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@shoyer
Created October 6, 2015 23:27
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import geopandas\n",
"from rasterio import features\n",
"from affine import Affine\n",
"import numpy as np\n",
"import xray\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"def transform_from_latlon(lat, lon):\n",
" lat = np.asarray(lat)\n",
" lon = np.asarray(lon)\n",
" trans = Affine.translation(lon[0], lat[0])\n",
" scale = Affine.scale(lon[1] - lon[0], lat[1] - lat[0])\n",
" return trans * scale\n",
"\n",
"def rasterize(shapes, coords, latitude='latitude', longitude='longitude',\n",
" fill=np.nan, **kwargs):\n",
" \"\"\"Rasterize a list of (geometry, fill_value) tuples onto the given\n",
" xray coordinates. This only works for 1d latitude and longitude\n",
" arrays.\n",
" \"\"\"\n",
" transform = transform_from_latlon(coords[latitude], coords[longitude])\n",
" out_shape = (len(coords[latitude]), len(coords[longitude]))\n",
" raster = features.rasterize(shapes, out_shape=out_shape,\n",
" fill=fill, transform=transform,\n",
" dtype=float, **kwargs)\n",
" spatial_coords = {latitude: coords[latitude], longitude: coords[longitude]}\n",
" return xray.DataArray(raster, coords=spatial_coords, dims=(latitude, longitude))\n",
"\n",
"# this shapefile is from natural earth data\n",
"# http://www.naturalearthdata.com/downloads/10m-cultural-vectors/10m-admin-1-states-provinces/\n",
"states = geopandas.read_file('/Users/shoyer/Downloads/ne_10m_admin_1_states_provinces_lakes')\n",
"us_states = states.query(\"admin == 'United States of America'\").reset_index(drop=True)\n",
"state_ids = {k: i for i, k in enumerate(us_states.woe_name)}\n",
"\n",
"shapes = zip(us_states.geometry, range(len(us_states)))"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"ds = xray.open_dataset(\n",
" 'http://iridl.ldeo.columbia.edu/SOURCES/.OSU/.PRISM/.monthly/dods',\n",
" decode_times=False).chunk({'T': 30, 'X': 200, 'Y': 200})"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"ds['states'] = rasterize(shapes, ds.coords, longitude='X', latitude='Y')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x118f874d0>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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6mOfEA92lzSvzdMks9taB0yU9LOlaSdtmNXbwE6C5CgO9iNkuL871f9XN5F2V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\nD3PnnOsBHubOOdcDPMydc64H/H/h/y7umnUj0AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x119892390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ds.states.plot()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x118fa8810>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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xS/rHiDgz3fw6cGO6Xum4ASS9iGROhuwL967H3esmUlNM9iuxycDtwCURcc/I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\n8vjEHW8ovgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1198452d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"(ds.states == state_ids['Texas']).plot()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<xray.plot.facetgrid.FacetGrid at 0x118fe9690>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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HKfwjJFMnCdkLCAwMI2MTAi55l539hJw5F4lUYMYBYjhfCFwpXAbDcVG5jSU4IoyhVp+y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\nGTMmARMApaRt+NAHsHjmc6fnfkzRfcN3AgD6331P1qcMlGg2LwYDKO9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Ka/meA7xqI/VD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tgPm51vxpa1HTQAFVljua3I3mJeVzRRAIDtb3/ZfL9OeyjJJkv3xASi7eBXu/DOBPMIIF7bFewD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\nhd+7BAAi1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wSvyEmN4SsTT37Nk2txTyvkX0ACX6XUTuetUGPEWa3ctzF526UzG/eF+zMq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kqx5DR40imexnN8dtBT3O8c8/gXF188kOVGO2Pu0ybHfWl01UR4S1JDqlvsdOp/LZ7PzF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\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x119814390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"(ds.tmin\n",
" .isel(T=slice(12))\n",
" .where(ds.states == state_ids['Texas'])\n",
" .sel(X=slice(-107, -93), Y=slice(38, 25))\n",
" .plot.imshow(col='T', col_wrap=4))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x11fe4ce50>]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x11cba8410>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"(ds.tmin\n",
" .isel(T=slice(12))\n",
" .where(ds.states == state_ids['Texas'])\n",
" .sel(X=slice(-107, -93), Y=slice(38, 25))\n",
" .mean(['X', 'Y'])\n",
" .plot())"
]
}
],
"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
}
@tommylees112
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Thank you for this!

Is this a correct commenting of your function rasterize()?

def rasterize(shapes, coords, latitude='latitude', longitude='longitude',
              fill=np.nan, **kwargs):
    """Rasterize a list of (geometry, fill_value) tuples onto the given
    xray coordinates. This only works for 1d latitude and longitude
    arrays.

    usage:
    -----
    1. read shapefile to geopandas.GeoDataFrame
          `states = gpd.read_file(shp_dir)`
    2. encode the different shapefiles that capture those lat-lons as different
        numbers i.e. 0.0, 1.0 ... and otherwise np.nan
          `shapes = (zip(states.geometry, range(len(states))))`
    3. Assign this to a new coord in your original xarray.DataArray
          `ds['states'] = rasterize(shapes, ds.coords, longitude='X', latitude='Y')`

    arguments:
    ---------
    : **kwargs (dict): passed to `rasterio.rasterize` function

    attrs:
    -----
    :transform (affine.Affine): how to translate from latlon to ...?
    :raster (numpy.ndarray): use rasterio.features.rasterize fill the values
      outside the .shp file with np.nan
    :spatial_coords (dict): dictionary of {"X":xr.DataArray, "Y":xr.DataArray()}
      with "X", "Y" as keys, and xr.DataArray as values

    returns:
    -------
    :(xr.DataArray): DataArray with `values` of nan for points outside shapefile
      and coords `Y` = latitude, 'X' = longitude.


    """
    transform = transform_from_latlon(coords[latitude], coords[longitude])
    out_shape = (len(coords[latitude]), len(coords[longitude]))
    raster = features.rasterize(shapes, out_shape=out_shape,
                                fill=fill, transform=transform,
                                dtype=float, **kwargs)
    spatial_coords = {latitude: coords[latitude], longitude: coords[longitude]}
    return xr.DataArray(raster, coords=spatial_coords, dims=(latitude, longitude))

@grassland-curing-cfa
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Thanks for the great work!

Can you please post an example of how to plot lines for multiple states on a single figure for showing variation along a dimension?

@scepeda78
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Hi someone has tried to do the mask with a time variable to get the filetered netcdf file ?

@shoyer
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Author

shoyer commented Aug 4, 2019

Salem (https://salem.readthedocs.io) and Region Mask (https://regionmask.readthedocs.io/) more mature versions of this code snippet.

@wangmengyun1998
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Thank you for your work1 it helps me a lot, now I get the result that the basin boundary has a missing grid, how to set the code to include the whole basin?

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