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j08lue/osc-hazard-output-explore-xarray-zarr.ipynb

Created August 27, 2024 12:38
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Read and plot os-climate hazard model output with custom Zarr store and vanilla Xarray Zarr engine
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osc-hazard-output-explore-xarray-zarr.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "972ebe35-1e5e-4311-bd97-7cf2c60a3d25",
"metadata": {},
"outputs": [],
"source": [
"import xarray as xr"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "0c4076f4",
"metadata": {},
"outputs": [],
"source": [
"import zarr"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "0aea003b-a39f-49dd-9f73-e6b0d32d635c",
"metadata": {},
"outputs": [],
"source": [
"from hazard.sources.osc_zarr import OscZarr"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "bba9512c",
"metadata": {},
"outputs": [],
"source": [
"store = zarr.DirectoryStore(\"./os-climate-hazard/indicator\")\n",
"target = OscZarr(store=store)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "331d0c40-9654-4a98-8a25-39fb799a6d91",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['.zgroup',\n",
" 'days_tas_above_20c_ukcp18_rcp85_2030',\n",
" 'days_tas_above_20c_ukcp18_rcp85_2030_map',\n",
" 'days_tas_above_20c_ukcp18_rcp85_2030_xarray',\n",
" 'days_tas_above_20c_ukcp18_rcp85_2040',\n",
" 'days_tas_above_20c_ukcp18_rcp85_2040_map',\n",
" 'days_tas_above_20c_ukcp18_rcp85_2040_xarray',\n",
" 'days_tas_above_20c_ukcp18_rcp85_2050',\n",
" 'days_tas_above_20c_ukcp18_rcp85_2050_map',\n",
" 'days_tas_above_20c_ukcp18_rcp85_2050_xarray',\n",
" 'days_tas_above_20c_ukcp18_rcp85_2060',\n",
" 'days_tas_above_20c_ukcp18_rcp85_2060_map',\n",
" 'days_tas_above_20c_ukcp18_rcp85_2060_xarray',\n",
" 'days_tas_above_20c_ukcp18_rcp85_2070',\n",
" 'days_tas_above_20c_ukcp18_rcp85_2070_map',\n",
" 'days_tas_above_20c_ukcp18_rcp85_2070_xarray',\n",
" 'days_tas_above_20c_ukcp18_rcp85_2080',\n",
" 'days_tas_above_20c_ukcp18_rcp85_2080_map',\n",
" 'days_tas_above_20c_ukcp18_rcp85_2080_xarray',\n",
" 'days_tas_above_20c_ukcp18_rcp85_2090',\n",
" 'days_tas_above_20c_ukcp18_rcp85_2090_map',\n",
" 'days_tas_above_20c_ukcp18_rcp85_2090_xarray',\n",
" 'days_tas_above_25c_ukcp18_rcp85_2030',\n",
" 'days_tas_above_25c_ukcp18_rcp85_2030_map',\n",
" 'days_tas_above_25c_ukcp18_rcp85_2030_xarray',\n",
" 'days_tas_above_25c_ukcp18_rcp85_2040',\n",
" 'days_tas_above_25c_ukcp18_rcp85_2040_map',\n",
" 'days_tas_above_25c_ukcp18_rcp85_2040_xarray',\n",
" 'days_tas_above_25c_ukcp18_rcp85_2050',\n",
" 'days_tas_above_25c_ukcp18_rcp85_2050_map',\n",
" 'days_tas_above_25c_ukcp18_rcp85_2050_xarray',\n",
" 'days_tas_above_25c_ukcp18_rcp85_2060',\n",
" 'days_tas_above_25c_ukcp18_rcp85_2060_map',\n",
" 'days_tas_above_25c_ukcp18_rcp85_2060_xarray',\n",
" 'days_tas_above_25c_ukcp18_rcp85_2070',\n",
" 'days_tas_above_25c_ukcp18_rcp85_2070_map',\n",
" 'days_tas_above_25c_ukcp18_rcp85_2070_xarray',\n",
" 'days_tas_above_25c_ukcp18_rcp85_2080',\n",
" 'days_tas_above_25c_ukcp18_rcp85_2080_map',\n",
" 'days_tas_above_25c_ukcp18_rcp85_2080_xarray',\n",
" 'days_tas_above_25c_ukcp18_rcp85_2090',\n",
" 'days_tas_above_25c_ukcp18_rcp85_2090_map',\n",
" 'days_tas_above_25c_ukcp18_rcp85_2090_xarray',\n",
" 'days_tas_above_28c_ukcp18_rcp85_2030',\n",
" 'days_tas_above_28c_ukcp18_rcp85_2030_map',\n",
" 'days_tas_above_28c_ukcp18_rcp85_2030_xarray',\n",
" 'days_tas_above_28c_ukcp18_rcp85_2040',\n",
" 'days_tas_above_28c_ukcp18_rcp85_2040_map',\n",
" 'days_tas_above_28c_ukcp18_rcp85_2040_xarray',\n",
" 'days_tas_above_28c_ukcp18_rcp85_2050',\n",
" 'days_tas_above_28c_ukcp18_rcp85_2050_map',\n",
" 'days_tas_above_28c_ukcp18_rcp85_2050_xarray',\n",
" 'days_tas_above_28c_ukcp18_rcp85_2060',\n",
" 'days_tas_above_28c_ukcp18_rcp85_2060_map',\n",
" 'days_tas_above_28c_ukcp18_rcp85_2060_xarray',\n",
" 'days_tas_above_28c_ukcp18_rcp85_2070',\n",
" 'days_tas_above_28c_ukcp18_rcp85_2070_map',\n",
" 'days_tas_above_28c_ukcp18_rcp85_2070_xarray',\n",
" 'days_tas_above_28c_ukcp18_rcp85_2080',\n",
" 'days_tas_above_28c_ukcp18_rcp85_2080_map',\n",
" 'days_tas_above_28c_ukcp18_rcp85_2080_xarray',\n",
" 'days_tas_above_28c_ukcp18_rcp85_2090',\n",
" 'days_tas_above_28c_ukcp18_rcp85_2090_map',\n",
" 'days_tas_above_28c_ukcp18_rcp85_2090_xarray',\n",
" 'days_tas_above_30c_ukcp18_rcp85_2030',\n",
" 'days_tas_above_30c_ukcp18_rcp85_2030_map',\n",
" 'days_tas_above_30c_ukcp18_rcp85_2030_xarray',\n",
" 'days_tas_above_30c_ukcp18_rcp85_2040',\n",
" 'days_tas_above_30c_ukcp18_rcp85_2040_map',\n",
" 'days_tas_above_30c_ukcp18_rcp85_2040_xarray',\n",
" 'days_tas_above_30c_ukcp18_rcp85_2050',\n",
" 'days_tas_above_30c_ukcp18_rcp85_2050_map',\n",
" 'days_tas_above_30c_ukcp18_rcp85_2050_xarray',\n",
" 'days_tas_above_30c_ukcp18_rcp85_2060',\n",
" 'days_tas_above_30c_ukcp18_rcp85_2060_map',\n",
" 'days_tas_above_30c_ukcp18_rcp85_2060_xarray',\n",
" 'days_tas_above_30c_ukcp18_rcp85_2070',\n",
" 'days_tas_above_30c_ukcp18_rcp85_2070_map',\n",
" 'days_tas_above_30c_ukcp18_rcp85_2070_xarray',\n",
" 'days_tas_above_30c_ukcp18_rcp85_2080',\n",
" 'days_tas_above_30c_ukcp18_rcp85_2080_map',\n",
" 'days_tas_above_30c_ukcp18_rcp85_2080_xarray',\n",
" 'days_tas_above_30c_ukcp18_rcp85_2090',\n",
" 'days_tas_above_30c_ukcp18_rcp85_2090_map',\n",
" 'days_tas_above_30c_ukcp18_rcp85_2090_xarray',\n",
" 'days_tas_above_32c_ukcp18_rcp85_2030',\n",
" 'days_tas_above_32c_ukcp18_rcp85_2030_map',\n",
" 'days_tas_above_32c_ukcp18_rcp85_2030_xarray',\n",
" 'days_tas_above_32c_ukcp18_rcp85_2040',\n",
" 'days_tas_above_32c_ukcp18_rcp85_2040_map',\n",
" 'days_tas_above_32c_ukcp18_rcp85_2040_xarray',\n",
" 'days_tas_above_32c_ukcp18_rcp85_2050',\n",
" 'days_tas_above_32c_ukcp18_rcp85_2050_map',\n",
