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    "# Split geometries into habitat types and climate zones \n",
    "To assign each feature a habitat type and climate zone, we split up protected areas that span multiple"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d7150257-5f70-4419-a8fb-63bb12dd0963",
   "metadata": {},
   "outputs": [],
   "source": [
    "from split 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": "3b3c5bb2-86d1-419d-8d3d-0a99fe18f442",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%time\n",
    "# run for all ecoregions + gap codes. \n",
    "# If you don't process the data in subsets (gap codes and ecoregions), it'll take a few days and you'll need 64GB+ of memory \n",
    "eco = get_ecoregion(10)\n",
    "label = 'gap2'\n",
    "print(label)\n",
    "print(eco)\n",
    "\n",
    "url = f's3://public-ca30x30/CA_Nature/2024/Preprocessing/v3/subsets/base/{label}/{eco}_epsg3310.parquet'\n",
    "result = split_layer(url, con)\n",
    "save_url = f's3://public-ca30x30/CA_Nature/2024/Preprocessing/v3/subsets/split_habitat_climate/{label}/{label}_{eco}_habitat_climate.parquet'\n",
    "result.to_parquet(save_url)\n",
    "check_results(con, url,save_url)"
   ]
  }
 ],
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