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spicy_snow.processing.wet_snow import id_newly_wet_snow, id_wet_negative_si, \\\n", + " id_newly_frozen_snow, flag_wet_snow\n", + "from spicy_snow.retrieval import retrieval_from_parameters\n", + "\n", + "from dask.distributed import Client\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/eric/miniconda3/envs/spicy_snow_env/lib/python3.11/site-packages/distributed/node.py:182: UserWarning: Port 8787 is already in use.\n", + "Perhaps you already have a cluster running?\n", + "Hosting the HTTP server on port 46799 instead\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/html": [ + "
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snow masked out = 0.88\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.78\n", + "sit=0.00, wst=-3.00; fst=0.60\n", + "RMSE with wet snow masked out = 0.87\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.75\n", + "sit=-100.00, wst=-3.00; fst=0.60\n", + "RMSE with wet snow masked out = 0.88\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.78\n", + "sit=0.00, wst=-3.00; fst=0.70\n", + "RMSE with wet snow masked out = 0.87\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.72\n", + "sit=-100.00, wst=-3.00; fst=0.70\n", + "RMSE with wet snow masked out = 0.88\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.78\n", + "sit=0.00, wst=-3.00; fst=0.80\n", + "RMSE with wet snow masked out = 0.86\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.70\n", + "sit=-100.00, wst=-3.00; fst=0.80\n", + "RMSE with wet snow masked out = 0.87\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.77\n", + "sit=0.00, wst=-3.00; fst=0.90\n", + "RMSE with wet snow masked out = 0.86\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.67\n", + "sit=-100.00, wst=-3.00; fst=0.90\n", + "RMSE with wet snow masked out = 0.87\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.77\n", + "sit=0.00, wst=-3.00; fst=1.00\n", + "RMSE with wet snow masked out = 0.85\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.64\n", + "sit=-100.00, wst=-3.00; fst=1.00\n", + "RMSE with wet snow masked out = 0.87\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.77\n", + "sit=0.00, wst=-3.00; fst=1.10\n", + "RMSE with wet snow masked out = 0.85\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.60\n", + "sit=-100.00, wst=-3.00; fst=1.10\n", + "RMSE with wet snow masked out = 0.87\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.76\n", + "sit=0.00, wst=-3.00; fst=1.20\n", + "RMSE with wet snow masked out = 0.84\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.58\n", + "sit=-100.00, wst=-3.00; fst=1.20\n", + "RMSE with wet snow masked out = 0.86\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.76\n", + "sit=0.00, wst=-3.00; fst=1.30\n", + "RMSE with wet snow masked out = 0.83\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.54\n", + "sit=-100.00, wst=-3.00; fst=1.30\n", + "RMSE with wet snow masked out = 0.86\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.75\n", + "sit=0.00, wst=-3.00; fst=1.40\n", + "RMSE with wet snow masked out = 0.82\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.52\n", + "sit=-100.00, wst=-3.00; fst=1.40\n", + "RMSE with wet snow masked out = 0.85\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.74\n", + "sit=0.00, wst=-3.00; fst=1.50\n", + "RMSE with wet snow masked out = 0.81\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.49\n", + "sit=-100.00, wst=-3.00; fst=1.50\n", + "RMSE with wet snow masked out = 0.85\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.74\n", + "sit=0.00, wst=-3.00; fst=1.60\n", + "RMSE with wet snow masked out = 0.80\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.46\n", + "sit=-100.00, wst=-3.00; fst=1.60\n", + "RMSE with wet snow masked out = 0.84\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.73\n", + "sit=0.00, wst=-3.00; fst=1.70\n", + "RMSE with wet snow masked out = 0.78\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.43\n", + "sit=-100.00, wst=-3.00; fst=1.70\n", + "RMSE with wet snow masked out = 0.83\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.72\n", + "sit=0.00, wst=-3.00; fst=1.80\n", + "RMSE with wet snow masked out = 0.77\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.40\n", + "sit=-100.00, wst=-3.00; fst=1.80\n", + "RMSE with wet snow masked out = 0.82\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.71\n", + "sit=0.00, wst=-3.00; fst=1.90\n", + "RMSE with wet snow masked out = 0.75\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.38\n", + "sit=-100.00, wst=-3.00; fst=1.90\n", + "RMSE with wet snow masked out = 0.81\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.70\n", + "sit=0.00, wst=-3.00; fst=2.00\n", + "RMSE with wet snow masked out = 0.74\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.36\n", + "sit=-100.00, wst=-3.00; fst=2.00\n", + "RMSE with wet snow masked out = 0.80\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.69\n", + "sit=0.00, wst=-2.90; fst=0.50\n", + "RMSE with wet snow masked out = 0.87\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.76\n", + "sit=-100.00, wst=-2.90; fst=0.50\n", + "RMSE with wet snow masked out = 0.88\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.78\n", + "sit=0.00, wst=-2.90; fst=0.60\n", + "RMSE with wet snow masked out = 0.86\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.74\n", + "sit=-100.00, wst=-2.90; fst=0.60\n", + "RMSE with wet snow masked out = 0.87\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.77\n", + "sit=0.00, wst=-2.90; fst=0.70\n", + "RMSE with wet snow masked out = 0.86\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.72\n", + "sit=-100.00, wst=-2.90; fst=0.70\n", + "RMSE with wet snow masked out = 0.87\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.77\n", + "sit=0.00, wst=-2.90; fst=0.80\n", + "RMSE with wet snow masked out = 0.85\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.69\n", + "sit=-100.00, wst=-2.90; fst=0.80\n", + "RMSE with wet snow masked out = 0.87\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.76\n", + "sit=0.00, wst=-2.90; fst=0.90\n", + "RMSE with wet snow masked out = 0.85\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.66\n", + "sit=-100.00, wst=-2.90; fst=0.90\n", + "RMSE with wet snow masked out = 0.87\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.76\n", + "sit=0.00, wst=-2.90; fst=1.00\n", + "RMSE with wet snow masked out = 0.84\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.63\n", + "sit=-100.00, wst=-2.90; fst=1.00\n", + "RMSE with wet snow masked out = 0.86\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.76\n", + "sit=0.00, wst=-2.90; fst=1.10\n", + "RMSE with wet snow masked out = 0.84\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.60\n", + "sit=-100.00, wst=-2.90; fst=1.10\n", + "RMSE with wet snow masked out = 0.86\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.75\n", + "sit=0.00, wst=-2.90; fst=1.20\n", + "RMSE with wet snow masked out = 0.83\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.57\n", + "sit=-100.00, wst=-2.90; fst=1.20\n", + "RMSE with wet snow masked out = 0.86\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.75\n", + "sit=0.00, wst=-2.90; fst=1.30\n", + "RMSE with wet snow masked out = 0.83\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.54\n", + "sit=-100.00, wst=-2.90; fst=1.30\n", + "RMSE with wet snow masked out = 0.85\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.74\n", + "sit=0.00, wst=-2.90; fst=1.40\n", + "RMSE with wet snow masked out = 0.82\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.51\n", + "sit=-100.00, wst=-2.90; fst=1.40\n", + "RMSE with wet snow masked out = 0.85\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.73\n", + "sit=0.00, wst=-2.90; fst=1.50\n", + "RMSE with wet snow masked out = 0.80\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.48\n", + "sit=-100.00, wst=-2.90; fst=1.50\n", + "RMSE with wet snow masked out = 0.84\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.73\n", + "sit=0.00, wst=-2.90; fst=1.60\n", + "RMSE with wet snow masked out = 0.79\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.45\n", + "sit=-100.00, wst=-2.90; fst=1.60\n", + "RMSE with wet snow masked out = 0.83\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.72\n", + "sit=0.00, wst=-2.90; fst=1.70\n", + "RMSE with wet snow masked out = 0.78\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.42\n", + "sit=-100.00, wst=-2.90; fst=1.70\n", + "RMSE with wet snow masked out = 0.82\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.71\n", + "sit=0.00, wst=-2.90; fst=1.80\n", + "RMSE with wet snow masked out = 0.76\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.40\n", + "sit=-100.00, wst=-2.90; fst=1.80\n", + "RMSE with wet snow masked out = 0.81\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.70\n", + "sit=0.00, wst=-2.90; fst=1.90\n", + "RMSE with wet snow masked out = 0.75\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.37\n", + "sit=-100.00, wst=-2.90; fst=1.90\n", + "RMSE with wet snow masked out = 0.80\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.69\n", + "sit=0.00, wst=-2.90; fst=2.00\n", + "RMSE with wet snow masked out = 0.73\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.35\n", + "sit=-100.00, wst=-2.90; fst=2.00\n", + "RMSE with wet snow masked out = 0.79\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.68\n", + "sit=0.00, wst=-2.80; fst=0.50\n", + "RMSE with wet snow masked out = 0.86\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.75\n", + "sit=-100.00, wst=-2.80; fst=0.50\n", + "RMSE with wet snow masked out = 0.87\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.77\n", + "sit=0.00, wst=-2.80; fst=0.60\n", + "RMSE with wet snow masked out = 0.86\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.73\n", + "sit=-100.00, wst=-2.80; fst=0.60\n", + "RMSE with wet snow masked out = 0.87\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.76\n", + "sit=0.00, wst=-2.80; fst=0.70\n", + "RMSE with wet snow masked out = 0.85\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.71\n", + "sit=-100.00, wst=-2.80; fst=0.70\n", + "RMSE with wet snow masked out = 0.86\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.76\n", + "sit=0.00, wst=-2.80; fst=0.80\n", + "RMSE with wet snow masked out = 0.85\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.68\n", + "sit=-100.00, wst=-2.80; fst=0.80\n", + "RMSE with wet snow masked out = 0.86\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.75\n", + "sit=0.00, wst=-2.80; fst=0.90\n", + "RMSE with wet snow masked out = 0.84\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.65\n", + "sit=-100.00, wst=-2.80; fst=0.90\n", + "RMSE with wet snow masked out = 0.86\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.75\n", + "sit=0.00, wst=-2.80; fst=1.00\n", + "RMSE with wet snow masked out = 0.84\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.62\n", + "sit=-100.00, wst=-2.80; fst=1.00\n", + "RMSE with wet snow masked out = 0.86\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.75\n", + "sit=0.00, wst=-2.80; fst=1.10\n", + "RMSE with wet snow masked out = 0.83\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.59\n", + "sit=-100.00, wst=-2.80; fst=1.10\n", + "RMSE with wet snow masked out = 0.85\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.74\n", + "sit=0.00, wst=-2.80; fst=1.20\n", + "RMSE with wet snow masked out = 0.83\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.56\n", + "sit=-100.00, wst=-2.80; fst=1.20\n", + "RMSE with wet snow masked out = 0.85\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.74\n", + "sit=0.00, wst=-2.80; fst=1.30\n", + "RMSE with wet snow masked out = 0.82\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.53\n", + "sit=-100.00, wst=-2.80; fst=1.30\n", + "RMSE with wet snow masked out = 0.84\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.73\n", + "sit=0.00, wst=-2.80; fst=1.40\n", + "RMSE with wet snow masked out = 0.81\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.50\n", + "sit=-100.00, wst=-2.80; fst=1.40\n", + "RMSE with wet snow masked out = 0.84\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.72\n", + "sit=0.00, wst=-2.80; fst=1.50\n", + "RMSE with wet snow masked out = 0.80\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.47\n", + "sit=-100.00, wst=-2.80; fst=1.50\n", + "RMSE with wet snow masked out = 0.83\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.71\n", + "sit=0.00, wst=-2.80; fst=1.60\n", + "RMSE with wet snow masked out = 0.78\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.44\n", + "sit=-100.00, wst=-2.80; fst=1.60\n", + "RMSE with wet snow masked out = 0.82\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.71\n", + "sit=0.00, wst=-2.80; fst=1.70\n", + "RMSE with wet snow masked out = 0.77\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.41\n", + "sit=-100.00, wst=-2.80; fst=1.70\n", + "RMSE with wet snow masked out = 0.81\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.70\n", + "sit=0.00, wst=-2.80; fst=1.80\n", + "RMSE with wet snow masked out = 0.75\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.39\n", + "sit=-100.00, wst=-2.80; fst=1.80\n", + "RMSE with wet snow masked out = 0.80\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.69\n", + "sit=0.00, wst=-2.80; fst=1.90\n", + "RMSE with wet snow masked out = 0.74\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.36\n", + "sit=-100.00, wst=-2.80; fst=1.90\n", + "RMSE with wet snow masked out = 0.79\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.68\n", + "sit=0.00, wst=-2.80; fst=2.00\n", + "RMSE with wet snow masked out = 0.72\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.34\n", + "sit=-100.00, wst=-2.80; fst=2.00\n", + "RMSE with wet snow masked out = 0.78\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.67\n", + "sit=0.00, wst=-2.70; fst=0.50\n", + "RMSE with wet snow masked out = 0.86\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.74\n", + "sit=-100.00, wst=-2.70; fst=0.50\n", + "RMSE with wet snow masked out = 0.86\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.76\n", + "sit=0.00, wst=-2.70; fst=0.60\n", + "RMSE with wet snow masked out = 0.85\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.72\n", + "sit=-100.00, wst=-2.70; fst=0.60\n", + "RMSE with wet snow masked out = 0.86\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.75\n", + "sit=0.00, wst=-2.70; fst=0.70\n", + "RMSE with wet snow masked out = 0.85\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.70\n", + "sit=-100.00, wst=-2.70; fst=0.70\n", + "RMSE with wet snow masked out = 0.86\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.75\n", + "sit=0.00, wst=-2.70; fst=0.80\n", + "RMSE with wet snow masked out = 0.84\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.67\n", + "sit=-100.00, wst=-2.70; fst=0.80\n", + "RMSE with wet snow masked out = 0.85\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.75\n", + "sit=0.00, wst=-2.70; fst=0.90\n", + "RMSE with wet snow masked out = 0.84\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.64\n", + "sit=-100.00, wst=-2.70; fst=0.90\n", + "RMSE with wet snow masked out = 0.85\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.74\n", + "sit=0.00, wst=-2.70; fst=1.00\n", + "RMSE with wet snow masked out = 0.83\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.61\n", + "sit=-100.00, wst=-2.70; fst=1.00\n", + "RMSE with wet snow masked out = 0.85\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.74\n", + "sit=0.00, wst=-2.70; fst=1.10\n", + "RMSE with wet snow masked out = 0.82\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.58\n", + "sit=-100.00, wst=-2.70; fst=1.10\n", + "RMSE with wet snow masked out = 0.84\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.73\n", + "sit=0.00, wst=-2.70; fst=1.20\n", + "RMSE with wet snow masked out = 0.82\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.55\n", + "sit=-100.00, wst=-2.70; fst=1.20\n", + "RMSE with wet snow masked out = 0.84\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.73\n", + "sit=0.00, wst=-2.70; fst=1.30\n", + "RMSE with wet snow masked out = 0.81\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.52\n", + "sit=-100.00, wst=-2.70; fst=1.30\n", + "RMSE with wet snow masked out = 0.83\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.72\n", + "sit=0.00, wst=-2.70; fst=1.40\n", + "RMSE with wet snow masked out = 0.80\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.49\n", + "sit=-100.00, wst=-2.70; fst=1.40\n", + "RMSE with wet snow masked out = 0.83\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.71\n", + "sit=0.00, wst=-2.70; fst=1.50\n", + "RMSE with wet snow masked out = 0.79\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.46\n", + "sit=-100.00, wst=-2.70; fst=1.50\n", + "RMSE with wet snow masked out = 0.82\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.70\n", + "sit=0.00, wst=-2.70; fst=1.60\n", + "RMSE with wet snow masked out = 0.77\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.43\n", + "sit=-100.00, wst=-2.70; fst=1.60\n", + "RMSE with wet snow masked out = 0.81\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.69\n", + "sit=0.00, wst=-2.70; fst=1.70\n", + "RMSE with wet snow masked out = 0.76\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.40\n", + "sit=-100.00, wst=-2.70; fst=1.70\n", + "RMSE with wet snow masked out = 0.80\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.68\n", + "sit=0.00, wst=-2.70; fst=1.80\n", + "RMSE with wet snow masked out = 0.74\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.38\n", + "sit=-100.00, wst=-2.70; fst=1.80\n", + "RMSE with wet snow masked out = 0.79\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.67\n", + "sit=0.00, wst=-2.70; fst=1.90\n", + "RMSE with wet snow masked out = 0.72\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.35\n", + "sit=-100.00, wst=-2.70; fst=1.90\n", + "RMSE with wet snow masked out = 0.78\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.67\n", + "sit=0.00, wst=-2.70; fst=2.00\n", + "RMSE with wet snow masked out = 0.71\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.33\n", + "sit=-100.00, wst=-2.70; fst=2.00\n", + "RMSE with wet snow masked out = 0.77\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.66\n", + "sit=0.00, wst=-2.60; fst=0.50\n", + "RMSE with wet snow masked out = 0.85\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.73\n", + "sit=-100.00, wst=-2.60; fst=0.50\n", + "RMSE with wet snow masked out = 0.86\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.75\n", + "sit=0.00, wst=-2.60; fst=0.60\n", + "RMSE with wet snow masked out = 0.85\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.71\n", + "sit=-100.00, wst=-2.60; fst=0.60\n", + "RMSE with wet snow masked out = 0.85\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.74\n", + "sit=0.00, wst=-2.60; fst=0.70\n", + "RMSE with wet snow masked out = 0.84\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.69\n", + "sit=-100.00, wst=-2.60; fst=0.70\n", + "RMSE with wet snow masked out = 0.85\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.74\n", + "sit=0.00, wst=-2.60; fst=0.80\n", + "RMSE with wet snow masked out = 0.83\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.66\n", + "sit=-100.00, wst=-2.60; fst=0.80\n", + "RMSE with wet snow masked out = 0.85\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.74\n", + "sit=0.00, wst=-2.60; fst=0.90\n", + "RMSE with wet snow masked out = 0.83\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.63\n", + "sit=-100.00, wst=-2.60; fst=0.90\n", + "RMSE with wet snow masked out = 0.84\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.73\n", + "sit=0.00, wst=-2.60; fst=1.00\n", + "RMSE with wet snow masked out = 0.82\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.60\n", + "sit=-100.00, wst=-2.60; fst=1.00\n", + "RMSE with wet snow masked out = 0.84\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.73\n", + "sit=0.00, wst=-2.60; fst=1.10\n", + "RMSE with wet snow masked out = 0.82\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.57\n", + "sit=-100.00, wst=-2.60; fst=1.10\n", + "RMSE with wet snow masked out = 0.84\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.72\n", + "sit=0.00, wst=-2.60; fst=1.20\n", + "RMSE with wet snow masked out = 0.81\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.54\n", + "sit=-100.00, wst=-2.60; fst=1.20\n", + "RMSE with wet snow masked out = 0.83\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.71\n", + "sit=0.00, wst=-2.60; fst=1.30\n", + "RMSE with wet snow masked out = 0.80\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.51\n", + "sit=-100.00, wst=-2.60; fst=1.30\n", + "RMSE with wet snow masked out = 0.83\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.71\n", + "sit=0.00, wst=-2.60; fst=1.40\n", + "RMSE with wet snow masked out = 0.79\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.48\n", + "sit=-100.00, wst=-2.60; fst=1.40\n", + "RMSE with wet snow masked out = 0.82\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.70\n", + "sit=0.00, wst=-2.60; fst=1.50\n", + "RMSE with wet snow masked out = 0.77\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.45\n", + "sit=-100.00, wst=-2.60; fst=1.50\n", + "RMSE with wet snow masked out = 0.81\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.69\n", + "sit=0.00, wst=-2.60; fst=1.60\n", + "RMSE with wet snow masked out = 0.76\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.42\n", + "sit=-100.00, wst=-2.60; fst=1.60\n", + "RMSE with wet snow masked out = 0.80\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.68\n", + "sit=0.00, wst=-2.60; fst=1.70\n", + "RMSE with wet snow masked out = 0.75\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.39\n", + "sit=-100.00, wst=-2.60; fst=1.70\n", + "RMSE with wet snow masked out = 0.79\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.67\n", + "sit=0.00, wst=-2.60; fst=1.80\n", + "RMSE with wet snow masked out = 0.73\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.37\n", + "sit=-100.00, wst=-2.60; fst=1.80\n", + "RMSE with wet snow masked out = 0.78\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.66\n", + "sit=0.00, wst=-2.60; fst=1.90\n", + "RMSE with wet snow masked out = 0.71\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.34\n", + "sit=-100.00, wst=-2.60; fst=1.90\n", + "RMSE with wet snow masked out = 0.77\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.65\n", + "sit=0.00, wst=-2.60; fst=2.00\n", + "RMSE with wet snow masked out = 0.70\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.32\n", + "sit=-100.00, wst=-2.60; fst=2.00\n", + "RMSE with wet snow masked out = 0.76\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.64\n", + "sit=0.00, wst=-2.50; fst=0.50\n", + "RMSE with wet snow masked out = 0.84\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.72\n", + "sit=-100.00, wst=-2.50; fst=0.50\n", + "RMSE with wet snow masked out = 0.85\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.74\n", + "sit=0.00, wst=-2.50; fst=0.60\n", + "RMSE with wet snow masked out = 0.84\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.70\n", + "sit=-100.00, wst=-2.50; fst=0.60\n", + "RMSE with wet snow masked out = 0.85\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.73\n", + "sit=0.00, wst=-2.50; fst=0.70\n", + "RMSE with wet snow masked out = 0.83\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.68\n", + "sit=-100.00, wst=-2.50; fst=0.70\n", + "RMSE with wet snow masked out = 0.84\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.73\n", + "sit=0.00, wst=-2.50; fst=0.80\n", + "RMSE with wet snow masked out = 0.83\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.65\n", + "sit=-100.00, wst=-2.50; fst=0.80\n", + "RMSE with wet snow masked out = 0.84\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.72\n", + "sit=0.00, wst=-2.50; fst=0.90\n", + "RMSE with wet snow masked out = 0.82\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.62\n", + "sit=-100.00, wst=-2.50; fst=0.90\n", + "RMSE with wet snow masked out = 0.84\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.72\n", + "sit=0.00, wst=-2.50; fst=1.00\n", + "RMSE with wet snow masked out = 0.82\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.59\n", + "sit=-100.00, wst=-2.50; fst=1.00\n", + "RMSE with wet snow masked out = 0.83\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.71\n", + "sit=0.00, wst=-2.50; fst=1.10\n", + "RMSE with wet snow masked out = 0.81\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.56\n", + "sit=-100.00, wst=-2.50; fst=1.10\n", + "RMSE with wet snow masked out = 0.83\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.71\n", + "sit=0.00, wst=-2.50; fst=1.20\n", + "RMSE with wet snow masked out = 0.80\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.53\n", + "sit=-100.00, wst=-2.50; fst=1.20\n", + "RMSE