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@snowman2
Last active July 9, 2021 14:11
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Reproject geopandas dataframe using fiona.transform.transform_geom to manage antimeridian cutting
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from functools import partial\n",
"\n",
"import geopandas\n",
"import fiona\n",
"from fiona.transform import transform_geom\n",
"from shapely.geometry import mapping, shape\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"gdf = geopandas.read_file(\"zip://ne_110m_land.zip\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def base_transformer(geom, src_crs, dst_crs):\n",
" return shape(\n",
" transform_geom(\n",
" src_crs=src_crs,\n",
" dst_crs=dst_crs,\n",
" geom=mapping(geom),\n",
" antimeridian_cutting=True,\n",
" )\n",
" )\n",
"\n",
"forward_transformer = partial(base_transformer, src_crs=gdf.crs.to_wkt(), dst_crs=\"epsg:32628\")\n",
"reverse_transformer = partial(base_transformer, src_crs=\"epsg:32628\", dst_crs=gdf.crs.to_wkt())"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"with fiona.Env(OGR_ENABLE_PARTIAL_REPROJECTION=\"YES\"):\n",
" gdf2 = gdf.set_geometry(gdf.geometry.apply(forward_transformer))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f37bb6071d0>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"gdf2.plot()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f37b9504c88>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"gdf.to_crs(\"epsg:32628\").plot()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"gdf3 = gdf2.set_geometry(gdf2.geometry.apply(reverse_transformer))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f37b94b5940>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"gdf3.plot()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f37b93dcf98>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"gdf.to_crs(\"epsg:32628\").to_crs(\"epsg:4326\").plot()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
@mazzma12
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mazzma12 commented Jul 9, 2021

Hello ! What is the version of fiona you use for this example ? I have an error with fiona=='1.8.13.post1' and GDAL 3.0.4, released 2020/01/28
Many thanks

---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
AttributeError: 'CRS' object has no attribute 'encode'

Exception ignored in: 'fiona._transform._crs_from_crs'
AttributeError: 'CRS' object has no attribute 'encode'
ERROR:fiona._env:Pointer 'hSRS' is NULL in 'OSRRelease'.

@snowman2
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snowman2 commented Jul 9, 2021

You will likely need to change:

src_crs=src_crs.to_wkt(),

@snowman2
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snowman2 commented Jul 9, 2021

Actually, even better:

src_crs=gdf.crs.to_wkt()

@mazzma12
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mazzma12 commented Jul 9, 2021

Working ! Wornderful 🙏

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