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   "source": [
    "# Combine habitat types and climate zones\n",
    "To split the protected areas into habitat types and climate zones, it's best to dissolve the habitat type/climate zone geometries into a single dataset, and then intersect on protected areas. \n",
    "\n",
    "To do so, we combine the data to get distinct geometries for each habitat type + climate zone combonation. "
   ]
  },
  {
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   "execution_count": null,
   "id": "baa63640-33a7-4b99-a4aa-46125beb5976",
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    "editable": true,
    "slideshow": {
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    "tags": []
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   "source": [
    "from combine import * \n",
    "import os\n",
    "import sys\n",
    "base_dir = os.path.abspath(os.path.join(os.getcwd(), '..'))\n",
    "if base_dir not in sys.path:\n",
    "    sys.path.insert(0, base_dir)\n",
    "    \n",
    "from minio_utils import * \n",
    "con, _ = connect_minio()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5000eb46-1e51-49e3-bd2d-3230e829628f",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
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    "tags": []
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   "outputs": [],
   "source": [
    "%%time \n",
    "#Wall time: 3h 48min 41s\n",
    "# prior to running, I simplified each vector by 10 meters. \n",
    "data1_url = 's3://public-ca30x30/CBN/Habitat/dissolved_geoms/CWHR13_dissolved_geoms_simplify10m.parquet'\n",
    "data2_url = 's3://public-ca30x30/CBN/Climate_zones/dissolved_geoms/Climate_zones_dissolved_geoms_simplify10m.parquet'\n",
    "result = combine_habitat_and_climate(data1_url, data2_url, con)\n",
    "\n",
    "new_url = 's3://public-ca30x30/CBN/Habitat/dissolved_geoms/CWHR13_climate_dissolved_geoms_simplify10m.parquet'\n",
    "result.to_parquet(new_url)"
   ]
  }
 ],
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