with wet snow masked out = 0.82\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.70\n", + "sit=0.00, wst=-2.50; fst=1.30\n", + "RMSE with wet snow masked out = 0.79\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.49\n", + "sit=-100.00, wst=-2.50; fst=1.30\n", + "RMSE with wet snow masked out = 0.82\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.69\n", + "sit=0.00, wst=-2.50; fst=1.40\n", + "RMSE with wet snow masked out = 0.78\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.46\n", + "sit=-100.00, wst=-2.50; fst=1.40\n", + "RMSE with wet snow masked out = 0.81\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.68\n", + "sit=0.00, wst=-2.50; fst=1.50\n", + "RMSE with wet snow masked out = 0.77\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.43\n", + "sit=-100.00, wst=-2.50; fst=1.50\n", + "RMSE with wet snow masked out = 0.80\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.68\n", + "sit=0.00, wst=-2.50; fst=1.60\n", + "RMSE with wet snow masked out = 0.75\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.41\n", + "sit=-100.00, wst=-2.50; fst=1.60\n", + "RMSE with wet snow masked out = 0.79\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.67\n", + "sit=0.00, wst=-2.50; fst=1.70\n", + "RMSE with wet snow masked out = 0.74\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.38\n", + "sit=-100.00, wst=-2.50; fst=1.70\n", + "RMSE with wet snow masked out = 0.78\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.66\n", + "sit=0.00, wst=-2.50; fst=1.80\n", + "RMSE with wet snow masked out = 0.72\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.35\n", + "sit=-100.00, wst=-2.50; fst=1.80\n", + "RMSE with wet snow masked out = 0.77\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.65\n", + "sit=0.00, wst=-2.50; fst=1.90\n", + "RMSE with wet snow masked out = 0.70\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.33\n", + "sit=-100.00, wst=-2.50; fst=1.90\n", + "RMSE with wet snow masked out = 0.76\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.64\n", + "sit=0.00, wst=-2.50; fst=2.00\n", + "RMSE with wet snow masked out = 0.69\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.31\n", + "sit=-100.00, wst=-2.50; fst=2.00\n", + "RMSE with wet snow masked out = 0.75\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.63\n", + "sit=0.00, wst=-2.40; fst=0.50\n", + "RMSE with wet snow masked out = 0.84\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.71\n", + "sit=-100.00, wst=-2.40; fst=0.50\n", + "RMSE with wet snow masked out = 0.84\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.73\n", + "sit=0.00, wst=-2.40; fst=0.60\n", + "RMSE with wet snow masked out = 0.83\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.69\n", + "sit=-100.00, wst=-2.40; fst=0.60\n", + "RMSE with wet snow masked out = 0.84\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.72\n", + "sit=0.00, wst=-2.40; fst=0.70\n", + "RMSE with wet snow masked out = 0.83\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.67\n", + "sit=-100.00, wst=-2.40; fst=0.70\n", + "RMSE with wet snow masked out = 0.84\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.72\n", + "sit=0.00, wst=-2.40; fst=0.80\n", + "RMSE with wet snow masked out = 0.82\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.64\n", + "sit=-100.00, wst=-2.40; fst=0.80\n", + "RMSE with wet snow masked out = 0.83\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.71\n", + "sit=0.00, wst=-2.40; fst=0.90\n", + "RMSE with wet snow masked out = 0.81\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.61\n", + "sit=-100.00, wst=-2.40; fst=0.90\n", + "RMSE with wet snow masked out = 0.83\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.70\n", + "sit=0.00, wst=-2.40; fst=1.00\n", + "RMSE with wet snow masked out = 0.81\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.58\n", + "sit=-100.00, wst=-2.40; fst=1.00\n", + "RMSE with wet snow masked out = 0.82\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.70\n", + "sit=0.00, wst=-2.40; fst=1.10\n", + "RMSE with wet snow masked out = 0.80\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.54\n", + "sit=-100.00, wst=-2.40; fst=1.10\n", + "RMSE with wet snow masked out = 0.82\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.69\n", + "sit=0.00, wst=-2.40; fst=1.20\n", + "RMSE with wet snow masked out = 0.79\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.51\n", + "sit=-100.00, wst=-2.40; fst=1.20\n", + "RMSE with wet snow masked out = 0.81\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.68\n", + "sit=0.00, wst=-2.40; fst=1.30\n", + "RMSE with wet snow masked out = 0.78\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.48\n", + "sit=-100.00, wst=-2.40; fst=1.30\n", + "RMSE with wet snow masked out = 0.80\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.68\n", + "sit=0.00, wst=-2.40; fst=1.40\n", + "RMSE with wet snow masked out = 0.77\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.45\n", + "sit=-100.00, wst=-2.40; fst=1.40\n", + "RMSE with wet snow masked out = 0.80\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.67\n", + "sit=0.00, wst=-2.40; fst=1.50\n", + "RMSE with wet snow masked out = 0.75\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.42\n", + "sit=-100.00, wst=-2.40; fst=1.50\n", + "RMSE with wet snow masked out = 0.79\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.66\n", + "sit=0.00, wst=-2.40; fst=1.60\n", + "RMSE with wet snow masked out = 0.74\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.39\n", + "sit=-100.00, wst=-2.40; fst=1.60\n", + "RMSE with wet snow masked out = 0.78\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.65\n", + "sit=0.00, wst=-2.40; fst=1.70\n", + "RMSE with wet snow masked out = 0.72\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.37\n", + "sit=-100.00, wst=-2.40; fst=1.70\n", + "RMSE with wet snow masked out = 0.77\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.64\n", + "sit=0.00, wst=-2.40; fst=1.80\n", + "RMSE with wet snow masked out = 0.71\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.34\n", + "sit=-100.00, wst=-2.40; fst=1.80\n", + "RMSE with wet snow masked out = 0.75\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.63\n", + "sit=0.00, wst=-2.40; fst=1.90\n", + "RMSE with wet snow masked out = 0.69\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.32\n", + "sit=-100.00, wst=-2.40; fst=1.90\n", + "RMSE with wet snow masked out = 0.74\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.62\n", + "sit=0.00, wst=-2.40; fst=2.00\n", + "RMSE with wet snow masked out = 0.67\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.30\n", + "sit=-100.00, wst=-2.40; fst=2.00\n", + "RMSE with wet snow masked out = 0.73\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.61\n", + "sit=0.00, wst=-2.30; fst=0.50\n", + "RMSE with wet snow masked out = 0.83\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.70\n", + "sit=-100.00, wst=-2.30; fst=0.50\n", + "RMSE with wet snow masked out = 0.83\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.71\n", + "sit=0.00, wst=-2.30; fst=0.60\n", + "RMSE with wet snow masked out = 0.82\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.68\n", + "sit=-100.00, wst=-2.30; fst=0.60\n", + "RMSE with wet snow masked out = 0.83\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.71\n", + "sit=0.00, wst=-2.30; fst=0.70\n", + "RMSE with wet snow masked out = 0.82\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.66\n", + "sit=-100.00, wst=-2.30; fst=0.70\n", + "RMSE with wet snow masked out = 0.83\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.70\n", + "sit=0.00, wst=-2.30; fst=0.80\n", + "RMSE with wet snow masked out = 0.81\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.63\n", + "sit=-100.00, wst=-2.30; fst=0.80\n", + "RMSE with wet snow masked out = 0.82\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.70\n", + "sit=0.00, wst=-2.30; fst=0.90\n", + "RMSE with wet snow masked out = 0.80\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.60\n", + "sit=-100.00, wst=-2.30; fst=0.90\n", + "RMSE with wet snow masked out = 0.82\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.69\n", + "sit=0.00, wst=-2.30; fst=1.00\n", + "RMSE with wet snow masked out = 0.80\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.56\n", + "sit=-100.00, wst=-2.30; fst=1.00\n", + "RMSE with wet snow masked out = 0.81\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.68\n", + "sit=0.00, wst=-2.30; fst=1.10\n", + "RMSE with wet snow masked out = 0.79\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.53\n", + "sit=-100.00, wst=-2.30; fst=1.10\n", + "RMSE with wet snow masked out = 0.81\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.67\n", + "sit=0.00, wst=-2.30; fst=1.20\n", + "RMSE with wet snow masked out = 0.78\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.50\n", + "sit=-100.00, wst=-2.30; fst=1.20\n", + "RMSE with wet snow masked out = 0.80\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.67\n", + "sit=0.00, wst=-2.30; fst=1.30\n", + "RMSE with wet snow masked out = 0.77\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.47\n", + "sit=-100.00, wst=-2.30; fst=1.30\n", + "RMSE with wet snow masked out = 0.79\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.66\n", + "sit=0.00, wst=-2.30; fst=1.40\n", + "RMSE with wet snow masked out = 0.76\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.44\n", + "sit=-100.00, wst=-2.30; fst=1.40\n", + "RMSE with wet snow masked out = 0.79\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.65\n", + "sit=0.00, wst=-2.30; fst=1.50\n", + "RMSE with wet snow masked out = 0.74\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.41\n", + "sit=-100.00, wst=-2.30; fst=1.50\n", + "RMSE with wet snow masked out = 0.78\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.64\n", + "sit=0.00, wst=-2.30; fst=1.60\n", + "RMSE with wet snow masked out = 0.73\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.38\n", + "sit=-100.00, wst=-2.30; fst=1.60\n", + "RMSE with wet snow masked out = 0.77\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.63\n", + "sit=0.00, wst=-2.30; fst=1.70\n", + "RMSE with wet snow masked out = 0.71\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.36\n", + "sit=-100.00, wst=-2.30; fst=1.70\n", + "RMSE with wet snow masked out = 0.75\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.62\n", + "sit=0.00, wst=-2.30; fst=1.80\n", + "RMSE with wet snow masked out = 0.69\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.33\n", + "sit=-100.00, wst=-2.30; fst=1.80\n", + "RMSE with wet snow masked out = 0.74\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.61\n", + "sit=0.00, wst=-2.30; fst=1.90\n", + "RMSE with wet snow masked out = 0.68\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.31\n", + "sit=-100.00, wst=-2.30; fst=1.90\n", + "RMSE with wet snow masked out = 0.73\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.60\n", + "sit=0.00, wst=-2.30; fst=2.00\n", + "RMSE with wet snow masked out = 0.66\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.29\n", + "sit=-100.00, wst=-2.30; fst=2.00\n", + "RMSE with wet snow masked out = 0.72\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.59\n", + "sit=0.00, wst=-2.20; fst=0.50\n", + "RMSE with wet snow masked out = 0.82\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.68\n", + "sit=-100.00, wst=-2.20; fst=0.50\n", + "RMSE with wet snow masked out = 0.82\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.70\n", + "sit=0.00, wst=-2.20; fst=0.60\n", + "RMSE with wet snow masked out = 0.81\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.67\n", + "sit=-100.00, wst=-2.20; fst=0.60\n", + "RMSE with wet snow masked out = 0.82\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.69\n", + "sit=0.00, wst=-2.20; fst=0.70\n", + "RMSE with wet snow masked out = 0.81\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.64\n", + "sit=-100.00, wst=-2.20; fst=0.70\n", + "RMSE with wet snow masked out = 0.82\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.69\n", + "sit=0.00, wst=-2.20; fst=0.80\n", + "RMSE with wet snow masked out = 0.80\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.61\n", + "sit=-100.00, wst=-2.20; fst=0.80\n", + "RMSE with wet snow masked out = 0.81\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.68\n", + "sit=0.00, wst=-2.20; fst=0.90\n", + "RMSE with wet snow masked out = 0.79\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.58\n", + "sit=-100.00, wst=-2.20; fst=0.90\n", + "RMSE with wet snow masked out = 0.81\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.67\n", + "sit=0.00, wst=-2.20; fst=1.00\n", + "RMSE with wet snow masked out = 0.79\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.55\n", + "sit=-100.00, wst=-2.20; fst=1.00\n", + "RMSE with wet snow masked out = 0.80\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.67\n", + "sit=0.00, wst=-2.20; fst=1.10\n", + "RMSE with wet snow masked out = 0.78\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.52\n", + "sit=-100.00, wst=-2.20; fst=1.10\n", + "RMSE with wet snow masked out = 0.80\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.66\n", + "sit=0.00, wst=-2.20; fst=1.20\n", + "RMSE with wet snow masked out = 0.77\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.49\n", + "sit=-100.00, wst=-2.20; fst=1.20\n", + "RMSE with wet snow masked out = 0.79\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.65\n", + "sit=0.00, wst=-2.20; fst=1.30\n", + "RMSE with wet snow masked out = 0.75\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.45\n", + "sit=-100.00, wst=-2.20; fst=1.30\n", + "RMSE with wet snow masked out = 0.78\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.64\n", + "sit=0.00, wst=-2.20; fst=1.40\n", + "RMSE with wet snow masked out = 0.74\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.42\n", + "sit=-100.00, wst=-2.20; fst=1.40\n", + "RMSE with wet snow masked out = 0.77\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.63\n", + "sit=0.00, wst=-2.20; fst=1.50\n", + "RMSE with wet snow masked out = 0.73\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.39\n", + "sit=-100.00, wst=-2.20; fst=1.50\n", + "RMSE with wet snow masked out = 0.76\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.62\n", + "sit=0.00, wst=-2.20; fst=1.60\n", + "RMSE with wet snow masked out = 0.71\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.37\n", + "sit=-100.00, wst=-2.20; fst=1.60\n", + "RMSE with wet snow masked out = 0.75\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.61\n", + "sit=0.00, wst=-2.20; fst=1.70\n", + "RMSE with wet snow masked out = 0.69\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.34\n", + "sit=-100.00, wst=-2.20; fst=1.70\n", + "RMSE with wet snow masked out = 0.74\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.60\n", + "sit=0.00, wst=-2.20; fst=1.80\n", + "RMSE with wet snow masked out = 0.67\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.31\n", + "sit=-100.00, wst=-2.20; fst=1.80\n", + "RMSE with wet snow masked out = 0.72\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.59\n", + "sit=0.00, wst=-2.20; fst=1.90\n", + "RMSE with wet snow masked out = 0.66\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.29\n", + "sit=-100.00, wst=-2.20; fst=1.90\n", + "RMSE with wet snow masked out = 0.71\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.58\n", + "sit=0.00, wst=-2.20; fst=2.00\n", + "RMSE with wet snow masked out = 0.64\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.27\n", + "sit=-100.00, wst=-2.20; fst=2.00\n", + "RMSE with wet snow masked out = 0.70\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.57\n", + "sit=0.00, wst=-2.10; fst=0.50\n", + "RMSE with wet snow masked out = 0.81\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.67\n", + "sit=-100.00, wst=-2.10; fst=0.50\n", + "RMSE with wet snow masked out = 0.81\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.68\n", + "sit=0.00, wst=-2.10; fst=0.60\n", + "RMSE with wet snow masked out = 0.80\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.65\n", + "sit=-100.00, wst=-2.10; fst=0.60\n", + "RMSE with wet snow masked out = 0.81\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.68\n", + "sit=0.00, wst=-2.10; fst=0.70\n", + "RMSE with wet snow masked out = 0.79\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.63\n", + "sit=-100.00, wst=-2.10; fst=0.70\n", + "RMSE with wet snow masked out = 0.80\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.67\n", + "sit=0.00, wst=-2.10; fst=0.80\n", + "RMSE with wet snow masked out = 0.79\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.60\n", + "sit=-100.00, wst=-2.10; fst=0.80\n", + "RMSE with wet snow masked out = 0.80\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.66\n", + "sit=0.00, wst=-2.10; fst=0.90\n", + "RMSE with wet snow masked out = 0.78\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.57\n", + "sit=-100.00, wst=-2.10; fst=0.90\n", + "RMSE with wet snow masked out = 0.79\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.65\n", + "sit=0.00, wst=-2.10; fst=1.00\n", + "RMSE with wet snow masked out = 0.77\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.53\n", + "sit=-100.00, wst=-2.10; fst=1.00\n", + "RMSE with wet snow masked out = 0.79\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.65\n", + "sit=0.00, wst=-2.10; fst=1.10\n", + "RMSE with wet snow masked out = 0.76\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.50\n", + "sit=-100.00, wst=-2.10; fst=1.10\n", + "RMSE with wet snow masked out = 0.78\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.64\n", + "sit=0.00, wst=-2.10; fst=1.20\n", + "RMSE with wet snow masked out = 0.75\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.47\n", + "sit=-100.00, wst=-2.10; fst=1.20\n", + "RMSE with wet snow masked out = 0.77\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.63\n", + "sit=0.00, wst=-2.10; fst=1.30\n", + "RMSE with wet snow masked out = 0.74\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.44\n", + "sit=-100.00, wst=-2.10; fst=1.30\n", + "RMSE with wet snow masked out = 0.76\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.62\n", + "sit=0.00, wst=-2.10; fst=1.40\n", + "RMSE with wet snow masked out = 0.73\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.41\n", + "sit=-100.00, wst=-2.10; fst=1.40\n", + "RMSE with wet snow masked out = 0.75\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.61\n", + "sit=0.00, wst=-2.10; fst=1.50\n", + "RMSE with wet snow masked out = 0.71\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.38\n", + "sit=-100.00, wst=-2.10; fst=1.50\n", + "RMSE with wet snow masked out = 0.74\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.60\n", + "sit=0.00, wst=-2.10; fst=1.60\n", + "RMSE with wet snow masked out = 0.70\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.35\n", + "sit=-100.00, wst=-2.10; fst=1.60\n", + "RMSE with wet snow masked out = 0.73\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.59\n", + "sit=0.00, wst=-2.10; fst=1.70\n", + "RMSE with wet snow masked out = 0.68\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.33\n", + "sit=-100.00, wst=-2.10; fst=1.70\n", + "RMSE with wet snow masked out = 0.72\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.58\n", + "sit=0.00, wst=-2.10; fst=1.80\n", + "RMSE with wet snow masked out = 0.66\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.30\n", + "sit=-100.00, wst=-2.10; fst=1.80\n", + "RMSE with wet snow masked out = 0.70\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.57\n", + "sit=0.00, wst=-2.10; fst=1.90\n", + "RMSE with wet snow masked out = 0.64\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.28\n", + "sit=-100.00, wst=-2.10; fst=1.90\n", + "RMSE with wet snow masked out = 0.69\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.56\n", + "sit=0.00, wst=-2.10; fst=2.00\n", + "RMSE with wet snow masked out = 0.62\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.26\n", + "sit=-100.00, wst=-2.10; fst=2.00\n", + "RMSE with wet snow masked out = 0.68\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.55\n", + "sit=0.00, wst=-2.00; fst=0.50\n", + "RMSE with wet snow masked out = 0.79\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.65\n", + "sit=-100.00, wst=-2.00; fst=0.50\n", + "RMSE with wet snow masked out = 0.80\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.67\n", + "sit=0.00, wst=-2.00; fst=0.60\n", + "RMSE with wet snow masked out = 0.79\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.64\n", + "sit=-100.00, wst=-2.00; fst=0.60\n", + "RMSE with wet snow masked out = 0.79\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.66\n", + "sit=0.00, wst=-2.00; fst=0.70\n", + "RMSE with wet snow masked out = 0.78\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.61\n", + "sit=-100.00, wst=-2.00; fst=0.70\n", + "RMSE with wet snow masked out = 0.79\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.65\n", + "sit=0.00, wst=-2.00; fst=0.80\n", + "RMSE with wet snow masked out = 0.77\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.58\n", + "sit=-100.00, wst=-2.00; fst=0.80\n", + "RMSE with wet snow masked out = 0.78\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.64\n", + "sit=0.00, wst=-2.00; fst=0.90\n", + "RMSE with wet snow masked out = 0.77\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.55\n", + "sit=-100.00, wst=-2.00; fst=0.90\n", + "RMSE with wet snow masked out = 0.78\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.63\n", + "sit=0.00, wst=-2.00; fst=1.00\n", + "RMSE with wet snow masked out = 0.76\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.51\n", + "sit=-100.00, wst=-2.00; fst=1.00\n", + "RMSE with wet snow masked out = 0.77\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.62\n", + "sit=0.00, wst=-2.00; fst=1.10\n", + "RMSE with wet snow masked out = 0.75\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.48\n", + "sit=-100.00, wst=-2.00; fst=1.10\n", + "RMSE with wet snow masked out = 0.77\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.61\n", + "sit=0.00, wst=-2.00; fst=1.20\n", + "RMSE with wet snow masked out = 0.74\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.45\n", + "sit=-100.00, wst=-2.00; fst=1.20\n", + "RMSE with wet snow masked out = 0.76\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.61\n", + "sit=0.00, wst=-2.00; fst=1.30\n", + "RMSE with wet snow masked out = 0.72\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.42\n", + "sit=-100.00, wst=-2.00; fst=1.30\n", + "RMSE with wet snow masked out = 0.75\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.60\n", + "sit=0.00, wst=-2.00; fst=1.40\n", + "RMSE with wet snow masked out = 0.71\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.39\n", + "sit=-100.00, wst=-2.00; fst=1.40\n", + "RMSE with wet snow masked out = 0.74\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.58\n", + "sit=0.00, wst=-2.00; fst=1.50\n", + "RMSE with wet snow masked out = 0.69\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.36\n", + "sit=-100.00, wst=-2.00; fst=1.50\n", + "RMSE with wet snow masked out = 0.73\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.57\n", + "sit=0.00, wst=-2.00; fst=1.60\n", + "RMSE with wet snow masked out = 0.68\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.34\n", + "sit=-100.00, wst=-2.00; fst=1.60\n", + "RMSE with wet snow masked out = 0.71\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.56\n", + "sit=0.00, wst=-2.00; fst=1.70\n", + "RMSE with wet snow masked out = 0.66\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.31\n", + "sit=-100.00, wst=-2.00; fst=1.70\n", + "RMSE with wet snow masked out = 0.70\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.55\n", + "sit=0.00, wst=-2.00; fst=1.80\n", + "RMSE with wet snow masked out = 0.64\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.29\n", + "sit=-100.00, wst=-2.00; fst=1.80\n", + "RMSE with wet snow masked out = 0.69\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.54\n", + "sit=0.00, wst=-2.00; fst=1.90\n", + "RMSE with wet snow masked out = 0.62\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.27\n", + "sit=-100.00, wst=-2.00; fst=1.90\n", + "RMSE with wet snow masked out = 0.67\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.53\n", + "sit=0.00, wst=-2.00; fst=2.00\n", + "RMSE with wet snow masked out = 0.61\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.25\n", + "sit=-100.00, wst=-2.00; fst=2.00\n", + "RMSE with wet snow masked out = 0.66\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.52\n", + "sit=0.00, wst=-1.90; fst=0.50\n", + "RMSE with wet snow masked out = 0.78\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.64\n", + "sit=-100.00, wst=-1.90; fst=0.50\n", + "RMSE with wet snow masked out = 0.79\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.65\n", + "sit=0.00, wst=-1.90; fst=0.60\n", + "RMSE