" 'days_tas_above_32c_ukcp18_rcp85_2050_xarray',\n",
" 'days_tas_above_32c_ukcp18_rcp85_2060',\n",
" 'days_tas_above_32c_ukcp18_rcp85_2060_map',\n",
" 'days_tas_above_32c_ukcp18_rcp85_2060_xarray',\n",
" 'days_tas_above_32c_ukcp18_rcp85_2070',\n",
" 'days_tas_above_32c_ukcp18_rcp85_2070_map',\n",
" 'days_tas_above_32c_ukcp18_rcp85_2070_xarray',\n",
" 'days_tas_above_32c_ukcp18_rcp85_2080',\n",
" 'days_tas_above_32c_ukcp18_rcp85_2080_map',\n",
" 'days_tas_above_32c_ukcp18_rcp85_2080_xarray',\n",
" 'days_tas_above_32c_ukcp18_rcp85_2090',\n",
" 'days_tas_above_32c_ukcp18_rcp85_2090_map',\n",
" 'days_tas_above_32c_ukcp18_rcp85_2090_xarray',\n",
" 'days_tas_above_35c_ukcp18_rcp85_2030',\n",
" 'days_tas_above_35c_ukcp18_rcp85_2030_map',\n",
" 'days_tas_above_35c_ukcp18_rcp85_2030_xarray',\n",
" 'days_tas_above_35c_ukcp18_rcp85_2040',\n",
" 'days_tas_above_35c_ukcp18_rcp85_2040_map',\n",
" 'days_tas_above_35c_ukcp18_rcp85_2040_xarray',\n",
" 'days_tas_above_35c_ukcp18_rcp85_2050',\n",
" 'days_tas_above_35c_ukcp18_rcp85_2050_map',\n",
" 'days_tas_above_35c_ukcp18_rcp85_2050_xarray',\n",
" 'days_tas_above_35c_ukcp18_rcp85_2060',\n",
" 'days_tas_above_35c_ukcp18_rcp85_2060_map',\n",
" 'days_tas_above_35c_ukcp18_rcp85_2060_xarray',\n",
" 'days_tas_above_35c_ukcp18_rcp85_2070',\n",
" 'days_tas_above_35c_ukcp18_rcp85_2070_map',\n",
" 'days_tas_above_35c_ukcp18_rcp85_2070_xarray',\n",
" 'days_tas_above_35c_ukcp18_rcp85_2080',\n",
" 'days_tas_above_35c_ukcp18_rcp85_2080_map',\n",
" 'days_tas_above_35c_ukcp18_rcp85_2080_xarray',\n",
" 'days_tas_above_35c_ukcp18_rcp85_2090',\n",
" 'days_tas_above_35c_ukcp18_rcp85_2090_map',\n",
" 'days_tas_above_35c_ukcp18_rcp85_2090_xarray',\n",
" 'days_tas_above_40c_ukcp18_rcp85_2030',\n",
" 'days_tas_above_40c_ukcp18_rcp85_2030_map',\n",
" 'days_tas_above_40c_ukcp18_rcp85_2030_xarray',\n",
" 'days_tas_above_40c_ukcp18_rcp85_2040',\n",
" 'days_tas_above_40c_ukcp18_rcp85_2040_map',\n",
" 'days_tas_above_40c_ukcp18_rcp85_2040_xarray',\n",
" 'days_tas_above_40c_ukcp18_rcp85_2050',\n",
" 'days_tas_above_40c_ukcp18_rcp85_2050_map',\n",
" 'days_tas_above_40c_ukcp18_rcp85_2050_xarray',\n",
" 'days_tas_above_40c_ukcp18_rcp85_2060',\n",
" 'days_tas_above_40c_ukcp18_rcp85_2060_map',\n",
" 'days_tas_above_40c_ukcp18_rcp85_2060_xarray',\n",
" 'days_tas_above_40c_ukcp18_rcp85_2070',\n",
" 'days_tas_above_40c_ukcp18_rcp85_2070_map',\n",
" 'days_tas_above_40c_ukcp18_rcp85_2070_xarray',\n",
" 'days_tas_above_40c_ukcp18_rcp85_2080',\n",
" 'days_tas_above_40c_ukcp18_rcp85_2080_map',\n",
" 'days_tas_above_40c_ukcp18_rcp85_2080_xarray',\n",
" 'days_tas_above_40c_ukcp18_rcp85_2090',\n",
" 'days_tas_above_40c_ukcp18_rcp85_2090_map',\n",
" 'days_tas_above_40c_ukcp18_rcp85_2090_xarray',\n",
" 'days_tas_above_45c_ukcp18_rcp85_2030',\n",
" 'days_tas_above_45c_ukcp18_rcp85_2030_map',\n",
" 'days_tas_above_45c_ukcp18_rcp85_2030_xarray',\n",
" 'days_tas_above_45c_ukcp18_rcp85_2040',\n",
" 'days_tas_above_45c_ukcp18_rcp85_2040_map',\n",
" 'days_tas_above_45c_ukcp18_rcp85_2040_xarray',\n",
" 'days_tas_above_45c_ukcp18_rcp85_2050',\n",
" 'days_tas_above_45c_ukcp18_rcp85_2050_map',\n",
" 'days_tas_above_45c_ukcp18_rcp85_2050_xarray',\n",
" 'days_tas_above_45c_ukcp18_rcp85_2060',\n",
" 'days_tas_above_45c_ukcp18_rcp85_2060_map',\n",
" 'days_tas_above_45c_ukcp18_rcp85_2060_xarray',\n",
" 'days_tas_above_45c_ukcp18_rcp85_2070',\n",
" 'days_tas_above_45c_ukcp18_rcp85_2070_map',\n",
" 'days_tas_above_45c_ukcp18_rcp85_2070_xarray',\n",
" 'days_tas_above_45c_ukcp18_rcp85_2080',\n",
" 'days_tas_above_45c_ukcp18_rcp85_2080_map',\n",
" 'days_tas_above_45c_ukcp18_rcp85_2080_xarray',\n",
" 'days_tas_above_45c_ukcp18_rcp85_2090',\n",
" 'days_tas_above_45c_ukcp18_rcp85_2090_map',\n",
" 'days_tas_above_45c_ukcp18_rcp85_2090_xarray',\n",
" 'days_tas_above_50c_ukcp18_rcp85_2030',\n",
" 'days_tas_above_50c_ukcp18_rcp85_2030_map',\n",
" 'days_tas_above_50c_ukcp18_rcp85_2030_xarray',\n",
" 'days_tas_above_50c_ukcp18_rcp85_2040',\n",
" 'days_tas_above_50c_ukcp18_rcp85_2040_map',\n",
" 'days_tas_above_50c_ukcp18_rcp85_2040_xarray',\n",
" 'days_tas_above_50c_ukcp18_rcp85_2050',\n",
" 'days_tas_above_50c_ukcp18_rcp85_2050_map',\n",
" 'days_tas_above_50c_ukcp18_rcp85_2050_xarray',\n",
" 'days_tas_above_50c_ukcp18_rcp85_2060',\n",
" 'days_tas_above_50c_ukcp18_rcp85_2060_map',\n",
" 'days_tas_above_50c_ukcp18_rcp85_2060_xarray',\n",
" 'days_tas_above_50c_ukcp18_rcp85_2070',\n",
" 'days_tas_above_50c_ukcp18_rcp85_2070_map',\n",
" 'days_tas_above_50c_ukcp18_rcp85_2070_xarray',\n",
" 'days_tas_above_50c_ukcp18_rcp85_2080',\n",
" 'days_tas_above_50c_ukcp18_rcp85_2080_map',\n",
" 'days_tas_above_50c_ukcp18_rcp85_2080_xarray',\n",
" 'days_tas_above_50c_ukcp18_rcp85_2090',\n",
" 'days_tas_above_50c_ukcp18_rcp85_2090_map',\n",
" 'days_tas_above_50c_ukcp18_rcp85_2090_xarray',\n",
" 'days_tas_above_55c_ukcp18_rcp85_2030',\n",
" 'days_tas_above_55c_ukcp18_rcp85_2030_map',\n",
" 'days_tas_above_55c_ukcp18_rcp85_2030_xarray',\n",
" 'days_tas_above_55c_ukcp18_rcp85_2040',\n",
" 'days_tas_above_55c_ukcp18_rcp85_2040_map',\n",
" 'days_tas_above_55c_ukcp18_rcp85_2040_xarray',\n",
" 'days_tas_above_55c_ukcp18_rcp85_2050',\n",
" 'days_tas_above_55c_ukcp18_rcp85_2050_map',\n",
" 'days_tas_above_55c_ukcp18_rcp85_2050_xarray',\n",
" 'days_tas_above_55c_ukcp18_rcp85_2060',\n",
" 'days_tas_above_55c_ukcp18_rcp85_2060_map',\n",
" 'days_tas_above_55c_ukcp18_rcp85_2060_xarray',\n",
" 'days_tas_above_55c_ukcp18_rcp85_2070',\n",
" 'days_tas_above_55c_ukcp18_rcp85_2070_map',\n",
" 'days_tas_above_55c_ukcp18_rcp85_2070_xarray',\n",
" 'days_tas_above_55c_ukcp18_rcp85_2080',\n",
" 'days_tas_above_55c_ukcp18_rcp85_2080_map',\n",
" 'days_tas_above_55c_ukcp18_rcp85_2080_xarray',\n",
" 'days_tas_above_55c_ukcp18_rcp85_2090',\n",
