpy\n",
"import matplotlib.pyplot as pyplot\n",
"\n",
"# simple routine to read a variable from a netcdf file\n",
"def read_nc_array(file_name, var_name, selection_slice=None):\n",
" \"\"\"\n",
" @brief Read a netcdf variable and return data and attributes\n",
" \"\"\"\n",
" root_group = netCDF4.Dataset(file_name)\n",
" if var_name not in root_group.variables.keys():\n",
" root_group.close()\n",
" raise Exception('Variable (%s) not found' % var_name)\n",
" var = root_group.variables[var_name]\n",
" attr_names = var.ncattrs()\n",
" attrs = {}\n",
" for attr_name in attr_names:\n",
" attrs[attr_name] = var.getncattr(attr_name)\n",
" if selection_slice is None:\n",
" data = var[:]\n",
" else:\n",
" data = var[selection_slice]\n",
" root_group.close()\n",
" return data, attrs"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Example using h5py python library"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def read_h5_array(file_name, var_name, selection_slice=None):\n",
" \"\"\"\n",
" @brief Read a hdf5 variable and return data and attributes\n",
" \"\"\"\n",
" with h5py.File(file_name, 'r') as root_group:\n",
" if var_name not in root_group.keys():\n",
" root_group.close()\n",
" raise Exception('Variable (%s) not found' % var_name)\n",
" var = root_group[var_name]\n",
" attr_names = var.attrs.keys()\n",
" attrs = {}\n",
" for attr_name in attr_names:\n",
" attrs[attr_name] = var.attrs[attr_name]\n",
" if len(var.shape) == 0:\n",
" data = None\n",
" elif selection_slice is None:\n",
" data = var[:]\n",
" else:\n",
" data = var[selection_slice]\n",
" # unlike netcdf, hdf5 doesn't automatically apply \n",
" # scale/offset or mask fill values:\n",
" if '_FillValue' in attr_names:\n",
" data = numpy.ma.array(\n",
" data, \n",
" mask=(data==attrs['_FillValue']), \n",
" fill_value=attrs['_FillValue'])\n",
" if 'scale_factor' in attr_names:\n",
" data *= attrs['scale_factor']\n",
" if 'add_offset' in attr_names:\n",
" data += attrs['add_offset']\n",
" #\n",
" \n",
" return data, attrs"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Test functions"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 521 ms, sys: 54 ms, total: 575 ms\n",
"Wall time: 574 ms\n",
"(1, 5500, 5500)\n",
"CPU times: user 505 ms, sys: 25 ms, total: 530 ms\n",
"Wall time: 531 ms\n",
"(1, 5500, 5500)\n"
]
}
],
"source": [
"import os\n",
"\n",
"# Full earth sunlight\n",
"data_path = '/g/data/rr5/satellite/obs/himawari8/FLDK/2015/11/08/0230'\n",
"file_name = '20151108023000-P1S-ABOM_BRF_B03-PRJ_GEOS141_2000-HIMAWARI8-AHI.nc'\n",
"\n",
"# we are interested in the bidirectional reflectance factor:\n",
"#data_path = '/g/data/rr5/satellite/obs/himawari8/FLDK/2015/07/06/2000'\n",
"#file_name = '20150706200000-P1S-ABOM_BRF_B03-PRJ_GEOS141_2000-HIMAWARI8-AHI.nc'\n",
"var_name = 'channel_0003_brf'\n",
"\n",
"\n",
"# read the netcdf4 data using the netcdf4 library\n",
"%time data, data_attrs = read_nc_array(os.path.join(data_path, file_name), var_name)\n",
"print data.shape\n",
"\n",
"# netCDF4 files (classic data model) can be read by the hdf5 library\n",
"%time data, data_attrs = read_h5_array(os.path.join(data_path, file_name), var_name)\n",
"print data.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Display data"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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yUkdu/8Xr1N5tFp+77jkHi63t3xmdw0fZS1cucPe5Rj5w22ke7LSBsVQwcccO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\n+f9WSkUduybHfgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe95816ac10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"\n",
"# view the data/image:\n",
"pyplot.imshow(data[0,:,:], vmin=0, vmax=1, interpolation='nearest')\n",
"pyplot.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Now we want to get the lat/lon details... this is a little convoluted..."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/short/z00/prl900/anaconda/lib/python2.7/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
" if self._edgecolors == str('face'):\n"
]
},
{
"data": {
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o03qG/XjJ/Xf2vm5R8Wy7onjaoW4vy9SLbcrbfWbGbUlx27oY0bzarIyrGsFN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\nE8P/B/bPsFVei5HyAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe9257bf150>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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q2n3D7knpMy3R5o51iUSiVxpu53m2iGwXkdtE5E19jnt4FmEiMefMPqWmO+q6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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fe924835f10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pyproj\n",
"\n",
"y_slice = slice(None, None, 5)\n",
"x_slice = slice(None, None, 5)\n",
"\n",
"# our projection is stored in the 'geostationary' variable:\n",
"grid_mapping_name = data_attrs['grid_mapping']\n",
"projection_attrs = read_nc_array(os.path.join(data_path, file_name), grid_mapping_name)[1]\n",
"proj4_string = projection_attrs['proj4'].encode()\n",
"projection = pyproj.Proj(proj4_string)\n",
"\n",
"# 1d coordinate variables\n",
"x = read_h5_array(os.path.join(data_path, file_name), 'x', selection_slice=x_slice)[0]\n",
"y = read_h5_array(os.path.join(data_path, file_name), 'y', selection_slice=y_slice)[0]\n",
"\n",
"# 2d coordinate variables\n",
"xx, yy = numpy.meshgrid(x, y)\n",
"lon, lat = projection(xx, yy, inverse=True)\n",
"lon = numpy.ma.array(lon, mask=(lon > 1e10))\n",
"lat = numpy.ma.array(lat, mask=(lat > 1e10))\n",
"\n",
"# view the lat/image:\n",
"pyplot.imshow(lat[:,:], vmin=-90, vmax=90, interpolation='nearest')\n",
"pyplot.colorbar()\n",
"pyplot.show()\n",
"\n",
"pyplot.imshow(lon[:,:], vmin=-180, vmax=180, interpolation='nearest')\n",
"pyplot.colorbar()\n",
"pyplot.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"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": "2.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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