with wet snow masked out = 0.78\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.62\n", + "sit=-100.00, wst=-1.90; fst=0.60\n", + "RMSE with wet snow masked out = 0.78\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.64\n", + "sit=0.00, wst=-1.90; fst=0.70\n", + "RMSE with wet snow masked out = 0.77\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.59\n", + "sit=-100.00, wst=-1.90; fst=0.70\n", + "RMSE with wet snow masked out = 0.78\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.63\n", + "sit=0.00, wst=-1.90; fst=0.80\n", + "RMSE with wet snow masked out = 0.76\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.56\n", + "sit=-100.00, wst=-1.90; fst=0.80\n", + "RMSE with wet snow masked out = 0.77\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.62\n", + "sit=0.00, wst=-1.90; fst=0.90\n", + "RMSE with wet snow masked out = 0.75\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.53\n", + "sit=-100.00, wst=-1.90; fst=0.90\n", + "RMSE with wet snow masked out = 0.77\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.61\n", + "sit=0.00, wst=-1.90; fst=1.00\n", + "RMSE with wet snow masked out = 0.74\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.49\n", + "sit=-100.00, wst=-1.90; fst=1.00\n", + "RMSE with wet snow masked out = 0.76\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.60\n", + "sit=0.00, wst=-1.90; fst=1.10\n", + "RMSE with wet snow masked out = 0.74\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.46\n", + "sit=-100.00, wst=-1.90; fst=1.10\n", + "RMSE with wet snow masked out = 0.75\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.59\n", + "sit=0.00, wst=-1.90; fst=1.20\n", + "RMSE with wet snow masked out = 0.72\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.43\n", + "sit=-100.00, wst=-1.90; fst=1.20\n", + "RMSE with wet snow masked out = 0.74\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.58\n", + "sit=0.00, wst=-1.90; fst=1.30\n", + "RMSE with wet snow masked out = 0.71\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.40\n", + "sit=-100.00, wst=-1.90; fst=1.30\n", + "RMSE with wet snow masked out = 0.73\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.56\n", + "sit=0.00, wst=-1.90; fst=1.40\n", + "RMSE with wet snow masked out = 0.70\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.37\n", + "sit=-100.00, wst=-1.90; fst=1.40\n", + "RMSE with wet snow masked out = 0.72\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.55\n", + "sit=0.00, wst=-1.90; fst=1.50\n", + "RMSE with wet snow masked out = 0.68\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.34\n", + "sit=-100.00, wst=-1.90; fst=1.50\n", + "RMSE with wet snow masked out = 0.71\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.54\n", + "sit=0.00, wst=-1.90; fst=1.60\n", + "RMSE with wet snow masked out = 0.66\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.32\n", + "sit=-100.00, wst=-1.90; fst=1.60\n", + "RMSE with wet snow masked out = 0.70\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.53\n", + "sit=0.00, wst=-1.90; fst=1.70\n", + "RMSE with wet snow masked out = 0.64\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.29\n", + "sit=-100.00, wst=-1.90; fst=1.70\n", + "RMSE with wet snow masked out = 0.68\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.52\n", + "sit=0.00, wst=-1.90; fst=1.80\n", + "RMSE with wet snow masked out = 0.62\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.27\n", + "sit=-100.00, wst=-1.90; fst=1.80\n", + "RMSE with wet snow masked out = 0.67\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.51\n", + "sit=0.00, wst=-1.90; fst=1.90\n", + "RMSE with wet snow masked out = 0.60\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.25\n", + "sit=-100.00, wst=-1.90; fst=1.90\n", + "RMSE with wet snow masked out = 0.65\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.50\n", + "sit=0.00, wst=-1.90; fst=2.00\n", + "RMSE with wet snow masked out = 0.59\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.23\n", + "sit=-100.00, wst=-1.90; fst=2.00\n", + "RMSE with wet snow masked out = 0.64\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.49\n", + "sit=0.00, wst=-1.80; fst=0.50\n", + "RMSE with wet snow masked out = 0.77\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.62\n", + "sit=-100.00, wst=-1.80; fst=0.50\n", + "RMSE with wet snow masked out = 0.77\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.63\n", + "sit=0.00, wst=-1.80; fst=0.60\n", + "RMSE with wet snow masked out = 0.76\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.60\n", + "sit=-100.00, wst=-1.80; fst=0.60\n", + "RMSE with wet snow masked out = 0.77\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.62\n", + "sit=0.00, wst=-1.80; fst=0.70\n", + "RMSE with wet snow masked out = 0.76\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.57\n", + "sit=-100.00, wst=-1.80; fst=0.70\n", + "RMSE with wet snow masked out = 0.76\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.61\n", + "sit=0.00, wst=-1.80; fst=0.80\n", + "RMSE with wet snow masked out = 0.75\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.54\n", + "sit=-100.00, wst=-1.80; fst=0.80\n", + "RMSE with wet snow masked out = 0.76\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.60\n", + "sit=0.00, wst=-1.80; fst=0.90\n", + "RMSE with wet snow masked out = 0.74\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.51\n", + "sit=-100.00, wst=-1.80; fst=0.90\n", + "RMSE with wet snow masked out = 0.75\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.58\n", + "sit=0.00, wst=-1.80; fst=1.00\n", + "RMSE with wet snow masked out = 0.73\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.47\n", + "sit=-100.00, wst=-1.80; fst=1.00\n", + "RMSE with wet snow masked out = 0.74\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.57\n", + "sit=0.00, wst=-1.80; fst=1.10\n", + "RMSE with wet snow masked out = 0.72\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.44\n", + "sit=-100.00, wst=-1.80; fst=1.10\n", + "RMSE with wet snow masked out = 0.74\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.56\n", + "sit=0.00, wst=-1.80; fst=1.20\n", + "RMSE with wet snow masked out = 0.71\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.41\n", + "sit=-100.00, wst=-1.80; fst=1.20\n", + "RMSE with wet snow masked out = 0.73\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.55\n", + "sit=0.00, wst=-1.80; fst=1.30\n", + "RMSE with wet snow masked out = 0.70\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.38\n", + "sit=-100.00, wst=-1.80; fst=1.30\n", + "RMSE with wet snow masked out = 0.72\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.53\n", + "sit=0.00, wst=-1.80; fst=1.40\n", + "RMSE with wet snow masked out = 0.68\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.35\n", + "sit=-100.00, wst=-1.80; fst=1.40\n", + "RMSE with wet snow masked out = 0.70\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.52\n", + "sit=0.00, wst=-1.80; fst=1.50\n", + "RMSE with wet snow masked out = 0.66\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.32\n", + "sit=-100.00, wst=-1.80; fst=1.50\n", + "RMSE with wet snow masked out = 0.69\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.51\n", + "sit=0.00, wst=-1.80; fst=1.60\n", + "RMSE with wet snow masked out = 0.65\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.30\n", + "sit=-100.00, wst=-1.80; fst=1.60\n", + "RMSE with wet snow masked out = 0.68\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.50\n", + "sit=0.00, wst=-1.80; fst=1.70\n", + "RMSE with wet snow masked out = 0.63\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.27\n", + "sit=-100.00, wst=-1.80; fst=1.70\n", + "RMSE with wet snow masked out = 0.66\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.49\n", + "sit=0.00, wst=-1.80; fst=1.80\n", + "RMSE with wet snow masked out = 0.61\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.25\n", + "sit=-100.00, wst=-1.80; fst=1.80\n", + "RMSE with wet snow masked out = 0.65\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.47\n", + "sit=0.00, wst=-1.80; fst=1.90\n", + "RMSE with wet snow masked out = 0.59\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.23\n", + "sit=-100.00, wst=-1.80; fst=1.90\n", + "RMSE with wet snow masked out = 0.63\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.46\n", + "sit=0.00, wst=-1.80; fst=2.00\n", + "RMSE with wet snow masked out = 0.57\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.21\n", + "sit=-100.00, wst=-1.80; fst=2.00\n", + "RMSE with wet snow masked out = 0.62\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.46\n", + "sit=0.00, wst=-1.70; fst=0.50\n", + "RMSE with wet snow masked out = 0.75\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.60\n", + "sit=-100.00, wst=-1.70; fst=0.50\n", + "RMSE with wet snow masked out = 0.76\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.61\n", + "sit=0.00, wst=-1.70; fst=0.60\n", + "RMSE with wet snow masked out = 0.75\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.57\n", + "sit=-100.00, wst=-1.70; fst=0.60\n", + "RMSE with wet snow masked out = 0.75\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.59\n", + "sit=0.00, wst=-1.70; fst=0.70\n", + "RMSE with wet snow masked out = 0.74\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.55\n", + "sit=-100.00, wst=-1.70; fst=0.70\n", + "RMSE with wet snow masked out = 0.75\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.58\n", + "sit=0.00, wst=-1.70; fst=0.80\n", + "RMSE with wet snow masked out = 0.73\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.51\n", + "sit=-100.00, wst=-1.70; fst=0.80\n", + "RMSE with wet snow masked out = 0.74\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.57\n", + "sit=0.00, wst=-1.70; fst=0.90\n", + "RMSE with wet snow masked out = 0.72\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.48\n", + "sit=-100.00, wst=-1.70; fst=0.90\n", + "RMSE with wet snow masked out = 0.73\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.55\n", + "sit=0.00, wst=-1.70; fst=1.00\n", + "RMSE with wet snow masked out = 0.71\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.45\n", + "sit=-100.00, wst=-1.70; fst=1.00\n", + "RMSE with wet snow masked out = 0.73\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.54\n", + "sit=0.00, wst=-1.70; fst=1.10\n", + "RMSE with wet snow masked out = 0.70\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.42\n", + "sit=-100.00, wst=-1.70; fst=1.10\n", + "RMSE with wet snow masked out = 0.72\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.52\n", + "sit=0.00, wst=-1.70; fst=1.20\n", + "RMSE with wet snow masked out = 0.69\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.39\n", + "sit=-100.00, wst=-1.70; fst=1.20\n", + "RMSE with wet snow masked out = 0.71\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.51\n", + "sit=0.00, wst=-1.70; fst=1.30\n", + "RMSE with wet snow masked out = 0.68\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.36\n", + "sit=-100.00, wst=-1.70; fst=1.30\n", + "RMSE with wet snow masked out = 0.70\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.50\n", + "sit=0.00, wst=-1.70; fst=1.40\n", + "RMSE with wet snow masked out = 0.66\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.33\n", + "sit=-100.00, wst=-1.70; fst=1.40\n", + "RMSE with wet snow masked out = 0.68\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.48\n", + "sit=0.00, wst=-1.70; fst=1.50\n", + "RMSE with wet snow masked out = 0.65\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.30\n", + "sit=-100.00, wst=-1.70; fst=1.50\n", + "RMSE with wet snow masked out = 0.67\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.47\n", + "sit=0.00, wst=-1.70; fst=1.60\n", + "RMSE with wet snow masked out = 0.63\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.28\n", + "sit=-100.00, wst=-1.70; fst=1.60\n", + "RMSE with wet snow masked out = 0.66\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.46\n", + "sit=0.00, wst=-1.70; fst=1.70\n", + "RMSE with wet snow masked out = 0.61\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.25\n", + "sit=-100.00, wst=-1.70; fst=1.70\n", + "RMSE with wet snow masked out = 0.64\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.45\n", + "sit=0.00, wst=-1.70; fst=1.80\n", + "RMSE with wet snow masked out = 0.59\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.23\n", + "sit=-100.00, wst=-1.70; fst=1.80\n", + "RMSE with wet snow masked out = 0.63\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.43\n", + "sit=0.00, wst=-1.70; fst=1.90\n", + "RMSE with wet snow masked out = 0.57\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.21\n", + "sit=-100.00, wst=-1.70; fst=1.90\n", + "RMSE with wet snow masked out = 0.61\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.42\n", + "sit=0.00, wst=-1.70; fst=2.00\n", + "RMSE with wet snow masked out = 0.55\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.20\n", + "sit=-100.00, wst=-1.70; fst=2.00\n", + "RMSE with wet snow masked out = 0.60\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.42\n", + "sit=0.00, wst=-1.60; fst=0.50\n", + "RMSE with wet snow masked out = 0.74\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.57\n", + "sit=-100.00, wst=-1.60; fst=0.50\n", + "RMSE with wet snow masked out = 0.74\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.58\n", + "sit=0.00, wst=-1.60; fst=0.60\n", + "RMSE with wet snow masked out = 0.73\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.55\n", + "sit=-100.00, wst=-1.60; fst=0.60\n", + "RMSE with wet snow masked out = 0.73\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.57\n", + "sit=0.00, wst=-1.60; fst=0.70\n", + "RMSE with wet snow masked out = 0.72\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.52\n", + "sit=-100.00, wst=-1.60; fst=0.70\n", + "RMSE with wet snow masked out = 0.73\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.55\n", + "sit=0.00, wst=-1.60; fst=0.80\n", + "RMSE with wet snow masked out = 0.71\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.49\n", + "sit=-100.00, wst=-1.60; fst=0.80\n", + "RMSE with wet snow masked out = 0.72\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.54\n", + "sit=0.00, wst=-1.60; fst=0.90\n", + "RMSE with wet snow masked out = 0.71\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.46\n", + "sit=-100.00, wst=-1.60; fst=0.90\n", + "RMSE with wet snow masked out = 0.72\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.52\n", + "sit=0.00, wst=-1.60; fst=1.00\n", + "RMSE with wet snow masked out = 0.70\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.42\n", + "sit=-100.00, wst=-1.60; fst=1.00\n", + "RMSE with wet snow masked out = 0.71\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.50\n", + "sit=0.00, wst=-1.60; fst=1.10\n", + "RMSE with wet snow masked out = 0.69\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.39\n", + "sit=-100.00, wst=-1.60; fst=1.10\n", + "RMSE with wet snow masked out = 0.70\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.49\n", + "sit=0.00, wst=-1.60; fst=1.20\n", + "RMSE with wet snow masked out = 0.67\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.36\n", + "sit=-100.00, wst=-1.60; fst=1.20\n", + "RMSE with wet snow masked out = 0.69\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.47\n", + "sit=0.00, wst=-1.60; fst=1.30\n", + "RMSE with wet snow masked out = 0.66\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.33\n", + "sit=-100.00, wst=-1.60; fst=1.30\n", + "RMSE with wet snow masked out = 0.68\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.46\n", + "sit=0.00, wst=-1.60; fst=1.40\n", + "RMSE with wet snow masked out = 0.64\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.31\n", + "sit=-100.00, wst=-1.60; fst=1.40\n", + "RMSE with wet snow masked out = 0.66\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.44\n", + "sit=0.00, wst=-1.60; fst=1.50\n", + "RMSE with wet snow masked out = 0.62\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.28\n", + "sit=-100.00, wst=-1.60; fst=1.50\n", + "RMSE with wet snow masked out = 0.65\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.43\n", + "sit=0.00, wst=-1.60; fst=1.60\n", + "RMSE with wet snow masked out = 0.61\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.26\n", + "sit=-100.00, wst=-1.60; fst=1.60\n", + "RMSE with wet snow masked out = 0.64\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.41\n", + "sit=0.00, wst=-1.60; fst=1.70\n", + "RMSE with wet snow masked out = 0.59\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.23\n", + "sit=-100.00, wst=-1.60; fst=1.70\n", + "RMSE with wet snow masked out = 0.62\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.40\n", + "sit=0.00, wst=-1.60; fst=1.80\n", + "RMSE with wet snow masked out = 0.56\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.21\n", + "sit=-100.00, wst=-1.60; fst=1.80\n", + "RMSE with wet snow masked out = 0.60\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.39\n", + "sit=0.00, wst=-1.60; fst=1.90\n", + "RMSE with wet snow masked out = 0.55\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.19\n", + "sit=-100.00, wst=-1.60; fst=1.90\n", + "RMSE with wet snow masked out = 0.59\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.38\n", + "sit=0.00, wst=-1.60; fst=2.00\n", + "RMSE with wet snow masked out = 0.53\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.18\n", + "sit=-100.00, wst=-1.60; fst=2.00\n", + "RMSE with wet snow masked out = 0.57\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.37\n", + "sit=0.00, wst=-1.50; fst=0.50\n", + "RMSE with wet snow masked out = 0.72\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.55\n", + "sit=-100.00, wst=-1.50; fst=0.50\n", + "RMSE with wet snow masked out = 0.72\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.55\n", + "sit=0.00, wst=-1.50; fst=0.60\n", + "RMSE with wet snow masked out = 0.71\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.52\n", + "sit=-100.00, wst=-1.50; fst=0.60\n", + "RMSE with wet snow masked out = 0.72\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.54\n", + "sit=0.00, wst=-1.50; fst=0.70\n", + "RMSE with wet snow masked out = 0.70\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.49\n", + "sit=-100.00, wst=-1.50; fst=0.70\n", + "RMSE with wet snow masked out = 0.71\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.52\n", + "sit=0.00, wst=-1.50; fst=0.80\n", + "RMSE with wet snow masked out = 0.70\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.46\n", + "sit=-100.00, wst=-1.50; fst=0.80\n", + "RMSE with wet snow masked out = 0.70\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.50\n", + "sit=0.00, wst=-1.50; fst=0.90\n", + "RMSE with wet snow masked out = 0.69\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.43\n", + "sit=-100.00, wst=-1.50; fst=0.90\n", + "RMSE with wet snow masked out = 0.69\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.48\n", + "sit=0.00, wst=-1.50; fst=1.00\n", + "RMSE with wet snow masked out = 0.68\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.40\n", + "sit=-100.00, wst=-1.50; fst=1.00\n", + "RMSE with wet snow masked out = 0.69\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.46\n", + "sit=0.00, wst=-1.50; fst=1.10\n", + "RMSE with wet snow masked out = 0.67\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.37\n", + "sit=-100.00, wst=-1.50; fst=1.10\n", + "RMSE with wet snow masked out = 0.68\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.44\n", + "sit=0.00, wst=-1.50; fst=1.20\n", + "RMSE with wet snow masked out = 0.65\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.34\n", + "sit=-100.00, wst=-1.50; fst=1.20\n", + "RMSE with wet snow masked out = 0.66\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.43\n", + "sit=0.00, wst=-1.50; fst=1.30\n", + "RMSE with wet snow masked out = 0.64\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.31\n", + "sit=-100.00, wst=-1.50; fst=1.30\n", + "RMSE with wet snow masked out = 0.65\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.41\n", + "sit=0.00, wst=-1.50; fst=1.40\n", + "RMSE with wet snow masked out = 0.62\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.28\n", + "sit=-100.00, wst=-1.50; fst=1.40\n", + "RMSE with wet snow masked out = 0.63\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.39\n", + "sit=0.00, wst=-1.50; fst=1.50\n", + "RMSE with wet snow masked out = 0.60\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.26\n", + "sit=-100.00, wst=-1.50; fst=1.50\n", + "RMSE with wet snow masked out = 0.62\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.38\n", + "sit=0.00, wst=-1.50; fst=1.60\n", + "RMSE with wet snow masked out = 0.58\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.23\n", + "sit=-100.00, wst=-1.50; fst=1.60\n", + "RMSE with wet snow masked out = 0.61\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.37\n", + "sit=0.00, wst=-1.50; fst=1.70\n", + "RMSE with wet snow masked out = 0.56\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.21\n", + "sit=-100.00, wst=-1.50; fst=1.70\n", + "RMSE with wet snow masked out = 0.59\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.35\n", + "sit=0.00, wst=-1.50; fst=1.80\n", + "RMSE with wet snow masked out = 0.54\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.19\n", + "sit=-100.00, wst=-1.50; fst=1.80\n", + "RMSE with wet snow masked out = 0.57\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.34\n", + "sit=0.00, wst=-1.50; fst=1.90\n", + "RMSE with wet snow masked out = 0.52\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.17\n", + "sit=-100.00, wst=-1.50; fst=1.90\n", + "RMSE with wet snow masked out = 0.55\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.33\n", + "sit=0.00, wst=-1.50; fst=2.00\n", + "RMSE with wet snow masked out = 0.50\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.16\n", + "sit=-100.00, wst=-1.50; fst=2.00\n", + "RMSE with wet snow masked out = 0.54\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.32\n", + "sit=0.00, wst=-1.40; fst=0.50\n", + "RMSE with wet snow masked out = 0.70\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.52\n", + "sit=-100.00, wst=-1.40; fst=0.50\n", + "RMSE with wet snow masked out = 0.70\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.52\n", + "sit=0.00, wst=-1.40; fst=0.60\n", + "RMSE with wet snow masked out = 0.69\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.49\n", + "sit=-100.00, wst=-1.40; fst=0.60\n", + "RMSE with wet snow masked out = 0.69\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.50\n", + "sit=0.00, wst=-1.40; fst=0.70\n", + "RMSE with wet snow masked out = 0.68\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.46\n", + "sit=-100.00, wst=-1.40; fst=0.70\n", + "RMSE with wet snow masked out = 0.68\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.48\n", + "sit=0.00, wst=-1.40; fst=0.80\n", + "RMSE with wet snow masked out = 0.67\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.43\n", + "sit=-100.00, wst=-1.40; fst=0.80\n", + "RMSE with wet snow masked out = 0.67\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.46\n", + "sit=0.00, wst=-1.40; fst=0.90\n", + "RMSE with wet snow masked out = 0.66\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.39\n", + "sit=-100.00, wst=-1.40; fst=0.90\n", + "RMSE with wet snow masked out = 0.67\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.44\n", + "sit=0.00, wst=-1.40; fst=1.00\n", + "RMSE with wet snow masked out = 0.65\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.36\n", + "sit=-100.00, wst=-1.40; fst=1.00\n", + "RMSE with wet snow masked out = 0.66\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.41\n", + "sit=0.00, wst=-1.40; fst=1.10\n", + "RMSE with wet snow masked out = 0.64\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.33\n", + "sit=-100.00, wst=-1.40; fst=1.10\n", + "RMSE with wet snow masked out = 0.64\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.39\n", + "sit=0.00, wst=-1.40; fst=1.20\n", + "RMSE with wet snow masked out = 0.62\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.30\n", + "sit=-100.00, wst=-1.40; fst=1.20\n", + "RMSE with wet snow masked out = 0.63\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.38\n", + "sit=0.00, wst=-1.40; fst=1.30\n", + "RMSE with wet snow masked out = 0.60\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.27\n", + "sit=-100.00, wst=-1.40; fst=1.30\n", + "RMSE with wet snow masked out = 0.62\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.36\n", + "sit=0.00, wst=-1.40; fst=1.40\n", + "RMSE with wet snow masked out = 0.59\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.25\n", + "sit=-100.00, wst=-1.40; fst=1.40\n", + "RMSE with wet snow masked out = 0.60\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.34\n", + "sit=0.00, wst=-1.40; fst=1.50\n", + "RMSE with wet snow masked out = 0.57\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.23\n", + "sit=-100.00, wst=-1.40; fst=1.50\n", + "RMSE