" 'days_tas_above_55c_ukcp18_rcp85_2090_map',\n",
" 'days_tas_above_55c_ukcp18_rcp85_2090_xarray']"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"store.listdir(\"chronic_heat/osc/v2\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "c39b322a-6d2b-46a6-83f1-88f68f46cdb5",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x1699037f0>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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mzTkmAqdPnxY+Pj5CoVAIMzMzUa1aNTF48GBx6dIlIYQQfn5+wtjYWG14vBBCXLp0SZQqVUqMGjVKJ++5oF68eCGGDRsmypcvLywsLISXl5e4ePFitvN69+4tzM3NxX///ZfrtVJTU8XkyZNF/fr1RZkyZYSlpaWoX7++WLdundp5Xl5eok6dOuLSpUvC09NTmJmZCScnJ7FmzRq185RKpVi0aJFwcnIScrlcNGzYUPz888/C19c3W+ITEhIiGjduLExNTdWGtuc0nP3QoUOiXr16wszMTDg7O4slS5aokqyiSnyEeD3lwfTp00X16tWFqampqFChgmjRooVYvny5agh/ftcoajdv3hSdOnUSFhYWwtraWgwYMEDExMQYJBai4oZrdf2PTCZTG9X1ww8/YMCAAbh161a2zrelS5eGnZ0dZs+ejUWLFqmNcnn16hUsLCxw7NgxdOzYUZ9vgUoAW1tbDBo0CMuWLdP6Wm3btsXz589x8+ZNHURGRPRuYB+fXDRs2BCZmZl4+vSp2hwzb2rZsiUyMjLw4MEDVafarI6hTk5OeouVSoZbt27h1atXmDp1qqFDISJ6Z5XoxCcxMRH3799XvX706BGuXr2KcuXKoWbNmhgwYAAGDRqEFStWoGHDhnj27BlOnjyJevXqoVu3bvD29kajRo0wdOhQrF69WjXVfseOHTUeiUOUmzp16iAhIcHQYRjUs2fPkJmZmetxU1NTDiwgojyV6Kau4OBgtGvXLtv+rCGn6enpWLBgAbZv347IyEhUqFABzZs3x9y5c1VrJ0VFRWHcuHE4duwYLC0t0aVLF6xYsYJfviR572JTl7OzM8LDw3M97uXlpZqXiYgoJyU68SGid8vZs2fzXMKjbNmyOptFmYiKJyY+REREVGIY5X8KERERUfFQ4jo3K5VKREVFoUyZMoWaYp+IiEoeIQRevnwJBwcHtSVldC0lJaVA673lx9TUFGZmZgU+PzIyElOnTsVvv/2G5ORkVK9eHVu3bkWTJk0AvH7/s2fPxrfffou4uDi0bNkSgYGBqFGjhtaxGkqJS3yioqJU08ATEREVxJMnT1C5cuUiuXZKSgpcnEoj5mnuIxYLys7ODo8ePSpQ8vPff/+hZcuWaNeuHX777TdUrFgR9+7dQ9myZVXnLF26FF9//TW2bdsGFxcXzJw5Ez4+Pvjrr78KlWBJSYnr4xMfHw9ra2u0QleUgkn+BYiIqMTKQDrO4FfExcWprX+nSwkJCVAoFAgPc4ZVGc1rlRJeKuHU+DHi4+NhZWWV7/nTpk3D2bNn8eeff+Z4XAgBBwcHfP7555g0aRKA179DbW1tERQUhH79+mkcqyGVuBqfrOatUjBBKRkTHyIiysP/qgb00TWidBkZSpfR/D5KFK7soUOH4OPjgz59+uD3339HpUqVMHr0aAwfPhzA67ntYmJi4O3trSqjUCjQrFkzhIaGvrOJDzs3ExERSUCmUGq9Aa9rkN7cUlNTc7zfw4cPVf11jh49ilGjRmH8+PHYtm0bACAmJgbA66Vy3mRra6s69i5i4kNERCQBSgitNwBwdHSEQqFQbQEBATnfT6lEo0aNsGjRIjRs2BCfffYZhg8fjvXr1+vzbetdiWvqIiIiKs6ePHmi1sdHLpfneJ69vT1q166ttq9WrVr48ccfAbzuKA0AsbGxsLe3V50TGxuLBg0a6Dhq/WGNDxERkQQodfAfAFhZWaltuSU+LVu2xJ07d9T23b17V7XItouLC+zs7HDy5EnV8YSEBJw/fx6enp5F9BSKHmt8iIiIJCBTCGRqMdC6sGX9/PzQokULLFq0CH379sWFCxewceNGbNy4EcDrDt0TJ07EggULUKNGDdVwdgcHB/Ts2VPjOA2NiQ8REVEJ1LRpUxw4cADTp0/HvHnz4OLigtWrV2PAgAGqc6ZMmYKkpCR89tlniIuLQ6tWrXDkyJF3dg4foATO45M1X0Jb9OBwdiIiylOGSEcwDhZ4bhxNqObxue2g/Tw+blFFGmtxwBofIiIiCVBCIBOa10UotShbkrBzMxEREZUYrPEhIiKSgDfn4tG0POWPiQ8REZEE6HtUV0nFpi4iIiIqMVjjQ0REJAHK/23alKf8MfEhIiKSgEwtR3VpU7YkYeJDREQkAZni9aZNecof+/gQERFRicEaHyIiIglgHx/9YOJDREQkAUrIkAmZVuUpf2zqIiIiohLDoIlPZmYmZs6cCRcXF5ibm6NatWqYP38+8lo3NTg4GDKZLNsWExOjx8iJiIh0Sym03yh/Bm3qWrJkCQIDA7Ft2zbUqVMHly5dwpAhQ6BQKDB+/Pg8y965c0dt9VkbG5uiDpeIiKjIZGrZ1KVN2ZLEoIlPSEgIevTogW7dugEAnJ2d8f333+PChQv5lrWxsYG1tXURR0hERETFiUGbulq0aIGTJ0/i7t27AIBr167hzJkz6NKlS75lGzRoAHt7e3Ts2BFnz57N9bzU1FQkJCSobURERFKTVeOjzUb5M2iNz7Rp05CQkAA3NzcYGxsjMzMTCxcuxIABA3ItY29vj/Xr16NJkyZITU3Fpk2b0LZtW5w/fx6NGjXKdn5AQADmzp1blG+DiIhIa0ohg1JoMapLi7IliUETnz179mDnzp3YtWsX6tSpg6tXr2LixIlwcHCAr69vjmVcXV3h6uqqet2iRQs8ePAAq1atwo4dO7KdP336dPj7+6teJyQkwNHRUfdvhoiIiCTPoInP5MmTMW3aNPTr1w8A4O7ujvDwcAQEBOSa+OTEw8MDZ86cyfGYXC6HXC7XSbxERERFhZ2b9cOgiU9ycjKMjNS7GRkbG0OpLNz8k1evXoW9vb0uQyMiItKrTBghU4uut5k6jKU4M2ji8/7772PhwoWoUqUK6tSpgytXrmDlypUYOnSo6pzp06cjMjIS27dvBwCsXr0aLi4uqFOnDlJSUrBp0yacOnUKx44dM9TbICIi0prQso+PYB+fAjFo4vPNN99g5syZGD16NJ4+fQoHBweMGDECs2bNUp0THR2NiIgI1eu0tDR8/vnniIyMhIWFBerVq4cTJ06gXbt2hngLRERE9A6RibymSS6GEhISoFAo0BY9UEpmYuhwiIhIwjJEOoJxEPHx8WqT5upS1u+lYzecYFlG86aupJdKdHIPL9JYiwMuUkpERCQBmcIImUKLPj4lqhpDc1yklIiIiEoM1vgQERFJgBIyKLWoj1CCVT4FwcSHiIhIAjiPj36wqYuIiIhKDNb4EBERSYD2nZvZ1FUQTHyIiIgk4HUfHy0WKWVTV4GwqYuIiIhKDNb4EBERSYBSy7W6OKqrYJj4EBERSQD7+OgHEx8iIiIJUMKI8/joAfv4EBERUYnBGh8iIiIJyBQyZAotJjDUomxJwsSHiIhIAjK17NycyaauAmFTFxEREZUYrPEhIiKSAKUwglKLUV1KjuoqECY+REREEsCmLv1gUxcRERGVGKzxISIikgAltBuZpdRdKMUaEx8iIiIJ0H4CQzbiFASfEhEREZUYrPEhIiKSAO3X6mJdRkEw8SEiIpIAJWRQQps+Ppy5uSCY+BAREUkAa3z0g0+JiIiISgzW+BAREUmA9hMYsi6jIJj4EBERSYBSyKDUZh4frs5eIEwPiYiISqA5c+ZAJpOpbW5ubqrjKSkpGDNmDMqXL4/SpUujd+/eiI2NNWDEusHEh4iISAKU/2vq0nTTZALDOnXqIDo6WrWdOXNGdczPzw+HDx/G3r178fvvvyMqKgq9evXS5Vs2CDZ1ERERSYD2q7MXvmypUqVgZ2eXbX98fDw2b96MXbt2oX379gCArVu3olatWjh37hyaN2+ucZyGxhofIiKiEurevXtwcHBA1apVMWDAAERERAAAwsLCkJ6eDm9vb9W5bm5uqFKlCkJDQw0Vrk6wxoeIiEgCMiFDphaTEGaVTUhIUNsvl8shl8uznd+sWTMEBQXB1dUV0dHRmDt3Llq3bo2bN28iJiYGpqamsLa2Vitja2uLmJgYjWOUAiY+REREEqCrpi5HR0e1/bNnz8acOXOynd+lSxfVv+vVq4dmzZrByckJe/bsgbm5ucZxSB0THyIiomLkyZMnsLKyUr3OqbYnJ9bW1qhZsybu37+Pjh07Ii0tDXFxcWq1PrGxsTn2CXqXsI8PERGRBGTi/5u7NNtes7KyUtsKmvgkJibiwYMHsLe3R+PGjWFiYoKTJ0+qjt+5cwcRERHw9PTU/ZvXI9b4EBERSYC+R3VNmjQJ77//PpycnBAVFYXZs2fD2NgY/fv3h0KhwLBhw+Dv749y5crBysoK48aNg6enp8YjuoQQAACZzLATLbLGh4iISAKyFinVZiuMf/75B/3794erqyv69u2L8uXL49y5c6hYsSIAYNWqVXjvvffQu3dvtGnTBnZ2dti/f3+h39fmzZtRt25dmJmZwczMDHXr1sWmTZsKfR1dYY0PERFRCbR79+48j5uZmWHt2rVYu3atxveYNWsWVq5cqaotAoDQ0FD4+fkhIiIC8+bN0/jammLiQ0REJAECMii1GM4utChbVAIDA/Htt9+if//+qn3du3dHvXr1MG7cOCY+REREJZUmzVVvl5ea9PR0NGnSJNv+xo0bIyMjwwARsY8PERERFZGBAwciMDAw2/6NGzdiwIABBoiINT5ERESSoBQyKIXmzVXalNUlf39/1b9lMhk2bdqEY8eOqUaDnT9/HhERERg0aJBB4mPiQ0REJAFZq6xrU14Krly5ova6cePGAIAHDx4AACpUqIAKFSrg1q1beo8NYOJDREREOnT69GlDh5AnJj5EREQSUFyaunLz5MkTANnXEtM3adSLERERlXBKGGm9SU1GRgZmzpwJhUIBZ2dnODs7Q6FQ4Msvv0R6erpBYmKNDxERERWJcePGYf/+/Vi6dKnaBIZz5szBv//+m+OIr6LGxIeIiEgCMoUMmVo0V2lTtqjs2rULu3fvRpcuXVT76tWrB0dHR/Tv35+JDxERUUlVHPv4yOVyODs7Z9vv4uICU1NT/QcE9vEhIiKSBPG/1dk13YQEZ24eO3Ys5s+fj9TUVNW+1NRULFy4EGPHjjVITKzxISIiIp3p1auX2usTJ06gcuXKqF+/PgDg2rVrSEtLQ4cOHQwRHhMfIiIiKciEDJlaLDSqTVldUigUaq979+6t9trQw9mZ+BAREUmAUmjXT0cpdBiMFrZu3WroEPIkvQZBIiIiKjYyMjJw4sQJbNiwAS9fvgQAREVFITEx0SDxsMaHiIhIArI6KWtTXmrCw8PRuXNnREREIDU1FR07dkSZMmWwZMkSpKamYv369XqPSXpPiYiIqARSQqb1JjUTJkxAkyZN8N9//8Hc3Fy1/4MPPsDJkycNEhNrfIiIiKhI/PnnnwgJCck2Z4+zszMiIyMNEhMTHyIiIgkojjM3K5VKZGZmZtv/zz//oEyZMgaIiE1dREREkqDN5IXa9g8qKp06dcLq1atVr2UyGRITEzF79mx07drVIDGxxoeIiIiKxIoVK+Dj44PatWsjJSUFH3/8Me7du4cKFSrg+++/N0hMTHyIJEZmbGzoEDQitJlERCh1FwjRO0oJLdfqkmDn5sqVK+PatWv44YcfcO3aNSQmJmLYsGEYMGCAWmdnfTJovVhmZiZmzpwJFxcXmJubo1q1apg/fz6EyPsLNDg4GI0aNYJcLkf16tURFBSkn4CJiIiKiNByRJeQYOIDAKVKlcKAAQOwdOlSrFu3Dp9++qnBkh7AwDU+S5YsQWBgILZt24Y6derg0qVLGDJkCBQKBcaPH59jmUePHqFbt24YOXIkdu7ciZMnT+LTTz+Fvb09fHx89PwOiIiIdKO4rc7+77//4vr166hfvz7KlSuH58+fY/PmzUhNTUWfPn1Qq1Ytg8Rl0MQnJCQEPXr0QLdu3QC8Ht72/fff48KFC7mWWb9+PVxcXLBixQoAQK1atXDmzBmsWrWKiQ8REZEEXLhwAZ06dUJCQgKsra1x/Phx9OnTB6VKlYJSqcTixYtx5swZNGrUSO+xGbSpq0WLFjh58iTu3r0L4PWKrWfOnEGXLl1yLRMaGgpvb2+1fT4+PggNDc3x/NTUVCQkJKhtREREUlOcRnXNmDEDffr0QXx8PL744gv07NkTHTp0wN27d3H//n3069cP8+fPN0hsBn1K06ZNQ79+/eDm5gYTExM0bNgQEydOxIABA3ItExMTA1tbW7V9tra2SEhIwKtXr7KdHxAQAIVCodoMvSosERFRTrKaurTZpCIsLAz+/v4oU6YMJkyYgKioKAwfPlx1fOzYsbh48aJBYjNo4rNnzx7s3LkTu3btwuXLl7Ft2zYsX74c27Zt09k9pk+fjvj4eNX25MkTnV2biIiIsktLS1N1YDYxMYGFhQUqVKigOl6hQgX8+++/BonNoH18Jk+erKr1AQB3d3eEh4cjICAAvr6+OZaxs7NDbGys2r7Y2FhYWVnl2EtcLpdDLpfrPngiIiId0na9LSkNZ3d0dMTDhw/h7OwMANi9ezfs7e1Vx6Ojo9USIX0yaOKTnJwMIyP1SidjY2MolbnP6eHp6Ylff/1Vbd/x48fh6elZJDESERHpQ3Ea1dWvXz88ffpU9TprEFOWQ4cOwcPDQ99hATBw4vP+++9j4cKFqFKlCurUqYMrV65g5cqVGDp0qOqc6dOnIzIyEtu3bwcAjBw5EmvWrMGUKVMwdOhQnDp1Cnv27MEvv/xiqLdBREREb5g9e3aex2fMmAFjA03WatDE55tvvsHMmTMxevRoPH36FA4ODhgxYgRmzZqlOic6OhoRERGq1y4uLvjll1/g5+eHr776CpUrV8amTZs4lJ2IiN5pxanGJz8WFhYGu7dM5DdNcjGTkJAAhUKBtuiBUjITQ4dDlA2XrCCSjgyRjmAcRHx8PKysrIrkHlm/l3x++wwmlqYaXyc9KQ1Hu2ws0lgL6vLlyyhbtixcXFwAADt27MD69esREREBJycnjB07VtW/V9+kM+ifiIiIioUhQ4bgwYMHAIBNmzZhxIgRaNKkCWbMmIGmTZti+PDh2LJli0Fi4yKlREREElCcmrru3buHGjVqAADWrVuHr776Sm0en6ZNm2LhwoVqfXr1hTU+REREEiAALRcplQ4LCws8f/4cABAZGZltBFezZs3w6NEjQ4TGGh8iyZEZ8O8RLfrayIy0+GvTgP3tREa6we5N9KbiVOPTpUsXBAYGYtOmTfDy8sK+fftQv3591fE9e/agevXqBomNiQ8RERHp1JIlS9CyZUt4eXmhSZMmWLFiBYKDg1GrVi3cuXMH586dw4EDBwwSG5u6iIiIJKA4rdXl4OCAK1euwNPTE0eOHIEQAhcuXMCxY8dQuXJlnD17Fl27djVIbKzxISIikoDi1NQFANbW1li8eDEWL15s6FDUsMaHiIiISgzW+BAREUlAcavxyXLp0iXs2bMHERERSEtLUzu2f/9+vcfDGh8iIiIJEEKm9SY1u3fvRosWLfD333/jwIEDSE9Px61bt3Dq1CkoFAqDxMTEh4iIiIrEokWLsGrVKhw+fBimpqb46quvcPv2bfTt2xdVqlQxSExMfIiIiCRAm8kLszapefDgAbp16wYAMDU1RVJSEmQyGfz8/LBx40aDxMTEh4iISAKK03D2LGXLlsXLly8BAJUqVcLNmzcBAHFxcUhOTjZITOzcTEREREWiTZs2OH78ONzd3dGnTx9MmDABp06dwvHjx9GhQweDxMTEh4iISAK07aAsxc7Na9asQUpKCgBgxowZMDExQUhICHr37o0vv/zSIDEx8SEiIpKA4jicvVy5cqp/GxkZYdq0aQaM5n9xGDoAIiIiMvxw9sWLF0Mmk2HixImqfSkpKRgzZgzKly+P0qVLo3fv3oiNjS30tTMyMnD8+HFs3rwZJ0+eRGZmplaxaoOJDxERUQl38eJFbNiwAfXq1VPb7+fnh8OHD2Pv3r34/fffERUVhV69euV7vXHjxuHnn38GAPzzzz9wd3dHly5dMGPGDPj4+KBhw4aIjIwskveSHyY+REREEiC0HNGlaY1PYmIiBgwYgG+//RZly5ZV7Y+Pj8fmzZuxcuVKtG/fHo0bN8bWrVsREhKCc+fO5XnNvXv3wtnZGQDw+eefo3LlyoiJiUFMTAyePn0KJycntZolfWLiQ0REJAECgBBabBred8yYMejWrRu8vb3V9oeFhSE9PV1tv5ubG6pUqYLQ0NA8rxkfHw9LS0sAQEhICBYuXIgKFSoAeN3vJyAgAMHBwRpGrB12biYiIipGEhIS1F7L5XLI5fIcz929ezcuX76MixcvZjsWExMDU1NTWFtbq+23tbVFTExMnjHUrFkTFy5cgIuLC8qUKZMtppcvX0KpVBbg3egea3yIiIgkQFczNzs6OkKhUKi2gICAHO/35MkTTJgwATt37oSZmZlO34ufnx8mTZqE4OBgTJ8+HePHj8fJkycRFRWF06dPY8SIEQXqK1QUWONDREQkAbqax+fJkyewsrJS7c+tticsLAxPnz5Fo0aNVPsyMzPxxx9/YM2aNTh69CjS0tIQFxenVusTGxsLOzu7PGMZPHgwXrx4gW7dukEIgczMTHTq1El1vHv37li1apUmb1NrTHyIiIiKESsrK7XEJzcdOnTAjRs31PYNGTIEbm5umDp1KhwdHWFiYoKTJ0+id+/eAIA7d+4gIiICnp6e+V7f398fQ4cOxfHjx/Hw4UMolUrY29ujZcuWqFGjhmZvTgeY+BAREUmAUsgg0+MEhmXKlEHdunXV9llaWqJ8+fKq/cOGDYO/vz/KlSsHKysrjBs3Dp6enmjevHmB7mFtbY0+ffoUKq6ixsSHiIhIArJGZ2lTXtdWrVoFIyMj9O7dG6mpqfDx8cG6desKfZ3k5GREREQgLS1Nbf/b8wbpAxMfIiIiAoBsQ8zNzMywdu1arF27VqPrPXv2DIMHD8aRI0dyPG6IGZw5qouIiEgCDL1kRVGYOHEi4uPjcf78eZibm+PIkSPYtm0batSogUOHDhkkJtb4EBERSUBxXJ391KlTOHjwIJo0aQIjIyM4OTmhY8eOsLKyQkBAALp166b3mFjjQ0REJAHaLFeh7cruRSUpKQk2NjYAgLJly+LZs2cAAHd3d1y+fNkgMTHxISIioiLh6uqKO3fuAADq16+PDRs2IDIyEuvXr4e9vb1BYmJTFxERkQRIcVSXtiZMmIDo6GgAwOzZs9G5c2fs3LkTpqamCAoKMkhMTHyIiIgk4HXio00fHx0GoyOffPKJ6t+NGzdGeHg4bt++jSpVqqgWLdU3Jj5ERESkFxYWFmpLZBgC+/gQFQFZKRPNNyOZwTbIjDTftCAy0g22EUlFcRrOfvnyZTx69Ej1eseOHWjZsiUcHR3RqlUr7N69u8DXyirr4OCA8PBwAMDq1atx8OBBjWJj4kNERCQBQgebVAwZMgQPHjwAAGzatAkjRoxAkyZNMGPGDDRt2hTDhw/Hli1b8r1OYGAg/P390bVrV8TFxakmPLS2tsbq1as1io1NXURERKRT9+7dUy1Eum7dOnz11VcYPny46njTpk2xcOFCDB06NM/rfPPNN/j222/Rs2dPLF68WLW/SZMmmDRpkkaxscaHiIhIAopTU5eFhQWeP38OAIiMjISHh4fa8WbNmqk1heXm0aNHaNiwYbb9crkcSUlJGsXGxIeIiEgKilFbV5cuXRAYGAgA8PLywr59+9SO79mzB9WrV8/3Oi4uLrh69Wq2/UeOHEGtWrU0io1NXURERFKgba2NhGp8lixZgpYtW8LLywtNmjTBihUrEBwcjFq1auHOnTs4d+4cDhw4kO91/P39MWbMGKSkpEAIgQsXLuD7779HQEAANm3apFFsTHyIiIhIpxwcHHDlyhUsXrwYhw8fViUtT548QcuWLXH27Fk0adIk3+t8+umnMDc3x5dffonk5GR8/PHHcHBwwFdffYV+/fppFJtMCClOeVR0EhISoFAo0BY9UEpmYuhwqJiSldL8syUzMtxfbUKpzbSxSs2L/m+kBpHUZIh0BOMg4uPjYWVlVST3yPq95LJ1BowszDS+jjI5BY+GLCzSWA0pOTkZiYmJqrW/NMUaHyIiIgkojquzvy0jIwOlSmmWelhYWMDCwkLrGNi5mYiIiHTqyJEjuHHjBgBAqVRi/vz5qFSpEuRyOSpXrozFixejoA1O+/btQ9++fdG8eXM0atRIbdMEEx8iIiIpEDLtN4mYOHEi4uLiALzu6PzVV19h0qRJ+OWXXzB58mSsXr0aS5cuzfc6X3/9NYYMGQJbW1tcuXIFHh4eKF++PB4+fIguXbpoFBubuoiIiCSgOK3O/vjxYzg5OQEAdu3ahcDAQPTp0wcA0LlzZ1SvXh0TJ07E1KlT87zOunXrsHHjRvTv3x9BQUGYMmUKqlatilmzZuHFixcaxcYaHyIiItKpcuXKISoqCgDw7NmzbHP21KxZE5GRkfleJyIiAi1atAAAmJub4+XLlwCAgQMH4vvvv9coNiY+REREUlCMJjD84IMPsHDhQmRmZqJHjx5Yt26dWp+eb775Bg0aNMj3OnZ2dqqanSpVquDcuXMAXs/orOmgdDZ1ERERSUBxGtW1aNEieHt7w83NDZ6enti7dy+OHz+OmjVr4v79+3jx4gWOHj2a73Xat2+PQ4cOoWHDhhgyZAj8/Pywb98+XLp0Cb169dIoNiY+REVAm3lpZCZyHUZSyHuXMswXp5GJ4ebUykx4qXlhLeYuIirOFAoFQkJCsHnzZhw+fBjOzs5QKpVIS0tD//79MWrUKFSuXDnf62zcuBFK5ev/z8aMGYPy5csjJCQE3bt3x4gRIzSKjYkPERGRVEiouUpbJiYmGDlyJEaOHFmocr169UJQUBCsrKzw3Xff4aOPPlLN/dOvXz+NZ2zOwj4+REREElCcVmfPSWpqKh48eIDU1NQ8z/v5559VK68PGTIE8fHxOo2DNT5ERERSoG0HZQnVFgUFBcHV1RWenp5ISUnBmDFjsG3bNgghYGRkhGHDhuGrr76CXJ69ad/NzQ3Tp09Hu3btIITAnj17cl2CY9CgQYWOjYkPERER6dS8efNUw81nzpyJU6dOYe/evarV2adMmYKZM2fmOInh+vXr4e/vj19++QUymQxffvklZLLstVkymYyJDxER0btL9r9Nm/LSEBUVBXt7ewDAoUOHEBgYiM6dOwN4XaNTtmxZDBw4MMfEp0WLFqph60ZGRrh7967WC5O+iX18iIiIpKAYzeNjZ2eHBw8eAACSkpJQoUIFteMVK1bEv//+m+91Hj16hIoVK+o0NiY+REREpFMDBgzAjBkzEBcXh4EDB2LevHlITEwEACQnJ2POnDlo2bJlvtdxcnKCTCZDXFwcvv32W8ycORObNm3SqsMzm7qIiIikoBh1bp49ezZu3ryJqlWrokmTJvjzzz9ha2uLSpUqISoqCuXLl8fx48dzLd+rVy98/PHH+PDDD3Hr1i20bdsWMpkMVatWxePHj1X9hmrVqlXo2FjjQ0REJAXFaHV2U1NTHDx4ELt27UKNGjXQtm1btGrVCi1atMCqVavw119/oWbNmrmWDw4ORt26dQEAkydPRqdOnfDPP//g3LlzePLkCbp164aJEydqFBtrfIiIiKhIdO7cWdWpuTBSUlJg8r8Z3a9evYpffvkFpqamAF5PjDhlyhR4eHhoFBNrfIiIiCRACO03qUtPTy/QefXq1cOpU6cAvO4oHR4ernY8PDwc5ubmGsXAxIeIiEgKitGorj179iAtLU31es2aNXBycoKZmRkqVKiAefPm5Vl+5syZmDZtGoKCgjB+/Hj4+flh8+bNCAkJwdatWzFs2DAMHDhQo9gM2tTl7OycLYsDgNGjR2Pt2rXZ9gcFBWHIkCFq++RyOVJSUoosRiIiIiqc/v37Izo6GjY2Nti6dSsmT56MKVOmoFmzZrhy5QoCAgLg4OCATz/9NMfy3bp1w8aNGzFx4kRERUVBCIHhw4cDeP17f+TIkQgICNAoNoMmPhcvXkTmG6tY37x5Ex07dkSfPn1yLWNlZYU7d+6oXuc0myMREdE7R9sOyhLq3CzeaHdbv3495s2bh8mTJwMAunbtinLlymHdunW5Jj4A0Lt3b/Ts2ROXL1/Gw4cPoVQqYW9vj8aNG6NMmTIax2bQxOftSYkWL16MatWqwcvLK9cyMpkMdnZ2RR0aERGRXsnE602b8lKSVTHx8OFDdOrUSe1Yp06dMHXq1HyvYWxsjKZNm6Jp06Y6i0syo7rS0tLw3Xffwd/fP89anMTERDg5OUGpVKJRo0ZYtGgR6tSpk+v5qampaivBJiQk6DRuIiIinShG8/gAwJEjR6BQKGBmZobk5GS1YykpKYVqsRFCIDg4GPfv34e9vT18fHxUo74KSzKdm3/66SfExcVh8ODBuZ7j6uqKLVu24ODBg/juu++gVCrRokUL/PPPP7mWCQgIgEKhUG2Ojo5FED0RERG9ydfXFz179kRkZKRqhFaWc+fOoVq1armW7dq1q2p25hcvXsDT0xMdOnTAjBkz0KNHD9SrVw/Pnj3TKC7JJD6bN29Gly5d4ODgkOs5np6eGDRoEBo0aAAvLy/s378fFStWxIYNG3ItM336dMTHx6u2J0+eFEX4RERE2ilGExgqlUq1bcaMGWrHbW1t8+ycfOTIEVVrzZdffomXL1/iwYMHePr0KcLDw2FpaYlZs2ZpFJskmrrCw8Nx4sQJ7N+/v1DlTExM0LBhQ9y/fz/Xc+RyOeRyubYhEhERFa1i1tSVl/fee6/A5546dQpLly6Fi4sLAKBy5cpYsmSJapRXYUki8dm6dStsbGzQrVu3QpXLzMzEjRs30LVr1yKKjIiIiLSVnJyMiIgItbl9gNcTFeYmqw/Qf//9l61ZrHr16oiKitIoFoMnPkqlElu3boWvry9KlVIPZ9CgQahUqZKqOmzevHlo3rw5qlevjri4OCxbtgzh4eF5DocjIiJ6JxTDGp9nz55hyJAh+O2333I8/uaUNm8bPHgw5HI50tPT8ejRI7WBTDExMbC2ttYoJoP38Tlx4gQiIiIwdOjQbMciIiIQHR2tev3ff/9h+PDhqFWrFrp27YqEhASEhISgdu3a+gyZiIhI94rRzM1ZJk6ciLi4OJw/fx7m5uY4cuQItm3bhho1auDQoUO5lhs0aBBsbGygUCjQo0ePbKPCfvzxRzRo0ECjmGRCvAure+hOQkICFAoF2qIHSsk0GwpHlC+Z5n9TGJkZsE+agSYElWk4LFUXMhNeal5YKHUXCElShkhHMA4iPj4eVlZWRXKPrN9Ljsvnw8jcTOPrKF+l4MmkmUUaa2HZ29vj4MGD8PDwgJWVFS5duoSaNWvi0KFDWLp0Kc6cOZOtTEJCQr7xJyUlwdjYGGZmhX9eBq/xISIiIhSrUV1ZkpKSYGNjAwAoW7asagi6u7s7Ll++nGOZsmXL4unTpwCA9u3bIy4uLts5lpaWGiU9ABMfIiIiSciauVmbTWpcXV1Vy0zVr18fGzZsQGRkJNavXw97e/scy5QuXRr//vsvACA4OLjAK7oXlME7NxMREVHxNGHCBFVf3dmzZ6Nz587YuXMnTE1NERQUlGMZb29vtGvXDrVq1QIAfPDBBzA1Nc3x3LcnRiwIJj5ERERSUAxHdX3yySeqfzdu3Bjh4eG4ffs2qlSpggoVKuRY5rvvvsO2bdvw4MED/P7776hTpw4sLCx0FlOhEx9fX18MGzYMbdq00VkQREREpF+BgYEIDAzE48ePAQB16tTBrFmz0KVLFwCv19P6/PPPsXv3bqSmpsLHxwfr1q2Dra2txve0sLBAo0aN8jzH3NwcI0eOBABcunQJS5Ys0Xjoek4K3ccnPj4e3t7eqFGjBhYtWoTIyEidBUNERFRSyaBlH59C3q9y5cpYvHgxwsLCcOnSJbRv3x49evTArVu3AAB+fn44fPgw9u7di99//x1RUVHo1atXga+/Zs0aDBo0CLt37wYA7NixA7Vr14abmxu++OILZGRk5HuN06dP6zTpATRIfH766SdERkZi1KhR+OGHH+Ds7IwuXbpg3759Ou+AREREREXj/fffR9euXVGjRg3UrFkTCxcuROnSpXHu3DnEx8dj8+bNWLlyJdq3b4/GjRtj69atCAkJwblz5/K99oIFC/DFF18gOTkZfn5+WLJkCfz8/DBgwAD4+vpi06ZNmD9/fp7X0EXilBON+vhUrFgR/v7+8Pf3x+XLl7F161YMHDgQpUuXxieffILRo0ejRo0aGgVExY/M2Ngg9zXSYZtwoZlo3n1OpKTqMJDCkRlpMdBTmzmADDR/EKDd51PkPumspMmMDPO8hVLLTijFfd4kbYeka1E2MzMTe/fuRVJSEjw9PREWFob09HR4e3urznFzc0OVKlUQGhqK5s2b53m9oKAgBAUFoVevXrh27RoaN26Mbdu2YcCAAaprTZkyBXPnzs2x/IIFC7B06VJ06tQJfn5+CA8Px7Jly+Dn5wcjIyOsWrUKJiYmuZbPi1adm6Ojo3H8+HEcP34cxsbG6Nq1K27cuIHatWtj6dKl8PPz0+byREREJYeOOjcnJCSo7c5rse4bN27A09MTKSkpKF26NA4cOIDatWvj6tWrMDU1zdbMZGtri5iYmHxDiYqKQpMmTQC8HsZuZGSkNtNyo0aN8lxrS9vEKS+F/vMuPT0dP/74I9577z04OTlh7969mDhxIqKiorBt2zacOHECe/bswbx58wodDBEREWnH0dERCoVCtWWtd5kTV1dXXL16FefPn8eoUaPg6+uLv/76S+sY7OzsVNe5d+8eMjMz1a5769Yt1cSGOdE2ccpLoWt87O3toVQq0b9/f1y4cCHHtTLatWun885IRERExZqOanyePHmituRDbrU9AGBqaorq1asDeD3c/OLFi/jqq6/w0UcfIS0tDXFxcWq/z2NjY2FnZ5dvKAMGDMCgQYPQo0cPnDx5ElOmTMGkSZPw77//QiaTYeHChfjwww9zLZ+VOFWpUkUtccpaqDS/xCkvhU58Vq1ahT59+uQ5VbS1tTUePXqkUUBEREQlkbazL2eVtbKy0nitLqVSidTUVDRu3BgmJiY4efIkevfuDQC4c+cOIiIi4Onpme915s6dC3Nzc4SGhmL48OGYNm0a6tevjylTpiA5ORnvv/9+np2btU2c8lLoxGfgwIEa3YiIiIikY/r06ejSpQuqVKmCly9fYteuXQgODsbRo0ehUCgwbNgw+Pv7o1y5crCyssK4cePg6emZb8dmADAyMsIXX3yhtq9fv37o169fgWLTNnHKC2duJiIikgI9z9z89OlTDBo0CNHR0VAoFKhXrx6OHj2Kjh07AnjdwmNkZITevXurTWCoD9omTnlh4kNERCQFek58Nm/enOdxMzMzrF27FmvXrtUonE2bNuHPP/9E27ZtMWTIEPzwww+YM2cOUlNTMXDgQI1GZGVkZKBUKe1SF67OTkRERDq1evVqTJw4EYmJiZgxYwYWLlyIMWPG4JNPPsHgwYOxevVqbNy4MdfyR44cwY0bNwC87nc0f/58VKpUCXK5XDXjtBCaZYms8SEiIpIAXXVuloINGzZg48aN+Pjjj3HlyhV4eHhg/fr1GDZsGACgUqVKCAwMxGeffZZj+YkTJ+Lbb78FACxZsgRfffUVZsyYgVq1auHOnTsICAiATCbD1KlTCx0ba3yIiIikIGvmZm02iQgPD0erVq0AAA0bNoSxsbFap2gvLy88ePAg1/KPHz+Gk5MTAGDXrl0IDAyEn58fOnfujAkTJmDz5s3YtGmTRrEx8SEiIpICoYNNIiwsLJCUlKR6XbFiRZQuXVrtnLzW2ipXrpxqgsJnz56p5hrKUrNmTY0XSWfiQ0RERDrl5uaG69evq14/efJEVYMDALdv34azs3Ou5T/44AMsXLgQmZmZ6NGjB9atW6fWp+ebb77JcQLlgmAfHyIiIgkoTn18lixZAktLy1yPR0REYMSIEbkeX7RoEby9veHm5gZPT0/s3bsXx48fR82aNXH//n28ePECR48e1Sg2Jj5ERERSoOfh7EWpZcuWeR4fPXp0nscVCgVCQkKwefNmHD58GM7OzlAqlUhLS0P//v0xatQoVK5cWaPYmPi8Q2TGxoa7t6mpFoUN1OHOSMuWXC3i1uZnJbO00LisMilZ47IAAFMTjYtq9flUGu4b27h8WY3LZv77n8Zltf7/2chA/19p8bOSCaV2t05L06o86V9GRgZu3bqlWtHdzs4OtWvXholJ/t81JiYmGDlyJEaOHKnTmJj4EBERSYGWTV1SqvFRKpWYNWsW1q5di/j4eLVjCoUCY8eOxdy5c2FUyD9QhRBQKpUw1uIPB3ZuJiIikoJiNKpr2rRp2LhxIxYvXoyHDx8iKSkJSUlJePjwIZYsWYKNGzdi+vTpuZbPyMjAl19+CS8vL8yePRsAsGzZMpQuXRoWFhbw9fVFmoY1gKzxISIiIp3avn07duzYAR8fH7X9zs7O+Oyzz+Dk5IRBgwZhyZIlOZafO3cuNm3ahAEDBmDfvn14+vQpfvnlF2zcuBGZmZn44osvsHr1akyZMqXQsTHxISIikoJi1Ln55cuXcHBwyPW4vb292jw/b9u1axc2bdqE9957D6NGjYKrqyt27dqFjz76CMDrdcTmz5+vUeLDpi4iIiIJyBrOrs0mFW3btsWkSZPw/PnzbMeeP3+OqVOnom3btrmWj4qKQv369QEA1atXh6mpqeo1ADRt2hTh4eEaxcYaHyIiItKp9evXo2vXrrC3t4e7uztsbW0BALGxsbhx4