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@HoWol76
Created March 17, 2022 05:02
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{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"id": "f372868a-1e2a-4ef0-8f06-0bf55e6dac50",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import xarray as xr\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import cartopy.crs as ccrs\n",
"import shapefile\n",
"from shapely.geometry import Point\n",
"from shapely.geometry.polygon import Polygon\n",
"import regionmask"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "ad0a6076-c7f4-4ca5-a237-615b949d641b",
"metadata": {},
"outputs": [],
"source": [
"dir_polys = \"/g/data/v45/gf6872/shapefiles/\"\n",
"region = 'NRM_super_clusters' # this is the name of the shapefile\n",
"shp = shapefile.Reader(dir_polys+region) \n",
"all_shapes = shp.shapes() # get all the polygons"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "044ea78c-231e-4ce9-8c30-8acd5c5c9935",
"metadata": {},
"outputs": [],
"source": [
"regions = regionmask.Regions([s.points for s in all_shapes], names=[shp.record(i)[2] for i in range(len(shp))])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "b6d9e5dd-c673-405c-aa5e-d8fbbd10ac9d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<regionmask.Regions>\n",
"Name: unnamed\n",
"overlap: False\n",
"\n",
"Regions:\n",
"0 r0 Northern Australia\n",
"1 r1 Rangelands\n",
"2 r2 Eastern Australia\n",
"3 r3 Southern Australia\n",
"\n",
"[4 regions]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"regions"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "09ff7aed-a074-402c-8df7-80f0e224ded7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,1, figsize=(16,10), subplot_kw={'projection': ccrs.PlateCarree()})\n",
"regions.plot(ax=ax, label=\"name\")\n",
"plt.savefig(\"/g/data/v45/hxw599/regions.png\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "3c4e4303-e358-4104-b91f-69c6e103008a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/599/hxw599\n"
]
}
],
"source": [
"!pwd"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "33eecc3e-bd13-426b-85fd-03addf2c163f",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:analysis3-22.01]",
"language": "python",
"name": "conda-env-analysis3-22.01-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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