with wet snow masked out = 0.59\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.33\n", + "sit=0.00, wst=-1.40; fst=1.60\n", + "RMSE with wet snow masked out = 0.55\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.20\n", + "sit=-100.00, wst=-1.40; fst=1.60\n", + "RMSE with wet snow masked out = 0.57\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.31\n", + "sit=0.00, wst=-1.40; fst=1.70\n", + "RMSE with wet snow masked out = 0.53\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.18\n", + "sit=-100.00, wst=-1.40; fst=1.70\n", + "RMSE with wet snow masked out = 0.55\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.30\n", + "sit=0.00, wst=-1.40; fst=1.80\n", + "RMSE with wet snow masked out = 0.51\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.16\n", + "sit=-100.00, wst=-1.40; fst=1.80\n", + "RMSE with wet snow masked out = 0.53\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.29\n", + "sit=0.00, wst=-1.40; fst=1.90\n", + "RMSE with wet snow masked out = 0.49\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.15\n", + "sit=-100.00, wst=-1.40; fst=1.90\n", + "RMSE with wet snow masked out = 0.52\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.28\n", + "sit=0.00, wst=-1.40; fst=2.00\n", + "RMSE with wet snow masked out = 0.47\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.13\n", + "sit=-100.00, wst=-1.40; fst=2.00\n", + "RMSE with wet snow masked out = 0.50\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.27\n", + "sit=0.00, wst=-1.30; fst=0.50\n", + "RMSE with wet snow masked out = 0.68\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.48\n", + "sit=-100.00, wst=-1.30; fst=0.50\n", + "RMSE with wet snow masked out = 0.68\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.49\n", + "sit=0.00, wst=-1.30; fst=0.60\n", + "RMSE with wet snow masked out = 0.67\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.46\n", + "sit=-100.00, wst=-1.30; fst=0.60\n", + "RMSE with wet snow masked out = 0.67\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.46\n", + "sit=0.00, wst=-1.30; fst=0.70\n", + "RMSE with wet snow masked out = 0.65\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.42\n", + "sit=-100.00, wst=-1.30; fst=0.70\n", + "RMSE with wet snow masked out = 0.66\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.44\n", + "sit=0.00, wst=-1.30; fst=0.80\n", + "RMSE with wet snow masked out = 0.64\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.39\n", + "sit=-100.00, wst=-1.30; fst=0.80\n", + "RMSE with wet snow masked out = 0.65\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.41\n", + "sit=0.00, wst=-1.30; fst=0.90\n", + "RMSE with wet snow masked out = 0.63\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.36\n", + "sit=-100.00, wst=-1.30; fst=0.90\n", + "RMSE with wet snow masked out = 0.64\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.39\n", + "sit=0.00, wst=-1.30; fst=1.00\n", + "RMSE with wet snow masked out = 0.62\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.33\n", + "sit=-100.00, wst=-1.30; fst=1.00\n", + "RMSE with wet snow masked out = 0.63\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.37\n", + "sit=0.00, wst=-1.30; fst=1.10\n", + "RMSE with wet snow masked out = 0.61\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.30\n", + "sit=-100.00, wst=-1.30; fst=1.10\n", + "RMSE with wet snow masked out = 0.62\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.35\n", + "sit=0.00, wst=-1.30; fst=1.20\n", + "RMSE with wet snow masked out = 0.59\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.27\n", + "sit=-100.00, wst=-1.30; fst=1.20\n", + "RMSE with wet snow masked out = 0.60\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.33\n", + "sit=0.00, wst=-1.30; fst=1.30\n", + "RMSE with wet snow masked out = 0.58\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.24\n", + "sit=-100.00, wst=-1.30; fst=1.30\n", + "RMSE with wet snow masked out = 0.59\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.31\n", + "sit=0.00, wst=-1.30; fst=1.40\n", + "RMSE with wet snow masked out = 0.56\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.22\n", + "sit=-100.00, wst=-1.30; fst=1.40\n", + "RMSE with wet snow masked out = 0.57\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.29\n", + "sit=0.00, wst=-1.30; fst=1.50\n", + "RMSE with wet snow masked out = 0.54\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.20\n", + "sit=-100.00, wst=-1.30; fst=1.50\n", + "RMSE with wet snow masked out = 0.55\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.27\n", + "sit=0.00, wst=-1.30; fst=1.60\n", + "RMSE with wet snow masked out = 0.52\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.18\n", + "sit=-100.00, wst=-1.30; fst=1.60\n", + "RMSE with wet snow masked out = 0.54\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.26\n", + "sit=0.00, wst=-1.30; fst=1.70\n", + "RMSE with wet snow masked out = 0.50\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.16\n", + "sit=-100.00, wst=-1.30; fst=1.70\n", + "RMSE with wet snow masked out = 0.52\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.25\n", + "sit=0.00, wst=-1.30; fst=1.80\n", + "RMSE with wet snow masked out = 0.48\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.14\n", + "sit=-100.00, wst=-1.30; fst=1.80\n", + "RMSE with wet snow masked out = 0.50\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.23\n", + "sit=0.00, wst=-1.30; fst=1.90\n", + "RMSE with wet snow masked out = 0.46\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.13\n", + "sit=-100.00, wst=-1.30; fst=1.90\n", + "RMSE with wet snow masked out = 0.48\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.22\n", + "sit=0.00, wst=-1.30; fst=2.00\n", + "RMSE with wet snow masked out = 0.44\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.11\n", + "sit=-100.00, wst=-1.30; fst=2.00\n", + "RMSE with wet snow masked out = 0.47\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.22\n", + "sit=0.00, wst=-1.20; fst=0.50\n", + "RMSE with wet snow masked out = 0.65\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.45\n", + "sit=-100.00, wst=-1.20; fst=0.50\n", + "RMSE with wet snow masked out = 0.65\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.45\n", + "sit=0.00, wst=-1.20; fst=0.60\n", + "RMSE with wet snow masked out = 0.64\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.42\n", + "sit=-100.00, wst=-1.20; fst=0.60\n", + "RMSE with wet snow masked out = 0.64\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.43\n", + "sit=0.00, wst=-1.20; fst=0.70\n", + "RMSE with wet snow masked out = 0.63\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.39\n", + "sit=-100.00, wst=-1.20; fst=0.70\n", + "RMSE with wet snow masked out = 0.63\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.40\n", + "sit=0.00, wst=-1.20; fst=0.80\n", + "RMSE with wet snow masked out = 0.62\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.35\n", + "sit=-100.00, wst=-1.20; fst=0.80\n", + "RMSE with wet snow masked out = 0.62\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.37\n", + "sit=0.00, wst=-1.20; fst=0.90\n", + "RMSE with wet snow masked out = 0.60\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.32\n", + "sit=-100.00, wst=-1.20; fst=0.90\n", + "RMSE with wet snow masked out = 0.61\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.35\n", + "sit=0.00, wst=-1.20; fst=1.00\n", + "RMSE with wet snow masked out = 0.59\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.29\n", + "sit=-100.00, wst=-1.20; fst=1.00\n", + "RMSE with wet snow masked out = 0.60\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.32\n", + "sit=0.00, wst=-1.20; fst=1.10\n", + "RMSE with wet snow masked out = 0.58\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.26\n", + "sit=-100.00, wst=-1.20; fst=1.10\n", + "RMSE with wet snow masked out = 0.59\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.30\n", + "sit=0.00, wst=-1.20; fst=1.20\n", + "RMSE with wet snow masked out = 0.57\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.24\n", + "sit=-100.00, wst=-1.20; fst=1.20\n", + "RMSE with wet snow masked out = 0.57\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.28\n", + "sit=0.00, wst=-1.20; fst=1.30\n", + "RMSE with wet snow masked out = 0.55\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.21\n", + "sit=-100.00, wst=-1.20; fst=1.30\n", + "RMSE with wet snow masked out = 0.56\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.26\n", + "sit=0.00, wst=-1.20; fst=1.40\n", + "RMSE with wet snow masked out = 0.53\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.19\n", + "sit=-100.00, wst=-1.20; fst=1.40\n", + "RMSE with wet snow masked out = 0.54\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.24\n", + "sit=0.00, wst=-1.20; fst=1.50\n", + "RMSE with wet snow masked out = 0.51\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.17\n", + "sit=-100.00, wst=-1.20; fst=1.50\n", + "RMSE with wet snow masked out = 0.52\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.23\n", + "sit=0.00, wst=-1.20; fst=1.60\n", + "RMSE with wet snow masked out = 0.50\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.15\n", + "sit=-100.00, wst=-1.20; fst=1.60\n", + "RMSE with wet snow masked out = 0.51\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.21\n", + "sit=0.00, wst=-1.20; fst=1.70\n", + "RMSE with wet snow masked out = 0.47\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.13\n", + "sit=-100.00, wst=-1.20; fst=1.70\n", + "RMSE with wet snow masked out = 0.49\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.20\n", + "sit=0.00, wst=-1.20; fst=1.80\n", + "RMSE with wet snow masked out = 0.45\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.12\n", + "sit=-100.00, wst=-1.20; fst=1.80\n", + "RMSE with wet snow masked out = 0.47\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.19\n", + "sit=0.00, wst=-1.20; fst=1.90\n", + "RMSE with wet snow masked out = 0.43\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.10\n", + "sit=-100.00, wst=-1.20; fst=1.90\n", + "RMSE with wet snow masked out = 0.45\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.18\n", + "sit=0.00, wst=-1.20; fst=2.00\n", + "RMSE with wet snow masked out = 0.42\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.09\n", + "sit=-100.00, wst=-1.20; fst=2.00\n", + "RMSE with wet snow masked out = 0.44\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.17\n", + "sit=0.00, wst=-1.10; fst=0.50\n", + "RMSE with wet snow masked out = 0.62\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.41\n", + "sit=-100.00, wst=-1.10; fst=0.50\n", + "RMSE with wet snow masked out = 0.62\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.41\n", + "sit=0.00, wst=-1.10; fst=0.60\n", + "RMSE with wet snow masked out = 0.61\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.38\n", + "sit=-100.00, wst=-1.10; fst=0.60\n", + "RMSE with wet snow masked out = 0.61\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.38\n", + "sit=0.00, wst=-1.10; fst=0.70\n", + "RMSE with wet snow masked out = 0.60\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.34\n", + "sit=-100.00, wst=-1.10; fst=0.70\n", + "RMSE with wet snow masked out = 0.60\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.35\n", + "sit=0.00, wst=-1.10; fst=0.80\n", + "RMSE with wet snow masked out = 0.58\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.31\n", + "sit=-100.00, wst=-1.10; fst=0.80\n", + "RMSE with wet snow masked out = 0.59\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.33\n", + "sit=0.00, wst=-1.10; fst=0.90\n", + "RMSE with wet snow masked out = 0.57\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.28\n", + "sit=-100.00, wst=-1.10; fst=0.90\n", + "RMSE with wet snow masked out = 0.58\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.30\n", + "sit=0.00, wst=-1.10; fst=1.00\n", + "RMSE with wet snow masked out = 0.56\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.25\n", + "sit=-100.00, wst=-1.10; fst=1.00\n", + "RMSE with wet snow masked out = 0.57\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.27\n", + "sit=0.00, wst=-1.10; fst=1.10\n", + "RMSE with wet snow masked out = 0.55\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.23\n", + "sit=-100.00, wst=-1.10; fst=1.10\n", + "RMSE with wet snow masked out = 0.55\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.25\n", + "sit=0.00, wst=-1.10; fst=1.20\n", + "RMSE with wet snow masked out = 0.53\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.21\n", + "sit=-100.00, wst=-1.10; fst=1.20\n", + "RMSE with wet snow masked out = 0.54\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.23\n", + "sit=0.00, wst=-1.10; fst=1.30\n", + "RMSE with wet snow masked out = 0.52\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.18\n", + "sit=-100.00, wst=-1.10; fst=1.30\n", + "RMSE with wet snow masked out = 0.52\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.21\n", + "sit=0.00, wst=-1.10; fst=1.40\n", + "RMSE with wet snow masked out = 0.50\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.16\n", + "sit=-100.00, wst=-1.10; fst=1.40\n", + "RMSE with wet snow masked out = 0.51\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.19\n", + "sit=0.00, wst=-1.10; fst=1.50\n", + "RMSE with wet snow masked out = 0.48\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.14\n", + "sit=-100.00, wst=-1.10; fst=1.50\n", + "RMSE with wet snow masked out = 0.49\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.18\n", + "sit=0.00, wst=-1.10; fst=1.60\n", + "RMSE with wet snow masked out = 0.46\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.13\n", + "sit=-100.00, wst=-1.10; fst=1.60\n", + "RMSE with wet snow masked out = 0.47\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.17\n", + "sit=0.00, wst=-1.10; fst=1.70\n", + "RMSE with wet snow masked out = 0.44\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.11\n", + "sit=-100.00, wst=-1.10; fst=1.70\n", + "RMSE with wet snow masked out = 0.45\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.15\n", + "sit=0.00, wst=-1.10; fst=1.80\n", + "RMSE with wet snow masked out = 0.42\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.10\n", + "sit=-100.00, wst=-1.10; fst=1.80\n", + "RMSE with wet snow masked out = 0.43\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.14\n", + "sit=0.00, wst=-1.10; fst=1.90\n", + "RMSE with wet snow masked out = 0.40\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.09\n", + "sit=-100.00, wst=-1.10; fst=1.90\n", + "RMSE with wet snow masked out = 0.41\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.13\n", + "sit=0.00, wst=-1.10; fst=2.00\n", + "RMSE with wet snow masked out = 0.39\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.08\n", + "sit=-100.00, wst=-1.10; fst=2.00\n", + "RMSE with wet snow masked out = 0.40\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.12\n", + "sit=0.00, wst=-1.00; fst=0.50\n", + "RMSE with wet snow masked out = 0.58\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.36\n", + "sit=-100.00, wst=-1.00; fst=0.50\n", + "RMSE with wet snow masked out = 0.58\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.37\n", + "sit=0.00, wst=-1.00; fst=0.60\n", + "RMSE with wet snow masked out = 0.57\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.33\n", + "sit=-100.00, wst=-1.00; fst=0.60\n", + "RMSE with wet snow masked out = 0.57\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.34\n", + "sit=0.00, wst=-1.00; fst=0.70\n", + "RMSE with wet snow masked out = 0.56\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.30\n", + "sit=-100.00, wst=-1.00; fst=0.70\n", + "RMSE with wet snow masked out = 0.56\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.31\n", + "sit=0.00, wst=-1.00; fst=0.80\n", + "RMSE with wet snow masked out = 0.55\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.27\n", + "sit=-100.00, wst=-1.00; fst=0.80\n", + "RMSE with wet snow masked out = 0.55\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.28\n", + "sit=0.00, wst=-1.00; fst=0.90\n", + "RMSE with wet snow masked out = 0.54\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.24\n", + "sit=-100.00, wst=-1.00; fst=0.90\n", + "RMSE with wet snow masked out = 0.54\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.25\n", + "sit=0.00, wst=-1.00; fst=1.00\n", + "RMSE with wet snow masked out = 0.53\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.22\n", + "sit=-100.00, wst=-1.00; fst=1.00\n", + "RMSE with wet snow masked out = 0.53\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.23\n", + "sit=0.00, wst=-1.00; fst=1.10\n", + "RMSE with wet snow masked out = 0.51\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.19\n", + "sit=-100.00, wst=-1.00; fst=1.10\n", + "RMSE with wet snow masked out = 0.52\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.21\n", + "sit=0.00, wst=-1.00; fst=1.20\n", + "RMSE with wet snow masked out = 0.50\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.17\n", + "sit=-100.00, wst=-1.00; fst=1.20\n", + "RMSE with wet snow masked out = 0.50\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.19\n", + "sit=0.00, wst=-1.00; fst=1.30\n", + "RMSE with wet snow masked out = 0.48\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.15\n", + "sit=-100.00, wst=-1.00; fst=1.30\n", + "RMSE with wet snow masked out = 0.48\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.17\n", + "sit=0.00, wst=-1.00; fst=1.40\n", + "RMSE with wet snow masked out = 0.46\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.13\n", + "sit=-100.00, wst=-1.00; fst=1.40\n", + "RMSE with wet snow masked out = 0.47\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.15\n", + "sit=0.00, wst=-1.00; fst=1.50\n", + "RMSE with wet snow masked out = 0.45\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.12\n", + "sit=-100.00, wst=-1.00; fst=1.50\n", + "RMSE with wet snow masked out = 0.45\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.14\n", + "sit=0.00, wst=-1.00; fst=1.60\n", + "RMSE with wet snow masked out = 0.43\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.10\n", + "sit=-100.00, wst=-1.00; fst=1.60\n", + "RMSE with wet snow masked out = 0.44\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.13\n", + "sit=0.00, wst=-1.00; fst=1.70\n", + "RMSE with wet snow masked out = 0.41\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.09\n", + "sit=-100.00, wst=-1.00; fst=1.70\n", + "RMSE with wet snow masked out = 0.41\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.11\n", + "sit=0.00, wst=-1.00; fst=1.80\n", + "RMSE with wet snow masked out = 0.39\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.08\n", + "sit=-100.00, wst=-1.00; fst=1.80\n", + "RMSE with wet snow masked out = 0.39\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.10\n", + "sit=0.00, wst=-1.00; fst=1.90\n", + "RMSE with wet snow masked out = 0.37\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.07\n", + "sit=-100.00, wst=-1.00; fst=1.90\n", + "RMSE with wet snow masked out = 0.38\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.09\n", + "sit=0.00, wst=-1.00; fst=2.00\n", + "RMSE with wet snow masked out = 0.36\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.06\n", + "sit=-100.00, wst=-1.00; fst=2.00\n", + "RMSE with wet snow masked out = 0.37\n", + "Full RMSE = 1.02\n", + "Frac valid pixels = 0.09\n", + "2023-09-07 10:21:59.742675 -- starting Cameron_2021-03-19\n", + "This file already exists, continuing.\n", + "2023-09-07 10:21:59.742802 -- starting Dry_Creek_2020-02-19\n", + "This file already exists, continuing.\n", + "2023-09-07 10:21:59.742872 -- starting Frasier_2020-02-11\n", + "This file already exists, continuing.\n", + "2023-09-07 10:21:59.742938 -- starting Frasier_2021-03-19\n", + "This file already exists, continuing.\n", + "2023-09-07 10:21:59.743045 -- starting Little_Cottonwood_2021-03-18\n", + "This file already exists, continuing.\n", + "2023-09-07 10:21:59.743093 -- starting Mores_2020-02-09\n", + "This file already exists, continuing.\n", + "2023-09-07 10:21:59.743150 -- starting Mores_2021-03-15\n", + "This file already exists, continuing.\n" + ] + } + ], + "source": [ + "files = sorted(glob('spicy_s1_stacks/*.nc'))\n", + "\n", + "# Create parameter space\n", + "a = 2.5\n", + "b = 0.2\n", + "c = 0.55\n", + "\n", + "wet_snow_thresh = np.arange(-3, -0.9, 0.1)\n", + "freeze_snow_thresh = np.arange(1, 3.1, 0.1)\n", + "#freeze_snow_thresh = np.arange(0.5, 2.1, 0.1)\n", + "SI_thresh = [0,-100]\n", + "\n", + "total_count = len(wet_snow_thresh)*len(freeze_snow_thresh)*len(SI_thresh)\n", + "\n", + "for f in files:\n", + " ds_name = f.split('stacks/')[-1].split('.')[0]\n", + " print(datetime.now(), f' -- starting {ds_name}')\n", + "\n", + " if Path(f'rmse_test_wet_snow/{ds_name}_wet_flag.nc').is_file():\n", + " print('This file already exists, continuing.')\n", + " continue\n", + "\n", + " # Open dataset \n", + " ds_ = xr.open_dataset(f).load()\n", + " dataset = ds_[['s1','deltaVV','ims','fcf','lidar-sd']]\n", + " td = abs(pd.to_datetime(dataset.time) - pd.to_datetime(dataset.attrs['lidar-flight-time']))\n", + " closest_ts_idx = np.where(td == td.min())[0][0]\n", + " closest_ts = dataset.time[closest_ts_idx]\n", + "\n", + " if 'Frasier_2020-02-11' in ds_name:\n", + " closest_ts = '2020-02-16T13:09:43.000000000'\n", + " \n", + " # Initialize RMSE arrays\n", + " rmse_wet_flag = xr.DataArray(np.empty((len(SI_thresh),len(wet_snow_thresh), len(freeze_snow_thresh)))*np.nan,\n", + " coords=(SI_thresh,wet_snow_thresh,freeze_snow_thresh), dims=('SI_thresh','wet_snow_thresh','freeze_snow_thresh'))\n", + " rmse_no_flag = xr.DataArray(np.empty((len(SI_thresh),len(wet_snow_thresh), len(freeze_snow_thresh)))*np.nan,\n", + " coords=(SI_thresh,wet_snow_thresh,freeze_snow_thresh), dims=('SI_thresh','wet_snow_thresh','freeze_snow_thresh'))\n", + " valid_pixels = xr.DataArray(np.empty((len(SI_thresh),len(wet_snow_thresh), len(freeze_snow_thresh)))*np.nan,\n", + " coords=(SI_thresh,wet_snow_thresh,freeze_snow_thresh), dims=('SI_thresh','wet_snow_thresh','freeze_snow_thresh'))\n", + " # Brute-force loop\n", + " for wst in wet_snow_thresh:\n", + " for fst in freeze_snow_thresh:\n", + " for sit in SI_thresh:\n", + " print(f'sit={sit:0.2f}, wst={wst:0.2f}; fst={fst:0.2f}')\n", + "\n", + " ds = retrieval_from_parameters(dataset,A=a,B=b,C=c,wet_SI_thresh=sit,freezing_snow_thresh=fst,wet_snow_thresh=wst)\n", + "\n", + " mask_wet = ~(ds['lidar-sd'].isnull() | ds['snow_depth'].sel(time=closest_ts).isnull() | ds['wet_snow'].sel(time=closest_ts).astype(bool))\n", + " diff_wet = ds['lidar-sd'].where(mask_wet) - ds['snow_depth'].sel(time=closest_ts).where(mask_wet)\n", + " rmse_wet = float(np.sqrt((diff_wet**2).sum()/len(diff_wet.values.flatten())))\n", + " print(f'RMSE with wet snow masked out = {rmse_wet:0.2f}')\n", + " rmse_wet_flag.loc[sit,wst,fst] = rmse_wet\n", + " # Compare snow depths - no wet snow mask\n", + " mask = ~(ds['lidar-sd'].isnull() | pd.isnull(ds['snow_depth'].sel(time=closest_ts)))\n", + " diff = ds['lidar-sd'].where(mask) - ds['snow_depth'].sel(time=closest_ts).where(mask)\n", + " rmse = float(np.sqrt((diff**2).sum()/len(diff.values.flatten())))\n", + " print(f'Full RMSE = {rmse:0.2f}')\n", + " rmse_no_flag.loc[sit,wst,fst] = rmse\n", + " valid_pixels.loc[sit,wst,fst] = mask_wet.sum() / mask.sum()\n", + " print(f'Frac valid pixels = {mask_wet.sum()/ mask.sum():0.2f}')\n", + "\n", + "\n", + " # After loop, save RMSE results per file\n", + " rmse_wet_flag.to_netcdf(f'rmse_test_wet_snow/{ds_name}_wet_flag.nc')\n", + " rmse_no_flag.to_netcdf(f'rmse_test_wet_snow/{ds_name}_no_flag.nc')\n", + " valid_pixels.to_netcdf(f'rmse_test_wet_snow/{ds_name}_valid_pixels.nc')\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Let's make sure the netcdfs are outputting correctly" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "directory = 'rmse_test_wet_snow'\n", + "\n", + "\n", + "which_site = 0\n", + "\n", + "results1 = sorted(glob(f'{directory}/*wet*.nc'))\n", + "results2 = sorted(glob(f'{directory}/*no*.nc'))\n", + "results3 = sorted(glob(f'{directory}/*valid*.nc'))\n", + "\n", + "wet_snow = xr.open_dataarray(results1[which_site])\n", + "all_snow = xr.open_dataarray(results2[which_site])\n", + "frac_valid = xr.open_dataarray(results3[which_site])\n", + "\n", + "all_rmse = xr.concat([wet_snow,all_snow],'wet_or_all')\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f,ax=plt.subplots(1,2)\n", + "wet_snow.sel(SI_thresh=0).plot(ax=ax[0])\n", + "frac_valid.sel(SI_thresh=0).plot(ax=ax[1])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "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": "3.11.3" + }, + "vscode": { + "interpreter": { + "hash": "ce4bdd2387e2daa803a7d0f8b0d766d25a1c9eab6b20981c1c0786f34d7ccd75" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/contrib/gagliano/wet_snow_get_rmse_all_sites.ipynb b/contrib/gagliano/wet_snow_get_rmse_all_sites.ipynb deleted file mode 100644 index 36e4c06..0000000 --- a/contrib/gagliano/wet_snow_get_rmse_all_sites.ipynb +++ /dev/null @@ -1,299 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import xarray as xr\n", - "import matplotlib.pyplot as plt\n", - "import pandas as pd\n", - "import numpy as np\n", - "from pathlib import Path\n", - "from glob import glob\n", - "from datetime import datetime\n", - "import sys\n", - "sys.path.append('../../../spicy-snow/')\n", - "\n", - "from spicy_snow.processing.snow_index import calc_delta_cross_ratio, calc_delta_gamma, \\\n", - " clip_delta_gamma_outlier, calc_snow_index, calc_snow_index_to_snow_depth\n", - "from spicy_snow.processing.wet_snow import id_newly_wet_snow, id_wet_negative_si, \\\n", - " id_newly_frozen_snow, flag_wet_snow\n", - "from spicy_snow.retrieval import retrieval_from_parameters\n", - "\n", - "from dask.distributed import Client\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "client = Client(local_directory='/tmp', processes=False)\n", - "client" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "files = sorted(glob('spicy_s1_stacks/*.nc'))\n", - "\n", - "\n", - "f = files[1]\n", - "ds_name = f.split('stacks/')[-1].split('.')