wZq166Nn3/+OdfyCoUCcXFxcHR0BAA0atQIZcqUUR1PTU2FTMORt0x8iIiISKccHR1x7do1HDt2DKGhoarh7B4eHli0aBE6deqU54iu2rVr4/Lly3B3dwcAnD17Vu34jRs3UKNGDY1iY+JDREQkBcWkj0+vXr0QFBQEKysrPH36FF988QXkcnmhrrF+/fo85/pJT0/XqH8PwMSHiIhIEorLkhU///wzkpKSYGVlhSFDhqBz586wsbEp1DVq1qyZ5/GPP/5Y4/iY+BAREZHOuLm5Yfr06WjXrh2EENizZw+srKxyPHfQoEF6jo6JDxERkXRIpNZGG+vXr4e/vz9++eUXyGQyfPnllzl2RJbJZLkmPunp6ZgxYwb279+PcuXKYeTIkRg6dKjqeGxsLBwcHJCZmVno+Jj4EBERSUEx6ePTokULnDt3DgBgZGSEu3fvFrqpa+HChdi+fTsmTZqEuLg4+Pv74/z589iwYYPqHCE0e8NMfIiIiKhIPHr0CBUrVix0uZ07d6omMASAwYMHo0uXLhgyZAi2bNkCABoPZ+cEhkRERBJQnCYwzOLk5IQzZ87gk08+gaenJyIjIwEAO3bswJkzZ3ItFxkZibp166peV69eHcHBwQgJCcHAgQM1auLKwsSHiIhICorRIqVZfvzxR/j4+MDc3BxXrlxBamoqACA+Ph6LFi3KtZydnR0ePHigtq9SpUo4ffo0Ll68iMGDB2scE5u63iFCqfmnWmZsrNW9jSwstCqvKSGUGpfV9j1rQ5mY+xo0+dKw+hYAZKammt8XgCyPeTPyZVUm/3NykVG+tOb31VJa+cLNL/KmRPvqGpe1eqzZytJZSiWma172YZTGZUWa5vdFRobmZQFAw9W4yXAWLFiA9evXY9CgQdi9e7dqf8uWLbFgwYJcy7Vv3x67du1Chw4d1PY7ODjg1KlTeS53kR8mPkRERBJQXObxedOdO3fQpk2bbPuzlqTIzcyZM3H79u0cj1WqVAm///47jh8/rlFMTHyIiIikoJiM6nqTnZ0d7t+/D2dnZ7X9Z86cQdWqVXMt5+TkBCcnp1yPOzg4wNfXV6OYmPgQERFRkRg+fDgmTJiALVu2QCaTISoqCqGhoZg0aRJmzpyZY5lDhw4V+Prdu3cvdExMfIiIiKSgGNb4TJs2DUqlEh06dEBycjLatGkDuVyOSZMmYdy4cTmW6dmzp9prmUymNmfPm8PYNRndxVFdREREElAch7PLZDLMmDEDL168wM2bN3Hu3Dk8e/YM8+fPz7WMUqlUbceOHUODBg3w22+/IS4uDnFxcfj111/RqFEjHDlyRKOYWONDREQkBcWwxieLqakpateuXehyEydOxPr169GqVSvVPh8fH1hYWOCzzz7D33//XehrssaHiIiIdO7atWtYsGAB1q1bh+fPn6sdS0hIUFt7KzcPHjyAtbV1tv0KhQKPHz/WKC4mPkRERFJQjCYwPHbsGDw8PLB7924sWbIEbm5uOH36tOr4q1evsG3btnyv07RpU/j7+yM2Nla1LzY2FpMnT4aHh4dGsTHxISIikoDi1Mdnzpw5mDRpEm7evInHjx9jypQp6N69e6H75WzZsgXR0dGoUqUKqlevjurVq6NKlSqIjIzE5s2bNYqNfXyIiIhIp27duoUdO3YAeN3BecqUKahcuTI+/PBD7N69G02bNi3QdapXr47r16/j+PHjqgkNa9WqBW9vb40XKWXiQ0REJAXFqHOzXC7PNjPzxx9/DCMjI3z00UdYsWJFga8lk8nQqVMndOrUSSexsamLiIhIAopTU1eDBg3U+vRk6devHzZt2oTx48fne41Xr17hzJkz+Ouvv7IdS0lJwfbt2zWKjYkPERER6dSoUaMQGRmZ47H+/fsjKCgoxzW8sty9exe1atVCmzZt4O7uDi8vL0RF/f/iuvHx8RgyZIhGsTHxISIikoJiNKrrgw8+wKpVq3I9/vHHH+dYI5Rl6tSpqFu3Lp4+fYo7d+6gTJkyaNWqFSIiIrSOjYkPERGRFBSjxCfLxYsXcf78+Wz7z58/j0uXLuVaLiQkBAEBAahQoQKqV6+Ow4cPw8fHB61bt8bDhw+1iomJDxERERWJMWPG4MmTJ9n2R0ZGYsyYMbmWe/XqFUqV+v/xVzKZDIGBgXj//ffh5eWFu3fvahwTR3URERFJgOx/mzblpeavv/5Co0aNsu1v2LBhjp2Ws7i5ueHSpUuoVauW2v41a9YA0GxV9iys8SEiIpKCYtjUJZfL1WZdzhIdHa1Wo/O2Dz74AN9//32Ox9asWYP+/furrdheGEx8iIiIJKA4DWfP0qlTJ0yfPh3x8fGqfXFxcfjiiy/QsWPHXMtNnz4dv/76a67H161bB6VSqVFMbOoiIiKiIrF8+XK0adMGTk5OaNiwIQDg6tWrsLW1Vc3srG9MfIiIiKSgGM3cnKVSpUq4fv06du7ciWvXrsHc3BxDhgxB//79YWJiYpCYmPgQERFJhQSTF21ZWlris88+M3QYKgbt4+Ps7AyZTJZty2uI2969e+Hm5gYzMzO4u7vn2QZIRERE0mBlZaX1HDy6YNDE5+LFi4iOjlZtx48fBwD06dMnx/NDQkLQv39/DBs2DFeuXEHPnj3Rs2dP3Lx5U59hExER6Vxx7Nz8Jk1HYemaQROfihUrws7OTrX9/PPPqFatGry8vHI8/6uvvkLnzp0xefJk1KpVC/Pnz0ejRo1U4/qJiIjeWcVwOLsUSWY4e1paGr777jsMHToUMlnO0zCFhobC29tbbZ+Pjw9CQ0P1ESIREREVUHp6OoYOHYpHjx4BAD755BNYWVkZOCoJJT4//fQT4uLiMHjw4FzPiYmJga2trdo+W1tbxMTE5FomNTUVCQkJahsREZHU6LupKyAgAE2bNkWZMmVgY2ODnj174s6dO2rnpKSkYMyYMShfvjxKly6N3r175zghYU5MTEzw448/ql4HBgaiQoUKhQuyCEgm8dm8eTO6dOkCBwcHnV43ICAACoVCtTk6Our0+kRERDqh56au33//HWPGjMG5c+dw/PhxpKeno1OnTkhKSlKd4+fnh8OHD2Pv3r34/fffERUVhV69ehX4Hj179sRPP/1UuMCKmCSGs4eHh+PEiRPYv39/nufZ2dllyzRjY2NhZ2eXa5np06fD399f9TohIYHJDxERlXhHjhxRex0UFAQbGxuEhYWhTZs2iI+Px+bNm7Fr1y60b98eALB161bUqlUL586dQ/PmzfO9R40aNTBv3jycPXsWjRs3hqWlpdrx8ePH6+4NFZAkEp+tW7fCxsYG3bp1y/M8T09PnDx5EhMnTlTtO378ODw9PXMtI5fLIZfLdRUqERFRkdB2ZJa2o7qylpUoV64cACAsLAzp6elqfWvd3NxQpUoVhIaGFijx2bx5M6ytrREWFoawsDD1eGWykpn4KJVKbN26Fb6+vtkWLBs0aBAqVaqEgIAAAMCECRPg5eWFFStWoFu3bti9ezcuXbqEjRs3GiJ0vTMy0eLHJdOuVVOZnKxxWSMLC43LyrQoC1MtZwXNpZN9gYpmZmp3b03va2ys3QXMzTUvq8V7VpppGbcWkmw1v3dKec3vm1jZVPPCACDTpnwNjUtWPpWixX21Y/T7ZYPdWy90NHPz231ZC1IBoFQqMXHiRLRs2RJ169YF8LpframpKaytrdXOza9vrSocIRAcHAwbGxuYa/PdomMG7+Nz4sQJREREYOjQodmORUREIDo6WvW6RYsW2LVrFzZu3Ij69etj3759+Omnn1Q/JCIioneWjvr4ODo6qvVtzao8yMuYMWNw8+ZN7N69W3dvRwjUqFED//zzj86uqQsGr/Hp1KlTrpMaBQcHZ9vXp0+fXCc4JCIiKumePHmiNmw8v9qesWPH4ueff8Yff/yBypUrq/bb2dkhLS0NcXFxarU++fWtzWJkZIQaNWrg33//RY0amtcy6prBa3yIiIhId8PZrays1LbcEh8hBMaOHYsDBw7g1KlTcHFxUTveuHFjmJiY4OTJk6p9d+7cQURERJ59a9+0ePFiTJ48WVIrLBi8xoeIiIig99XZx4wZg127duHgwYMoU6aMqt+OQqGAubk5FAoFhg0bBn9/f5QrVw5WVlYYN24cPD09C9SxGXjdVzc5ORn169eHqalptr4+L168KFzQOsDEh4iIqAQKDAwEALRt21Zt/9atW1WTCa9atQpGRkbo3bs3UlNT4ePjg3Xr1hX4HqtXr9ZRtLrDxIeIiEgCZEJApsVCnoUtW5BFQ83MzLB27VqsXbtWo5h8fX01KleUmPgQERFJgZ6buvQtJSUFaWlpavsMsXYXOzcTERFRkUhKSsLYsWNhY2MDS0tLlC1bVm0zBCY+REREEqDvRUr1YcqUKTh16hQCAwMhl8uxadMmzJ07Fw4ODti+fbtBYmJTFxERkRQUw6auw4cPY/v27Wjbti2GDBmC1q1bo3r16nBycsLOnTsxYMAAvcfEGh8iIiIqEi9evEDVqlUBvO7PkzV8vVWrVvjjjz8MEhMTHyIiIgkojk1dVatWxaNHjwC8XuB0z549AF7XBL29Bpi+MPEhIiKSAh2t1SUlQ4YMwbVr1wAA06ZNw9q1a2FmZgY/Pz9MnjzZIDGxjw8REZEEaFtrI8UaHz8/P9W/vb29cfv2bYSFhaF69eqoV6+eQWJi4vMOkZmaGu7elhaGuXFmphaFTbS7t0ymedFyWgzTfJWiedmMDM3LAoCxFpXAJpp/nbyqaLjPdqq15j/nNIUOA9GjCteVGpdNttf8ZyWMNH/WAFBGq9JkCBEREbC1tVWtF+bk5AQnJycolUpERESgSpUqeo+JTV1ERERSUAybupydndGoUSM8ePBAbf+zZ8+yLYqqL0x8iIiIJKI4dWzOUqtWLXh4eKit8g4UbMmMosDEh4iIiIqETCbDunXr8OWXX6Jbt274+uuv1Y4ZAvv4EBERSYEQrzdtyktMVq2On58f3Nzc0L9/f9y4cQOzZs0yWExMfIiIiCSgOI7qelOXLl0QEhKC7t2748KFCwaLg01dREREVCS8vLxg+saI5Nq1a+P8+fOwtrY2WB8f1vgQERFJQTFcq+v06dPZ9pUvXx6///67AaJ5jTU+REREEiBTar9JWbdu3RAdHW3oMJj4EBERUdH7448/8OrVK0OHwaYuIiIiSSiGTV1SxMSHiIhIAor7qC4nJyeYmGi5lJAOMPEhIiKSgmI4j8+bbt68aegQADDxISIioiKUkpKC69ev4+nTp1Aq1Xtgd+/eXe/xMPEhIiKSgOLY1HXkyBEMGjQIz58/z3ZMJpMhMzNT7zEx8XmHZCYmalzWuFxZ7W6eocWHU26a/zm5MdJi4GFauuZlAcBIi3VkTDV/z8KqtOb3NdZu7ZvE6tYal82Ua37vZBvDDTBN1eJ/DaOaLzUum56i3devcYS5xmVfVtL8eZska1wU6ZaalwWAMtoVl75i2Ll53Lhx6NOnD2bNmgVbW1tDhwOAw9mJiIioiMTGxsLf318ySQ/AxIeIiEgSspq6tNmk5sMPP0RwcLChw1DDpi4iIiIpKIajutasWYM+ffrgzz//hLu7e7bh7OPHj9d7TEx8iIiIqEh8//33OHbsGMzMzBAcHAyZ7P/7AspkMiY+REREJVVxHNU1Y8YMzJ07F9OmTYORNoNVdIiJDxERkRQUw1FdaWlp+OijjyST9ADs3ExERERFxNfXFz/88IOhw1DDGh8iIiIJKI5NXZmZmVi6dCmOHj2KevXqZevcvHLlSr3HxMSHiIhICpTi9aZNeYm5ceMGGjZsCCD7Wl1vdnTWJyY+REREUlAM+/icPn3a0CFkwz4+REREVOT++ecf/PPPP4YOg4kPERGRFMig5czNhn4DOVAqlZg3bx4UCgWcnJzg5OQEa2trzJ8/P9tK7frCpi4iIiIpKIYzN8+YMQObN2/G4sWL0bJlSwDAmTNnMGfOHKSkpGDhwoV6j4mJDxERERWJbdu2YdOmTejevbtqX7169VCpUiWMHj2aiQ8REVFJVRyHs7948QJubm7Z9ru5ueHFixcGiIiJT4khe2vuhEIzN9dNIIVlpEWrtYnhPt6ilObd54Rc85+V0kzLn7MW0i01/1mlltNhIIWUrtC8n4HyPzONy8qU2vXIsHyqedmEOukal3Vw1PyXleZP63+Wa3sBiSuGo7rq16+PNWvW4Ouvv1bbv2bNGtSvX98gMTHxISIioiKxdOlSdOvWDSdOnICnpycAIDQ0FE+ePMGvv/5qkJg4qouIiEgCZEJovUmNl5cX7t69iw8++ABxcXGIi4tDr169cOfOHbRu3dogMbHGh4iISAqU/9u0KS8h6enp6Ny5M9avX2+QTsy5YY0PERER6ZyJiQmuX79u6DCyYeJDREQkAcWxqeuTTz7B5s2bDR2GGjZ1ERERSUExHNWVkZGBLVu24MSJE2jcuDEsLS3VjnN1diIiopKqmMzcfP36ddStWxdGRka4efMmGjVqBAC4e/eu2nlcnZ2IiIjeeQ0bNkR0dDRsbGwQHh6Oixcvonz58oYOS4V9fIiIiCRAqwVKtZz1WZesra3x6NEjAMDjx48NthhpbljjQ0REJAXFpKmrd+/e8PLygr29PWQyGZo0aQJjY+Mcz3348KGeo2PiQ0REVGL98ccfWLZsGcLCwhAdHY0DBw6gZ8+equNCCMyePRvffvst4uLi0LJlSwQGBqJGjRq5XnPjxo3o1asX7t+/j/Hjx2P48OEoU6aMHt5NwTDxISIikgCZ8vWmTfnCSkpKQv369TF06FD06tUr2/GlS5fi66+/xrZt2+Di4oKZM2fCx8cHf/31F8zMcl99rXPnzgCAsLAwTJgwgYkPERERvcUATV1dunRBly5dcrmcwOrVq/Hll1+iR48eAIDt27fD1tYWP/30E/r165fv9bdu3VromIoaOzcTERFRNo8ePUJMTAy8vb1V+xQKBZo1a4bQ0FADRqYd1viUFJYW2pU30eKjosVcDcLYMPM8AACMNP+7QGhRVmlmonlZE+3+ljFO0byeXR6v+c/KJMlwnTJfVdD8mWWYafEZ0fLb10iLJhHzsikal61SJk7zG2vphcHurCc6msAwISFBbbdcLodcLi/05WJiYgAAtra2avttbW1Vx95FrPEhIiKSAF0tWeHo6AiFQqHaAgICDPzOpIU1PkRERMXIkydPYGVlpXqtSW0PANjZ2QEAYmNjYW9vr9ofGxuLBg0aaBWjIbHGh4iISAqyOjdrswGwsrJS2zRNfFxcXGBnZ4eTJ0+q9iUkJOD8+fPw9PTUyVs2BIMnPpGRkfjkk09Qvnx5mJubw93dHZcuXcr1/ODgYMhksmzbu9zeSEREBAFAqcWmQf+gxMREXL16FVevXgXwukPz1atXERERAZlMhokTJ2LBggU4dOgQbty4gUGDBsHBwUFtrp93jUGbuv777z+0bNkS7dq1w2+//YaKFSvi3r17KFu2bL5l79y5o1aVZ2NjU5ShEhERFak3++loWr6wLl26hHbt2qle+/v7AwB8fX0RFBSEKVOmICkpCZ999hni4uLQqlUrHDlyJM85fKTOoInPkiVL4OjoqDbO38XFpUBlbWxsYG1tXUSRERERFX9t27aFyCNhkslkmDdvHubNm6fHqIqWQZu6Dh06hCZNmqBPnz6wsbFBw4YN8e233xaobIMGDWBvb4+OHTvi7NmzuZ6XmpqKhIQEtY2IiEhyBLTs42PoN/BuMGji8/DhQ9WaH0ePHsWoUaMwfvx4bNu2Ldcy9vb2WL9+PX788Uf8+OOPcHR0RNu2bXH58uUczw8ICFAb1ufo6FhUb4eIiEhzOurcTHmTibzquIqYqakpmjRpgpCQENW+8ePH4+LFi4WaFdLLywtVqlTBjh07sh1LTU1Famqq6nVCQsLrZAk9UEqm+URx75pSVZ21uwAnMCwUrSYwtDTVvKyWExhmmOe8gnKBylpqXlZpwEZ37SYw1Py+2k5gWOqV5mVT27zUuGx9+yjNb6ylFy3/1fs9M0Q6gnEQ8fHxav1KdSkhIQEKhQLt609FKWPNRmABQEZmKk5dW1KksRYHBq3xsbe3R+3atdX21apVCxEREYW6joeHB+7fv5/jMblcnm1oHxERkeRoM6Ira6N8GbRzc8uWLXHnzh21fXfv3oWTk1OhrnP16lW1yZWIiIjeNYYY1VUSGTTx8fPzQ4sWLbBo0SL07dsXFy5cwMaNG7Fx40bVOdOnT0dkZCS2b98OAFi9ejVcXFxQp04dpKSkYNOmTTh16hSOHTtmqLdBRERE7wiDJj5NmzbFgQMHMH36dMybNw8uLi5YvXo1BgwYoDonOjparekrLS0Nn3/+OSIjI2FhYYF69erhxIkTavMQEBERvXO07aDMGp8CMfhaXe+99x7ee++9XI8HBQWpvZ4yZQqmTJlSxFERERHpGRMfvTD4khVERERE+mLwGh8iIiICa3z0hIkPERGRFCgBaDN1GYezFwgTHyIiIgngcHb9YB8fIiIiKjFY40NERCQF7OOjF0x8iIiIpEApAJkWyYuSiU9BsKmLiIiISgzW+BAREUkBm7r0gokPERGRJGiZ+ICJT0GwqYuIiIhKDNb4EBERSQGbuvSCiQ8REZEUKAW0aq7iqK4CYVMXERERlRis8SEiIpICoXy9aVOe8sXEh4iISArYx0cvmPiUEMLSTLvyJsY6ikSPZNosc6ydDEsTjcsapWvzF5+WX3zGmj8zoUXDeYa54X5W8TU1f97CWPPnbWrzSuOyAODp/EDjshsrh2hc9sekMprft0ZVjcuWCOzjoxfs40NEREQlBmt8iIiIpIBNXXrBxIeIiEgKBLRMfHQWSbHGpi4iIiIqMVjjQ0REJAVs6tILJj5ERERSoFQC0GJUp5Lz+BQEm7qIiIioxGCNDxERkRSwqUsvmPgQERFJARMfvWBTFxEREZUYrPEhIiKSAi5ZoRdMfIiIiCRACCWEFiusa1O2JGHiQ0REJAVCaFdrwz4+BcI+PkRERFRisManhMgsLdfuAqHXdBNICWGovyi0va+pgcoaknWQoSPQTLgWZX1QX2dxkA4JLfv4sManQJj4EBERSYFSCci06KfDPj4FwqYuIiIiKjFY40NERCQFbOrSCyY+REREEiCUSggtmro4nL1g2NRFREREJQZrfIiIiKSATV16wcSHiIhICpQCkDHxKWps6iIiIqISgzU+REREUiAEAG3m8WGNT0Ew8SEiIpIAoRQQWjR1CSY+BcKmLiIiIikQSu03DaxduxbOzs4wMzNDs2bNcOHCBR2/MWlh4kNERFRC/fDDD/D398fs2bNx+fJl1K9fHz4+Pnj69KmhQysyTHyIiIgkQCiF1lthrVy5EsOHD8eQIUNQu3ZtrF+/HhYWFtiyZUsRvENpYOJDREQkBXpu6kpLS0NYWBi8vb1V+4yMjODt7Y3Q0FBdvzvJKHGdm7M6f2UgXat5ot45GSnalRfpuomDiOgdkoHX33366Dis7e+lrFgTEhLU9svlcsjl8mznP3/+HJmZmbC1tVXbb2tri9u3b2seiMSVuMTn5cuXAIAz+NXAkejZhYOGjoCI6J318uVLKBSKIrm2qakp7OzscCZG+99LpUuXhqOjo9q+2bNnY86cOVpfu7gocYmPg4MDnjx5gjJlykAmk6n2JyQkwNHREU+ePIGVlZUBI9TMuxw/YzeMdzl24N2On7EbhiaxCyHw8uVLODg4FFlcZmZmePToEdLS0rS+lhBC7XcbgBxrewCgQoUKMDY2RmxsrNr+2NhY2NnZaR2LVJW4xMfIyAiVK1fO9biVldU79z/zm97l+Bm7YbzLsQPvdvyM3TAKG3tR1fS8yczMDGZmZkV+nzeZmpqicePGOHnyJHr27AkAUCqVOHnyJMaOHavXWPSpxCU+RERE9Jq/vz98fX3RpEkTeHh4YPXq1UhKSsKQIUMMHVqRYeJDRERUQn300Ud49uwZZs2ahZiYGDRo0ABHjhzJ1uG5OGHi8z9yuRyzZ8/OtS1U6t7l+Bm7YbzLsQPvdvyM3TDe5diL0tixY4t109bbZIKLexAREVEJwQkMiYiIqMRg4kNEREQlBhMfIiIiKjGY+BAREVGJUaISn4ULF6JFixawsLCAtbV1gcoMHjwYMplMbevcubPaOS9evMCAAQNgZWUFa2trDBs2DImJiQaNPT09HVOnToW7uzssLS3h4OCAQYMGISoqSu08Z2fnbO9v8eLFBo0deD376KxZs2Bvbw9zc3N4e3vj3r17aufo47kX9h6PHz/O9jyztr1796rOy+n47t27dRq7JvEDQNu2bbPFNnLkSLVzIiIi0K1bN1hYWMDGxgaTJ09GRkaGQWN/8eIFxo0bB1dXV5ibm6NKlSoYP3484uPj1c4rime/du1aODs7w8zMDM2aNcOFCxfyPH/v3r1wc3ODmZkZ3N3d8euv6ksVFOTzr0uFif/bb79F69atUbZsWZQtWxbe3t7Zzi/I96YhYg8KCsoW19uTBur72ZMBiBJk1qxZYuXKlcLf318oFIoClfH19RWdO3cW0dHRqu3Fixdq53Tu3FnUr19fnDt3Tvz555+ievXqon///gaNPS4uTnh7e4sffvhB3L59W4SGhgoPDw/RuHFjtfOcnJzEvHnz1N5fYmKiQWMXQojFixcLhUIhfvrpJ3Ht2jXRvXt34eLiIl69eqU6Rx/PvbD3yMjIUHuW0dHRYu7cuaJ06dLi5cuXqvMAiK1bt6qd9+Z7M1T8Qgjh5eUlhg8frhZbfHy82nusW7eu8Pb2FleuXBG//vqrqFChgpg+fbpBY79x44bo1auXOHTokLh//744efKkqFGjhujdu7faebp+9rt37xampqZiy5Yt4tatW2L48OHC2tpaxMbG5nj+2bNnhbGxsVi6dKn466+/xJdffilMTEzEjRs3VOcU5POvK4WN/+OPPxZr164VV65cEX///bcYPHiwUCgU4p9//lGdU5DvTUPEvnXrVmFlZaUWV0xMjNo5+nz2ZBglKvHJsnXr1kIlPj169Mj1+F9//SUAiIsXL6r2/fbbb0Imk4nIyEgtI82uMLG/7cKFCwKACA8PV+1zcnISq1at0k1w+Sho7EqlUtjZ2Ylly5ap9sXFxQm5XC6+//57IYR+nruu7tGgQQMxdOhQtX0AxIEDB3QSZ240jd/Ly0tMmDAh1+O//vqrMDIyUvuFERgYKKysrERqaqpBY3/bnj17hKmpqUhPT1ft0/Wz9/DwEGPGjFG9zszMFA4ODiIgICDH8/v27Su6deumtq9Zs2ZixIgRQoiCff51qbDxvy0jI0OUKVNGbNu2TbUvv+9NXSls7Pl9B+n72ZNhlKimLk0FBwfDxsYGrq6uGDVqFP7991/VsdDQUFhbW6NJkyaqfd7e3jAyMsL58+cNEW6u4uPjIZPJsjU3LV68GOXLl0fDhg2xbNkynTdZFNajR48QExMDb29v1T6FQoFmzZohNDQUgH6euy7uERYWhqtXr2LYsGHZjo0