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@darribas
Created June 24, 2021 10:10
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Back and forth between geo-R/Python with Parquet
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "above-tongue",
"metadata": {},
"outputs": [],
"source": [
"%load_ext rpy2.ipython"
]
},
{
"cell_type": "markdown",
"id": "entitled-introduction",
"metadata": {},
"source": [
"# Python 🐍"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "handled-million",
"metadata": {},
"outputs": [
{
"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": [
"import geopandas\n",
"db = geopandas.read_file(\n",
" (\n",
" \"http://d2ad6b4ur7yvpq.cloudfront.net/\"\\\n",
" \"naturalearth-3.3.0/ne_110m_land.geojson\"\n",
" )\n",
")\n",
"db.plot();"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "recorded-exhaust",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"<ipython-input-3-27ac99273376>:1: UserWarning: this is an initial implementation of Parquet/Feather file support and associated metadata. This is tracking version 0.1.0 of the metadata specification at https://github.com/geopandas/geo-arrow-spec\n",
"\n",
"This metadata specification does not yet make stability promises. We do not yet recommend using this in a production setting unless you are able to rewrite your Parquet/Feather files.\n",
"\n",
"To further ignore this warning, you can do: \n",
"import warnings; warnings.filterwarnings('ignore', message='.*initial implementation of Parquet.*')\n",
" db.to_parquet(\"db.pq\", compression=None)\n"
]
}
],
"source": [
"db.to_parquet(\"db.pq\", compression=None)"
]
},
{
"cell_type": "markdown",
"id": "oriental-april",
"metadata": {},
"source": [
"# R 🦜"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "corresponding-equation",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%%R\n",
"library(sfarrow)\n",
"\n",
"db <- st_read_parquet(\"db.pq\")\n",
"plot(db$geometry)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "secure-permission",
"metadata": {},
"outputs": [],
"source": [
"%%R\n",
"st_write_parquet(db, \"db2.pq\")"
]
},
{
"cell_type": "markdown",
"id": "floating-classroom",
"metadata": {},
"source": [
"# Python 🐍"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "sapphire-anchor",
"metadata": {},
"outputs": [
{
"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": [
"db2 = geopandas.read_parquet(\"db2.pq\")\n",
"db2.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": "3.8.8"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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