[0]\n", - "print(datetime.now(), f' -- starting {ds_name}')\n", - "\n", - " # Open dataset \n", - "ds_ = xr.open_dataset(f).load()\n", - "dataset = ds_[['s1','deltaVV','ims','fcf','lidar-sd']]\n", - "td = abs(pd.to_datetime(dataset.time) - pd.to_datetime(dataset.attrs['lidar-flight-time']))\n", - "closest_ts_idx = np.where(td == td.min())[0][0]\n", - "closest_ts = dataset.time[closest_ts_idx]\n", - "\n", - "a = 2.5\n", - "b = 0.2\n", - "c = 0.55" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "ds = retrieval_from_parameters(dataset,A=a,B=b,C=c,wet_SI_thresh=2,freezing_snow_thresh=1,wet_snow_thres=-2)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "ds['wet_snow'].plot(col='time',col_wrap=10)\n", - "#ds['wet_flag'].plot(col='time',col_wrap=10)\n", - "#ds['alt_wet_flag'].plot(col='time',col_wrap=10)\n", - "#ds['freeze_flag'].plot(col='time',col_wrap=10)\n", - "#ds['perma_wet'].plot(col='time',col_wrap=10)\n", - "\n", - "#ds['snow_index'].plot(col='time',col_wrap=10)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "mask_wet = ~(ds['lidar-sd'].isnull() | ds['snow_depth'].sel(time=closest_ts).isnull() | ds['wet_snow'].sel(time=closest_ts).astype(bool))\n", - "diff_wet = ds['lidar-sd'].where(mask_wet) - ds['snow_depth'].sel(time=closest_ts).where(mask_wet)\n", - "rmse_wet = float(np.sqrt((diff_wet**2).sum()/len(diff_wet.values.flatten())))\n", - "print(f'RMSE with wet snow masked out = {rmse_wet:0.2f}')\n", - "#rmse_wet_flag.loc[a, b, c,wst] = rmse_wet\n", - "# Compare snow depths - no wet snow mask\n", - "mask = ~(ds['lidar-sd'].isnull() | pd.isnull(ds['snow_depth'].sel(time=closest_ts)))\n", - "diff = ds['lidar-sd'].where(mask) - ds['snow_depth'].sel(time=closest_ts).where(mask)\n", - "rmse = float(np.sqrt((diff**2).sum()/len(diff.values.flatten())))\n", - "print(f'Full RMSE = {rmse:0.2f}')\n", - "#rmse_no_flag.loc[a,b,c,wst] = rmse\n", - "#valid_pixels.loc[a,b,c,wst] = mask_wet.sum() / mask.sum()\n", - "print(f'Frac valid pixels = {mask_wet.sum()/ mask.sum():0.2f}')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "f,ax=plt.subplots(1,2,figsize=(10,4))\n", - "mask.plot(ax=ax[0])\n", - "mask_wet.plot(ax=ax[1])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "files = sorted(glob('spicy_s1_stacks/*.nc'))\n", - "\n", - "# Create parameter space\n", - "a = 2.5\n", - "b = 0.2\n", - "c = 0.55\n", - "\n", - "wet_snow_thresh = np.arange(-3, -0.9, 0.1)\n", - "freeze_snow_thresh = np.arange(1, 3.1, 0.1)\n", - "SI_thresh = [0,-100]\n", - "\n", - "total_count = len(wet_snow_thresh)*len(freeze_snow_thresh)*len(SI_thresh)\n", - "\n", - "for f in files:\n", - " ds_name = f.split('stacks/')[-1].split('.')[0]\n", - " print(datetime.now(), f' -- starting {ds_name}')\n", - "\n", - " if Path(f'rmse_test_wet_snow/{ds_name}_wet_flag.nc').is_file():\n", - " print('This file already exists, continuing.')\n", - " continue\n", - "\n", - " # Open dataset \n", - " ds_ = xr.open_dataset(f).load()\n", - " dataset = ds_[['s1','deltaVV','ims','fcf','lidar-sd']]\n", - " td = abs(pd.to_datetime(dataset.time) - pd.to_datetime(dataset.attrs['lidar-flight-time']))\n", - " closest_ts_idx = np.where(td == td.min())[0][0]\n", - " closest_ts = dataset.time[closest_ts_idx]\n", - "\n", - " if 'Frasier_2020-02-11' in ds_name:\n", - " closest_ts = '2020-02-16T13:09:43.000000000'\n", - " \n", - " # Initialize RMSE arrays\n", - " rmse_wet_flag = xr.DataArray(np.empty((len(SI_thresh),len(wet_snow_thresh), len(freeze_snow_thresh)))*np.nan,\n", - " coords=(SI_thresh,wet_snow_thresh,freeze_snow_thresh), dims=('SI_thresh','wet_snow_thresh','freeze_snow_thresh'))\n", - " rmse_no_flag = xr.DataArray(np.empty((len(SI_thresh),len(wet_snow_thresh), len(freeze_snow_thresh)))*np.nan,\n", - " coords=(SI_thresh,wet_snow_thresh,freeze_snow_thresh), dims=('SI_thresh','wet_snow_thresh','freeze_snow_thresh'))\n", - " valid_pixels = xr.DataArray(np.empty((len(SI_thresh),len(wet_snow_thresh), len(freeze_snow_thresh)))*np.nan,\n", - " coords=(SI_thresh,wet_snow_thresh,freeze_snow_thresh), dims=('SI_thresh','wet_snow_thresh','freeze_snow_thresh'))\n", - " # Brute-force loop\n", - " for wst in wet_snow_thresh:\n", - " for fst in freeze_snow_thresh:\n", - " for sit in SI_thresh:\n", - " print(f'sit={sit:0.2f}, wst={wst:0.2f}; fst={fst:0.2f}')\n", - "\n", - " ds = retrieval_from_parameters(dataset,A=a,B=b,C=c,wet_SI_thresh=sit,freezing_snow_thresh=fst,wet_snow_thres=wst)\n", - "\n", - " mask_wet = ~(ds['lidar-sd'].isnull() | ds['snow_depth'].sel(time=closest_ts).isnull() | ds['wet_snow'].sel(time=closest_ts).astype(bool))\n", - " diff_wet = ds['lidar-sd'].where(mask_wet) - ds['snow_depth'].sel(time=closest_ts).where(mask_wet)\n", - " rmse_wet = float(np.sqrt((diff_wet**2).sum()/len(diff_wet.values.flatten())))\n", - " print(f'RMSE with wet snow masked out = {rmse_wet:0.2f}')\n", - " rmse_wet_flag.loc[sit,wst,fst] = rmse_wet\n", - " # Compare snow depths - no wet snow mask\n", - " mask = ~(ds['lidar-sd'].isnull() | pd.isnull(ds['snow_depth'].sel(time=closest_ts)))\n", - " diff = ds['lidar-sd'].where(mask) - ds['snow_depth'].sel(time=closest_ts).where(mask)\n", - " rmse = float(np.sqrt((diff**2).sum()/len(diff.values.flatten())))\n", - " print(f'Full RMSE = {rmse:0.2f}')\n", - " rmse_no_flag.loc[sit,wst,fst] = rmse\n", - " valid_pixels.loc[sit,wst,fst] = mask_wet.sum() / mask.sum()\n", - " print(f'Frac valid pixels = {mask_wet.sum()/ mask.sum():0.2f}')\n", - "\n", - "\n", - " # After loop, save RMSE results per file\n", - " rmse_wet_flag.to_netcdf(f'rmse_test_wet_snow/{ds_name}_wet_flag.nc')\n", - " rmse_no_flag.to_netcdf(f'rmse_test_wet_snow/{ds_name}_no_flag.nc')\n", - " valid_pixels.to_netcdf(f'rmse_test_wet_snow/{ds_name}_valid_pixels.nc')\n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "directory = 'rmse_test_wet_snow'\n", - "\n", - "\n", - "which_site = 0\n", - "\n", - "results1 = sorted(glob(f'{directory}/*wet*.nc'))\n", - "results2 = sorted(glob(f'{directory}/*no*.nc'))\n", - "results3 = sorted(glob(f'{directory}/*valid*.nc'))\n", - "\n", - "wet_snow = xr.open_dataarray(results1[which_site])\n", - "all_snow = xr.open_dataarray(results2[which_site])\n", - "frac_valid = xr.open_dataarray(results3[which_site])\n", - "\n", - "all_rmse = xr.concat([wet_snow,all_snow],'wet_or_all')\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "f,ax=plt.subplots(1,2)\n", - "wet_snow.sel(SI_thresh=0).plot(ax=ax[0])\n", - "frac_valid.sel(SI_thresh=0).plot(ax=ax[1])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "all_rmse" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "sit = 0\n", - "f=all_rmse.sel(SI_thresh=sit).plot(hue='wet_or_all',col='wet_snow_thresh',add_legend=False)\n", - "for wst,ax in zip(wet_snow_thresh,f.axs[0]):\n", - " frac_ax = ax.twinx()\n", - " fv = frac_valid.sel(SI_thresh=sit,wet_snow_thresh=wst).plot(ax=frac_ax,color='green',label='dry pixel fraction')\n", - " frac_ax.set_title('')\n", - " ax.axvline(wet_snow.sel(SI_thresh=sit,wet_snow_thresh=wst).idxmin(),color='black',linestyle='--')\n", - " ax.set_title('')\n", - " dry_percent = 100*frac_valid.sel(SI_thresh=sit,wet_snow_thresh=wst,freeze_snow_thresh=float(wet_snow.sel(SI_thresh=sit,wet_snow_thresh=wst).idxmin()))\n", - " ax.set_title(f'sit={sit:0.1f}, wst={wst:0.1f}, \\n min(RMSE)={float(wet_snow.sel(SI_thresh=sit,wet_snow_thresh=wst).min()):0.2f} @ {float(wet_snow.sel(SI_thresh=sit,wet_snow_thresh=wst).idxmin()):0.2f}dB,\\n Dry={dry_percent:0.2f}%')\n", - "\n", - " \n", - "ax.legend(labels=['wet snow mask','no mask'], title= 'RMSE', loc='lower right')\n", - "frac_ax.legend(handles=fv,labels=['Dry pixel fraction'], loc='upper right')\n", - "plt.tight_layout()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "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": "3.11.3" - }, - "vscode": { - "interpreter": { - "hash": "ce4bdd2387e2daa803a7d0f8b0d766d25a1c9eab6b20981c1c0786f34d7ccd75" - } - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/contrib/gagliano/wet_snow_testing.ipynb b/contrib/gagliano/wet_snow_initial_testing.ipynb similarity index 93% rename from contrib/gagliano/wet_snow_testing.ipynb rename to contrib/gagliano/wet_snow_initial_testing.ipynb index f6d6635..66b18a1 100644 --- a/contrib/gagliano/wet_snow_testing.ipynb +++ b/contrib/gagliano/wet_snow_initial_testing.ipynb @@ -1,5 +1,21 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Initial testing of A, B, C, and wet snow threshold (old)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Last updated March 2023\n", + "\n", + "This notebook did some initial testing of A, B, C, and wet snow threshold to see how RMSE varied. Ignore this notebook, mostly for posterity. This notebook operates on netcdfs in the old_netcdfs folder." + ] + }, { "cell_type": "code", "execution_count": null, @@ -96,7 +112,7 @@ " ds_name = f.split('stacks/')[-1].split('.')[0]\n", " print(datetime.now(), f' -- starting {ds_name}')\n", "\n", - " if Path(f'rmse_out_with_si/{ds_name}_wet_flag.nc').is_file():\n", + " if Path(f'old_netcdfs/rmse_out_with_si/{ds_name}_wet_flag.nc').is_file():\n", " print('This file already exists, continuing.')\n", " continue\n", " \n", @@ -144,9 +160,9 @@ " print(f'Frac valid pixels = {mask_wet.sum() /mask.sum():0.2f}')\n", "\n", " # After loop, save RMSE results per file\n", - " rmse_wet_flag.to_netcdf(f'rmse_out_with_si/{ds_name}_wet_flag.nc')\n", - " rmse_no_flag.to_netcdf(f'rmse_out_with_si/{ds_name}_no_flag.nc')\n", - " valid_pixels.to_netcdf(f'rmse_out_with_si/{ds_name}_valid_pixels.nc')\n", + " rmse_wet_flag.to_netcdf(f'old_netcdfs/rmse_out_with_si/{ds_name}_wet_flag.nc')\n", + " rmse_no_flag.to_netcdf(f'old_netcdfs/rmse_out_with_si/{ds_name}_no_flag.nc')\n", + " valid_pixels.to_netcdf(f'old_netcdfs/rmse_out_with_si/{ds_name}_valid_pixels.nc')\n", " " ] }, @@ -158,13 +174,13 @@ "source": [ "with_neg_si_flag_wet_snow = True\n", "\n", - "directory = 'rmse_out_with_si'\n", - "#directory = 'rmse_out'\n", + "directory = 'old_netcdfs/rmse_out_with_si'\n", + "#directory = 'old_netcdfs/rmse_out'\n", "\n", "#if with_neg_si_flag_wet_snow == True:\n", - "# directory = 'rmse_out_full_with_si'\n", + "# directory = 'old_netcdfs/rmse_out_full_with_si'\n", "#else:\n", - "# directory = 'rmse_out_full'\n", + "# directory = 'old_netcdfs/rmse_out_full'\n", "\n", "results = sorted(glob(f'{directory}/*.nc'))\n", "names = []\n", @@ -261,7 +277,7 @@ " ds_name = f.split('stacks/')[-1].split('.')[0]\n", " print(datetime.now(), f' -- starting {ds_name}')\n", "\n", - " if Path(f'rmse_out_full_with_si/{ds_name}_wet_flag.nc').is_file():\n", + " if Path(f'old_netcdfs/rmse_out_full_with_si/{ds_name}_wet_flag.nc').is_file():\n", " print('This file already exists, continuing.')\n", " continue\n", "\n", @@ -310,9 +326,9 @@ " print(f'Frac valid pixels = {mask_wet.sum()/ mask.sum():0.2f}')\n", "\n", " # After loop, save RMSE results per file\n", - " rmse_wet_flag.to_netcdf(f'rmse_out_full_with_si/{ds_name}_wet_flag.nc')\n", - " rmse_no_flag.to_netcdf(f'rmse_out_full_with_si/{ds_name}_no_flag.nc')\n", - " valid_pixels.to_netcdf(f'rmse_out_full_with_si/{ds_name}_valid_pixels.nc')\n", + " rmse_wet_flag.to_netcdf(f'old_netcdfs/rmse_out_full_with_si/{ds_name}_wet_flag.nc')\n", + " rmse_no_flag.to_netcdf(f'old_netcdfs/rmse_out_full_with_si/{ds_name}_no_flag.nc')\n", + " valid_pixels.to_netcdf(f'old_netcdfs/rmse_out_full_with_si/{ds_name}_valid_pixels.nc')\n", " " ] }, @@ -322,8 +338,8 @@ "metadata": {}, "outputs": [], "source": [ - "directory = 'rmse_out_full'\n", - "directory = 'rmse_out_full_with_si'\n", + "directory = 'old_netcdfs/rmse_out_full'\n", + "directory = 'old_netcdfs/rmse_out_full_with_si'\n", "\n", "which_site = 5\n", "\n", @@ -523,47 +539,6 @@ "# f,ax=plt.subplots()\n", "# ax.imshow(mask)" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [] } ], "metadata": { diff --git a/contrib/gagliano/wet_snow_plot_rmse.ipynb b/contrib/gagliano/wet_snow_plot_rmse.ipynb index 2e3c804..62447ea 100644 --- a/contrib/gagliano/wet_snow_plot_rmse.ipynb +++ b/contrib/gagliano/wet_snow_plot_rmse.ipynb @@ -1,8 +1,24 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plot wet snow RMSE netcdfs" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Updated September 11, 2023\n", + "\n", + "Plot wet snow RMSE and fraction of dry snow per different wet snow parameters." + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -25,15 +41,21 @@ "from dask.distributed import Client\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Choose site" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "directory = 'rmse_test_wet_snow'\n", "\n", - "\n", "which_site = 1\n", "\n", "results1 = sorted(glob(f'{directory}/*wet*.nc'))\n", @@ -44,40 +66,52 @@ "all_snow = xr.open_dataarray(results2[which_site])\n", "frac_valid = xr.open_dataarray(results3[which_site])\n", "\n", - "wet_snow = wet_snow.sel(freeze_snow_thresh=slice(1,2))\n", - "all_snow = all_snow.sel(freeze_snow_thresh=slice(1,2))\n", - "frac_valid = frac_valid.sel(freeze_snow_thresh=slice(1,2))\n", + "wet_snow = wet_snow.sel(freeze_snow_thresh=slice(0.5,2))\n", + "all_snow = all_snow.sel(freeze_snow_thresh=slice(0.5,2))\n", + "frac_valid = frac_valid.sel(freeze_snow_thresh=slice(0.5,2))\n", "\n", "all_rmse = xr.concat([wet_snow,all_snow],'wet_or_all')\n", - "\n" + "normalized_rmse = wet_snow/all_snow\n" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "#wet_snow.sel(SI_thresh=0).plot.contour(levels=10,linestyle='--',color='black')" + "## Plot RMSE and fraction dry pixels" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "f,ax=plt.subplots(2,2,figsize=(6,6),sharex=True,sharey=True)\n", - "wet_snow.sel(SI_thresh=0).plot(ax=ax[0,0],vmin=0.3,vmax=0.9)\n", - "frac_valid.sel(SI_thresh=0).plot(ax=ax[0,1],vmin=0,vmax=1)\n", + "f,ax=plt.subplots(2,2,figsize=(6,6))\n", + "\n", + "normalized_rmse.sel(SI_thresh=0).plot(ax=ax[0,0],vmin=0.3,vmax=1,cmap='seismic')\n", + "frac_valid.sel(SI_thresh=0).plot.contourf(ax=ax[0,1],vmin=0,vmax=1,levels=11,cmap='Greens')\n", "\n", "\n", - "wet_snow.sel(SI_thresh=-100).plot(ax=ax[1,0],vmin=0.3,vmax=0.9)\n", - "frac_valid.sel(SI_thresh=-100).plot(ax=ax[1,1],vmin=0,vmax=1)\n", - "ax[1,0].set_title('RMSE')\n", - "ax[1,1].set_title('Fraction of pixels dry')\n", + "normalized_rmse.sel(SI_thresh=-100).plot(ax=ax[1,0],vmin=0.3,vmax=1,cmap='seismic')\n", + "frac_valid.sel(SI_thresh=-100).plot.contourf(ax=ax[1,1],vmin=0,vmax=1,levels=11,cmap='Greens')\n", + "#ax[1,0].set_title('Normalized RMSE')\n", + "#ax[1,1].set_title('Fraction of pixels dry')\n", + "ax[1,0].set_title('')\n", + "ax[1,1].set_title('')\n", "\n", - "ax[0,0].set_title('RMSE')\n", + "ax[0,0].set_title('Normalized RMSE')\n", "ax[0,1].set_title('Fraction dry pixels')\n", "\n", "ax[0,0].set_xlabel('')\n", @@ -86,16 +120,19 @@ "\n", "ax[1,1].set_ylabel('')\n", "\n", - "ax[0,0].set_ylabel('Wet snow threshold')\n", - "ax[1,0].set_ylabel('Wet snow threshold')\n", + "ax[0,0].set_ylabel('Wet snow threshold [dB]')\n", + "ax[1,0].set_ylabel('Wet snow threshold [dB]')\n", "\n", - "ax[1,0].set_xlabel('Freeze snow threshold')\n", - "ax[1,1].set_xlabel('Freeze snow threshold')\n", + "ax[1,0].set_xlabel('Freeze snow threshold [dB]')\n", + "ax[1,1].set_xlabel('Freeze snow threshold [dB]')\n", "\n", + "#for axs in ax:\n", + "# axs.set_xlim([0.5,2])\n", "\n", - "f.suptitle('RMSE and Fraction dry pixels with and without alternate wet snow flag')\n", "\n", - "rows=['with alternate wet snow flag','without alternate wet snow flag']\n", + "f.suptitle('Banner Creek 2021 \\nNormalized RMSE and fraction dry pixels \\nwith and without alternate wet snow flag')\n", + "\n", + "rows=['with flag','without flag']\n", "pad = 5\n", "for ax, row in zip(ax[:,0], rows):\n", " ax.annotate(row,xy=(0, 0.5), xytext=(-ax.yaxis.labelpad-pad,0), \n", @@ -103,61 +140,32 @@ " size='large', ha='right', va='center',rotation=90)\n", "plt.tight_layout()\n", "\n", - "f.savefig('figures/RMSE_fracdry_mesh.png',dpi=600)" + "f.savefig('figures/RMSE_fracdry_2D.png',dpi=600)" ] }, { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "sit = 0\n", - "f=all_rmse.sel(SI_thresh=sit).plot(hue='wet_or_all',col='wet_snow_thresh',add_legend=False,col_wrap=5)\n", - "\n", - "for wst,ax in zip(all_rmse.wet_snow_thresh,f.axs.ravel()):\n", - " frac_ax = ax.twinx()\n", - " fv = frac_valid.sel(SI_thresh=sit,wet_snow_thresh=wst).plot(ax=frac_ax,color='green',label='dry pixel fraction')\n", - " frac_ax.set_title('')\n", - " ax.axvline(wet_snow.sel(SI_thresh=sit,wet_snow_thresh=wst).idxmin(),color='black',linestyle='--')\n", - " ax.set_title('')\n", - " dry_percent = 100*frac_valid.sel(SI_thresh=sit,wet_snow_thresh=wst,freeze_snow_thresh=float(wet_snow.sel(SI_thresh=sit,wet_snow_thresh=wst).idxmin()))\n", - " ax.set_title(f'sit={sit:0.1f}, wst={wst:0.1f}, \\n min(RMSE)={float(wet_snow.sel(SI_thresh=sit,wet_snow_thresh=wst).min()):0.2f} @ {float(wet_snow.sel(SI_thresh=sit,wet_snow_thresh=wst).idxmin()):0.2f}dB,\\n Dry={dry_percent:0.2f}%')\n", - "\n", - " \n", - "ax.legend(labels=['wet snow mask','no mask'], title= 'RMSE', loc='lower right')\n", - "frac_ax.legend(handles=fv,labels=['Dry pixel fraction'], loc='upper right')\n", - "plt.tight_layout()" - ] - }, - { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "sit = -100\n", - "f=all_rmse.sel(SI_thresh=sit).plot(hue='wet_or_all',col='wet_snow_thresh',add_legend=False,col_wrap=5)\n", - "for wst,ax in zip(all_rmse.wet_snow_thresh,f.axs.ravel()):\n", - " frac_ax = ax.twinx()\n", - " fv = frac_valid.sel(SI_thresh=sit,wet_snow_thresh=wst).plot(ax=frac_ax,color='green',label='dry pixel fraction')\n", - " frac_ax.set_title('')\n", - " ax.axvline(wet_snow.sel(SI_thresh=sit,wet_snow_thresh=wst).idxmin(),color='black',linestyle='--')\n", - " ax.set_title('')\n", - " dry_percent = 100*frac_valid.sel(SI_thresh=sit,wet_snow_thresh=wst,freeze_snow_thresh=float(wet_snow.sel(SI_thresh=sit,wet_snow_thresh=wst).idxmin()))\n", - " ax.set_title(f'sit={sit:0.1f}, wst={wst:0.1f}, \\n min(RMSE)={float(wet_snow.sel(SI_thresh=sit,wet_snow_thresh=wst).min()):0.2f} @ {float(wet_snow.sel(SI_thresh=sit,wet_snow_thresh=wst).idxmin()):0.2f}dB,\\n Dry={dry_percent:0.2f}%')\n", - "\n", - " \n", - "ax.legend(labels=['wet snow mask','no mask'], title= 'RMSE', loc='lower right')\n", - "frac_ax.legend(handles=fv,labels=['Dry pixel fraction'], loc='upper right')\n", - "plt.tight_layout()" + "## 2D slices of RMSE and fraction dry pixels" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "#sit = 0\n", "col_wrap = 3\n", @@ -172,28 +180,25 @@ " frac_ax.set_title('')\n", " #ax.axvline(wet_snow.sel(SI_thresh=sit,wet_snow_thresh=wst).idxmin(),color='black',linestyle='--')\n", " ax.set_title('')\n", - " dry_percent = 100*frac_valid.sel(SI_thresh=sit,wet_snow_thresh=wst,freeze_snow_thresh=float(wet_snow.sel(SI_thresh=sit,wet_snow_thresh=wst).idxmin()))\n", - " ax.set_title(f'wst={wst:0.1f}')\n", + " #dry_percent = 100*frac_valid.sel(SI_thresh=sit,wet_snow_thresh=wst,freeze_snow_thresh=float(wet_snow.sel(SI_thresh=sit,wet_snow_thresh=wst).idxmin()))\n", + " ax.set_title(f'wet thresh = {wst:0.1f} dB')\n", "\n", " if np.mod(counter,col_wrap) == 0:\n", " ax.set_ylabel('RMSE') \n", " if np.mod(counter,col_wrap) == col_wrap-1:\n", " frac_ax.set_ylabel('Fraction of pixels dry') \n", " if wst > -1.69:\n", - " ax.set_xlabel('Freeze snow threshold')\n", + " ax.set_xlabel('Freeze snow threshold [dB]')\n", " counter = counter + 1\n", "\n", - "\n", - "\n", - " \n", "f.fig.legend(labels=['with alt flag','without alt flag'], title= 'RMSE', loc='lower right',bbox_to_anchor=(1.2, 0.6))\n", "f.fig.legend(handles=fv,labels=['with alt flag','without alt flag'], title='Dry pixel fraction', loc='upper right',bbox_to_anchor=(1.2, 0.6))\n", "\n", - "f.fig.suptitle('RMSE and Fraction of dry pixels with and without alternate wet snow flag \\n vs. wet and freeze snow thresholds')\n", + "f.fig.suptitle('Banner Creek 2021 \\nRMSE and fraction of dry pixels \\n vs. wet and freeze snow thresholds \\n')\n", "\n", "plt.tight_layout()\n", "\n", - "f.fig.savefig('figures/RMSE_fracdry_subplots.png',dpi=600)" + "f.fig.savefig('figures/RMSE_fracdry_1Dsubplots.png',dpi=600)" ] }, { diff --git a/contrib/gagliano/wet_snow_plot_wet_snow_time_series.ipynb b/contrib/gagliano/wet_snow_plot_wet_snow_time_series.ipynb index d9a639c..d885481 100644 --- a/contrib/gagliano/wet_snow_plot_wet_snow_time_series.ipynb +++ b/contrib/gagliano/wet_snow_plot_wet_snow_time_series.ipynb @@ -1,13 +1,30 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plot wet snow time series along with SNOTEL data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Last updated September 11, 2023\n", + "\n", + "This notebook plots the wet snow time series of a site, and brings in some SNOTEL data for comparison." + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import xarray as xr\n", "import matplotlib.pyplot as plt\n", + "from matplotlib.colors import ListedColormap\n", "import pandas as pd\n", "import numpy as np\n", "from pathlib import Path\n", @@ -20,38 +37,39 @@ " clip_delta_gamma_outlier, calc_snow_index, calc_snow_index_to_snow_depth\n", "from spicy_snow.processing.wet_snow import id_newly_wet_snow, id_wet_negative_si, \\\n", " id_newly_frozen_snow, flag_wet_snow\n", - "from spicy_snow.retrieval import retrieval_from_parameters\n", - "\n", - "from dask.distributed import Client\n" + "from spicy_snow.retrieval import retrieval_from_parameters" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "client = Client(local_directory='/tmp', processes=False)\n", - "client" + "## Choose a site" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-11 11:46:41.453620 -- starting Banner_2021-03-15_extended\n" + ] + } + ], "source": [ - "files = sorted(glob('spicy_s1_stacks/*.nc'))\n", + "files = sorted(glob('spicy_s1_stacks/*extended.nc'))\n", "\n", - "\n", - "f = files[1]\n", - "start_year = 2019\n", + "f = files[0]\n", "start_year = 2020\n", "\n", "ds_name = f.split('stacks/')[-1].split('.')