ZMwYVKlSAh4cHtmzZAqHjKbW0iX/nzp2oUKEC6tati+nTpyM5OVntuu7u7mozu/r4+CAhIQG3bt0yeOxvio+Ph5WVFUqVUp+rVVfPPi0tDWFhYWqfVSMjI3h7e6s+q28LDQ1VOx94/fyyzi/I519XNIn/bcnJyUhPT0e5cuXU9uf1vWnI2BMTE+Hk5ARHR0f06NFD7TOrz2dPhsOZm/PRuXNn9OrVCy4uLnjw4AG++OILdOnSBaGhoTA2NkZMTAxsbGzUypQqVQrlypVDTEyMgaLOLiUlBVOnTkX//v3VFucbP348GjVqhHLlyiEkJATTp09HdHQ0Vq5cabBYs57b21Om29raqo7p47nr4h6bN29GrVq10KJFC7X98+bNQ/v27WFhYYFjx45h9OjRSExMxPjx43USuzbxf/zxx3BycoKDgwOuX7+OqVOn4s6dO9i/f7/qujn9bLKOGTL2Nz1//hzz58/HZ599prZfl8/++fPnyMzMzPF53L59O8cyuT2/Nz/bWftyO0dXNIn/bVOnToWDg4NaspDf96ahYnd1dcWWLVtQr149xMfHY/ny5WjRogVu3bqFypUr6/XZk+G884nPtGnTsGTJkjzP+fvvv+Hm5qbR9fv166f6t7u7O+rVq4dq1aohODgYHTp00OiaWYo69izp6eno27cvhBAIDAxUO+bv76/6d7169WBqaooRI0YgICAgz2nd9RV7USho7Np69eoVdu3ahZkzZ2Y79ua+hg0bIikpCcuWLSvQL9+ijv/NRMHd3R329vbo0KEDHjx4gGrVqml8XUB/zz4hIQHdunVD7dq1MWfOHLVj2jx7Urd48WLs3r0bwcHBap2Ei/J7Uxuenp7w9PRUvW7RogVq1aqFDRs2YP78+QaLi/TrnU98Pv/8cwwePDjPc6pWraqz+1WtWhUVKlTA/fv30aFDB9jZ2eHp06dq52RkZODFixews7PL81r6iD0r6QkPD8epU6fUanty0qxZM2RkZODx48dwdXXN9byijD3rucXGxsLe3l61PzY2Fg0aNFCdU9TPXZt7AMC+ffuQnJyMQYMG5Xtus2bNMH/+fKSmpua7jpC+4n8zNgC4f/8+qlWrBjs7u2wjZ2JjYwFAEs/+5cuX6Ny5M8qUKYMDBw7AxMQkz/ML8+zfVqFCBRgbG6vef5bY2Nhc47Szs8vz/IJ8/nVFk/izLF++HIsXL8aJEydQr169PM99+3tTF7SJPYuJiQkaNmyI+/fvA9DvsycDMnAfI4PQpoPwkydPhEwmEwcPHhRC/H8nzEuXLqnOOXr0qCQ6N6elpYmePXuKOnXqiKdPnxaozHfffSeMjIyKZARGYTs3L1++XLUvPj4+x87NRfnctb2Hl5dXthFFuVmwYIEoW7asxrHmRFfP6MyZMwKAuHbtmhDi/zs3vzlyZsOGDcLKykqkpKQYNPb4+HjRvHlz4eXlJZKSkgp0L22fvYeHhxg7dqzqdWZmpqhUqVKenZvfe+89tX2enp7ZOjfn9fnXpcLGL4QQS5YsEVZWViI0NLRA93j7e1NXNIn9TRkZGcLV1VX4+fkJIfT/7MkwSlTiEx4eLq5cuaIaXnzlyhVx5coVtWHGrq6uYv/+/UIIIV6+fCkmTZokQkNDxaNHj8SJEydEo0aNRI0aNdS+4Dt37iwaNmwozp8/L86cOSNq1Kih82HVhY09LS1NdO/eXVSuXFlcvXpVbfhm1sibkJAQsWrVKnH16lXx4MED8d1334mKFSuKQYMGGTR2IV4PKbW2thYHDx4U169fFz169MhxOHtRP/f87vHPP/8IV1dXcf78ebVy9+7dEzKZTPz222/Zrnno0CHx7bffihs3boh79+6JdevWCQsLCzFr1iydxq5J/Pfv3xfz5s0Tly5dEo8ePRIHDx4UVatWFW3atFGVyRrO3qlTJ3H16lVx5MgRUbFixSIZzl6Y2OPj40WzZs2Eu7u7uH//vtpnPiMjQwhRNM9+9+7dQi6Xi6CgIPHXX3+Jzz77TFhbW6tGvQ0cOFBMmzZNdf7Zs2dFqVKlxPLly8Xff/8tZs+eneNw9vw+/7pS2PgXL14sTE1Nxb59+9Secdb/zwX93jRE7HPnzhVHjx4VDx48EGFhYaJfv37CzMxM3Lp1S+396evZk2GUqMTH19dXAMi2nT59WnUO/jfHhxBCJCcni06dOomKFSsKExMT4eTkJIYPH55t3od///1X9O/fX5QuXVpYWVmJIUOGqP1SN0Tsjx49yvH8N8uEhYWJZs2aCYVCIczMzEStWrXEokWLdP7lVNjYhXj9l9fMmTOFra2tkMvlokOHDuLOnTtq19XHc8/vHlnP+c33IoQQ06dPF46OjiIzMzPbNX/77TfRoEEDUbp0aWFpaSnq168v1q9fn+O5+o4/IiJCtGnTRpQrV07I5XJRvXp1MXnyZLV5fIQQ4vHjx6JLly7C3NxcVKhQQXz++edqQ8YNEfvp06dz/cw/evRICFF0z/6bb74RVapUEaampsLDw0OcO3dOdczLy0v4+vqqnb9nzx5Rs2ZNYWpqKurUqSN++eUXteMF+fzrUmHid3JyyvEZz549WwhR8O9NQ8Q+ceJE1bm2traia9eu4vLly2rX0/ezJ/2TCaHjMbREREREEsV5fIiIiKjEYOJDREREJQYTHyIiIioxmPgQERFRicHEh4iIiEoMJj5ERERUYjDxISIiohKDiQ8REb2z/vjjD7z//vtwcHCATCbDTz/9VOhrCCGwfPly1KxZE3K5HJUqVcLChQt1HyxJwju/SCkREZVcSUlJqF+/PoYOHYpevXppdI0JEybg2LFjWL58Odzd3fHixQu8ePFCx5GSVHDmZiIiKhZkMhkOHDiAnj17qvalpqZixowZ+P777xEXF4e6detiyZIlaNu2LQDg77//Rr169XDz5k24uroaJnDSKzZ1EZVgz549g52dHRYtWqTaFxISAlNTU5w8edKAkRHpxtixYxEaGordu3fj+vXr6NOnDzp37ox79+4BAA4fPoyqVavi559/houLC5ydnfHpp5+yxqcYY40PUQn366+/omfPnggJCYGrqysaNGiAHj16YOXKlYYOjahQ3q7xiYiIQNWqVREREQEHBwfVed7e3vDw8MCiRYswcuRIBAUFoUGDBli2bBkyMzPh5+eHsmXL4tSpUwZ6J1SU2MeHqITr2rUrhg8fjgEDBqBJkyawtLREQECAocMi0tqNGzeQmZmJmjVrqu1PTU1F+fLlAQBKpRKpqanYvn276rzNmzejcePGuHPnDpu/iiEmPkSE5cuXo27duti7dy/CwsIgl8sNHRKR1hITE2FsbIywsDAYGxurHStdujQAwN7eHqVKlVJLjmrVqgXgdY0RE5/ih4kPEeHBgweIioqCUqnE48eP4e7ubuiQiLTWsGFDZGZm4unTp2jdunWO57Rs2RIZGRl48OABqlWrBgC4e/cuAMDJyUlvsZL+sI8PUQmXlpYGDw8PNGjQAK6urli9ejVu3LgBGxsbQ4dGlK/ExETcv38fwOtEZ+XKlWjXrh3KlSuHKlWq4JNPPsHZs2exYsUKNGzYEM+ePcPJkydRr149dOvWDUqlEk2bNkXp0qWxevVqKJVKjBkzBlZWVjh27JiB3x0VBSY+RCXc5MmTsW/fPly7dg2lS5eGl5cXFAoFfv75Z0OHRpSv4OBgtGvXLtt+X19fBAUFIT09HQsWLMD27dsRGRmJChUqoHnz5pg7d66qZjMqKgrjxo3DsWPHYGlpiS5dumDFihUoV66cvt8O6QETH6ISLDg4GB07dsTp06fRqlUrAMDjx49Rv359LF68GKNGjTJwhEREusXEh4iIiEoMTmBIREREJQYTHyIiIioxmPgQERFRicHEh4iIiEoMJj5ERERUYjDxISIiohKDiQ8RERGVGEx8iIiIqMRg4kNEREQlBhMfIiIiKjGY+BAREVGJwcSHiIiISoz/AyStc9Eeb6AkAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"indicator = target.read(\"chronic_heat/osc/v2/days_tas_above_20c_ukcp18_rcp85_2030_map\")\n",
"indicator.plot()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "b4cb885d-cb8f-4dc8-82f9-3647d15776fd",
"metadata": {},
"outputs": [],
"source": [
"store = zarr.DirectoryStore(\"./os-climate-hazard/indicator/chronic_heat/osc/v2/days_tas_above_20c_ukcp18_rcp85_2030_xarray\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "f5ae829e-7b1b-4a93-894e-f5fdb103111a",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/fj/h7p8zmrs5pv538jqx4b0z7c80000gn/T/ipykernel_93057/605496776.py:1: RuntimeWarning: Failed to open Zarr store with consolidated metadata, but successfully read with non-consolidated metadata. This is typically much slower for opening a dataset. To silence this warning, consider:\n",
"1. Consolidating metadata in this existing store with zarr.consolidate_metadata().\n",
"2. Explicitly setting consolidated=False, to avoid trying to read consolidate metadata, or\n",
"3. Explicitly setting consolidated=True, to raise an error in this case instead of falling back to try reading non-consolidated metadata.\n",
" ds = xr.open_dataset(store, engine=\"zarr\")\n"
]
}
],
"source": [
"ds = xr.open_dataset(store, engine=\"zarr\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "f05f576a-dfc9-42ba-a285-dc905bd775ef",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x169a5f9d0>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ds[\"data\"].plot()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b06ba83e-36bf-42fe-a2f9-66f215156e27",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.9.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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