[0]\n", "print(datetime.now(), f' -- starting {ds_name}')\n", "\n", - " # Open dataset \n", + "# Open dataset \n", "ds_ = xr.open_dataset(f).load()\n", "dataset = ds_[['s1','deltaVV','ims','fcf','lidar-sd']]\n", "td = abs(pd.to_datetime(dataset.time) - pd.to_datetime(dataset.attrs['lidar-flight-time']))\n", @@ -60,107 +78,319 @@ "\n", "a = 2.5\n", "b = 0.2\n", - "c = 0.55" + "c = 0.55\n", + "\n", + "ds = retrieval_from_parameters(dataset,A=a,B=b,C=c,wet_SI_thresh=0,freezing_snow_thresh=1,wet_snow_thresh=-2).rio.set_crs('EPSG:4326')" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "ds = retrieval_from_parameters(dataset,A=a,B=b,C=c,wet_SI_thresh=0,freezing_snow_thresh=1,wet_snow_thres=-2)" + "## Check out the wet snow time series" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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ENrSqM4AODzFRdfjJJ5+kSy65hPbff3/1uUvccsstTfUQDbX93//9390T9zmSDuc8+uij9K1vfYuOO+44mjJlChERrVq1igYHB+mhhx6iQw45hJ73vOfRySefTA888EBT3nboMB87nQh0eIiJpMNPPfUUvfGNb6QvfvGLRafwc8ZLh4lG9zvnsssuo5122mlURABJh3/zm9/Q3Llzaf/996c3vOENdO+99w7f27p1KxFRk42fNGkSTZ06lW6++eZok8Yd6PAQE0mHc2699Va644476G1ve1tb5eW005c++OCDadddd6Wvfe1r9Mwzz9DTTz9NX/va1+j5z38+7bvvvsPpoMOjgQ53vw5v3bqV+vr6aIcddhhOs+OOO1J/f3/ROO02X/qZZ56hW2+9dZTMJ510kvvM4UtDh9tBRIerUHU9XAr2tMYO6PAQE02Hv/Wtb9Guu+5Kz3/+8+mDH/yg+OYli26zwwnsaUGHu12HH3nkEfrZz35Gu+++Ox133HG0xx570Etf+tLi9R72tDoH6PAQE0WH27UeLgV7WmMHdHiIXtXhsfIFu82XrrqnBQAAAPQKk+sWoJeYNWsWTZ06lXbaaSf3hzrbtm2jL33pS3TggQcSEdHrX/96+sY3vkEPP/wwPec5z6FDDz2UXvayl9FNN91Ep5xyCt1zzz10+eWX04MPPjjsZH7wgx+kH/3oR3TJJZfQJz/5SbGev//7v6enn366Le374x//SB/+8IfpTW96E82cOZOIiDZt2kRTp06l2bNnN6XdY489aNOmTWI599xzD/3d3/0d/e3f/u3wtU2bNtEee+zRlG727Nk0depUtZyqfPjDH6a99trL3ERNdXKZ9thjD/qP//iPtsoTZfPmzbTXXnvR1q1badKkSXTRRRfRiSeeOHx/1qxZdPDBBw9/bjQa9Ja3vIXe9a530cKFC+m+++4bVebixYvpwgsvpMsvv5xOPvlk2rRpE5133nlERLRx48bhdAcffDDNmjVr+PMVV1xBt912G61Zs2YMWlof0OERJpIOX3TRRfShD32InnzySZo/fz6tWrWKpk6dGpZHavsee+xBzz77LP3+97+nPffcM1QO1+HE2WefTV/84hfpqaeeohe+8IX0wx/+cPjevffeS4ODg/TJT36SPv/5z9OsWbPor//6r+nEE0+kX/ziF8PtaFWHpbHTiUCHR5goOvz+97+fjjvuOFqyZEllecZahxNSv3P+4R/+gd70pjfRtGnTmq5zHX7BC15Al112Gc2bN48efvhhOu+88+i4446ju+66i5773OfS/Pnzad9996VzzjmHvvKVr9D06dPps5/9LG3atKnJvnca0OERJooO53zta1+jQw45hI477rj2CZsxFr70jBkzaPXq1bRkyRL6P//n/xAR0bx582hgYIAmTx5ZakOHRwMd7n4dfuELX0jTp0+ns88+mz75yU9So9Ggs88+mwYHB4vGabf50r///e9p+/btoszas4IvDR1uJxEdLqHV9XAU7GmNPdDhESaKDp966qm0//7705w5c+iXv/wlnXPOObR27VpatWpVuIxus8NE2NMigg73gg6nHxR+7GMfowsuuIAWLFhAl112GR1//PH0y1/+kg466KBQOdjT6hygwyNMBB1u13o4Cva0xh7o8Ai9psNj6Qt2my9dZU8LAAAA6CXwI+ma2GmnnYadZ6Ih52O//fZrOvW3xx570COPPEJERLfddhs1Gg2aN29eUzlbt26l5z73uWo9e+21V1vk3bZtG73hDW+gwcFBuuiii9z0jUZDPPG2YcMGevnLX07Lli2jt7/97U33pPR5OXnf/K//9b/oy1/+cmkz6NOf/jRdfvnltHr16uFTrN/61rfone9853Caf/zHf6RJkyaJMmntGg9mzJhBd9xxBz3xxBN0ww030JlnnkkHHHAALVq0iIiIli5dSkuXLh1O/3d/93e0ZcsWOuecc9QyTzrpJPrMZz5D73rXu+i0006jHXbYgT7ykY/QzTffPNwHRES//vWvh/9+4IEH6IwzzqAf//jHoyL2TCSgw72jw6eeeiqdeOKJtHHjRrrgggvo5JNPpn/5l38pGt9SPdJ1C67DibPOOove9ra30X/8x3/Qxz/+cTr99NPphz/8IfX19dHg4CBt27aNvvCFLwyf/L388stpzpw5dNNNN9HixYuJqDUdLh073QJ0uPt1+Pvf/z7deOONdPvttxfLwRlLHSay+z1xyy230N13302XXXbZqHu5DhMNRZFIHH744XTsscfSgQceSF//+tfpzDPPpClTptD3vvc9etvb3ka77LILTZo0iU444YSmfN0OdLj7dTjn6aefpm9/+9v0kY98pFimKGPhSz/99NP01re+lV70ohfR5ZdfTtu3b6cLLriAXvnKV9KaNWuGvxyGDo8GOtz9OrzbbrvRVVddRf/7f/9v+sIXvkD9/f30xje+kY4++uimtWSEbvKlLZkleeFLQ4fr0OEXv/jF4TLbsR6OgD2tzgI63Bs6/I53vGP478MOO4wOOuggWrhwId1222109NFHh+XqJjuMPa0hoMPdr8ODg4NERPTOd76Tli9fTkRERx11FN1www30D//wD7Ry5cqwXNjT6j6gw92vw+1cD0fAnlZnAR3uHh0eD1+wm3xpS+a6fv8CAAAAjCf4kXRNpFdhJPr6+sRrabNkcHCQJk2aRLfeeuuoBZb1OpVXvOIV9NOf/tSU5YknnjDvb9u2jU4++WT63e9+RzfeeGPTKbs5c+bQM888Q4899ljTScNHHnlkVBS4DRs20Mte9jI69thj6eKLL266N2fOHPrZz37WdO2xxx6jbdu2DZ9mu+OOO4bvVTnpd8EFF9AnP/lJ+qd/+ic64ogjhq+/5jWvoRe84AXDn/faa6/h06ybNm1qOuX3yCOPjDpdN1709/fTn/zJnxAR0YIFC+hXv/oVrVy5cngRzLnxxhvp3/7t35pe90REtHDhQjr11FPp61//OhERnXnmmfT+97+fNm7cSLNnz6b77ruPzjnnHNp///3Fcm+99VZ65JFH6Jhjjhm+tn37dvrJT35CX/ziF4dPMvc60OHe0eFZs2bRrFmz6KCDDqIXvvCFNHv2bLrmmmvojW98Y0iuOXPmjDph+8gjj9DkyZPNDY4ou+66K+266640b948OuSQQ2jvvfemf/u3f6Njjz12uG2HHnrocPrddtuNdt11V7r//vvF8kp02Bo73Q50uPt1+MYbb6R77rln1CvSXve619GLX/xiWr16dUiusdZhq99z/v7v/54WLFjQpJtRpk+fTocffnjT6/mOOeYYuuOOO2jz5s30zDPP0G677UYveMELaOHChZXa0WlAh7tfh3O++93v0lNPPUWnn356sVxRxsKX/va3v0333Xcf3XLLLdTf309ERN/+9rdp9uzZdN1119Eb3vCGkGzQYehwt+rwSSedRPfccw/9/ve/p8mTJ9POO+9Mc+bMUdeSEt3mS++66640adIkUWY+v8GXhg7XpcMltLoejoI9rc4COtw7Opxz9NFH05QpU+g3v/lN+EfS3WaHsac1BHS4+3VYGv9ERIcccog6/iWwp9WdQIe7X4eJ2rMejoI9rc4COtwdOjwevmC3+dIle1oAAABAL4IfSbeZqVOn0vbt29te7lFHHUXbt2+nRx55pCgiTKuvYkkO5G9+8xu66aabRjl0xxxzDE2ZMoVWrVpFJ598MhENvdLyl7/8JX36058eTvfQQw/Ry172MjrmmGPokksuGV5wJY499lj6xCc+QRs3bhx26n784x/TDjvsMLyxkhaAVfjMZz5D5513Hg0MDIxahM2YMYNmzJjRdC29qnDVqlV01FFHERHRM888Q//8z/9M559/fmU52kmj0aCtW7eq97/whS8Mv2aUaGgBs3jxYrryyiubFgxEQ4u19Iqfyy+/nPbee291M/3444+nO++8s+na8uXLaf78+XT22Wd3/ZdJ0GHosKdbnGOPPZZ+8IMfNF378Y9/TAsXLhy1MdIq6QRyku9FL3oRERGtW7eOnve85xER0aOPPkq///3vad999xXLiOqwN3Y6FejwxNHhD3/4w6MiFhx++OH0uc99jl796leHZRtLHfb6PfHEE0/Qd77znaJIQTlbt26lX/3qV+LYTK9S+81vfkP//u//Pvz6xE4FOjxxdDjna1/7Gr3mNa+h3XbbrbKMpbTDl37qqaeov7+/KdJG+py+CIkAHfaBDne2Du+6665ENPRF7COPPEKvec1rwrJ1my89depUOuaYY2jVqlVNUX5WrVpFS5YsGf4MX7oZ6PD46nArlK6Hx6oe7GlVAzo8sXX4rrvuom3btoVf603UfXYYe1rVgA53ng7vt99+NHfuXFq3bl3T9fXr1xdFW8WeVmcBHZ44OpzTynq4KtjTGhugw72jw+PlC3abLx3d0wIAAAB6FfxIus3st99+9LOf/Yzuu+8+es5znkO77LJLW8qdN28enXrqqXT66afT3/7t39JRRx1Fv//97+nGG2+kww8/nF75yleK+VqJPvHss8/S61//errtttvohz/8IW3fvn34ZNkuu+xCU6dOpVmzZtHb3vY2+sAHPkDPfe5zaZdddqEPfvCDdPjhh9MJJ5xAREOLr0WLFtE+++xDF1xwAf3nf/7ncB1z5swhoqETt4ceeiiddtpp9JnPfIYeffRR+uAHP0jveMc73JN96fThE088Qf/5n/9Jd9xxB02dOnX45NynP/1p+shHPkLf/va3ab/99htuw3Oe8xz1hGZfXx+tWLGCPvnJT9JBBx1EBx10EH3yk5+knXbaid70pjcNp9u0aRNt2rSJfvvb3xIR0Z133kkzZsygffbZp+jZe21YuXIlLVy4kA488EB65pln6Prrr6fLLruMvvSlLw2Xcc0119A555wz/NqUffbZp6mO1NYDDzxw2FkmGlpcvPzlL6f+/n66+uqr6VOf+hR95zvfafpiaP78+bRy5Up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LHrWlq+WNto3R8+uMIJHpav8cWATa0Xtk0/poRyM2x6VkS2+df34j+rCVR5nS3qJ7uV+2dGUeYGXxEe+9HAqbV6P0vq+obFMYuRfVsSKbE6N8RfI5eyZX1Y7V85UxZaotPXWMydrnpvRhq+NYtLmKnlqnHvZtDulhP+dk/TmShclUmR+NUp27RmPgFFmiyGKo/ExuNA4iItu1Qpa2ct/YNUjW6B6zvrwJ0e8iPay/WZT4aOzyx9F1VT0c2YbRWM30kd8xkfWrTB/5slkE+1WJ6jMqG9qlstJ3fRnsetRXMx2YycFgth3Kk7U/nxeSDdVB08yhg0Xap3W5URlP2HzEYscolndma6O+i45HckZjgy+L5Y/0azbvRf187j68Dls6GrNGz1lYtFhmS7N7XAW12VXs5moelTKyuVr0W2R5R7rq3NOes/c52v3ZwnTgOm3papusyBrNyw6bLe3vjY/izHYqYzYxuwcVWxqNucinxex0D4qAvYotbf9HuzdaMtkquoKBZLKgXXdY/dmzYvel0v4rdY3q5hnRwftJR5Ju1o2Oz3/2cx/uSNJNs89ceONN+d8+8PHLbgzvj6QnwrZTQkROe0/FcYDyzPL1VD9UiGSsTMqqzo7IOTNy/yKiSYgv1+I/qBp5KWzztfKzbd6RPKs4EZhjwsqZTW6QTKuAnuMmbS/sZWNOguoEZMrkJcvLtiG/rXCUv5+4V18mVOSd2kaqE1xU1uh9RI6LaEytlpGNpyMTeSSTlyuarEftztcrq2s0sff0R9LNfsK2dWdUPpxEH6FV9GXl5UTF9qmOY6jvj4yVFQecyLwfSWe2dHUc0vP2msqLDnRdham2NLNtV3nWB81+2dJZvv7lhOblnfuVOUqVSF+OvChA108F3adN6sNZu68yYktXX5TYv6M+vC5beopNvO607JrKCxsPs6Uzv0F2bORZVPWASG5LM5/DumzpSEafdu758DMvvxCmndqWK3o40iHRHCj7wJLJjZ5xpIcrfpGo/KitZflU+1Yml/+gqrL4P8rX29FobGTz6xGyOXpk6+63Hrb5zDEXFon1MKpz5ZgeF+HjYaVfVew5tuCIlSGyqIeyuRurF2KknVbty2guiMqsyGc/qEJlRLLYfPy98s+i2i4qc83RtlfVw4hRXaXXzP1xVvu0Lm2iRQ2szaO+rtg+q0SLTfSaSC+zcT8ax7KxwMrr86qQzTGs7HP34ciWjmzbiMyOqs65/biPfCrRB/zrsqVZ3sx+qNh+2TVe/tE5h/4fLUxg8+usPP9uGAUzsrJMoTLHmGJLr2pHW3k0r03ow8yWzu5VhchOrqZBz4C9H47kXNWWzurA0rNrWFkon+x61h+Rfo3SovsQjTN2jIjmxEy/Vurjy57SFldpwxn9kXSzbvoj6aY5OC7Xj6SPzi2AcubMGTly5IicPn0anv/gBz8oR44ckSeeeCLM51Of+pT80A/9kBw/flyOHz8u99xzj3zpS19aSPPtb39b/t7f+3vy3d/93fIn/+SflFtvvVX+/t//+7K9vb2m2jRN0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zRNMxdXzC2AiMiXv/xl+eQnPynf933fB88//fTT8tu//dty4sSJNK9nn31WPvCBD8h73/teueqqq+Txxx+X97///fL7v//7ctNNN4mIyMc//nH5R//oH8mv/uqvyrve9S75nd/5HXn44Yfluuuukw996ENDsj917qty7TXHLv5GK79FTl08lxGtTPSr1NCqtWi1nl/9uv3KSdk6z8u32BWGqB5R3aIVtf4YWzUYRSOx16It0b0cbJUey1sj41Rl8tvubJ1/fqm87VdOytEbzi3Vu/KMR6i0kWo5q6yUtWj7O2vWJPzwkR+dlPc6Qc/ftid/jq3c1GeN2h4iW2WeRZfx7XDkOVX7LZMVpY/6cHUFO8svqqOPHBvVA5WrVLcN9nWyUTu8DNl4PmUVNWpflRXJlegNkSwsGugDJ98tIi9ReZtmHUQ2QJRW04+OB1XdyHQ3+x+ljWyTTI6qHWXzRltuzkkUrSOyQf1YWo3ikh3L9PYqtnS1zVb0eaRf0Jwiio7h5YzKGbWl1e5lMvrr/TNHtrTIKRdFdDFv//dU1mVLrxqtw96zozecW7Cj33f0lHx75y2ZWw8jWy5r95X8/N8eNgazNsv0Q6ZXMhnRuSl5rlpuRSegPKKI7COy2KhYmd8gsqX1/9EoOlb+qbY0qxvKY+QZW/2hfbiyS9V+89S5r4rIrk8L2R3Wp+WJdEE2r81slmi+ZNvZiB6OdvKK9HPVvmLy2nKydsm2bUYyVcfGih62OlhEoB5m+aEtnvdLB7PjB6WHRZZ9Wrv+rPl0sPVL+/aq0dKqz4ONgVGbtue93YbGAdanKvM1Jis7H+mQqO9G9yvz5aCxDvmyvD5EehjpQyazyGIkOx/lMrMPNH3VjvDno+fK5EbzNaaf/TGWP5tX6t/LEUHn18PNpY1vx3YcRH4ae53XqWzcY31kik8L/c10Ozq+Dp9WpQ5Wv9194zvD/PebyJZGdpVIbO+ieUz0nDy2vbDxHEWRRuOrldNGOK/oJCY7qoPvE5V2yfDv81D/GbH/bbRnVAebh31vYvWwlxnb0sv1W8Wertoy1XKm2tL+XqM58Sa8G0b2z9EbzsnWeW5Pses9yA5E1zL9kD0vf32VUVvat82Kv4cxKnPF92ZtaZt3NvfweljbJYoYj+RYTL9cri8DyZCRjVkVVp0PK1N2Xm+apmmaTWP2SNLf+ta35Md//MflU5/6lBw/fnzp/De+8Q35m3/zb8qv//qvy5VXXpnm9+u//uvyN/7G35A77rhD3vGOd8inPvUp2d7elmeeeeZimv/1f/1f5f7775f77rtPbrnlFvnLf/kvy/vf/375nd/5nbXWrWmapmmapmmapmmapmmapmmapmmapmmapmmapmmapmmag2f2SNKPPPKI3HfffXLPPffIY489tnBue3tbHnzwQXn00UflXe9616T833jjDXnrrbfkO7/zOy8e+wt/4S/IP/pH/0jOnTsnJ0+elOeff17+/b//9/LEE0/QfN5880158803L/5+/fXXYTq/ostG+aowZaUoWgnHVhzuHj+JsoHX67Uo2mB1xSRbTY5WCrLV5mwFIl65t7hCm9XP5oXKRfWxeaJ6ohXFTE6V1Ua+rspbpRotBaVFUVdGV6Mq7L6IHNxKQ9aHnzr3VTl1250LaffqyKMDL6dd/I1WiaL7V1kx66NH3HvidnPf8hXFaEV7FCmZtbe9ce3JUqRlKwu7TygNGxOildq796MWSSuSca9eY3lFq7srz7YaaQONXZV2yfJG/RzVYS8Kw6lwrNtPqnq4uTxAdo7I3hjn27XvEzbiHSKzXVCeFXmj6BEVuyqysfx5G33m3hN7kQn3InbsRVQ8iGjwlT48YuewtKva0lmbUFt69/9aniJ1W5qVi9JX2lElcoUvZzFCcxwhKIse4q9Xfc10aWZL++v225a21+r1rB9W5zGr2NJ+bnmQETuqtjSbO4mMRT/x7Ta7d6PP1trS2Xji9UwUcSvLR9u5j0pTmROguX0kJ4qgxbC2NOufFfwcJapD1DeqbcXft6qNHPkYojmHzxuVg8ZtbTc6rm6SLf3AyXfLMy+/ICKsLe3lge418hl42LNg9zH300zVw8v1mDonjq5lcniZIj+RyuzlRfKh+8f6gL0PlkofR3kiPRzVc90+rcxOysbKCJue9dlN0MMPnHy3XHHkSnj/rb7y2HYSzUNYW7PHfZ9C8zQ/ZiA9nNmdItP1sJUXRQb06SpE4wPzm7ExM7KRNb23A7GdzftJtf9lcxbf73zbq9jdkUxsDsz0hG/LqP2p7bWJeri5tGH9ybdV38cje4qN7RVbet0+rcyuyWyuaLzxeavNoXaSnVMdBCM+LWaH2eddsQl9vj59ZX6CrkW2dDb2MhsSXYuuX5ahHinXX8d+K/b9F5IR6X52z/bmc7u//X0YsW19OXu6qGZLj9rR/nrNYxVbemTcsHminZpFNsOWFln2nW6df35pfGE+g8yWZr9Z3kg/4DFgui1d2bkI1UXz97Z0tXyvf1jd1FbzPq1o7mJtaTuHQXh5Ne2i7T7uux21g1kbGtURPs8pfTXC9l99JqxPN03TNM1hYNZI0p///OflueeekzNnzsDzH//4x+WKK66Q//6//+8nl/GRj3xEbrrpJrnnnnsuHvvwhz8sH/jAB+Qd73iHXHnllfL93//9cvr0afnABz5A8zlz5oxcd911F//dfPPNk2Vqmubg6T7cNIeb7sNNc7jpPtw0h5vuw01zuOk+3DSHm+7DTXO46T7cNIeb7sNNc7jpPtw0TdM0TdOIiBzZ2dnZmaPgr3/96/Ke97xH/s2/+Tdy++27K5ruuusuueOOO+SJJ56Qr3zlK3LffffJc889JydOnBARkVtuuUVOnz4tp0+fLpXx+OOPyy/8wi/Is88+K9/3fd938fjnP/95efTRR+UTn/iEvOtd75L/+B//o5w+fVr+wT/4B/ITP/ETMC+0yvDmm2+WV8/duhA5i62M1XNZRJXqaliGXZm5/crJhdV2KF+0Ui1bZYZWw7FrK9EnWB0rq9+1rgqLVsauZRE8ojr5dCytzdtH19FVwiwab+WZT20bGaMrFDMqkb2/vfOWPCtfkNdee02uvfbalctEsD58l9y/EHVHhK+ujtq+JWtX0apXlNavml0FHx2SlV9d5TxSljKygro6FvnjvhyVx0fWyZ6jHVNRNL6RtlEdc7O8s5XEWXQJdC5i0/vwfpbZbAY+2ibDj61ZhIEoH1QeGx+Vit1SkYVFR5syJlqbQ0RoVNHXv3lBjp98aVY97GVaxUZd1Za2Yz4aA1EbszIz2XzdUJ1Y1IkpupJFkfD3A7WRat2qdR/RYyhvH40v2xljnbb0OseRUWwfRrab/t4kW3od84fKHDN6Lv54JVJOlSyvTPYIJLcIH7szG1DTTGm/bN7t9VM0VnhbuqrPmQwVW7oy/6/ck6oeGbGlo514NqkPWyq6DumaVfSwyF5kwMiGmWrrofHE+83YvA7Ns7I5FpLRXuOjmU71aa2TyKflbUvWry8VPSwS+1C2zj8vd9/4zn3vvyLT+nAGs8lY2/djAfNl2PPW/5mVHcmiIP9Y1m9H5m++LCR7JrOXg+k0dA0ab/W31j2y65GMIst6OBrPquN4JR2aA1TshhE9nI0PWR8+iLmwSPu0Lnd8/8v68BQ/hsL6V5TWHs/mG5luZXMGlF+Ut7c5RPC8aO4+HL1bqjwLNC6uYktb/4nXY9EYW5kbsfab2dKsHlG9Wd2QXWDxc66s7UXlM/ki/e/zRnrY+nhsuqp+z+wXlH6qLe3LG8W+u2fz4YOYC4vk33hUbRqR2ljIfBb2PMrXl4d8KWzejcryabN3zZEtHc39o/GbfaOSEc33s/tn5VTQDgRVvcR8gWyMieYgUfrqPHZk3F6FTerDzeXD66+/Ltddd5382c99WI697U/MLU7TXNJceONN+d8+8PHLbgyf7SPpp59+Wh544AE5duzYxWMXLlyQI0eOyNGjR+XjH/+4PProo3L06NGF80ePHpWbb75Zvva1r4X5/+Iv/qI89thj8pu/+Zvynve8Z+HczTffLB/5yEfkkUceuXjssccek8985jPyv//v/3tJfh2gXz13q1x7zV4dogmwhxkxyMD1VCeNvpxokprJVZGdnas42JnMLN/MQM0cuNa49h9eVIxvL3NUpj3nXyhFExZGpX0wWTNHvb0ueh7+OLtX0YcdyhxGtO/D1fbM7mnm7PLX+LyZM2R0DPH5ZPmhl/aV510lkgflmfW5aEKOyvZof2cvR+xLJ5a/n+Qreg+zfhzpiWz8zPpmxTHm88p+Vxxpc/bhy81wu5wZ+cAta7++L/lxoTKOVx3WqLzIBsvkzvQVGlv8WO9lP6iXSgtlAlt6VcedsootXdFVqKxR+Wx51WvWKYO/nn1wguRktnTWRyv6OuojSP/6hVhWrohVbenIcY3Gj8qzY+k25QNLT9WWHmFkDLbp/bXR81k3U2zpdciW9U97nNmckQzRPY8+0kIvyH06tsV9dT7v04zOWTWf6L74NEiOqM1V59PKJvRhZR3zwFX0MDs/Mv+ptAmfltWBleHLyWSOjonwl9VZ/7V6mNl5TPboPjBd5rfVRfbzQerhyvOdqoftuKZ1Rcz1Uriih9lHFUr03G2aShtGaf05vQ6NnSx9RlUPR/Osqh/FyjYid9Y3snbs8X4re1yEz/n0GNPD7KPGjEgHVm06Zd162JbBxtM55sIi7dO6HMkWi6DjrK37NMynVSkDnfMg2xalzcbaaGxn9RSJfVpz92FkS4/OBTwVOypLF813KjpwVE9m8zQkG5vX2/wqczYU3CbLz8vhg+tU6juiJzVftNjQ57eqLV216w/Clo7ehSubakuPfhSLQPZutf/6PKLf6LpMJpHaB7AV2Ngf3auReozY0pU5htWZ9vpoLLH4ObEypb1k/Su6ljGqcyKiIIVKfyTdrJv+SLppDo7L9SPpK+Yq+O6775avfvWrC8cefvhhecc73iEf/vCH5cYbb5R777134fy9994rDz74oDz88MNh3p/4xCfksccek62traUPpEVE3njjjYWPr0VEjh07Jtvb2xNr0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zTNpjDbR9LXXHONfO/3fu/Csbe//e1y/fXXXzx+/fXXL5y/8sor5YYbbpDbbrvt4rGHHnpIbrrpJjlz5oyIiDz++OPy0Y9+VD772c/KLbfcIq+88oqIiFx99dVy9dVXi4jIX/pLf0l+7ud+Tv7b//a/lXe9613yu7/7u/IP/sE/kP/uv/vvVq6XrtCqrgpjq4qzlaLVVap7qzXxFr2WxdVvcSQ4W4do2zotz9YpWlGO0uv5aPUhW+WbrU5n+aEyfV5s9bE/ptfi7WUW8/b/o/y3zj8fRtaw97USpQPdE1SOP+/LzlYmRitv777xneG1+8kDJ98tz7z8wkVZRHiEG3tO2/3Z7cUVlH7VeSV6iW2LqB1ashW1UVtCZevWa3YFLZNzyurTTB702993Vq5v376NRf0XtcfdNItRN/w4YVluz8v9AtWRjXv+b38vkFzRyvNsBbK/nq243tMNPBp80xwEbNeHiCxyiR7X/oz0G0rPoqBUiGSy5aDr/PXot7/G2h/WJrTXPPnicyXZ94uR55idX9WWRsftfYvsqkp0BX+NvS7adSOq/2jECXSPdiPY5BFlUP7Vto9kGunHURRpZq+xvnoYbGl/7dEbzsnW+ZNLdZtbL1tbegTb7v1xZEtnc2j9v2q3TrVp/HXvO3pKzm4/edGWjvTUKja1J7OPK/M0n8be++ias9t8bseiQddsaVyeB41hbG4f3Qs2566U79MgPaQcBls6mzP6c1F/1L+n6mFE5NPSsqyO8HN0z4gejp631xVozGfzWXSPkE6r6BzfF5CeiJ5TNl7oOWTnMB05VQ/7frRuPWzzZmUjuUX4DnZz+rNEln1atk678i77Y0V2+xXqK35HgMj3wMZie84/L3tNNPaia9Gz8nrY+7SY7o3aQTbXq7bfSPfYNJpOtwBHbd/eE9XDPiqt/c3aPkqLyJ7NyHW2npm9y2Bjis2fpbERaNG13955S0ReKsnRNKtgo72LcN8F0+v2nE+z/cpJ2TqPdbvIso7LxrkIJjcqi8nt5WG2ko/W6X1aI/bkfoL0FrNX0DNFv0fHWpbG29Hs+uVdBvA7FvtbObv95EWbIqoPmy8hmTKbLmuDU2zpyObxeft6RfakpvHvh7fOY9l9PjYP/TuyRSKdiPL25fh6Mjl82SjdWROXzvu0NN2m2tLsXbae9z4t2+d8NGIR3o8ym83jn/GofwHZ0Xq8GkmZyYT+tnkxsnGQzWE17V57w7vooHvto0nr/YhkQ2nZuGjlZXWOjmfjV8TU6zK8z7NpmqZpDiuzfSS9Lv6v/+v/WogK/Su/8ivy//1//5/85b/8lxfS/ezP/qx87GMfExGR//F//B/lox/9qPyNv/E35P/5f/4fOXHihHzwgx+U/+F/+B8OUvSmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmafaBIzs7OztzC3EYef311+W6666TV8/dKtdec+zi8ZFVsX5FIUqzDqLIG9WId/46D4sk5a9n0UBY2kgOJIuvG1v1yFbUR79ReZH8Hh8toLKaN5MnOo6oRGFB56Pro2uXV6DjdvbtnbfkWfmCvPbaa3LttdfyCqwR24dP3XYnjcxQaQfZini0ktuubhWRcHVxFR8dBZWHVirrc9KVwygq1JS2w875KBCon2Zty99b278yWVnkQnSNJStj5HlVx8NK386iT0TXZeXbZ+XHLpv/3Te+c7Y+fJBlNpuBHaNG+48d72yaStSWkb41kiaKJBFFAxGJxzM/Pioosssm6GEE0zWqu0bH8SmwZ+V1ikjNlo50435EY5iin0SwLY3yrfRDNi+K5kkI9swrUVj0/Dpt6chOQmlQuhE9rBwWW1pkuZ2M2I/R3C2zpafg+3IUycbLb21wH4GT1ZfNNbIxx8uq5aJ7NcWWziLn2PIr99zWzUbIHGXkebDyFaZ3q9f7fCIqtvS9J27fiD7sZcrIfEDr0MOVsdXbOTZS6MiYi/Rw1ocz/RH1/cp5P55EfYCNk7acyK6qoH3Y17GqW0f18Ig9Xmkr0XNEv5EOFlnuy3P0XxGuh6v33Z5XqnrYYvUHSledQ6Hd93zZqK17GbxPK2sbSN7sHlpZ0biB9BOzhao+LZve3/Mq2odH+jI6x56DrZeVPcsP5cuujcqyoP7L7KU5/Fki7dO6nIn8q0o05rKo6NFYVtX9I34vNM7ZPNj4bcnmFWw+bPPaFD2sVPVx5N8Y8VFERHNNK4cy1aelumkVW3rEXs3ana0bsyn0mux5RXJFOgvl6ftvtc6ZXoz0ccWWrs6HR/s9ejcssmzrbEofZm3SgtoOg9nVNh+RMVualePzQTIwvM9iVZ8Wwt/Xii89m/96OZgtnemeqE2jPszeoVfbQlYfdr2Ftatq2RXYXFhk+ZnN1YebSxcdn//s5z4sx972J+YWp2kuaS688ab8bx/4+GU3hvdH0hNhH0krUx30KF1G5FzUvLIJsAjfdq5i5IngF4BeFi+PPYao3COUF3IYV+6T/5DZX5dN6KN6ISc6c1JkRi5zelWd0Uh2JMPIpM/CDGj/PJQnX3xOjp98aZaXwnfJ/XLFkStDh3/WfhFZW0Pn2H2311r8ZLIyOcscG6iOIxM2lEf2EV/00WIki09TddL4SbDNx6b3ciqah17PPvhg5aPzrE/bY0gWD2s/9ndlXLUvz0Sww8Ay54cdl5vh1tTHO5Exh44l079Rn4ycg5Huz/L16UfsMpG9+4bsvde/eWE2PRzZ0tV7hVjVlq7ofvShYpR3ZEf6/EY/JKzo85G82AeTmV7x2xWuc07kbWl0bWT3s/4V6ceKPZfZ0tX5lLdTEMyBP2cf9rb0FFuRnbdkNlTUZ7M+bLcYnWJL+7/RdSiPqsxINtRWmOwjc4xs/ojkqYD6srWl0Viz6sse9jym2NKVfhz14ejDXZH5Fzp4PTxFd3iqeliff0UPM50ggnWw5jNVD3tZIv8JI5sjIjmsHvYf9aG6WZns/czqi+oU5cvuTTWP/dDDzD5Eerjarkf18Bz+LJHYp4V8m4gpenhkDLXpkW3mP272C/7t31PmUcwezPSwv973x1X0cNZm7TlfVz3HfGgMfw/9xy/RR5e2XJuXTxPVEcmQycr+zsZOkWX9IBLr4bn7cPu0Lj+ixQoi3DbxeXhY/2J92R+L8kCwvo7y9ecQVjb2cTTyac290IH5tDwj80WR9dnSbFyeaktH+qpiL9rrKu0wm68i/VC1pVF5tm9mtulIfxn9GB2VsR+2dHRuP2xpdG/n1sPIp8UCsI3chym2NEvP+kE1+BWbA1brEeUR3Rskp72WfSydzZkjW5TV3/4dLU6M6q/YcTcKjsfyrtz/rI4onU27Clkf9mX0R9LNuumPpJvm4LhcP5I+OrcATdM0TdM0TdM0TdM0TdM0TdM0TdM0TdM0TdM0TdM0TdM06+SKuQW4FKms7rREES6i/PX/kRVpfhX64uo8vKoQRWSIVtjtrqBbvJaBykIr81Adq6sS/XmWx+7KRbmYB4r2LLK4nTLKK4uMkV2H7of9W9PYe1JdPciOo9WX6P5HUTui1YUi8QrpB06+W0ReCq/fb1hbZStsqyv/UVuw6TUCAssvWwHO2nkUXcWeR5EpkDwjq4s9drxAY89etIPl/KMVzr4OrAzUt1D+rN+iVdL2mrPbOu7EW7pG/Rblb9uaPRal9deNrhD3UST0HrIta7X83QiWYdZNszZ8NIfIBvKr+pUocn0UlSDq2xHWZvP5oD5v+3pmv1h5fWQSO7br/RCpRfE6SKKoD5H9xyLIVMqbaksrONoFHn+93s+ixuhzqhDpOJQuSyPiow/G0ajYvfH2ri2f2dI+LdK3LF9vI/s8UP9a1ZaObAj727drX7b+ffSGcxfnIgh9HpvKqJ1YTZ/Z0jpvY7YSK0vT+/6o7bcyN7C/o12VbJkVm9Sj8izOt06l0YntuWhc8rBtiafC5lD2bz9uVOYf0TlfJmof2fwL9dOoLPuMfBShs9vxzjNz29JojPLn9Lw9PkUPs7aQzXtZOxJZ9kExP5PaSlnEKO8LyuZcvhwE0lM2H3vtok8r18PIZ2X7k2//kR6O8kUy+f/ttdH9mEMPI7vfMsWntXX+eXn9m+FlB85u/fhW7hZmLy3nhyOZiSxGXET3NSpfZHGHL237W+fjnbqQPMg2Z+1wVKdp/RZttVOgD2FfaqaHvXxIDyOi8dbrQH8fUJlsV0VUJnvOzP6u6A8kO9NPvjz9jXaWtPWr2BdNs994WwTpUv1txx8lmmsoyI6x5/zviv0W6QJ/jNnckdxqo5zdXvZnaTrk03rq3Fdn90mzuqKxPrKtUR6oLNRWIlua6dAobzZO2ncgXnbVkZV5XTSmo/rpeabP/JivcozYAbttcNm2wfdAFuwtny+7z7u+C3gKyoaenb8P/v5GcwdmS6NzyJZmet7OMRhs7NqEd8MefU7M3hiBzVOsDRvtzJ3Z59ZmjPxZ0dxLr1V8HpGNj/L06e07xj1O0fkVyieT36Zj9iAaC6LxE5W9Ww9uv3sdyMrNQPcT9dl127RZP24bummaprkU6I+km6ZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmqaZhe2dI3Jk58jcYjTNJc32ZdrH+iPpNRGtCmOrvFDaCmjVIYoKwaJViCyvokWRGXw0wr08dqP0oNWAu/nhFW1e5uwe+NWSKAKtT49WT6I80erae0/cvrCi8egN5xail/i8/YpftvJZZDk6a7SaP1v5bdNEq4Kj1b0sX5RPdizKw6KRE1HbuPvGd6bX7yfZistotX11dbc/h/KwfTmTcffvxXZuI2gp7L57FlcH3x5Ggay0K9bX0Kphu+qeRQrw5fixzf7t+//iKt+9cSRaAc3k2St7edW/H6PQuIruX0b07FD9o1XOtl5+DETjFFo5jFayf3vnLdm0Ff9NIxJH3bK2mY3um40LWf6sj1ejEkSRF7LIDTYKrdbJR5NGzBm144GT75Yr/us8jI2N646MwKL1ILsZ2fjWZlTb158XwZFlIx0V7ayQRXuJbDRtVyO2NIs8EtnSmrfa0bss60QfYZWVYeXJIln4umY6dm5b2tuGFfzcxNZjbj2M2mA2p8nmFf6+s37rf0+1pf0OA4qP/s7yX2zX2Jb2eWT3wqf1EYKs7KxNZ22X1wWPg2zHlkh+i9rRiMUo9nlkK1/+SF/0x6fa0vY8GqeqUXjm7sNKpofXoYt9/jqHRfeUjSvajvbkXX6WyKelOojp+WjXLy97ZC+w+iK7wPZRr4dt9DJfhu8Pe/KcWvBnIdmsT4vpJaZPM70V6WA/pmf2ckUPZ7Z+lHe1Tkq208Cc2PvE+rAI163M3rV61adFx2z5FVvH6hsf6U2vtdEc2dhgr0fzO3Q/vPzRc92ry/IuaSgarC+LyYxs1z1bebkviPhIyQLT+LJ9GmafWD0c6VQ0FkZ1t9eiv20+2d8ovZdfzyMfly976/zzcveNmxfBsrn0QXrXt/FqHiJ8F4kMNG5EYxqzn+3vyMa2+UTjI/JnMft8k6LQZuMh0j0jPgGbl4J2HmH23aIcy1GW/b1FO49aG9U/a6+vozbtbZeKfwDv6IbbarRjCtJPVkceveEc9L/ssbebHNNZFTsIjQPs2uj+VfJg87mptnTluKeyo8+cRHKN3KfI7kZ2tC3bPy9mV+89S7Rb76IsNsJxhE9j3yv7fprN0VC97j1xO/RpMbvU1gGVge6N3hd9P4LsVLYTeVaehe34tDdGnVp63lH9IrtYrx/pk1Op+N6bpmma5lKgP5JeA8wY9JMUZLCgiUylPIVNlKzRhAwoNAFfnszFW4EzJzp6YWtBhmnkKBVZfBmLHNGKd4AiIxUZvz4fOxlWg1b/Rh+dsolPBHPsIPmZcymaMDPHkz/O2hMr1//v73lE5mibE9RH0PHqdQzf9pljKcsDyeHPRS+Fsjx1oofOVyZ3Nq19OaH9lr2AttuKImdPNOGOJpTZJHLEWckc2Nk9QHL5PJlsFQdW5Dizedp7EvVfP5ajbdCVTdjasLl8YGNE1KfQmIOc/3bMzMa4iiMQjUGZ8ytz/rHxA/Vn24/RVnN71/xoWNf95KlzX5VTt9158TcaqyrOVvt/RjbGWpYd0MvnmOyLOhjrHHQs+5i56oy2WPv57PY5mre2CWavscVXNr21122/Uj3ityBk9bN5q4M7c4rb671eRPOiVWxpZA9FbYLJqVsKj5K13YOEzTej9Kucm2JLTxnTkS2djUeKt6VR2oq81mY7u50vuLC2tL2+0l4qL2eYnOya7NrROWE09oyMi5Et7e+9z8/WT5+Lx+vk3XERv2jfOv+8vP7NC7Pb0n6cFInHPjbWZkRjZnR9NCdCthF6+Rn1B6+Hdav3qB5sXojan/dpsTYa6WH/IjnSYTYv/Vhaxwf0IRVq97Y+FT3M9KY9hsqz+bC6sLYY2WYV+1vvyxT0+rk/znrq3Ffl3hN30v4T9VHUDiO/CXquaDvyqDz/XFA/ts+GfYQcHRNZ7vuoTpGsFjum6Di+l/+yXxrNVyN9ms3zrLxVm7HqR1qFUVsUPWN/3qdl44DmszfnWMwL6+EnF56N5vPUuedm18HN5YWOmyJ1e9j7Y9HYbheV2HTMvs/sZnt9pFORjejzRXVEY77Ff6yFAp/sXvOjUP6DJnqOXhcgvVAdo9mzQ88putamQXKwBaxMTlt+5tNC9WDtSI9ZO9gvirHXZ7Y0sg+YPWsXHepvr0+YneSPM1vay8HGBDYfZbZ0ZIOtYksj2Q77h5XeL61U/AEVW9rDbGl0vR0vUN7sOSvWLq3YbItpxm1p1i5Flhfce7+w7cNTbGmbj333sTyWLNcZ6TpWd18mss2ZnVttL1Pa1VRG++/INwdN0zRNs6kcnVuApmmapmmapmmapmmapmmapmmapmmapmmapmmapmmapmmadXJkZ2dnZ24hDiOvv/66XHfddfLquVvl1G3LETt8BCdEtjo4W0mOVvOiqDEadaOyiltX5Y6uBKuuEmaRILw8PiJEJI9f5cdWVWZRd2x6v5WUr1u2mpfl6/Gr9LKthVE9o7qge8NW/bNjTIYp0XbQc9w6r5GzXpLXXntNrr322uF8p6B9+C65X644cuVFWUT4ymqbRomebxZBgF1jy2JjSbQavAJrPyji1ki0CF8Gilzq04+2z6ye2RiQjU+snkxmv40z25adyV2pT7RKPMszWvFe6ctoO3Uv07d33pJn5Quz9OGDLLPZDHQ8qdhaVaaOK9Xr9NrMVkH5VsrOVv17W9DKIyKz6mFvS/s6ZbZRxBRbWkG2YMW202urW0h6HYGiI6H0UV6oDr6vRLoF5Y/uByvft0cbSdrWTanYngxkSzPZNC9mSzPbCOnwUZ2O8p4SbQc9R5F5+7C3pUds0dEIO5ZqOdncdkRmLxdqG97eZLazXp/JhezXyC6t2LJT2q/v26wtTolug3YvQZEepzwrRvU5aNpIB1XmxShK0qbY0sinZes0hx72c5TMp+V/20iKVV2saSM9HPlgfL1FlnUnSoPkQGkiPeyv821Sy0Y+wlF/hn+mKFprpl9X0cNT59aoLqv6tObUwSKxT6tKZb6RXevT22fpo5qiPKJ5DxurIz3hfVpZP476sJZl82N1RvVnujo6F8mE9HDUT1F5WV/QCJ0sam0kZzS3YM9hdIxGVGxqNhfaOv+83H3jOw9cB4u0T+tyxr5rYjv2Re2ejSN6rKJf7XVTfVqVuUy1jBHftJdnbj2MfFren6XHLfthS9vrkAxIFn9Pkd8m89nYNMyWjv621zO/0kg90Hl2P1AfQTY80sPVuQFLg9p9ZEtHbag6V1rluK/HFJ8W8tk9+eJzG2dLV8a3VXxaVfuH2dLZfDgb69WWjto+eyeoaaM+V/UhMZu1Yi/7vJAM/lgkT0Rko1d2L0Fznkob2G/W4ZcWmcef1Vza6Ph822c/Isfe9ifmFqdpLmkuvPGmvPhXf+GyG8M7knTTNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNJcUV8wtwKVAFrUlSluJWpGheaB8dld18UgOaFUdi1LFosJpXiOrjK3c/hgCRQDzq+3072zVbrSCvhIpp5pHFEGjClsNnK3YRHWJ7nVl5aK9r6tE3EHP7ckXnxvO76Cw7d+3+cq1aKWt/9vfj8VINTwiMesD0apUtArfr17fPcbrpfcCrThertduOrtan7W9aGU8O+bxsoys6o7GjizyhmV3dffyc/HlZHlFq8CzSCKoXdg8jt5wTs5u0ypchLV5X/5T574qx3mAqKZZOzq+iIzpVxaRMwKNK4tyxNdkkV9GyrNU+7GmFTkFIzTMzQMn3y1XHMmjLrIoFyJ5xJgMb0vba6OI0Oz57Mq5nCaKhGP1v+rhSBdmus3qav2dRYC2+etxfwz9zo5X8c92SjuNrqnY9Ewe+9vrWT2XzXssq0TrYLbTJhDZPL4PV21pm58lssus3R5FYGZyVG3ps9uLzwXZ0si+1Z0Q0O4jHk1n9ReK4mPLQm106v1Geen5Eft6hMj+HMkzmgtktnSWdsp8mLWprfMaAW84y7WgelhBUaRFuB5eJTqWz8fnZctn9hEqx++2ltkY/ry2wREdYfOy+ejffgcUFDHL/s/skuh3VR8g39IIme5BdWDlTtHDtgx7rqqH1+XT0jw32Z9liaIDK2iuw+YO6HlYPbf9yskwijQrz+ftj+uz8xEh7TmvR/yY4X1aVhbfbr0etvb0yP3yx5A9N7Vv++uRDCN9PYo2j8bfaDzx9ySaS1fGPO+/rOLHHPv/U+eea39Wc6Bom7Z+AxHeT+1xtKOaH78iPV/xaY3MmTN5I/08Mie2/oxN9Gk98/KeLOwdiI8cLrJ+W9pT1cP2f6QXbR1Q3lVbGv3tda/V0zZP2/aj+bqvnwelnfIcsr6G8q3OZdl8oFIGS+fTIBujaktP8WeJ5O1x02A+LXsua2PIhvF/azo/b91+5eSSnvDX+2eJ/DfMpxXtuuaj9/u8rS3Ndq+0+XifFpIt69P+XjIbHBHpi8hvZOvN8kfvZrLvCCpz2ep4McrUubDI8nvvpmmapjmsDEeS/ut//a/Lv/t3/24/ZGmapmmapmmapmmapmmapmmapmmapmmapmmapmmapmmaplmZIzs7OzsjF/zYj/2Y/Kt/9a/k5ptvlocfflh+4id+Qm666ab9km9jef311+W6666Tu+R+eeblFy4et9GjLNHKTL8irBJRxZblo/lk5drjEWz1rgiPxOjLY1EhVH62UjFaxeijRvgoHhZfBluxncFW8tnrqyuYvZx+1R6KBuDlHH2e7HmMpJ0arUNhz1NE5Ns7b8mz8gV57bXX5Nprr52U/yi2D39x52kRWV4Bz1ZSoz7LIi/YfPzfIsvRb6IVo9lqWJR/1NYsUT9CcvnIAVl5LJpXVI9KH6qk9TKzqOZR289WIfu6smdR6avRymUkH7rW4p/N1KhZUbt/8sXn5PjJl2bpwwdZZrMZRPpkhBFdOqpHmc6uRgpgaafqYJHlfrwpffguuV+uOHKliCzqlsgOzO5jpAstPtrcSNSJKbY0gul/lIc/ltnSNn+fR0WPozIiG71KNeJKFbTbTWVuhHS1l9H+rsoXPbOoLWQgXaxsii1djRQ9EhGFzY29LR3dn1VY1ZZGtpMfz32UHlRetX4HYUujSEFKdV7qr6mM/yivkee9ii3tozqNguZC9v/dSNLz6OFXz90q115zbOE5ZL6YbHxE7Qs9e6aHtY9EkdYr9tM69DCqj5Uf+RBQ//YwP0Ckh6vPx8pjzzFdx9q8z8OWYeVFPq116eEsHSLzoa3bpzWHDhbJ9bAI151T50FVPVwpk8kYkelhm1/Udn27ZXqtooeZXpuihzMbOdPDlefLbFxW12oZWZooLy9bNCat0n/Rfb73xO2zzIVF2qd1OYP0SaVPabrMDh/RA17HIp9RNrdhdfHnps6DFWRfbEIfVltaZPndcKaLmI3DdK8n8mmxCK8Ket6RzGj8Zf4mKwsqw8qPZGQ729hyptrS2W5xnim6lR1jZWS2NLIrUF+1+VdtbkSUdpV+zHaq2ERbOrPl2P3PQPeW+bQye7aStz9XtaWZ7GwOiPoV89VWfEaV+69UbXMvk/fDsfuW2fNR3qOMtKWprKMPe+bSw82li47Pt332I3LsbX9ibnGa5pLmwhtvyot/9RcuuzF8+CNpEZH/9//9f+Uzn/mMfPrTn5bf+73fk3vuuUd+8id/Uu6//3658sor90POjcNOgk/ddueSkcledHoiwwtNaDw6yUNOC78FkS+PTbR8WrY1eOREQUSGqzcgkQGN0vpzvq5RmSg9O1aZGFYnUEjGysQgkieb5FaN6yzdKgZ0dH/m/jhLJ8FeVpFpH+tkz9feh+oHWlOeMZukIfwEZ8pLFZ92ZCI84twdlcOCtolWoo/NItBzjNJm9a84tUbzEBl7meTH4WjbLJF5P8663Ay3hjtkRGI95vtqZcyw19o063Iuo3Se6jieYV8s+I965vw4i30kHb3MUbJ2UHmxhD7CuvfE8kcIUTlRub5eIth2rThjq/ZoVuaILV2h6rhHfQ5t17pKv4psBnsse+GEytskW9qXOXcftrb0OhayRC/57PkRW7paHjtesaVVzky/VPtM1ldRnhWbEh2r2tt20TF6QVZ5/swOF4nHXCRPpZzR9Iq9n6ssUhJZfiHs6zH3Qgdd+D+y6N8e94zqYfRxI2trPj/U7kf08Ko2nbcbkD/Ll8m2Kmd1i3SdJ7rXKB/WdzObOsrXX8+ej7123XoYpV/Hx1lahsie7JvwcdZ3fM8fXjwebWWejfnoXNbXosUOqHx2PtOL2fNDH5ZEeU/1aXkqc5WKXRzh9S3TwyPP3suCxn80nvo+xs6zsiL2Ww8j7j1x++wfZ7VP6/IjWkyE8H0h6uvsOnZ86jwFEdkfq+pgkWWflt7HOebCIrWPpC0V3af4sXQVWzrTdxU7jelD1r5YPaI01geHxnxbZvYRNbKls/s4CrKDRp6vPe/rFNk0FZkq/kVG5FdYly3t2TRbOrL3Rn1Nei3zZ4ks+0JWmXN7ee3xKbZ0pWwmQzYnZlR8WtlcM7JFI59WNGZm9wUtZmRzqaivRmWvwjr08KYtGm4uXfoj6aY5OC7Xj6SPTrno+uuvlw996EPyu7/7u/KlL31J/syf+TPy4IMPyokTJ+Snf/qn5Q/+4A/WLWfTNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE2JSZGklZdffln+2T/7Z/JP/sk/kW984xvyYz/2Y/Lyyy/LF7/4RXn88cflp3/6p9cp60aBVgqL4O02GZWoFmzVm13thqhG5YiO+ZWMU7a9rUawUXxUZn8NWlVrt/1Gqy+zMpnc0YrBaKtWtAowW6Vdkc/Lyq4ZveeVKB/riF4ZRTiZO/rdMy+/AKOxeKLVndl2XSyvaLVtpdwoX6USscFGnoy2750SAcaPIaNR8ZRVV8xq20PRDqZEkY76SxSNfGSsGZFlZNX2KH4lux/nOpJ0MwfRmI361uiWclEkhkz/ViIdeFmjqCoi69saHJUz544OuiuLiED7diTSCToW6cVsa9Cs/IotbXUw0j8smkgW4SaKWmHL8sd8pBtNk9nSU5+DP6+w9hzZ0uwZVeWrXouifNjflfnTfulhm+cm2dJXHLmyZAtntvSILTZiS0/B5zdqS2dtZYRKpPgoYpStBzo/Yt+j6Doj24pW+nZ0D/01UQShEfbblkaRzjfFlvZ6eB27bfi+ie5tpPMj/8kUv05ldwgmOwPNjZDuRLtkoDbl51uRT6siF5Mf+dUiOSrzVi+fTRONPew6e22mh5GcPs9162Hv05o7giXyaSnM98hsspExnLWzaB6EZKjMq7K5nMheX2G+PeTLiOZvqGzUh/2Ymc0pon7J8rDXoeccRS4dzZ+VEd2faOy2+Vd+o/u1ahRpER4V8t4THUm6mQ8Wud1TGQdZZN8RP0fFBxbNfSM/x7r8WV7ee0/cvhFRaK+95hj0MynZnAYdj2xpa9tmVHQAkwnZpZGdmI3tSC5ks/mo4QqzpdEuMSjCc2bfV9N4ubx8Vo5s3orK99dndnjFNmZ5eebwaW2aLZ3NX5D/QqQeJTmznzyRzZrZdDZ9NZJ05T1p1OcR0fvhaDd0dLwyD0XyWlnY3BvtNMn+t2k83r8ZzZsq+a3KfkSBt8+lI0k366YjSTfNwdGRpIu89dZb8s//+T+XH/mRH5E/9af+lDz55JPy0z/90/Lyyy/Lr/7qr8q/+Tf/Rn7t135N/v7f//v7IW/TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3IcCTp/+a/+W9ke3tbPvCBD8hP/dRPyR133LGU5tVXX5U777xT/s//8/9cl5wbB4skrVQiqKCoctEqwijaRbbSnEX6qK6wY9Fu0Cq/SlQMmydahRattPOr+lCdomgg0UrE6D6islg9omepKzFZFJMpKwUrq8GrUVpsPn4l5RRQJCrP3NHvnnn5hYVzo88ga1s235EIDCLL0R1HVvv7Y2zFqEZk337lZBo5PhpPbD19ep+/LTtbSYvyZYz2IRTZa0p+I3JmUTfWOQasI+oOi0Ziy5ozCu3ltrqtWSSL8OD7VrQThGUdq/ZH+vfUKCUV/D1CZc2ph20EywgWYUbxEVtY9BX/t/5G5bFzTKaMSA+P2tJWt0e2tOoBe3/YNexerZPKnIilr0SrrT5Xf74SXWeKLe3lnsJhsKWvOHLlvpQRzXmr/bYaobrS5jNbWv8X4fqJRYnJyke2NIqYZZk6v4zusy8nirjj/66UOWJHryOdLx/JsK6oO9Ez2gQ9nEVG8nM2NK9TIr8V83Wha6Pjo20meo6ZHkYyK5Worj5aFYrOxca7Sj+O/F/oOHqObDxBtlclaiGTPdPD0dixqXp4E6LfXXHkytTmzWxjC/PRWFgft3+j/uHTR2MC0zke5NOq6mEmmz1v/b5R5LusjhFRG45kRpEymRzsXFQ+68NofEZ1Ye0usi/2w6cV1X/uKLTt07q8sZHvV/ELRT6tylzXwvoruy7TFSLTdTHbjcUytx72Pq2KjSuyHCHZXpPZ0sjOi3Syl60yt/Z1qezOx4jat9/1U3Wu35nF29J+14jMJrF/M7sH1dvmac/5ts1s+6otzeY5UdvPbOksTVRfW8YqtnRl3jB3H0Y+rVG/Q2V8ZO0yOh/tXF6dD9v0qB/7XdEyH60ts2InKlNsaU917l+xiVkfZnWMxuWqjNncaxWyez+VyG+h5c1lSzeXLh1JumkOjss1kvTwR9K/9mu/JqdOnZKrrrpqv2Q6FGQGtGfUoF6VEcOYpbfyVLZfrDjaPX5iOGJAZpMIWwf0ty8vmiBnE+kI5ACJJhgjckVl+nwyGS3+Pu3nR5Yim/dx1ojzMGtLkTMre+Gx6mTJ5+v7MduajG19nMluy/Xy20kwG0PQBBxNtNmLmmgcY2XZumcTYF+XqpMqkqcqd+Toytpr1o9RW/DnbT6Iu29852xbhF9uhluzyMhH0iL5WF19YbQuHRzZflVdbD/AQbDxzbIpH1iOOP+zF0ojTLHvIlBelQ98szwQzJlryT4WseWN3IdK2kwPRy9MUFvIFnOh8m1eVVaxpaNnP5VNtqUrH0mvasOK1D7mWjfIBhTBW4T64+hFFnup4svU4/Zvb0sjew/19ehFzoie8mRjGntW1Y/WR+WpXGflGZ2vrfpiOHtRN8f2pOgj6Yiovfl0U31akd2GqIwJyI4aWRBs87By+nwjfZYtJrC/qz4oNlZUn6PvwxVbVOtS3X4Z1dPLXs0nI/JprerPEok/spz7w45qHxbJ20jmP63Y6iPHI31o5UD9rfLBNMt7Shtkeg+lifQw6xtsvuqvUdhcKAN9uJ7deyQTqktk51THrP3SwxFz+LNE2qfV7OLHiylU7CBm97L0LG9UTmRDaLrsA9toTM/qcVj0MLNN121LV2zIyE7zaTWvqT6taA4ksjjHZvJWbGkvMyOaG1fve3Q/UN4WG0CLzQWQbKiOkX/P5pER2W6+rlM5LLZ0Nh4z2yVi1Jb257J5YOTf8eXZvlQJAlCpU5XMll41mFX1melvb0tX64IC5vnyMhmn+rSm5r0Of5aVwbfBuWzp5tKlP5JumoPjcv1I+orRCx588MH9kKNpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmmYtDEeSbnaxqwyvveZYuGozWzk9uqUIA0Wm8LLYc6tEdEGwlWzR9ix6ftWIenpfR6JS+fyqcqB0LApGtPozq49lJF20Qjwrc2SVf0a23a5lEyJJs1X0UfSFKuy6SmSkbPX/lHL1XLS9UjVvxUfmYhEemPyj0QiYTJX2jbZ2QtHs7VZu1TJXbSNK1lZYFB6b1h+PVoej85WtY5U5o99dbqvbmkVQJIooOlcWLWVKH2Y6bmR1PyoX2SkMO6aNbNeq+c+xLdpIFFrP6HiVMeV527+r7aYS9cGfj7Yh9NEvWDTXqE8oGrVjlQivNsKtzRels7CtZVFdfDpPZndE19g067ClRda3peEm29KjfXjUnmXXjPQ7S7XsyjNHzzeKKBOVz3ZU0WuYnlCiKLnVsacyj/VlifBo/qPzc1vWuiPrZDaBLXO0L+t8oRJNzLIptrT6tFSmSnSr0bpmVMZ0FgEqytNjnzXTr6N62Kap+Imie2v1MOqPWf01Qmx2b5BPkt1/Vgfkp6jqWH98RDcflB5m4yiSdROi32kfzpjSb0Ti5xa16aysylyFpcmijkYgGz7zXdvr/G82N6nAfH6j9geKlmyjRrPnZM8xudBxlEc0N4rmIV4O1N8zPSzCbaFMD8+hg0Xap9XsUtHbIjwSJjrnr7OMjNUj86bsmkwfW5/WiH/n3hO3z+LPEuG2tFK1xaptIIPN50bGbZRG82B6U+vArvWRou05zRvtiMR2Z2B1RbuVZXMbn85GeUZyKhVbOpKZ6fxV7SZftqViSyNWsaWrdZzblr5L7pdnXn5BROrvMjXNqH/J/lYy2y/yaY3YXKzfeab6hSvfgbDzkS1dsUkr9rO9BtUdjcXRruCVedNof4tYJa8p/XhkTjSXLd1cunQk6aY5OC7XSNJH5xagaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZpmnXQk6Yn4yFnRysJqNKTRVdvRyu+RCEpZWaMr1KIoTVPzmAJa4cyiRFVWGOqqQY0ua8nuaeU+R3XIju0Hq0a+G1n9vomRpEXGIz9nq8zZitbqKmHNA7XbakSmKJK9XRnrZUKr97O6R/j0lag99lrUb7Nx2PZhhLZbG5GzuiIZrYbPVnCzOqByorpGednIQWx1uI+w4KlEJpmzD19uq9uaZXx0rCgKfBbhphIBB10zNXpARR9k+thGsPT1zqKkKHff+M7ZIlhaW3rVCB2rRkDaL1ax3SoRMxCV8qrtPWvjVV1sd3JA9gay031e1TlXlg5FTVp3dI9Vo1ceFlt6JJJ0NveqPvOR+Sazm9cVgcXariwKLIoUxqjU1x9D9mtkt/k+ho6h8tSuZFF3fH1HIu6weU92XZT3qn4MEbwDjSfyDWi+enwTbemoD4/6Mabq4epcdoRojsVkQuMEuwfRvA+lreQb1Tk7X8H2YRTxLypbqYzfVZtudFwe7dOrRr6rMnf0uywafKXtjNhelXtTLbMyPvpr2C4O3qdlqUSEXwWfP7OPWXnZeOL9Zgimh5Hdi3xXI885GsOY34ulsaC2W9HDmR8xa2dz9+H2aTVeJ3v/vMLacDTejOizUf3O5ig+rxGfVnWHElu3OfxZIvjdksqmjOiarL4oLRrPs7xs2mx+7vNiupvZHVl6e00Es22sfmQ7J2Q254isWg6yN6J5NJLLEs05UF7s+nXZ0uvwaR0mW7rq08rmlJE9x9qFZVWbNGqD0ZjMfFqWVXZNibC+LJu3b4PRzsVKpsNE8l06fZpRn1Y2tlhZq3PmVbDv9Ed2Da9Ekbb160jSzbrR8fnkr3ck6abZby688aac+/GOJD0bZ86ckSNHjsjp06fh+Q9+8INy5MgReeKJJ8J8PvWpT8kP/dAPyfHjx+X48eNyzz33yJe+9KWldN/4xjfkr/21vybXX3+9vO1tb5M77rhDvvKVr6yhJk3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TzMkVcwsgIvLlL39ZPvnJT8r3fd/3wfNPP/20/PZv/7acOHEizevZZ5+VD3zgA/Le975XrrrqKnn88cfl/e9/v/z+7/++3HTTTSIi8uqrr8qf//N/Xn74h39Y/vW//tfyXd/1XfKHf/iH8h3f8R2T61BZ0cVW4Y3mO7IKM1tt5lfdodWOU1arVVZJV6MFRSsCK6v27HmfNivb5nF2G680jPLIIgRFK65Z3pV7itKxaCG+zFUjSHs5Kjxw8t0i8tLkclfhgZPvliuOxG0jOiayvCrUP8OsXWTtEJXl/7dlM3m3zj8fjkF2la6/1q7Gz/pkVD7rryNjY9Q/7N++79s+XIkexORF/TYaZ9DqWpQXkwMdj+6trsDefZ75KmErQxYhpGk2HR1Pzm6fE5FpUQ2q42kWBcKOpSjahL8Ojb0VnXz0hnNydlvH8Fpf9fI/de45OV4PKLh2KtERNIIEih6RXWfLYeeQTNW0VRkyuSN9Yc/ruVVt6WqdKnMJW06UXts004kobxQpKIrIYYlsbv8/u09IH0b11j45hdGIO1rut3fekrls6afOfVVO3Xbnxd9RO8hsOGZLs3yQ/ReV5c/pdSP9O7OlEdmuHSoHI+oLtoxsfPDljdh5aktXdlxhZXh50HOOdGRG9TkyHW6PaZSwLHplVIaXaVNt6afOfVWuveZYaf47xadlyebFlXbo82N6AY0tKA8mZ2UeGPmQUJ4Ztn8j/40vI7IvkRy2D6NyGRWZmHzRb5t35mfw+UT1Pshd0UTm9WchmL8B+R4qfiVL9d5U+0nF7rX/61yP6bDtV07K1vnlctkuDuz+VMZuK1sWZQ6V7eeAvl2zuaRS9b+i58zagb/Ols3uE8qT1dNeg563/Xt3rDpV0sPIj1WZrzfNprL9ykk5u73r12X9rDJHZ7Y66xtIp6L5OhqvmFzjPq26ntGy5vZneXnYeRGBu3mMzEWr9yez15CNldnpWn5l3sdsONRumH0S6U77/54e5nWyeUb2kK8Pmqd4W7qqUyPbCMmJ8o/KQfXyefv6ofzvPXH7Sj4ttcVGmNuWRj4tdP+iNu6vQc8xm5NG7b4yvrD0zIZE7I5Pu+lthPbKrh2jY5mm91Hg9e+t888v+bns9T4ts6WjsdDPK1Da7H6y/hvpXZTPurH6txpFek8/8d1n7N9tWzdN0zSHlSM7Ozs7cwrwrW99S+688075lV/5FXnsscfkjjvuWIgW/Y1vfEN+4Ad+QLa2tuS+++6T06dP02jTiAsXLsjx48fll3/5l+Whhx4SEZGPfOQj8h/+w3+Q3/qt35osd7QVC3oRoH+zl0qR09WmQU7KbOI4xbCemj4znDLns03j00VkBqeILH1Y46+Pyr33xO1L26yMOpqiib0vt1Kf6P5l99SnPciXSOjePvnic7NtL2y3RMueY8VBYc9lk+Xs2WoekRMlw4490fbekTNmRPYoP+ZgiK5l2K2CKvlsnV/cuimb2KOxOpOL3aPqs7ay2nIqjjI00fUvzVD9p7QtlHbOLcIvty1AmmVGtkyOHO/ROF/p99F1mZ3Hto0e2VZ4xJbcpD6sW4RXHfh+/Ne0I/aizbPqbM70IirDn/NporpmdjJLk70oYWQ6C21xyOSLbHEFfeBir8+c1Fp21t+iedAqtnQ0TxhlygdZXpa5+7C3pUfI5ilT5rPRNZZs/LfHso9DK/okm9sjWSNbOhtvovP+Y+dorEC6it0La3eyfl5hne2p4oNAfdjOnZievhRsae/TysZQv+gUXcfIbJJsvq1pKuN8dG3UFnwe7NkehB62+dsxyI8J1XZo54NsHl3Rw5m9vIqNldk/es6nm1MPz+HPElm2pVWe7F5ldc3a0Yh9Njq3sqBnjNpt1AZtmqwtRnlO0cMVe9jiP5pDeJ9OpL9VDyPZrHyZzZ3Z0iNz4Wi8ynxa0XlWxypz6GCR9mk1e0T9f8SOYGNCxdbxx/y1kS3EPr5ah08rslOUufvwXXK/PPPyC6mfR9H7FQWkYbBx1etKJguzIW3+I7ZYps+ZvmA2bCZTdF8y/WPtCH8tkgmly3xalTlDZLej/jbVlkblM5lWsaNFLg1burrwn8Hsb3SMjWv+b1ZOtd952Pth1o5WsaX9sYotXbnvmc5hcmneq74fzhhtO5Xn6dOi+1b9CJqh7aI6F7DyiIh8e+cteVa+0DZtszZ0fD756x+RY2/7E3OL0zSXNBfeeFPO/fgvXHZj+NG5BXjkkUfkvvvuk3vuuWfp3Pb2tjz44IPy6KOPyrve9a5J+b/xxhvy1ltvyXd+53dePPYv/sW/kPe85z1y6tQp+a7v+i75/u//fvnUpz41uQ5N0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zRN02wOs0aS/vznPy8/93M/J1/+8pflqquukrvuumshkvSZM2fki1/8omxtbcmRI0fklltuGY4k/cgjj8jW1pb83u/9nlx11VUiIhf//9t/+2/LqVOn5Etf+pKcPn1a/qf/6X+6GG3a8+abb8qbb7558ffrr78uN99889IqQ8Wv4BXB2/tlKwqnriKsrECLolqPrJJE9VCiCCLVKCYsn+qqPLZK0K+QRREJ7f/Zc2SrHiurLtmzY6uGR6KXeHzeq6wyZNs7ZqsO/bmDWPHP+rBGzsqeC/rNjkXHo7yVSn6V+zsaRWI0SmTUt6P6Z6uIWZ2tjIpdtY+imlXHMxY5eiTaBkuj6apRAGzZ2XNjK/31vkQrq7M2VZFZz8/Zhy+31W3NMiOr+itRG3xaJYoEkY13TC+jaGA2X9aHp0ZRZvbJQaz4z2zpSOey8R0RRaMZtW8tTCeN6A6Up8rpr43uB7OJI6KINRVd5tsisqWRXWhltJFrIyIdy/Qisy1QWpY+Ksfng9rnFKpbpduyUfpNtaUt646oMtUGZzJF/bGatx+rIpuZyVOZz6N8I/s6mvdZ3eOjmnmYbH4srI671TZj62jliMjGgUjHiuzdg9EoRagcfwxdM2cfRj4tL/c69XB2n+zxjGj3H0b0bKJxxdctkp+VG405CHvPpuphi+3jTO9VdK+vl5XVy43SsvQjZUbj2gjr0MMHFcFyRA9X+wEiGjf978o8JNOlo7qAHbf9JIoUGeUd6e3q3DCiuntQRQ9bGY7ecK58DUtT6cNR3uz+RfeoEmE283llbSKq60HqYJH2aTWcqP9WdbD9bY+xtL6MKT4tZJv4aw/Cp3VQESyrPi30PNCOaIwRWxqlr2DtKC8T0zWZzHrNFNtwHbZ0ds/Qjiq+fWZRuCu2NJN7xG6I5k1Mtqj/RzKtI4p0pUxbtk8/tx5Gu4WrjCM2q79WyfoHuq5aDrpuRE5PtGvUiB+mSlZfex8jfRLpo0q/q+4cF43zkfxT/R5ZX1+1/4rge5W1Uy/jXDs6NJcuHUm6aQ6OjiR9wHz961+XD33oQ/KZz3zm4kfLlq985SvyS7/0S/LpT39ajhw5MqmMxx9/XD73uc/Jb/zGbyyUsb29LXfeeaf8/M//vHz/93+/fPCDH5Sf+qmfkn/4D/8hzevMmTNy3XXXXfx38803T5KpaZp56D7cNIeb7sNNc7jpPtw0h5vuw01zuOk+3DSHm+7DTXO46T7cNIeb7sNNc7jpPtw0TdM0TdOIzBhJ+umnn5YHHnhAjh07dvHYhQsX5MiRI3L06FH5+Mc/Lo8++qgcPXp04fzRo0fl5ptvlq997Wth/r/4i78ojz32mPzmb/6mvOc971k496f+1J+S973vffKP//E/vnjsH/7DfyiPPfaYfOMb34D5jUaS9kyJcCMSR/2rRLFA+WUyVVaGeVnYCsNK3tVVttXVdv4au5quEonCo/fJR5K2K65H6l2NqFG5fqRMdB+nRt3JVgiPRg3ahOh3o0Qr30eeTXaOrd6MIsFH8rD2wyLaRNdkq9oZo+kzOT0oep8f+1g/XmW1cyXCApInWlmeyZONvaifR/03i+DA6nb3je+cLQrt5ba6rVkkavssUoMI10k+D00b6VWfH5PD5qn4SNIeFiGQ5WdliWwnn/bJF5/bqAiWFmZvjUQpGYnQEeWLdGclknkWTUfzEpnflkbtfsSWRpGRNDqRj7qjOspHkYqI7JzMjqpEbbHXsQhEmt9+RZDOnhOyNy4XW3pKVJ0ptvQUW57Z0pHdOxqFxl5XTY/GmQwvt2L7rb131bGQyad5e3mrbSTS7WxcQFHDUBksLbOJI70b1WsTd3TwoIjhFaLngNKsUw9ndpjN0++qVPHNRPlq3pkerugtZCOsUw+P7soS+XbYOMfqmJXD9LDWayqZHq70YU23CdHvnnn5hQUZFTTeZH0M6aaKPZnhr4ts+6j/MT9URQ8zuVbVw9l4NqqHs6iy2qeZPc3Inr9NJ1KfF7H7MaKHqz4tq69H9TDjIPxZIu3TajCVvivCxxt2TI9H/XCV8U8kjyQtItCXwPKzdajYcJr2IPxZIrEtfe01xy7KY2W2v/V9xCiZ7YnmL9W8rC0dXV9pa37nsGxeX7XRq7Z05PvxskX62PunrB2O3g+v4tNif/v02bwks8+tbOuwpSu6+FKwpattDh2vjK+VsRudV1bd3RDl56nOE0d1iV4TzSNRuhFbOuoDdh6Cflsqc1b7216T2cSrMNUnnb1binQKm4sdlC3dXD50JOmmOTgu10jSs30k/c1vflP+6I/+aOHYww8/LO94xzvkwx/+sNx4443y8ssvL5y/99575cEHH5SHH35YbrvtNpr3Jz7xCXnsscdka2tLfvAHf3Dp/F/9q39Vvv71r8tv/dZvXTz20z/90/Lbv/3b8r/8L/9LSX4doO0k2FMxfkdABmNmcLO0TDY7WWcTNVTO6DYsI07ZCGSE2okpkjPaOpdNgvWFEttKqeKsyIzrzHHlr2HPhpXh24r/MKv68elI+2X19sfm2I7F9+Gq00aPKVMnudk1eh1zcqAP5/yLXZ8Xk8u3Cc3LjwVsDIruA6NyDyP8mMO2gI4cdutyEk9x7Pl01euVyMk8ZcIdtb1ssi8iB7a1oUX78OVmuDWLIL28DjInbzauZ/1H8Y56f/3oIrvI3oj08Zx62DqjPdGLkBGqY3mW1j9XdE+nfizoX7bY8iJ5I0ZeztjfmS2tOpTZ0vYa/0JpyssjRqXfRfb3VFva1ku5nG3pykfSkS0RzXOUqt3J7NzMlvbPL+vDqO/YPG17R3XcT1u6Oqf0Wz7bjydRnkpmS6+D6v2J5jUeNu8RWa7L1PmALSt6GbZptnSmhy3r9mXZ81P0sM9TBH/MjeY2vnzfJzLf2br0MGobXg/7dlvxaflxzm9DXF3khch8J5HvIJt/R2XZtOjDrEwPr2M7cD1uj821vTDqw5nvKqtLNJZWbKyKLwONw57oA6vId+HbALM72TgwQlbXTEdGPq2ojXo9rOWuY3xG56rj4Ige9jaTPe7zrz6XyryB1XEOHSzSPq1ml+yj2aqORER9NBqvKnasyLJdgmQaXWQXjc1s/N8EPazz4cj/gM5XGfGJVeZNbL6TfXQZtY3KuM5kqtYjwrdNNF/1PqkRW7riM2D32Z/T8+h6Zktn8/tVfFqVj8dF6os6bNmRfaFsQh+u2tL+ePZs0LVRmsxXZokCwY20tyjPrD+vaktX5v7oOFpAh3xa6B5G75EzX1TFNvXXTfGbVXwjIx9JV96fjTxLn3YuW7q5dOmPpJvm4LhcP5K+Yq6Cr7nmGvne7/3ehWNvf/vb5frrr794/Prrr184f+WVV8oNN9yw8IH0Qw89JDfddJOcOXNGREQef/xx+ehHPyqf/exn5ZZbbpFXXnlFRESuvvpqufrqq0Vk94Po9773vfLzP//z8lf+yl+RL33pS/LJT35SPvnJT+5bfZumaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmORhmiySNuOuuu+SOO+6QJ554Ap6/5ZZb5PTp03L69OmFa2655Rb59Kc/fTGNj1AtIvKzP/uz8rGPfezi73/5L/+l/MzP/Iz8wR/8gXz3d3+3/O2//bflp37qp8qysshZLDKRP4/Iom5EK7d9WpsmipaRre5elUqUksoK60pEErR6k62YRxFGfBQOX3ZlxS47lq3+jVYVM/mztoTSskgtKOrOSORKVG503qaZa6VhJfqdjZaojLRZ+ztLF61KRm0XPTMf8TxaperrNmW18wiV1a/V1cNZH85WRtu6R+PNSJ1HVu5nfThbsR6NHVmUDyZHFBGiImdHkm7mYh02S0UHi8R9ONPL9vpM32oZ1W2Tff42j2raTdHDPvKLMrIFbRSlpBq5owqLurEuW7oScYXZu0jOiv1i88wil4zoYVsGi5AZ2fBRHZDdjZjTlq7Y0bZcdg2zETelD3uYzVVts+w3YlVb2kZPyvqwj/aIxoGKPZ7Vp9oXUV2jc8yWZhHkPZV7NJctXRnnq/lW/TPMHq/koWxKH2Zj3Tp8WtVxUNN7qnMT2/+8vCNyVOuyLj2clTWih5n8fj5cKdf+jvKs2NMj/XNOPVy1oVW2uaPQ+j7s79d+Rf0bGa8VLxfb4Y5FdtO8WRvWdMgvVtGjXs5K26/C6uGp6Fe068vIGGupPlfU9ivPH5XF2gciGnOiPEfm+E+++NysESzbp3V5E43Ro/270i81vyk+LSXbmWKqDsrsIpZ27j5ctaVH5iQZ2byo4uvxeP3i06PxFZVRlTsqA+VdtUP978gX4Z8Tqjv67e0MX4+sjl5+JLMnmudHaSu2NNulBvntMi4VW1ok3qHIM8UHULlPqE/Yvops6YpPGtnSthy2c3iVzC8yakf7PJkdLVKLmux3UfZl2N9e/lXGKpa+CpIP9Vu/cykax61srJ1Vn1tHkm7WTUeSbpqDoyNJbwDPPvtseP5rX/taeg1Kg/iRH/kR+ZEf+ZGaYE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3THBo26iPpw4xfTXV2O06T5VE5PrK6WlcG6jW6kkzl1BVl1VWGSpY+WwHtVyme3X5Sts7vrXTT1XxZxA9/3v9v002J9oH+z9Kz8thzq66wzVYl+7IXZVh8Xvos0crRrfO8jmw1bLZa1spiZX3q3Ffl+Fhwm7WSta9KX2N1Y2k0nR6rtMujN5yTs9u832m/sXJkbT5alWzPVVbKMqL0tp3uyp+PQZoXihbFVv768veuO7Xw20d2qEZJQPfRntOxDV0X9eEM355QXRFoPGN19Culs/RNc5BUxpfKtWiFvz+Gxusskok/NhJleDTqmy/TE0USef2bF2bVwxmZPalUdPTUvH1kyj0bai/N+46eglFGfD6WqD1U7Q9Na3XNqC3tz2WRJCp5sPNWH7Jy/d8+LdNjcbl8JwYke2ZL22e5Tlu6Om5Z+TepD6P7uS5bOqJix0e2NItCE8Ha0a49uZjOylOxoTJ7HumYUVvaRx5iEXNQudZ2HvEPeCJb2rJbxqklmSI7FVEZ2zI9z/LPyvR5bxK+/sifVc0nOs7uZzb2i+y1b6+H98rYHQS1/7FnFEXJRvJG9fJpvT9LZFkPs3xZ27T3Y1SXM3m3Xzl5cYzK5rjWF+Dl8emjPqDn/bPO+gfTw/5ZrtunxUBjxdz+LKXyHCo+BpaW/UZ6kD3Txahmi2PNcp9e9p9lsur/vt+xeR0qB9Up8gfZ42iuF9XD6+HoOv9br7NjzpTo6ZVxyM4xojGqMv74ujB/GMo/y5NR0TFNs4lkftpobuzbute9DGZPj/i0tOwpPi1fLpJNbRMt5/VvTipmrag8mX0RjUEjY5N/ttk4Z3WGnsc28a5+1nxR29I59d41i0Q+l6wuR284B23pzDcU6fFIl/o5TzSftPcZ2ff+OWh+/j6ie1K14ZDNlc2Hl6/d0+dqe6Gos77u6D5NsaVRPptgS7P7ZbHn2JzWp0VlsOuQDMgmE8lt6Up9kNyalkXQzvw2Nk/UPzz2OHs/62XUv1kE9ExGzXvvulNh2UxmNBeKbOlovMxg7QHv7HC7IL9gpHuy8TSbEzVN0zTNYePIzs7OztxCHEY01P+r526VU7fduXSeOQgrzmpkFOvvyInIDPPqlsEsTSQHSx9NKK1saEIuwie//npfxtEbztFtj1FeaMKNrhmpD/sdyc2oOOEjeZGB6+9VRY4R+aL82ER9zu2FbR9mz9vfK9ROooliNB5kziKfb7S990jbQOVnjlAme0QlXTQJZVv4sXtSxT9XzcNvq2bTe5iDyp7z6a3smXMA5Zddx8pGstuyqnmh3yLzbhF+uW0B0iwTfZRaGYPYeIcciqhfZ7p+tLwqTO9U5bHXztmH7baGKpcl05M23ajNWsHbquhFn32hwPQpq0f2bDJbuGpLs/Hby4m2V43kyLbaRVTmEkhmL09lrhDZPxXbh9lKaGvGKfZ0Ns9j6f01m2BLM3tXZHmRgQWNtXp8Sv9FLyyQ3VjZgpPJ6cvKZBk9N5ousoXZuSm2tH8+akvbl3HMlq7maa/N2kM056/Y0mx8HrGlWZ18udl1c/fha685Ftoko/6Q7LlVrkdtVPHzRjuv8+Uy2zAasyL9gGSOPryutEmFzfWj9ohslKxNV8bZkbltBuu7rE8yGZEeXtWWHr0WtaW5twiP9DCz7zLYWBn5RSrXi2Cdo/1o6gd1yD6Mxt+o/3uysQJtcW3LRh8wW1nZQqOoP9hr7YfWo8/Y12/UBq30WXuejccsbbUeo/MvL/Pcfbh9Wk32HizSwyLxe8KROTPKG8HGxSl6GOl5pmuQHJuih6+95tiCrKO29OiYOnItWgyMbGmvQ1BbsvlG87MR/8Y6bGmfh7eJIzm8T6tiH0d2R1TvSltHjNrSma61NsS6bOlqvTbZlvag+ajvO5l9zPqK5q9pbXlRG7Sy2OenfcC/76/YuohMhmr+zBa3+DHK9182d4h8BUxGNP+2Pi1kS0f6J9K//tjUZ4Gwc6cptvSInq/YCHP14ebSRcfnk7/+ETn2tj8xtzhNc0lz4Y035dyP/8JlN4YfnVuApmmapmmapmmapmmapmmapmmapmmapmmapmmapmmapmmaddKRpCfCVgqL1FaSsvPoep9e/7ZpPX6ryZFVatlq5tG82CpfkeWtUNjKN4a/PyiCUISutvPX+Tqgspgcep7VoxrJQiSPbstkRWVlK6AzspX8ldXsLLLHky8+J8dPvjRrBMvoHrHVqko1Ikr0DEYiN6BIMyjyAiunCloxGq28RdfZ3+iYXfHr68KiAHh09Xu2rWnlXCXyPpI/klupRDdjq6srz646ZlZ0TrQaGpV5943v7EjSzWyMRJFXIvsEjVMVm87mw663ZXt5Rqjkmclm029KBEs2HtqoNpUxa1UdiKIE+3xGbaJKNJBI5ootPRIFht2jKba0Rt2Y0hcZI7qR2U/eXqrYY56ovUXXRfmMnGMy2N9b55+X1795YSNsaSuvJbKlK7ZaZYyr2C1eHpUpsuNXIbOnMl0SXW+v9ZGE2DkGs6WjOjFWGQtWtaWjudQ6bGmmu5Eco/PATdPDvs2x6Ple9069hx4WedWWGx1btx5GbQu109EdBpDMq+rhyE6pyuKp2LkoLzb+rFMPV+sZ3ZNV9fAc/iyRul9aRBYiDWf3YrTtRLD5Fora6OVeVQ9X61gdO3x6ldHvpuDTV6I8Wz0czTczm2EkojSzKbPxzZa3KXrYy1SRx+Yxhx0t0j6tZo/Ifoh8D8w+qeg1NqawY6vOhzMZmE+H9WN77dxRaO+S++WZl1+A44+1idBOIdGYhajYM1qeyLTdviKdN8WWZrIiXTNiA7N7MRpd1b8frtgI2b1Cx6J+xPr4yC5YU+3Y/balM1tmE2xp/34YPUPmc4l8AAxmj4z0MbYTyX4Rjc2RPqj0Cz9n9GPoVJ9WZFN7ufV49J0Iu5blxyJcZ0TyVefsjGgePnKvPB1Julk3HUm6aQ6OjiTdNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE1zCdCRpCfiVwozKiu7WGQN/7eP/LGpoBVtbFWvgiLAVohWtaGVg9W8PCNRTdiK02h15WjUj+z+RivSqytaUZmrRJRBq+hVjjmj0OpKYZXFy6do9Cx//9hvPVaNnMLORcftytbRlfwIG2VgRHY9L4Kjt1TL9vfXrhQWiSNJT6FSp0qft+lFliPkK/ZZKdUIENVr/Pks4oE/zspHzB21o6PuNEp1J4goYgu6ttp/UJ/Mxo7RPu2viY6PXK/H5tTDKPqdl1OJbGd0HkXSEcF254jOQ/KsSqZzKrZ0ZOcx3YDyR7Z0pY1mrHKfs2eux3ykjqrtMGpLT7GjUTmjebBxbU49XIkkLcJtPUt0zM6VWHRZWz57pl6mdUbdYbZ01veica7aR1jEm2rUnSqoDa8yBqL6Z7a0lWOTbWmfzrMptrSPJO2p6CNNh55Lpf9qvmjsZXKg66tpq+WjvC2VXY+sTJkeQ3mP6uGK7RnJ5fOzeUb9wj9nZZP08Co62Odh5Zs7Cu2r526VU7fdeVEe1nZtZMVsDGXzHbu7C0qLrmGo3XYQPq1ofEDzwsp4guwT1N6rkaQjMhuH5cmebfTMmR6O+vKoHs5gfS2SuVI+e85z9+H2aTVZlH/L1H4V5RHZXJldUZG7Mu5UZGY+jjn8WSI8krSX0VK9b+jeMH1SuY9TfTYjRNeO2NKj+gthfUOV/hW1+f2wH1neVZ9W1aenx9uWxkS2NHpm1qc14rep2ONVfFmb6NPK0qProp2rpvq0Its+mvtX6hfBbOnsOY3MP3x6T9a+KuciOTwdSbpZNzo+f89nPiLH3nbV3OI0zSXNhTf+WP7gr3Uk6aZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmkNNR5KeCFopLJJHP8lAq7R85Lt1RNeIymZRYSKQjIpfZWojj7AVhig6ic3Ppt+Plb5sNWi2IrqyctSjqySj1YXZamPUzkajdEy5ZnSlP7svc0e/Q6v9K1ETPGgF6pT+iuRgUU9Gxxgkr1+hzsYZ1D+rq6QrkXF8Grty2eZXicwQ5RuNsz5Sv5cB5a+wqHcKWw09ZZyqRMxh42Mlyg7Lm8k+ZxTay211W7PMSMSEVcf5Sn6RbbJK1A2kp0YiDUVybNqODpaptnQ0lo9E6xjVZT5dNXoGigptr2ORR/ScT1e1pZEsVVu6EuEne36jkT2Qfa6RU5A94+sR2dLRPc+Y05aeK/JO1oenjqmr2LY+LyQHsw1XkXcVWxrJ6NNHabwsFh8FKGM0KpBegyL1+3sT6Wp7XyLWbUtXxreReXYWhYelEZl/Ppzp4Sl6015noyJHur5CZMtFx6MyWB/29VD8fNinXSVy7Crt2uZdnQuyds2eO8pX7weKIh35WWy5TOaROk+5ZlU9PJcOFqntjpbpkche889D7a3snmU+h6itofRIFi97RQ8jW9qX46nOHdmcsLpbIJOj2l8rkayj8beih1Hk0oPWw5U8R9Jq/nNFv2ufVqOwSLfRsYoPF+WT2fXZXGmqfTI6/ts0SA4ryyZEkma2dFUfWyJbGs2HWDk+DwbLy8sTyb6KLY3kiPxZTH4rr7XJq3Nhn+c67q2Xj92TyJZmebE8V+mrozq9YvNV2tcm2NL+/XDkD/DyR/0xsqWRX2MVH5iXK5LF4vuvSN2WjuSu+kJ82v20pVn6yG/Fznk7GM1JLJlPLNN3aF49YktrPhGVOSGiI0k366YjSTfNwXG5RpLuj6QnMvqRdEZkBFVe6mRGFEqPsEZn5IBWmAEdlRUZqpWtOasTU3T/Msc7k2vk5ZJNk+XFjObKB6iISl1XgU3cpjgaLJv2UjhyHq4DvW/RBGtK2SOTX4W1QeRAGpmsjzj/qrJGaavH2HH0LOxE3J/T8yJjE+ApfafqmGPH2YuwkXxQnvYeztmHLzfDrVkme8GdbT031elpy6w4BNfxUsnnW81zE51ZdlvDa685ltpWGZEemWJLR+kiMlvaP8dsC75oDPd5V7fGzl5WRPZE1ZbO9Ev2rKycUTmRLR31mSllrwN0H6e8iPJsUh8esUNXwbb5dWwvysbrddvSrNyoD+2nLc1eyCG5WBo/9ti6Z7a0ls0+zGKLWzbBlh45jsqybNp8OJJVqfiwUF5s/Mvab/UFH9PDvpxo/uYXIlXqYsv2eTFGfFhZ26ro4YpNUZ2vZvcR+bRG/JT7oYcjH90qenjuDyyRHh7xfYqM+RJtO0Uf4Ho5sjkMGxv8eSSvCP+wd2RRRja+ZHWJxjE7Fx2xcytzGyXypbOFmL7Mqj2zX3p4lHXq4SdffG7Wj7Pap9VktoIG2PHHPb5fsnFmDp8Ws1PW4dPaND1sqdrSFX0ZUfE9iUj60bDVGWhhfkX/itR9Wuu0pbN5QsWWjuYzq9qmSNbsfVJ1nqTshw/Lsq57s2l6+NVzt8qp2+4Ukfjdf2abVe029vwrfuSIig/HU22DXvaqLPa6zJZmeSNbmtmWqO6Zn0IE+630OhQUAOWV+bSmUJ07RUS6CeU34qNR+iPpZt30R9JNc3Bcrh9JH51bgKZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmnXSkaQnwiJJi0xfcVVdOSeCtzAaIVtlpquK2bUsSkW06gyBViBnW6egFczZargKUeQdVC+bbuT5+/Rsi3CRfPUoaif7vWJ4Hfh7M8dqYRQ5yzO1/7Jr/bNDK1RtdIjKCmUlitbDGI2ela3IV1hUzOx+2tW5KNKOJbqvlahD2T21Y5HdPipKz4iiaFWj7vjy/LlqZI9KXii/bNV4R5JuNoGRbcsQfvz119vjmW3jr5uC73tZtCxmg1UiSMwdwdLb0p6RyBlVIlsajalIpghmSyM7GslR1RM2jdVd67xf1fYeXcNsiuzZViIq6b2uzo8uJVtaZZ+7D7MotFbeCmwOycYzZkujXTyq5WWRe+zvyk4ibDypRLCJ8st8BVMi0luictD4hJ4Ns6XRfWf1ZrtFrMOWzo5n9m8lqlLmq1A2JRq8ymzlrPpZfD/KfEJRBPKR+TfD62H7LCpzt0h2C9PDUTp2XuWcQuQbQ+VH/iovk4WNxZEejnwlTM9vOlb2TYhgaaPfITnZsai9aH5VHWjHfG/PMkbagm8/UT8WyfXmFD1c6Vuax4hvm+WX+c7sb5/ezm39luiI/d7RwctaOT6l7aK0kUxb55+X1795oSNJN7OTRezM7G+RvX7PfER6zcj8fl0+rahcJC/SC/acZRP0MIokPaJjI78E0gWV3X0z9suWVjK9o2Q+LWYrRMer+qkikz2GykXXKlW5KrZ0lq89Nzcjz30TbGnv07Ky+d1n/XPMxjZPZMciW7pCNGZGRP4skflsab3v0e5OTDeg54PI9IzWI5vfWLlGI0lHzyuqx6jvKroXo3N/JuvdN76zI0k3a6UjSTfNwdGRpJumaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaS4BrphbgEsFFt0gWl2HVmDpsSiKzL0nbl9aWVpdSWf/ZiveFI1AhfI+u733e3cl3GK0ir1y48gZPm+7Utiu0sxktddUIgGiCBg+rT+nx+xvn4f+ffSGc3J2m6/2teizxCsKl1cI+/vA8kYrJ9fB1PyiaAcPnHy3iLy0DvHWiq7+3Dp/Ej5nxd8Pv5JY81mOSnUSrgy2+Y9ETkDXZ6tuGex5oVXSy7KdvFjnkQhC6LyPwDMlWgwaP6LVuDrG6bNB45gfEyJGVnCza/z9iZ4nGyuyFeWsHmwcsXk9de6rcjwe7ptm31l1l43tV/CYbIkiRYyOs9m1kW5h57PoIWwc2IQ+HNnS1WgGLMICSqfPG5GVxyJO2PLPbi/b0loXa0d7RuxoW6bI8g4kPuIJq48v39veKjsrF+UXRbnwtjXKw88DUJ57eviknN0+dzFtFMX7UrWlNwX/jJAt7WG2jMVGQ7S/K+P2FFvacvSGcxf7IhuPGNk4hdv2XqQakWVbms1J9LfXhX4uYGVgco7Y0ghvS4ss+gt82l054enJ7bxiS2e2LxrzmUyV/KLzu1Es83rtBw+cfLc88/ILdO6X6T5LZgst9le8m5YvFx3LfFpWD2fRXJGMe2WO62EtX2RPl22/cpLK6vNhEWgzmyfSD96H5f1fSE9bn1Y2/9ZnyfSwf26th9fLAyffLVcc2ftt5bRtsDLf8Ni2rO3S5ul9Xdr3an6jWA/7skefWVRuJJv1Z4mMRVJGepjtpmCvifSLLcteH+Vjy1afll4/2v4z2RCVuduoHkZ5VOTOyrv3xO7uhk0zN8gmQnZI1Hd23zHtzV0iewPls4p+9Pmzv0fnHKgsPxbM7c9CtrRIrT72nL9HSH/puG53UaoQ6TAvo52feVt6pH3s6tLcL8tsaVs3b0uj660treVyXR+/M7bHmd6N+pKIfTZYFnuNfT/sbWn0rPz16N5E9soqVPLK+q+XcZOwMvnvL9Q2YTZgZDPp89W27b/v2H32i7Y08/0gmSKQT2gE1kfsPGAx7726Re+9fZ5+Dm3lz3ZK0+PZnNkeYzrSjoFqx/u5Lbr3ka8fUZkHebm9LW3r4ef6aLxgY0Wkr2tztreCmjZN0zTN5nFkZ2dnZ24hDiN+OyVG1alvjWMRPiFjWwqLIGN0D+YIjM77sioTmOhjDF9O9EI7fwmznK7ihLXXRAY5KjNybHgDnm1FFeXLP5TG9ak6WjYJZlhvwhbhU/sAawuK77f2RZLt7/5YBpqs+N9oXPF18pNx/9uWh+rM5PbPeORlhu1HTJ5KOajMSj8b2bJuceLMP9Cs9lfk7LXXV5xMkdPNpveyZNdF9/XJF5878O1Je2vSRvH2kB07RsdUET6u+nQorR7bT72c2RTouMrIxqE5tkVDW5OO4u87+sA3GqfttnkicXtBzzga1/1LHbRoCOmkzK6v2tKZ/Az7EiybV1RsaabXovJFlj80q8iw/IKh9pEdkntTuRRs6eoYadP5j7BQn63MiS1TbGlbjpaf/c7mDwdlS1e3+PTPaL9t6ei6UVs6kvsgbekRfazM2Yf9FuHZ2M7q6fUwwi9OQj4tzSuSwZYZnfMfV3j/i5VBGdXDaBEC80FFcqtsex815otbM5+eL7Nir6KPXn2ZbNxg419lvn6Y9fCmbBE+qoer45t9tn6RoX3OyF9tqepde07ztbL7vlvVw6ytIT2ctd3omJXJ+/8qtqmF+RezD0XYFu4jY6Zeg2TJdCkbO9eph7NzDN/+7z1x++x9uH1ajR9b2SKUKbpy1CY5CH8WkoOVndkQW+efn8WfJcJtaVsXJC/Tw0hfIFvb4ufHzJZmz3fUp2X9RWxhn/9wMtJzyJZGVNqtEgX+8nlF82BPpa/4foyujeyvURsmO7eJbLItbeVSm8sS9a9s3mb7BXo3bNPYcxGRLW3T+I/ukSy23Oh9bNbmo77sx7+IqbY0K2dkDs8Wn6D6+bJHAvhEPpZRWzqa60+xv/U3khMxVx9uLl10fP6ez3xEjr3tqrnFaZpLmgtv/LH8wV/7hctuDD86twBN0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zTrpCNJT8Su9v+x7/jJpfNs9RVbDaircNGqPrvqNNryT8uLyrdpEH7FXLTSbTRKo5fVyuIj/FjZoygjEZWVbmx1HpIziurDIqxUo4FEZNF1qhGB5iSr75yRs7RM/7yyle6WKLoSWj3KtjhCWwdFefv+ilboM5h8iCiyHVrpXIlagOTRfOwWYyj6F5JhpE8hKveD3YfRyNMRbFxBv60MI31+NCpChKabMwrt5ba6rVkm22YS6eNq1AFPpIdHonesK9JHZOdV9JYytx7ObGmLjzapqM2MbGfWRipjdRQNiF2LbGk2H4jkyGRTmbQskVoUzlXmB5U0Ud4jUWgrETeqeqpt6fXj9TDajr4yNjLbJ4qmw9oR6nMVW9pHUK/0c02b2dLZTigospBlNEqRHQtZJOlKxKGIKH1mS6Nr12VLZ3OPrE1UqUbiQTJ59H7M3Yd/7Dt+kvbXqK36vuq3ivb9q6r/Ks+K9VU0R/ZU5Ijm4hamh5GMo+3MyuKP+XP2fKaH0T2x8K2Tx8l8bSrfqL/voInuw9zR75AeRr6tUZC/1uqVqG9lftNID/vymX8WyYdAtjHqU1Ufd6YzrX8fRYP1dfF5VnWTv48iOIK0hUWkZZGnrYzKuvTw1D5fsSujOT9KN3cU2vZpNSiapz9fsT/X4dMa6Yvr0NXMthrxn2+CHma2NBrn/btDO4cTWY5yat/5oEjSI76fbK7r73sWLVphO8kg252dG/EDrUKkg7K5kLVZ2LwPvef25dv8Mqo+lalz24Mianub0IeRLT3qJ/Fo37b4+bIIfpecRU1GNmC2GxFiyrthKwfKqxpRGh0XkZJPKyLrC2guUrWl0T1m93DEp41s12iev0qfj8rw96PaljqSdLNuOpJ00xwcHUm6aZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZrmEuCKuQU47Nx/3UPyzMsvLB3X1VbLK8LwKrrdVWW3y9b5kyJyu7nmlGyd38vz7Pbu39uvnFw4XlntHUXY8Wg+URq/Eo6t6GOr9fScX51nI/5VIuVEUXIqeaDjbLXc7urf20vlHr3h3MLz8unY6lAmM5LLtrGsbvtNtDITYdPefeM7902ujO3/+/vlfd9xp2yd5xGXKisnq6t09XlXo99kZaMVpdkq/SmwdoVW1+4dq0fG3JNr9xodA1i/sPdv6spue43m4SP8K2hc263nKRjxWsdxWw5b+W+fUfS8UaQBdE/YdVYef03W1tHK9k2MStBcnvi2uBxpdLGf+Gt1HGH5+fHFt//R1fpId08F9efIPkHRhUTm1cP3X/eQXHHkyou/WfQE/c2iwe3qCxSxAusib0v78hlVXcOiIal9j0CRrqNIMVqO1cX6N5tz+OutvCP9o3offLqRqNleDzN7xs9BIpvgMNvSrP+uEtlmHezZ0rHs9ncVO/8ViaPcROfQOM5k1b+Z/TYyXjBZ7P9oLqzoeFedu+6NL3t+hb2+g+fEU2zpaH5t+yqKAu777vuOLtvSLOp1Zktncx7/HJHfYB22dHR/fPq5+6/Iok8L1X/5funz8XXYPW71q/5G6JxppF9lNk497aJMZ7dZxKhpetjXmdkEEbbNZG1Kf1d8fCiSrL9Gx93Mp7WXfn16eM455hSf1ib0YZHlqGbMH2RB4xYbqxSkazWtjSJtQW01Om+Po3HaX5cRjeG+/4osR4BEPpDonmpf8f8jvB5G8uox5ofROmy/cnJpNw3kr8PPK9/FLXqOvi9Hc4ooXaUPVtvzptj3TTMFH1FYqYzpIsvjXNbXNtmnlemGrfPPz+rPEtmdD2+dP3ZRHgu6T8jPo/4skcU5oOoV/8zYzgAj8xk2v4rm8HvX1W3pCM3b6qDKridRu2BzAKvDR+wlT7bzkwXN7RFVW5rJvcm2dHR/tJ5PnfuqHI8f+b7DdpAd8WWhtN7XwfxWu74v/n1F1X9Q9cFNncegtoZ8Wme3l/06mX22J/tJM87cPvRsMrsV3Ue1i9UmtvjnZfPXa9DulZnvO5IZPRvvk0F1j8a1yJZG83NmJ2zK3LdpmqZpVuXIzs7OztxCHEY01P+r526Va685tnBudDIgkk/e0PHMMVJxLPqtEC32Y2WEN9or26l4o9dvLROViQxbO5H25bL0/EXQk/TDGyszOm7rg6hs1+hlRWTnR8gm/yPOgayciK3zz8vr37wgx0++NMv2wq+eu1VO3XaniGCHhEj8gZk9rmmrk0zfhm3ZUdpVJrH2OltmtM01m1hFMlcccpFsLI3I8rZz7Ppo8hal91s5efwLyGwCjCf79Rd60cQW6YJMT2TOT5RHVtbcW4RfTluANDVW3R4cvXgRiT8Mq/bvyEarjA1VOzMaV/25OfvwXXL/woLDg3K4+ZdC7MVSpmv2PsbfS6PXWTsXlZVt4ycSLz60ZSBZUF1t/bxNUPnAJmrnzI4fsVsy3atkOn+/belKf12nLZ3Zn3Pa0nfJ/RcXOqA2yMZTkfjDpapdaF9QiKzfls5sRi2T2dJsbLHXswW1jKljPpI7s1NHxkM9brdH9aDnky1MtKzTlkZ/+zKm2NLsPm2qLe31sGVUJ0cv3Hx+Ud/w417k//K6x/cxr4ftuQpT9HBVP6C5OduWO5pf+3ly9RrmW0OMLHKyMqHy16GDozLWWZYtj/Hki88duA4WWe7D3vZEIHu0agd7fBlWp6E2HvVjpGez5+cX4qC2m31kxfRUZldGxzPZvdwVfc/0C0uv7SC6J/Z5sY+4KjowI5v7jt7LaI4+pb/fe+L22bYIb59WkxEtbMp8Qqx/ZT6tqT6p6vVT5EfH7N9z9+HIlrZk+jWzhX0eNi27nl1jsbY00u1Ml47a0qzN2Hey3pbV69h9QPYruh5do9jz6APtaO7n/44Wbvv5SnRvq7b/VA7Sls7mxiKbYUtHPi0me+Zjqo6Tvh1XFp4y2UZg33dYvCzM/kfXrEveyJ9VyTfyeSF7k9nIis51mL09Mm+eqjOZ7JXzmS3NxsqIufRwc+mi4/P3fOYjcuxtV80tTtNc0lx444/lD/7aL1x2Y/jRuQVomqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZZJx1JeiI+Cm200leEr3j1v6eu+vNEK4qjVbiWLJL0OuUauQ7dV7RaGKVFZUYruKPogOg6FP2nukK+ItPoKv2p56ZSXfXvr5ljtTDqw+yZZCsos+gGKL3iV6OiqC1RtBgUrcfCZIi2EPVlrbqS1JKt2I/S+eNeHrYd24isKDq2ru73oIg7WWS+DBb1wecxErWnek21DaNxcM4Ilpfb6ramxpSoC6tQjaST9bN1Rujw5UTn59TDNmIHYorOWdWejnRpFG3Cp2URSOx5kXgXgsiOquhNlC+zeZWK/c/ug88bRdNG9fJyoN1dRqhEEFGm2Mv7YUdrvpbMllY5NiWS9LqotGcWrSmKPKW/7Xm/I1HFlp4aKYaNGRUbuzIuMXmj/JAtXZ3vIFg0XBZhyI89dlwcrRe6R+uypSvpK/Mof24TbGntw1Eds7mwprG/UR7Ztf44uj7Tw/acj4yHfDci06M9VfVwpT6V7bgje8T+besvgqPVsvsXReUf6ZOXgh6ObBZ7bhMiWDI9HD33KJ2mtefRNcxPgspivpwokiID+dG8vHYHsszPsooeHmnrDG+T2GM+r+g4842LcN9jxac1xZ+l1x20Hs7G6E2xo0Xap9XEZOMi0v+rMMWnVdUno3IgIhnm7sOVSNKRL6TqF4zSZM8hmt9F+g3Z0pntGumMzB4dvVZB8/MpNpDX7danl+k4keV7wvrPiL+DyZrJkp07SFvaHke+wcNgS4/YiSgt+s2isUc7ErJ2x3ZWYuNNZS6M2j+yyyI9gYh8JdU6+ON2XGL3wsta7cMKGmeiY1O+rYnuqx6zaSv9eBWfVnUOMFc0+ObSpSNJN83B0ZGkm6ZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpLgGumFuAw84DJ98tz7wcR42urBDdXaF2Cq6ejVbGKX51ol9B5iM6MVmsrHalm18RZ0GrCdkKt2jVtMWvmLPX2ev1eDViJHpOujpw63xtxTNjcYXg8mrRLE/7jFha1C6iFYBTz62KyshW2O7XSuUpaB8W4SvSo6gwNuKLyPIK0SzPs9uydN4/28pKdd/W/DgS9WF0HYuiPrKClD17m58fG6J7jeS1/4tIKQqRH5c9aJWvHw+1n9vnZ1cao3zZ2O7rwFY0s9X3/rpofEB5R+Mrkh89owdOvltEXlo63jRzU7E1bLvOIuSg8SMb51i57HeF0SgN2ViySX24YicirN5i41f1GNKzXs9HOk6p2tK2fJsPk49FgcnyQ5FLkKzovC/LynH0hnNydjuOkoHkjmyprfM0q4XrbZSQg7SlD8qORfbRSBSQg4LZViP9mPWxyP5hfWHr/PML57LnmPVlK18VFpU56r+VPj+iYyr335dx9IZzsnV+OSJndr3F9mHNW+9FFGHf3uOptjTS0Uz/RT6Viv3NZLFpUd5TfA37TTTe2/6E9IjOgVQPRPeFjRWR/0fxUcbR/EV/75WzF0VOdVXlPrC5aUUPR7ZiNC4tRt/N5bPPxvu09ub0udz2/igs+l51bLxU9HD0TC1PnfuqHB8LhLx2oj5sz7M+iaJBoufE2pEvE/XR6O8oH4VF2/NkerCih0f0xYgPqwLa1ZE9Bzbeoh3qbORo5jOLfFqZ7rP3kN2/6jOv6m6fvvrsN9GWbpqMaDzP5mL+fOTTqswBRsbyqD5Rn/V2mLfNrOzf3nlLNsWfJRL7PvTvyJ8SPQN2XzJb2keNjcZW+7dNm9nSVhZkS2ft1LdRVidUZ6T3PGw+o3PU3XPL+jHSfzYftCtaNldkPgZmS7N7tMm2NJPRPsfdaPD7Lk4Is6/Y+OivW7Sh8I6/VVtay8psaVYPK6tt79resjlxJFP1XGZz+XscjWGoD6I8FeRzQs+R2dKsD1vfM5ov6zmPH3P8OS8Xk9XL7KmMD8zP4dN5OTI26b1Sc2mxs3NEdnaOzC1G01zSXK59bGMiSZ85c0aOHDkip0+fhuc/+MEPypEjR+SJJ54I8/nUpz4lP/RDPyTHjx+X48ePyz333CNf+tKXJpfbNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNM3h4sjOzs7O3EJ8+ctflr/yV/6KXHvttfLDP/zDSx9CP/300/Kxj31M/vN//s/y6KOPhh80//iP/7j8+T//5+W9732vXHXVVfL444/Lb/zGb8jv//7vy0033TRUbsTrr78u1113nbx67la59ppjF49Hq9jYajp0DuXhV6ZGEd/QajKNFjGyAkzLYvhIs2gVrK6qYzJZbGSL9x09tbQCV6S2+hDJZI/5a3wkDZRHZaUwi4rF5Kg+i5FVpqOsI9/RNiWy2FaffPE5OX7yJXnttdfk2muvXUmWKqwPq0wWFglOyZ4vajM2bwsrR9upCI5MiVbM2/JZ1B276hW1aV8eq2+VrK1lYyGKqqOgCIQ2z+g5ZLBn7J+Jj3Cm5bHV6KN9OxrPKtdm9yBa5R2NrXP24YMsszkcRNFsq0T2QzZOsb4dRQ8Z1cOsj47oI3vtbtSOefrwXXK/XHHkypV1S2WMs6hu9+nZs9NrMvublcXIbGm0q4PFR360ZVpbGuklT9S2URQSmybSz1m7jGyOLI/IhkfXHzZbOht3tOw5+7Da0qzfiPC+I8LrWB0TptrSmj+KAhPZfJ7MlmZjRmX+71mlrWldI5m0jlGfqs5xquOxl8mPWZm+W8WWnmpH+3ws1Xm/r9sm9GFlpK4WpCeyeXBVDysoAmplfhRFoPX+qlX0sPVn6bXRfN3KH7XHqk8r29WK5W3HUR1DqxGnovF9RI6pTLWlWT6IaMyey58lkvulLV7XVcfNyL5mujHyrSI9w/q1l5X1Y1ae32EE1Z2NzSP9EcEizNm6IjmQ3c5kqOq/SI+qTCJ4/GJlrKKH10U0jmbjwibMhUXap9Vwsh0SRfA4yfy2zGazsDEy8mmtooOrPq2on+vfc/fhu+R+eeblF0RkWaexuUdkK/tnl+lf9t6GzVGR7ZuN5dFcGJVprxn1aXm7FtnSlqgdsn4S2dJsHsSeha2D9UVEfVJ/I7vIy8rqtmmwNpf5WUTm78PWlmbPz855IvvIpheJfZwjtq1va97/6/1gkY/KEs3jpvq02FgSzSnZ2BHZ0ihvZMciKnrRpmOyo+9g0DNieR+kLR3NgVbl2ztvybPyhbZpm7Wh4/Of+bWfkWNvu2pucZrmkubCG38s/8eDZy67MXz2j6S/9a1vyZ133im/8iu/Io899pjccccdCx8rf+Mb35Af+IEfkK2tLbnvvvvk9OnTQ1GfL1y4IMePH5df/uVfloceeqhcbob/sMNTMXCyyTA6FhnakdNCZPHjQjYhHAFdm70gYffDG44jxhpz1kZ/27wzw7zqAFfQxy6VctHE16cdfYnhj+2nsV19qYTqffeN7zxwIxp9nGWxjpFKX2UT1GwyZPtx9PFV9vIma8PoAxJ0HZssRxNbNKFH41JG5OBDMvo6VJwPnoqjgeWF6r/9ysmlF9ReH1Tkic5XnGwRUXuOiJyKc/bhy81wa3Iip7QSjavs78o1IvxFUqSfq0R9vWrLoPI24SNpRvRiILM9sjSVjydsWUhPR05XX44HfTCVffTL2ql3iqN2y+4Ju69TbeTsOfn+UXHUV+ZGPj1KO9WWrpxblexFQTQ+zeGQrtjSIwt0kR1nP6IU4R9+6XUjtnQF38cUP6dG8ti0mX7YD1uavTiyMvrnky32q5DZ49E1ep1/AcnkGBlrbJp12tKVl2nomB+TNuEj6Wi+vgpszmrbPnveHvTxAirPg/QM+xjB96PIT8f0cPWeZXlbuapyZPoOjUNT9bCHyZw9Vy+fvSaTf1UqY4I/5v+eYy4sEi84ZFu+W+yx7GN/RNUX4suMjvv8LegjKpSv16mVRTfoGi9LRQ9mwQZ8PbyNk30IhkB6HOXB+o4fA/xzjJ5V1E+j8yhNNGeOyq+MkUxevXbuj7Pap9UgMpuCtW/mD4j6RWZDsP65ij/LyuzPR3Kg6+buw6+eu1VO3XYn1Uv6Ozpvie4zmpsqbEGeJfoQOBqDs0VRtkyk51j9LX7uj/L2x5TIxhmBLWbyZVZsaf/eqmL7aDpkS6/Dn1U5P5VRW9rKMncftn5pa6+xj5XRc2Ef+4vkC/qUyJZmY/sI6INeLxOSC31w7J9hZn9bWPtgAfX8GBj5nNii+yqVIB6+Huh+oY/qozzYPbGg/uPz0OPRGL8f9EfSzbrpj6Sb5uC4XD+SPjq3AI888ojcd999cs899yyd297elgcffFAeffRRede73jUp/zfeeEPeeust+c7v/M5yuU3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3THF5mjST9+c9/Xn7u535OvvzlL8tVV10ld91110JE5zNnzsgXv/hF2drakiNHjsgtt9wyHEn6kUceka2tLfm93/s9ueqqq0rlIt5880158803L/5+/fXX5eabb16KfpdtpWmJoj1kK7pYJKsItE1JtZxo206/grmylXK2Ulz/rkZ19WWwiLTV1XLZymabhq1ejFbWZzJkK8v3a8VvRFYHtpo0y+veEwcT/Y71YV3t70HbFCFYtJ5sVastpxpph0VM0XTVfs3qkW2d5tNH0QtElqO5MvRe+dXBrB5Rf8v6K0sTjR2VcaOyynhqn2WrhK1sUUSBLH0UeQeVjziIFf+sD19uq9uaGiMRLJVKhJ6sj/k0Vb24TqLIDizdQWwTXrGlo6gWKFqHJbKlq+mzNsD0T1RWZiOi/JUoimN2P3z5UTQcRBatLys/s1ttHpkOnWLrMJ0ZyRSxqu3N7HlLJXKIl0fTz2lLs2jwyMat2lPelmY7oKBytCyl0k6zqC4VmC0d2YWZLT0STZptO8rSiiyPC1Ff1b+97J6RyDuj163blkZjakXPe5mq88VNtaXtfDjarczjxyGmV1nbRBGbszEvi8alMh+UHrZ/szkVk5m1RyWKDF9tq5G8o2WNRqBatx5elcwWVnxdbTpmCx1U5KyqT4u1O1YXezzSw0wH2/PRPWb3NrO/WVtHz4dFuhyZF1iqemyK71zTr6rbbFksAp+9htk+VXt8k8jGET9usbQHFcGyfVrNCCzarzI6d4zSVPxWB6m3I72L0h6EP0tkfbY0ut9o/LZ6w4/nLH2mM619UBlDrW6JbGkml5bF8q48ayRzZE9k+jayiyO/TaWsyj2y11miuSrKrzJ32m8qtnQ2F9gEW9r7tLTdj7zr93aYXotsadTvs520qr5QTVv1Y/nrMp9WxY5Uot3NPGicY20H7UaVzYOr943tLjPiz7TX+fwrejvqV1P7fPU+TG07HUm6WTcdSbppDo6OJH3AfP3rX5cPfehD8pnPfObix8uWr3zlK/JLv/RL8ulPf1qOHDkyqYzHH39cPve5z8lv/MZvXCwjK5dx5swZue666y7+u/nmmyfJ1DTNPHQfbprDTffhpjncdB9umsNN9+GmOdx0H26aw0334aY53HQfbprDTffhpjncdB9umqZpmqZpRGaMJP3000/LAw88IMeOHbt47MKFC3LkyBE5evSofPzjH5dHH31Ujh49unD+6NGjcvPNN8vXvva1MP9f/MVflMcee0x+8zd/U97znveUy33zzTcXzinRKsMv7jy9sDIwinzHIkCPRHxhEWqitCLLK+wYbDVgtHp9BF0VqKsxK1F8KtE7KqsVs+g3bDUrOu/JIrKg1b82Mku0unBTInZEUWCqK6DR/Zgz+t1rr70mV7/xnnKbRn1cZLmuPh2CreBkq9VHIqtXn4mtl+bt+1IWNQhFy9H+bft7FsWyGn3PRylD9VE5LFmftscr0Q/Z2I7kRn2ZtbksehVbrc7yZeeQ3mBkkSg6knSzaVR2ArCM9FFNH5FFBmA2Q5ZnFLkkki2r29xRaNWWZmMvGm9ZxFRvX0ZRKjSfSD943SAyLVI5y3NKvt6W1ry9/CwyZHZPLFOiV45GzImoRKFh9hGLTDSFddnjmS2d2RtsjrmptjRrl9pHI1uIzRUtlXF6VVs6i6SC5nTVqMgsorPIXmRo+38WobIavaeyc0pka7JjvoxMF2e2dFZmxa5dhy3tZZ3CYbCl/ZwNEfkvbNuN5stKFgEq0mvReB8dZ3ZUZlsgvW3tlky/+3ratPa+ZNH3Mn0YyYzSZf4cf47pVbZr3Tr9WevIJ9OvU/Xw3NHvvB6O5BVZ3nmA1Zf5tFifrhyfGlm90t6ZHmY+Iz+msDYd6XQ2rln8NcjfZuvB6ujPoz7m5y0oaiHTeZkeRrJV7X+bfqTdZD4rVid2jMnTkaSbTaVql4is16dVtSGm+rPs76ysbH6yKXrY29K+fsjuZPNEFlGV2YxMp6Pymd5j5dhjfjxmetPDdJT3Afq8K9GykY3hqe74XG3P1TkhkzPzaR12W9rD5t2b1ocr74f9fDdLW/FpWSpzEB9ZPZIT5YnyVio+LdZPvb1d2aXFjw3VnV3Ye1g0n6vOkxHR++Ho/jG5kTyRLZ0932yMqNjSPt+pPq+OJN2sm44k3TQHx+UaSXq2j6S/+c1vyh/90R8tHHv44YflHe94h3z4wx+WG2+8UV5++eWF8/fee688+OCD8vDDD8ttt91G8/7EJz4hjz32mGxtbckP/uAPDpX7vd/7vSX5dYBmBnT0IoG9pLG/9dioYYTSVidkaNJeJXqxw16C24kC2nbGGuWZ0e4nwnby4SeZfkLuy/UyMmOzOmmqvihgL9cyJwSj4lwfnRiPOAGi9uTv4xxGtO/DlmhCX+mX9qUSalveGVb5UD5L52W0L7RQfdik04K24Pb18/gFI8ixl8G2hlVs/TyRw5WNQzatvdam8fUdedFl88vKq0zcR5x5oxNbNG4xR7bloF4qLZRp+vDlZLg1OaMfSCvMRkNkOhalz/Rhdp0v28NsO+YctGnn1sM/9h0/uXQ+s5H9MT0+Yqshouc0+gIv0jlRmugDRmTLWn2LXhKhjxzQ1qP+RZt1erNtJrPt3D1VB65PHxHZ0kjvrsOWnvqCqdImo/kAS7MJfXjE6V6db1Zsad/WWZn+ugxma9p8MjJ9FL1EQYshlExfoRdnKA36OLvil2B9laX19c0WQarslootHc17LftpS3sOiy2t8+FMVvRhs8X7TqKxt5rGlpO1VX98tI1qOuZbQtcgPYx8UV4OpD/ZBy9VPZzN4fw5dK9G/B72Hmg9I1tnVA9HaffDn8VsLXvO/tY853opXNHD6DmP3PvIvhRZ1sNe7yG71adj8vjFNqjdZ6Cxyj5jFiCAfTBcnQtU7A20YNPKZ2FzPHuuYjNHC0LQx2isfCTnVNs4ux7pFUZVNv97Dh0s0j6thhONkaNzaUY2BrP8R68d8dFEOovNUUTm+zirYktbrH5h+skf89dX5juVsXkkfcW+tDDfEoP5tPyCJy+zt6UjPcY+amW+hMhfEc1/0HmbjsFs6XXo3MpYUu3TFVuapWVlbZotXbUz/HF2DPm00DgwaktnPqLsfXPVlo76L3s3jPLP+lckf2RrRzJGPgRUZoXoe5Ls420vW8VeRbKOzo0rNvSq9EfSzbrpj6Sb5uC4XD+SvmKugq+55pqlD5Lf/va3y/XXX3/x+PXXX79w/sorr5Qbbrhh4QPphx56SG666SY5c+aMiIg8/vjj8tGPflQ++9nPyi233CKvvPKKiIhcffXVcvXVV5fKbZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZrm8DJbJGnEXXfdJXfccYc88cQT8Pwtt9wip0+fltOnTy9cc8stt8inP/3pi2l8pGgRkZ/92Z+Vj33sY5PKRegqllfP3SrXXnOMrjjNoshk+C2H0Oq0bPvsKFJMtCoW5aNEW8pUIvbYFX9RJGm0PRWKfIdWw/kIGdlKu+hctgo2Wq2fRc1B0YKmRnphjEYHyPLydUF1RLDzc0e/82WilaCj/TiKPufbTBbR3F5X3c5JpLZC3WMjQbNtSdH1LBIdkiW6N74OnkrkgUo50Qpe9DtabWvrmG3V7OuQRcSIZPLpWRlI1qgMWw6rt5f7yRef60jSzcZQ3YLdn58SFSeD6ZKRa7PoP5n8aAzxec4ZwfLVc7fKqdvuhGP2SCQMRqZzWKTaSA52LMPr/Uo9WFQJZEujXQ6iiK3M7vTpWPRKZK9GbT6ap7Bj0d8aYZDZ0pVoPlUO2pa2ZVpYu9skW7qyrb1IzZZGc0HNy7cFLTvrlxU7NCOKJO1t6cgetlRkt/ORyvbbo+3V5uvvKdMpUflTWMWWrozL1XEhsn9H0zG9bMfOTdHD6L6P+rT8OBbtLGTPj9hqXjame6J5LPKjMR3ny7PnWfQ7PZdFvovac7bD0lRWnQd72VBkYWSjrkPmTfBp+Ws2IfqdLZdtCy2yHHVNhEeNRHoY9ZEs0iPK10fQrNxvVqaH6WFfxsiW2OhaFF166vxAy7DjZaTrLVEfq9oEfswRGdfDWdpsfJ1aRnWsiezqOfxZIu3Tajir6v1N8mlVxgg01rPxF/X3uaPBe1s68s+NRC22/iO0s4nid17wZDoC3XeWxtahEr01ksXqdLUn2S7DnuqcEe3akNmBlXkF0v8oja+rPYfm3rZOm2pLI3swu4cKaxubZktHfqho5z9PZZ6r6Xyetkxkh6JdhKr4enj8TsEVufW6qn8m2wUZyYrujWJtWW9LszkMyoedr95f9O0KIhorKvdkxJYetY+n0JGkm3XTkaSb5uDoSNIbwLPPPhue/9rXvpZeg9KsWm7TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNIeHjfpI+lJjedVXPSrF4qq322EaBa2Is2WjVa56LIqkEB+rR7K11/l8bRRprcvZ7d3juoL47Pbu6k22wjGqCzrOVtCxyFBZZBOUr9Z76/zzsBybdnE16fLK4NHVvXZlpb2WRV2K6oPOZysrfTpbV7uSc3nFPxVlX9n+v79f5No/dCtR+SrLvXYZR67ZfuWknN1ebK92Fau2cy2jEj1rLw/eb6P2aqPS+IhPNo3WwZdj265dUax12v29V1cki6ZnEeGVkUiDPp2tA4uwie5PFuEgihygfX2vDJymGkUjYqTfViJAeBm9DD7aRRRhvGnmBo0XldX3mf2E0lpQpK/dPjM9WunU6B6R7rZ21bqikewn/hns2RC1sbKy+4LI7n3ZOs8jy1R1hi0bRX+IolWwKCWRHXvvidsXbGmvW60t4nUkkieKWIFkZRGHUNp1sHwvT8nW+T2bRm2XSA9WqNjSq9Qrs6VRRCcrm22ryibY0nu2LO8bi7Ywt6W3Xzm5MBfcZa8vW1taQbarRe8XixRZsWt8xKqqLY3yRrb0Xl25PvO2t01r+2U1GqTFzg8W63gKjqfrtgWRLY3080jfi6KBIbLxDOUbRUvCzySPmDQnLKqRSB4tS6/X6/YiRMXlsLEt8/VUnqXX6d4HhfJh47LN144pvh/rfbLjmOoU2zfZvVa57ZiwLrwdkbVF9ExUB+/mI3C+rUz1Z4ksj10HqYdRWbYP2zRz6mCRPT0skus41dVnt59c8uEscmpJD2+dX9R93ndrfX3It6D9ZtdXhGXMnqnVwywCXlUPe12OomxH+e+lx36maPc1i/2925eWo7TbaPWeyIfjz0V+Xh1zkB5G82UG0qMjepjVz+aP8s38brYPrzs6f9OsCxbhP7NBLZlvdxWf1qjeXadPS48fFp8Wkw1FqGX+F9XXKBrpor7BPq0M1sZQHWybU/0U3f8Rm97qO2s3o/c8yJaO2ov/7e9P5DtCekbL9Pom8hmq/cP8WfYerMOnFem6ddjSbNxh6fycb5fFHUU2yZaOdvqxc6Cz208u2HrenvbfN+gx24b9nFHf+0a2070nbl+KIq3/R2OJHVO0bOaTq+5+6PuozU/nDb4dLN6zRVvat60o2rXN017nfVrWn4XqlI2D/nimX30ZbIyIxi3UN1expdF4Fc0HIqbs8Nk0TdM0m8jRuQVomqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZZJ0d2dnZ25hbiMPL666/LddddJ3fJ/XLFkSsvHmcryVg0CRTVLVqFxVZ6o0isXh4kG5IRre5DMmWRdH2+U37bKCFePhTNystkV1qjlYV+9aTNB60aZSuobX6MKF111fUIWeSAVYlWXrPy2WrEb++8Jc/KF+S1116Ta6+9di3yZbA+bMmio9g0bCWubVesn9mIMJWV/pmMqH2hlbfRimE2DmV9lh0TWY6+h+RF8tjxxKf3x6PrvXzZ6tgoYoBPYyM7ZCuEK2OHH29YVEt0fbTSmOmEqK5o7PN1efLF5+T4yZdm6cMHWWaz+UQR7LI+aY9HUTAs1lZiEam8nRZF+8lsJF/uqE5n5e9G7ZinD0d62GLlRpFRfOTBLJKJj6LB9HBkP0f5W5BdqccZkW2f6WFUhs/P2x7+flg5fN1YJBAbkc8+m1Xt50wX+3RI1insty1ty2EcFlv6mZdfWJDTwqIVRbaiBfVNNJ+bGskEjc1oTGY2ZmZLs7ZeidJSmRvbtCI42k4UMdE/k8rcoCL7SDoR2UhbOpqzR30ya0vo/KbqYXaPs2iuIxGF2W41mX8hG+u9vDg6Igfp4Yq/z+P7rdW3aF6c6WEEigDPxoms/1R8PD69L+9S0cNVW2UOHSwypoer/SfSIVG7iHyoXhZ/bdR/I9mQPx2dnzLnQ2M88tujPCo+KVSmwsYmFDV1pI8xvWX1ZKSHp8xFR/Uwmy+zY7Y+0VyFzYE0zRz+LJH2aTXLoDl0pU9Uxresv6JI0vZc5NNC/dGPI9E1I6Dy57CjRXJbOrIjI1+QyPLcKwLZ0tn9Zs+H6RVkW2Z1iObxq/i09Hrmh/V6NIs6bp8HsqVH9GzU5qM0zJZeBfRslXXb0j5/VI7Xwzb9ptvSVVifiPqmwnZCRONI5ldD6JzNEvmzVO4o/8iWRkR+g8wWrr4fZtez8Yj5njyVNN4vuYotHc2Fst0F7HXZXGcKyP86ly3dXLro+Pxnfu1n5NjbrppbnKa5pLnwxh/L//HgmctuDL9ibgEuBTKDxP+2jlw1KKyRd3b7XOlFiM8vM4SyyaD9e9c4PrWQPyqXOX/tBM9u14ccPJFTZ3ELGv+SKt7qFX0Y6bcqFDll5N3Lw25BqenZfbQGK3NC3XsCb9XuQWmmvlhC10T5RC9K0Dn0/CplocnB3Te+M6nNwRA51aPzu315Ob/oRYhtN+gjpUxOn8ZOpP35aBtS1I/Ryyb2Yoy1WSSz37YzqpN1ctmtWO0WVdpPK33L5u//Z2RjuR5jW99loL7N8tDnFH2IGeXrQY5Z3QYL5ceuVR44+W4ReSkss2kOgsgBZX+zscOm93oQ9S07Ti5v54apOjOz8XWqUxvlMXcfrjro9N7pPV7cLm/R/rTbwtrrfXnZx9H+HHNQ+/ztS8a9rbMXZcpsab8tI5LF/o/qYHW6tUuiBUtWDn/eLwjbfuWksT+W8/ZzgahMVA9vG1Uc9P56m/cIVR3tZUVyM7tat8UdlQu15TlhMqCXDl726ONj/6KQtYPKB9LsXqkMzB5HL5MUvQ69iN06v/zCeuR5IX3k+1pE9YVxRR/5+1utQzXdumzp6HprS2dl2flupou9zwCNG2wcsu352ztvySboYe+rUflEFp+T1cNsQX31w4LKS2OV0f+NxgQ7tqi8qocXF8Zzmbwe9jqY+bSYHta87Hifzek0jZ8L23Nqa/i8vD9L68Tmt5WXs2z83b0Pi2Mc0uNTWIdPK9LDeo9G9LB/1pvgz3rq3FdF5NhFeVgfVnxfiuYtSA+jcdHqOVtm5dnb/upl9PanJVqs4bczZ/oOjfPIjtQ8KvfCpt8rB38Uh+x7NDb5+2vlR7A5I0tvP4Cs4tta1tf3tpzHPi1mK0fHvC3p64Dao/8IVWT+uXDTeKzOZX0jmn/5v+145fuRHT/VrsgWknk5q+cjfTSCH+M2oQ9X9K8da1mAHc3r7Db/aN2D0rF5kp3nWLn9tSLY9lebKXv2u9ft+YPYOxxkS/t76X1aepz5tKwe9foTLSzcOn/SzFsWr0PvxnyZvg5eHqYnF+1UbkujvCswnVnNi9nSPg8dN6r5+vu4Kbb0vSfuXDgWze/8seqHxpE/aLcN1N4Nq1z2nltbGvkM0bjO/Fkqt60bmvNH/l4r52Id8TlkC7PAeZoG+azt9cpuulxn6u/R/sfuUfYcI1sayRH5tHz6qK8juVjAN5QePe9N0MNN0zRNM8LRuQVomqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZZJ0d2dnZ25hbiMOK3U0LRCVDkhmiVlgjfPs/mw1aXRSvIq1GcovRsRZyX30YT8pFrNJIHi9oXXWPLENlbfY2290CrXNHW7CpDtCLS51mNljG6Wo/lt0rkHVQmi6AT1Sdb7ZpF87Hp/Cpkkfm3CLd9GMkcgSI0RZEAWLQtPV9pGzbyAOobtg4+ildlW2G9rnI+Gg/Q+Qi2On9kC2f0PHwaEd4HR8ZKK7cfu6v5jERa0rqxbWxRG44iWFj5Rca2Yvd5z7lF+OW2BUgTE21rFhHZcdXoWAobZ6PtMqMoBVmEoOr4EdkWc/ZhtjWpBz2HbAs+ZHNE+TP9P2V8R3kgm1WEb8uNdKq1pTM7Wq/xx5G9nm2jGO0uYc/7aBaRHZhFsolsUs3PHovmR/thS/vxYmR+5onuxWGxpa18HnaPvN0mstj2rX3F5mwoTwSKdqR/+zwtvt9WtkaObG4f4dX2vSiyPGt/9pgt0+/uxGRR2NiajQ3rgEUdRm3fM6KjrS3t818F3y4z38Cm2dLMp+VlVDI97PttNtb7MlnZ1bE9GjPn0sN+TLB+rGhcs7D+7c+z3aXssaq/KdPDvhymB9ehgzP59lMP23yQHt6kLcJV1sy/iGw4hB/X0A5mTA9H4wfSw8ifpfJZXZjpYRRJ3Z/35Y7q4cy34utTmR+ifNA9qYyNSpRngBMcAAEAAElEQVTWYsc05leqzElH9TA6n9nEqK7Ibqxcq7/n0MEi7dNqlsneb7E+Ho31o/Pi6L0Bs3UrtiOqwypzdlu3ufswsqUjuzrTwWiONsWmZuO5z7uah8iyvsj0J3tHE/mgptjSkX9A/87efzC/QEW3sbRVO7vqa1qVyKfgj0d+Fta+D7Mt7f3Sme0zxZaO5qMo72jct30x+7bBRx5e5f2wrQ/qM/6a7H2jl5NdW30/7POK3iH7v6eCfHtRmeicSM2WZt+46PWMrM7MJ1G9N3P14ebSRcfnP/1rPyPH3nbV3OI0zSXNhTf+WP7wwTOX3RjekaSbpmmapmmapmmapmmapmmapmmapmmapmmapmmapmmaprmk6EjSE/ERO7KVlBGV1a4KWz3MVgPrMRRFI1uxyOpg5UUrzLKoHh60wg6tMq5EtvX3kUXt9Ss3fRQfn7e9hkXfsWnsNT5NxH5F2NHyKyv90epgmyaLCuPPZZGK7j1xuzz54nOzR85aBb9y1ke68avW2QriKBKP78c++o0eQ32pGi3L46OsoYjZWeQbTRvJ5Fcx+4gJLBoPWq1uy0YRLkZXBqM2X4nEEa2kr0RY8uWgPKP6VFb6atSGbJxkkQBs/nNGsLzcVrc1MZVI6yJj0SkRlSgufvyqRJKO+jaLIDEScYsxdwRLb0uLjN0jr0c92ZjIorX4v0d3S0B18HaA1X12l5QR1mlL+7x8xBGtR9WWZnpbQbZzFoknoqJfpxLpZVReND+I7kUWfQjZFHP34cyWzsY2EVmypaOI5aidZtGBUTks+o0F2bvVPorkVFa1pVHkGB8VM7KxbRRPlg8qex2webQ/Zo9ntnS179h8q5F22Hk/ZmcRzjfVlvZ6OLI3EH5+WrGRlNGxEOkY5L/IbDMUSWuderiyq4M/p+d9v/SRez1WZq2DlUup6tZ16eH99G0xWTI9nI09enxED4tsRgRLjSSd1TPrxyJYD3u7T7H9CO3ax9qsYtsssmeZnq72UWRzR/Vk+VejACJflB27fB2YLVDZ7UtljnxW6/I9sT6wqh72aSMZEdruUBuqyicyfwTL9mk1ChtHK/PQ0T401afFfE5WFlYWOzZiOyI2RQ9X5iuKrS+bl2X2ByIb95Eu9PJlZUQ7nM5pS0e+Aj0ugiNMM5/WyDt7TVO1TxkHaUt7eartayQNm+9vsi09hSgqPPKxouvtGBvJgex2LQ9dt8o3HNmOK6zcqi3NfO6Rbext8cj/XY3ajY5lPqHRPEf8yZomm7ez41V/Tra7VbX+HUm6WTcdSbppDo7LNZJ0fyQ9keilcHUrD39cZNH5EG2xVSmLMXqNN+LsBN4yZQIsgreQQh9+MmcCk9l/+IdegkVOez+JGXkpW3EqsLpMcWBXYddVjF3bbnwbYpM71Hb0uC177pfCdotwEbztpq0Pw1+P8rD3zrf1aBtPlLcHvQRFH2V7WaqwCZOVT8tGL7CtEy0bB62M/qVw1l6jCXUVVFbUd9ALqCjPiiMa5cv6FCoLvbxD25D6j4WQjJlj9u4b39kfSTcbQzTOKJnuzvpnpPP9OJ19NITsjBFGXmawdJv0gSVaGBPZTHq+aksr3gk7xZZWMiciG0/XbUszHe9t6aiteQd15Oxm+UYfX1oipzCzGZGc/nflpdIqtrSXi+XLngezpaP2zmxp/b0ptrTWRUG2tJWbPUdmy2Uf/7NFhzb/KVveVz5krmA/5Ml8BZEtbdNnWPs7A5UdbRk6lUz37qctbfOqzoGjl2/2eGXRq5dNf29CH0a6qbLAy573bSjbXtfPRXxZrIxoQQ66LpLRMlUP+2ePbMFMDzO/FPpAmm2zi3wAUf4ZTOdEto79ew49jKj4UCIfIJJh7v4rUuvD6IMg/Y1A7Zf1C7ZwnxH1PS0HUbEJKnh52eIDNMYwOSu6JFvMya6xMnv5kMxZe410Z2WegPxBrFxmy1b0t68P2k5eZLFtR3qY5W/rNIc/S6R9Wg0H+ZBEuF9BmerTsseQzpyyEC4qa5W0SEdvwgeWSA+zd7uZ38Pmgd6b+ut82sznIxJ/wIjK8zBduQ6f1hRbmulY5GfJfI6aBgUL8FTaa6RzfV7Z3IDlM2pTV+bRVob9tKVF5tfD/v1wtpA+812g/sUW+/r06JsF3+YrtjRLzxbXVkCLCDK/cVVOlRVRtaWj+TKza5mvyJL1/apPi9U1Gq8jOTOs7yT7eHzKuxFLfyTdrJv+SLppDo7L9SPpo3ML0DRN0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zRNs046kvREKpGzpmxNoSsVWeRXtAKQbUnIVp6tGgnK52FX8o2uPlT8vYq2+GUrq9GKzErkW7SyNYv0FD0Xnw9bTYkiAbA6RrCVpX71bhRppNp+su1hs+vRfZor8g7aEq0aNQ31c7RSFa3QtCs4LdEKWtvX7XNF/cS2tyiSELq+ssI3WwntV/ZnbQZdy7aXQqtto+h+9ny2kjfCj0lRlPkoj2jMqEYjYBEnkBzZmIy2dmVyZWPSnFFoL7fVbU1OZdV71L+Y3rfpKnkzPYvsGGb3ebLx0ZdZ7cebEkka6ZgRG7qqGzR9Fh1E0ylZpJaR6BL2N4tUOoK3RyJbWtP5qCWRLY3mNVF/iaJ0IFkUdJ2NIMfqsIot7anY0pkd7Y9XbCwWFYnlbes8ty2N+nBmn7E0tm+irTR9Hra8bA5jbWlrp3rbNCqL2dJRJB52jZbt5woitWhuLMKWjZhl80L4SNM+rY9ePRVWR5Fcb2qa6jGWVzQfYONQ1HdZdO/Il8CYUw+/eu5WufaaY3SOWpnrKFYHoV2OkC9JJI6YWMGP/6O22zp8Wlk/97C5OurXXg9W7suoHo7mqkgPs/7lz1sqO034uWxFD/t6Mf8YI4v0mM3jn3zxudkjWOoW4VHUNGb76TmF+Yl8REXUztlzZ/mxndYqenhkRxYrW3Qdap+o7bDxwu+2h/ywFs0ji6Jd2aElI2sbeoy1+9Fx2cJ8epW8suiVaFxBun7T5sIi7dNqOGw8zfoNsqPYOyEL6+OVfprpdv9+AtmHttxMnyPm7sNqS4ss67zM18HqG41tNi9mS6PyWLkVqu2AvQuqkOlqJJMtL7MP2K7CyJbN6sv6C7uW2dJsDoPkHNmxzftU7PEKqC6ZPvayM1sd3f9NsKW9TyvzgaB0zB/L/E4e5NPy9mZkS2u+yD/Bdirz5bP+G/XvaMe0KD8R7ru29cj87yhivNc7UZ+tEM1TbJps3K2WP6K30TW2H071aY3QkaSbddORpJvm4OhI0k3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNJcAV8wtwGHnqXNfle/4nj9cOIZWXbGIRZ7dlV2Lvz1Hbzh3Mc1uWXGkaSsPi4oURbZhEZ6qEZYidKWalxWtrOUriJej9Vq5WHRGtKpwj1MLdbXXRCtu0TPWZxSt/ovaB4rm5e+PrQuSL1tZiKKGiCy3EdROWFSZKAqBl+PuG9+5lO9B8dS5r8q9J+4E/aG2WhL1I9uH7XER3Kd3V7ouP0+R3fujq3h1fEArx7Wt76bdHSOsPHt/2xWve9FvWASfSv0X20UcZVOvUWx5OrZpfijK0ZSVrLqaOFvNq6CoC3ZF9GjUAfQ7iuyQrRS216I8F/UAuyu71+7eF9wuWeQRVNdv77wlIi/xwprmgKnaXOiaLOpUFgkDlWvzRGOIjqWViD4+SgqKFORlQnWbEgVsv2BRWr0ujp5Ndt9ZeVnkNp9G82PRLvxYWZ0DrMOWtvcus6VR2siWRjrL/312+8kFPW7Ltukjmxcfm25Lswg40Y4hFVua2by+zEq08oqdw9r6FLtov6hG3EHXKOzaLE9rS6Pnh2xpne+pHFoGi5ppbWk7D7V2rL3G9rfFefOibLbvbp3fOx6N0Sgq1NntJy/a0mieEEUiY/rCX59FxYmOZbvWeNlQHsx2tmkjHWfHZZ8mm+cjUPRPX4aVbZNt6WUf0yLZM7FpomtFlvs9imrK0th0Ns3W+ZNL9977SJBvx7KqHrZR2ZejvC1HM9a0izp3MYq+Hov8E7ZedmyIdGamO3x71fsb3b9ID+t1NmKYj+jl57KeEfvclp3ppq3zzy/4SLzNjvL3x+++8d0yZ/996txXReSY00PL6dAzwnp4b7y2bdSPYVafeZ+WhUV2tOzpYe7ftfnYtJo+iySJ5F4sW8TbEsyn4nd21N/MpmO73EQ+G2S76jV+bhf5fPf62e5Y5ftypC8rc0fk76r0z3XMRffaQjyvyPTw3Dq4aRhRf636P7L+Z/3JFXlQnn4eFGHH5q3ze+MasglYP95En5b3tUR+CTa/YXNGf636XRTV+/Z6a9uj6MORf4jd38gW1Dl29B4iw/qeqra0yr57X5bPqZ1XmctafY4iz6L2yObUitXBPk21D2sZfteaKba0zS/Dzy+i/m3f6Y3Y0irv3La0sqpPy/qJrG1Yzc+2pcXxLvelLL4bXvSx23tvfWPe7o5s6WjuuPiuOo9mb/O2ZS3LvVe2jxYdzXVxWafSdIhFP1PNp+X1FBtTI/+QHvfji+1b6JilUtfIpzVav6ZpmqY5TBzZ2dnZmVuIw4jdiuWLO09fPF7ZglIZNR7YFi4sHzuxZJMuhb3Aj/L3E9MKmXOcyTtlmxc1+LP7FU1+leyFEHPUZE4dm1fVsYMcGEge9EzZZNTn4WXMnjN6aRK9RPLyzrGlEtpOycoowvtoNhmqTnxRH0XtBW3By9q+zQ990IC2VWUfelkZRPaeK9riiW1pJILbD9vGtLr1mJfPb8vO6svy8DJX+izaqq06/vu0CNZfq46ASv9l94U59ti9m2NLpd6atGH4bf4imN6uMKUP+zJtusrLLJFFBxbqt5kdgvKfY3tSZEtXdBCqS8XpzD56Zve/4hyPtke0H0sx2ddtS4/K6j+wRPllH0favLNnkLX1ii2NbM05bOnqPK760V3U9n15aAyZuw9fceTKoZc/2X1BdmLU96Px2/cVvzV7tJUvmkuirSiRrY62BkW2dJSe1UGvQ+kqW/CqLKgO/vrKh/6aR5Q/GgfZXD1q++h4RtUesPlmcxkFLSJhY9Gm2tKvnrv14sL/aF6f+Qf8vfD3AbWx6HmzBe+2jEi3ZXq46uuI8kfn2FyNyWrnlh7r04p0XLadNrN12ctb5u9Cefh8KrCPcnxemR5mfjvkD8jwba0ypilzbxH+6rlb5dRtd8IFMYp/RhUfH3vWvg+yxXGsHO+rZW1fz/l+lelhn3/mY/P27oge9m1uyqIiJfPVMdso0znsOPKhjfRvZqOz8th4ExGNjwqy5Uf18FxbhLdPq2H48aUyj9bfU3xalfTRfNymifKy9hDzp0/xe88xFxbBtnRm5zI9zOwhi/+AERHpSyXS0/5DXGRL2/9H7Wim4+x5prsiWzp6d4zshmwunNmjnshmivxcPm0V5tNizxbd10hvovpnXEq2dGTHifD2aKkEe0LjIfNN+7wjW5r5tLR+vk9U7CyR5bk6k0fxNnKUt8iy74nN4xnofrJ58ki+tj6ah5YXLcRVRm3pSO9X5URzNgabM2X5W+aypZtLFx2f//Sv/Ywce9tVc4vTNJc0F974Y/nDB89cdmP40bkFaJqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmWScdSXoiPvpdtGJsymo0FE2quooLpc3kQJE0orxGVwlrntUIvGwVXhaxL8rTXs9WdUcrWvUYuqay4i9baW+vzYgiLlnZ+fb1y3lVVk9G97+yyp+toLz7xnfOFjnrLrlfnnn5hVKfqfTnKHq5X809JcIkW1nMosxoRLkoWjyLoIfkZX04ijpWjVKE7gkj66u2bpWohiw6B2uz0TOrRNLxsCicUT/35bE8fRQIT7SlXjUayZwRLC+31W1NThSRxhL144hK9EQRbnOMwKKQ6Lks+kg1GsncUWi/uPM0jdZRsYPRfRnd0nBKdAYPi1atZYjUIo4wMlvaR6REkdWyaH2sXH89ixCS6Qukv1lfrdjbPt+ptjST0dvSWTu0eSMbZN22tF43dxTaa685VralrfyebIcfH9GIRbayMFuala14+zSKmM4i93hbOLOlUZsciVJk74m93sri82bnlKotbanOo9ZtS0+Rk+WneYrUd8PSvLL5A2JOPazR79bl01JQVFs2h8uetU/rI6Bmkam8/Pulh71vamTuHcmF2mC23XDFX8TmtZkenjqeRDKyfKJdryK5RZbHhWz8ze6bLcPWYQ5/lsiyHvZyWaI5ArJ7Mj2saTM9nPlp7TWobyA9jMaVih6u2Lus/UY+rSjqZkTU/vV8FgXSX5v1P/acIj9QVlY0950qK8ozsodGfPyo3Lmj0LZPq/FUfFqRzpri02K71ETnR2Dz+Wxevqn+LJFlWxrNMyv1RNgxD+1CatNV9AmzhUd2Kqvo9wj7fipKk/nzmM6v+Mqyd8PRMX+u6v9iPi2RWrTZUTJbesRW9/M59vyy3Wwsm2hLo52GGZGNF+1giGxkFjF5HbY0iibNfFqVSNLZu2HNl92f0Tl0pN/8DmqRL9X3+Sl+DVv26PVTbOlRv1aE1yOVb2hE4rpuki3dXLp0JOmmOTg6knTTNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNE3TNM0lQEeSnohfZciierEILBHoWn88i8KEotlGsMgdIjxKR2X1L8srigaj8vq6VqLbRSun7T1B0UQiGSJYxA0mj6YZWRXsV0dGeaAISyL4OTK5RfLoSn61qs1LZfbpGHNHzjp1251L5329onboV6z7yAFs9W8WNVPT+75mV+WiMu0K0Sh6UhRVKYoQ4SN3WfyKV9u+oqgvWZQiJRoHM9Bq3GxcRmM4qn805tv6sGPVSP6Mqf3YRyZn0Q3YamxlzgiWl9vqtiaH6Z2RCB4ZlWhi0fi+SuQCm1c1CldWt7kjST/z8gsXjyPdO8qIroii6ijViHDoWnS919MjoOgPqM2hcb1qS6O+wnQ/i/CT6Y0oKsgctjTrr9mcxcqIoptEIH1/GG1pFnWnakuzXX9QH0b2ahQ1Rq/xfc3b7iySjl5n+9gqtjTqTyKxvW/rMyX6JepPUX9k+GhmVdhYIsLnAJEMWX/z42HUNljkLtv2RufEkS+HySEyry1djUKLYLqxOnazOQeKAK9of6lE8FJ8tFurE9bh04qip2V6GLVZdF+szH5uysZCRmQvoPOr4vunLSe6XyJxRDabDv1eRQ8j/c/uxSZEsMz6sCXrXyK1XRNsOma/ZdHKWHS3iq2QRcGLZPOR6li0an8vKztzZT4tK0dkA+sxC+tLHuZfG9GXFZCfjO2sh8j0sM2Xge5/5s+y5YnMo4NF2qfVcDKfFvN1rMOnFY0vzO9dGUeYDy67tpL33HoY+bSycSeCXZvZbPb6yI+BfDjZ3Af5tFZ5NyzC35FFbYHZ0hV9inxCKkdUPvJpRO9PRvpDFSZ7RGRLo35sf6O5OyJ6P8zsAsQm9GHv00LjW2anol2dI39WZDNldpCPjp7tnmPnPZF/F12H8OWyaNUVn1amdzQfrS/z0Wd2J5I7uxaNt5FfLBr7o7FFpN5nKuNd9lwto/49dJ/msqWbS5eOJN00B0dHkm6apmmapmmapmmapmmapmmapmmapmmapmmapmmapmmaprkE6EjSE/ERO6LoJfY3oxL5aQQU/cIeQysQp0Szm0K2Mo2tykTyoUi5bEU9WkEXrczXNFkEZo04MiXaElu1W4VFxbNlWfmiiEBIXr/6tbqaMop0hNjESNIi9UiUKLJMFHkn6gP+fqJVuUoWFc8f9zL49pdFVte0Np8o4g9bjcyi049EnGF5ojbuV7+j/uD7ur0XLJrCFHl92ihSla8jizAdlV0Z033kHSuXJYqO8OSLz83Why+31W1NDosiwvSvTWdhaSvReG2eKCrJlAgyU21Jfz3Kc84Ilj5ix+g4x5hyjVLRrYiDsqUj28+T2dL2nFK1f6IIRFkaxevbiCha1Sq2dBT9A0UqYTZ1FGFmxPaztsFht6WVUbtOZLmdZ9HTWXlVWzqKvOOj7rD+EtnSTC60G4wt14IibStILqUyRmT91PoQUCSxyo5N+2FL+7zZPMPKrccrTLGls+hB/u+t88/P3ofVp4VsoeyeZddEkcrY9dWIWJYRfb0qkd5ibVOvy/RwJTKdzbu6A5SXLfNn2fRMJnRuhGzHBOSXi+arXo4oYjLD+04rzB39LurDlmh8yvwSLKK3J4pchnZDQdGbvRz2Wm+X2TpoedkOMN6/w3aL8DJZubz+iiK/TY1oZ8+pLCySNPIN+2O+ftUIeghvE9t7gPxLSA/7NMzGr0QpXUUPi8zfh9un1XhGojlbqnZctNMjKs/b+lPn3lYONOZM9WnNHQ2e6WFm+3oqNg27V34s1mNex1XH0tHI0FOJ5p4i3DaJ3mv7vLJ7pnlHO7JUIjh7Wxo95+rcaKot7evgbXXvW9Lj0fwP2UWIaP59mGxp69Ni41Pmp46iJGft1lO1V719yJ6bt+tZm2W7BSKyOfvI+/Go3OzeR+3N2+gsLZoTox2sNs2WHvWzMqKo8FEZmubuG9/ZkaSbtdKRpJvm4LhcI0n3R9ITybYXVkYNlgqRkY5eqlu8Yc22Coy2lkQvrbIPALzTOPvIQIk+HKzcB0blRXRly2SbV2XyZI/b66c6mDJHFdo6J3K8RDJnExVL9DEqquscRvTIFuHZRwzVLcrYhxgR6KWSCH5pZMtHE8DKJAr1zchZgl5kZI5XNkGOxgYkZ/axjHUCoUmtn/RGL9N8eVomc9DaY9F9RHJE20cjuaK0fnxg7Sab9GZj9px9+HIz3JoamQ3k+/sU/WvJ9P1UG9DLiMYXNrZUZNPjcy50yGxpxojzcRRm81Rf1rNFTDZ/f461TXSd/3A2aiPMls7aRdauUF2s/CPbkWf6vvKc12FLozqPfOQc2dKVuZJSsW98Xef8wHJVW5p98IxsvWhumJXtrxn9IJl9jBi9jIx0DJunVV60RbY0Kt+D5irsA8TKPUfzUZaO1YPZ0pGvwD5jHXfZM0JkL7L9XLv6QUl1jmWPb+JiJZH44wJGdRxmz9b2N2bTZC/6svEi08OMih72dWTzeT3vqejhyB6J2itqq2xen8mT5VOF6eFIf1i5Ijm9X6K6YCl6QY3KmvvDjrvkfnnm5RcuyhnpHJFlW81/nMw+5hjRw0q26Mjnj3xJ3qe1Kshfapmih9H4wXzElszmq/ql0QfRqE8wXz/rO1m/1nPe7+bToLqz/GxaPz5EW86jfJTMFzd3H26fVoOI+nvkq9gvquOCv6Y6jqCytDx/zJ6798Tts/izRPIgWpbo/YGHvU9g99HfZ29LZ34iD7IDWJActMCpMq+sBGPy+YrEi21sHqzt+fsx+lErq1vFlkb1i+a6VbyuZHVE77HY/UHyRfMv9HGplonyUjZFDyNbumJDZd9IIDuO3ZvMD+zLHjln5akuGs18sdYui4JuZAuErbzVj46rcwnNNyrX1oUtJGD5ZQE3bB5Z/1bdHn3AHuUfUbWl2XOv6K25Fis1ly79kXTTHByX60fSR+cWoGmapmmapmmapmmapmmapmmapmmapmmapmmapmmapmmaZp10JOmJ+Kg7bIVvZTVbtIKURcqYGuHORxRl0RZQJCoESo+2e7Er1dBKOL96la3mRatS2fZM0QpzlLcFbV8zGkHOyphFnPXHLWzbxIpMU55xtAoxW/kcRWSJVjT+8//yPx949Ixsi3DUl1AbR1vm2lWfUfS6ylZcoxGjGdlqb1S2x6+K91HjfFp0D0R4tABbNlq5Gq2Gj+rD+rDPH42rlfuWRXTwoCgOrF8ifLuoRO6zoGhmUTQKzdv+tsdEOpJ0s5n4qGNRJD9PFNGl0s+mEq3YZ2OH78NWB/tICMzm3IRI0mzMr+iQii1dGfPtOQaKzs92XUFjLGs/yJb2O1DYMqvRUisR/NhOC1Nt6Sgir5U16k8V3YjajCfalhzJavOJbJ3KHATZ/JHMek9QxCabh71WZZxDJ6IotNVIK6iNW5AtnW2HyWwZZEtXba/q3JFFQI3mSypbtOOPjSZjmWJLs3EyizZbmQ+jsal636xsq9rSKDJSNOYiOeawpe89MW8kaZ0PR/4IS2ULeK9v2da3q+hhFAldZdDz7Pl4vWx9VTZvOxaJxG1dz/v7ke24ULHTfP5IX1gynTfSZvX6it+NjcHRNtyRTe53KPPnKtHokRzV+4r0P2rjc/izRJYjWDKQXeHnCwyvg/yOEGj89HaUJ4sYzRj1aTFs+/c7ivl2reNXtqtYNj9Dx/R4Jep7Zv9H/t/qLgg2rwxmY1TGtUqd9FolalPVMTQaI+aOYNk+rYZhx2wfgTTrr5V3Tpq3SO4ji8pBtnxke9nfqB4sOj2bZ29CJGlrSyP/nCXa2UMEv68YnZ+N2tLoHRXypUX+STu3tXN4tksF2pkFtQk2F8n0iK2LwvynHhQh2x9HdkOk89C9rPTTKba015fR9wUj84EsCrG3pSO/pb13m2JLs/HI4ts482lF2G8mEJktHflcIx9rde5oYX5jW3Y0DrGo2pX3n2xsRGMkgo11vgz9G/nnIls6e35KZZ5vZRCp7Vbm9QCan9t6+OtQPSpyIubSw82lS0eSbpqDoyNJz8yZM2fkyJEjcvr0aXj+gx/8oBw5ckSeeOKJMJ9PfepT8kM/9ENy/PhxOX78uNxzzz3ypS99aamsP/fn/pxcc8018l3f9V3yoz/6o/Liiy+uqSZN0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zRN01TY2TnS//pf/zuAf5cjV8wtgIjIl7/8ZfnkJz8p3/d93wfPP/300/Lbv/3bcuLEiTSvZ599Vj7wgQ/Ie9/7Xrnqqqvk8ccfl/e///3y+7//+3LTTTeJiMi//bf/Vh555BH5c3/uz8m3v/1t+bt/9+/K+9//fnnhhRfk7W9/+5DsT537qpy67c6lFVV7v/1qsuUVptFqLLYaLYv8GkX72CvzlJzdXlw9eHZ7Of9olaGm3/17d2WgXdlur/N/b79ysrxSFdURnbv3xO3h/axGxbDy7a3ay6NQ6fO2K/7wva+B7vvu6sW9stHqR63j7jm/OvrURdm2zu+tSN17bqegnHv1rEdoQflYWZVvDeW4Xh44+W555uV4hSSKQKq/o5XCfjWn3ud7T9z+X9vV7bBNjuSp7VP7MlsZHjElsoz2jbPb5+hK4mo0HxS1bW/c4dG2VQYb4YDVB62wtvUbjSLNZI9W9WbRL/bSxGOEHxd85LMpsOgd7NmI+Lq+NbnsptkvKpHZFR8Rg0XC2803zqtSph8Xoj7Mogug/22e9m82Tu1Fz0pF3neYLb18X5bvR8WWRrodsXX++VLk1t0xc9d28mnPbi+Wa23pqP14W9rna6M8qf618lTIbO+KLZ1hdayNhBvpSMVep/dxpG9YosiItny2K4YI38Vm6/yuHa1yZLY0mi9UI3VFkQo3BWarKcyWZraWt+lQJDHWt0XiZ+/nNGynAdsXRm1p7edZpCXty1vnT14sb3k8z8c8Zo9aW5o9GxuJDs3h0Zjlo+ygKG+RD6Ei+175cbRg+zeL7OVBz3PEZkBUbGmvfzelDz9w8t1yxRF+z5ZtiXgnAKRv1e+wCG6b7Ln5qIk2IjNqs0wP2zTLfz950YdT1cPZ+Odh9avkk0Wps3L6iJOsPy4fX450jfpGRR+xMq38LNK4lo2iCapMtuzFOu/JuzeOW3lqejiKDmj7/Jz+LBH1ab0QptF7Y+0Y33cQPkqefda2Xfh7pHYcwp7zdu+UiJjR+WyniK3zJ5f6sq2Hjl+eqJ+i9hr1e+TTquhPH5kT9aPovqFIjvZ/n4efK6N7sNdn99J5+VhEPhZlU6+p9FefjtXNH//2zlsi8lKYf9PMAYvAy6KdRj6t6nhf3TFE9be1GbbO8wjJTKdGtifzo3ubem5/ltrSCFyHxTRe//nxFfn12E44kR29l2bvmD5LOy6P2NJe16sdpnYDezds5/fMRzXFX2KvRW1m9N0w64M+LZr/+/rqfbe2b2b/V21pFBHathGdi9l3SP7dsMqJbGmrz6Oos4iofW6aLY3aje0Pe236VOrTitgtI45CHNnS3n9lZdNx2LepSAdE57xOQO0M2fB731Ws5vNAPq3qnDh6Nvbds5ajdr/tl9Of77IcTEcvjll6H2+H/XxR9sW62HFl1NdkfaBszovqpjxw8t3StnTTNE1zmDiys7OzM6cA3/rWt+TOO++UX/mVX5HHHntM7rjjjoVo0d/4xjfkB37gB2Rra0vuu+8+OX36NI02jbhw4YIcP35cfvmXf1keeughmOY//+f/LN/1Xd8l//bf/lv5i3/xL5byRdsLW9AE1Ts9K9vVoq2OkEGCJhijHz4yqoZgtH1J9NEim8zbOlQ+/GRb7LG6WadOVid/TUTlfvkPbZhBj7ZX8TKzbaarH1EwA5cb6vwlcCY3K2+OLZX8lmgVsrbCtsn027VWy2EvM/0LT5H6R0tM7mhrqOwDY/ahBupjI1ssrWPb1dEyrCNCj0djKesTrH/Ye4W2wmKT8Kh9aVr7oUDULli5FZnZxHjOLcIvty1AmjH8i1Yl0nFTHGAetHikoo8j3V0dZyy+bow5+7C1pUfsrKpuYAsLWZuotIPKVoJIlgyvI9kLFqViTzIbpLKgSPNcxfYdsaUrtnmWr/8wRYlsaXQfRxzK9kWTP67loWtYH47k9vlq2XPoRNuHn3n5hdIcbIotjV66ZPfWPo8oT/27gn8R4fOK7HaP38bTluHZb1ua1QuBFueyl7KVjzMr7dtj02XzocyWtvWxi1ltnaJ2HC1WRjKzdPeeuH0j9HDWf/0YzcY8kcVxLProjV2f6YLKltNo3pXht0/2vz1sDok+BvRyRXM79pGH4u9n1sey/uXLzO5XZC/4e2HlsOWhBRCRbZu9DM8+sPS/K3qYbXPsr/nW235nI7YIVxmZj1WEfwRR0ZnZB8f2t/9Qn+UpEm8N7onky/SwHxOiRXIe1J79OOfzQmOJTVPpwx5kC7EPpDOfVta+K/0R2dORLe7r6ec61qeFxnJ/r6p62NfPj3lz6GCR9mk1NbJFl5Z1+bRGymRysHejzP6I8tG/NR/7W2Qef5YItqUze0VkeWxE16A0bJxjZVY+fGS60bPftrTKj96J+2OsnaMFs1Fb1L9tGZF8/nr2Prb6bljTs3wjWzo7n/kZ2Lw582lV/dLWlkZ+7k21pSuyVmzbiIr/ydpCUd+JnhuzrZFPxC+KjGS27dPbbT4Nm4+z70ii61hfVKbY0rYMVP7IfUFyTbWlrVy+PDbu+WdQHc+z+2plRen03Fx6uLl00fH51n/2d+TY266aW5ymuaS58MYfy0sP/fxlN4YfnVuARx55RO677z655557ls5tb2/Lgw8+KI8++qi8613vmpT/G2+8IW+99ZZ853d+J03z2muviYiEaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmORzMGkn685//vPzcz/2cfPnLX5arrrpK7rrrroVI0mfOnJEvfvGLsrW1JUeOHJFbbrllOJL0I488IltbW/J7v/d7ctVVy6tNdnZ25P7775dXX31Vfuu3fovm8+abb8qbb7558ffrr78uN99888XIWVNAKzZ9ZAUUFcGTRTiq4lewjlzvV6mNpPdkUXOyiEJoxafNe2R1L4sGwqIsoQggWdQOu+qyispdjWzDZGfnWB0rUQC0TraOeoyt1DyI6BmsD6NI0uz5ZhHRsxW+LAK0XdlZWSGq10eRvBCVCDU+oo+nMgb5lfpRtJcsCh5aHRv1QRaRqkIW2ctjn5mPfpVFRrPHWDSDqL1lETBRNGkUicBGYYgiVng5vawHsVqY9eHLbXVbM4bXr1EELzReraP8qURR4ERwFLzMrkERCkXm7cPRrixWxgi9D2hnhCiaeGQzTom+tIotnUWNzspikZkQ67KlK/VkW3FGNutoBBAWyTbC2tJRVAx/DTrv7wfql4yqDtbjficevfdz2tK+D0f3bdTui4iiD/oyMpsqm5uORHv0u8hU2mU211I5bRlsvGeRbe05e74aRYqB6leNoOVt6WzssfmjOvjrqrY0m6My+57pGBaJLLKllde/eUGOn3xp1vlwFuXIzjGQfWLH1Sj6nQdFbIoi0DJQZPIpY8rUCHCsL2SRtFC+0Zhg883qGUX7tjL6c5V7zyJVjehir9cYI3qaRfWLrmd62PtDkLwHuZvDiB6uRr/zc4ORfod8Ycj3E/nHvD8MsYoeHvVpIb2iIH1aiQifRQytzEGQ7ymjcp9sWhbNlPmRK/cxiuwdPSMrk5UBjc8jetjKfdA6WKR9Ws00WB9BfXM/fFrZOFqd60R20io+LZH5+zB6P4x8M1ZfisS7D0S7S2Xv7FaxpVfxi43a0pmvbsSv4OWo2ueZvMyfhfJRpkS0HdHvtnw7j67obj2noP7XtjQmskOU0f7i7dtRW7ri0xqdi6psfldC5GsZfedR2SFNy2d2HRs/WTn2Gj3H/MDZvMnj6xD5v0d0ZabLs+8CbFtluwagetjrRyLVi3Qk6Wb9dCTppjk4OpL0AfP1r39dPvShD8lnPvMZ+PHyV77yFfmlX/ol+fSnPy1HjhyZVMbjjz8un/vc5+Q3fuM3YBkiIn/zb/5N+U//6T/J5z73uTCvM2fOyHXXXXfx38033zxJpqZp5qH7cNMcbroPN83hpvtw0xxuug83zeGm+3DTHG66DzfN4ab7cNMcbroPN83hpvtw0zRN0zRNIzJjJOmnn35aHnjgATl27NjFYxcuXJAjR47I0aNH5eMf/7g8+uijcvTo0YXzR48elZtvvlm+9rWvhfn/4i/+ojz22GPym7/5m/Ke97wHpvlbf+tvydNPPy3/7t/9O/nu7/7uML9sleHUqG3riDCIIrr5crPVw5UVZQy/YtGvCMx+o3p5WdD5KCJFdr1fTVxdFWiv8eXYvLSeUyLZWnn0uUURo1GE5spKYZu2Kp/I8spmtBIyiwhi04hsRvS77D6wtsJWvUcrY6PVl1E0gCjKdBQJEdXD1sWvCGZ9MFox7CM+WNlYVE8rg8XWJYoSg9qil9fX0Z/LVspmRCuPswh42Vgnwuvv8RGY7L2PVkH7qDsoUpwvB9GRpJtNZ9TeYnbd6BiBdMSo3q3INhL9DY1bT7743GwRLKOIHSi6pMXrgJFIFigaI4rYoLZYJXqHZ8SWtnqJ6U8rj7+WRX7TY9V2XLFdp9rSWSSNLCIm0kno2ak8USRBZM9E0QPRdRZ0j1n6zJaOInZYNt2WRvcARcXxoPbp+0LVPvEwW7q6e5MHta8oQiSyyVB0Jc3T2rG+/tncHkWfQZG7Udu3svqo2L7voDY6xZauth97LOuzUcRJn7fWJ4oGZNP5/CId4mVCzL2jg41+x2wW1jctTA9HcyM0hossRhpDvqZIDiYvg5WD+hrTw4is/yOQHo700VQ9jGTU/FhelWi/SA+zKJQ+LaoXkpVFrfNpIt9sRQ9n0Ts13aZEv2P2oCfbNYpFdIt8KxUbKNLvkc+TjfnMLmCR05CNjHxafuzx9bdyM1g0zShqYCUKHroHq+rhauRB1NcqUfEqUZ01fxvRGvlPI72O9HAWlVPLP6jod+3TalZhZD4tEvfhUVvdlxHp4ShdprersnmZNi2SdGSLsB0z7blK9HD2rG2Z9p1wFLVVZL22dDSPZbv6RPreHrNktrTPI8u7+n440n1IT6E8WD5TbGnrC63eu6zv+usyH8ClYktXqPi0RnbV0jzRHLzie0W2dPUdRObzqHy7gcqe8p2IJ7Ol7XNAY0g2n/V2/zp1pFK1paPnFUXa9uX4uRp7vlkkac2zaktvnX9e7r7xnR1JulkrHUm6aQ6OyzWS9GwfSX/zm9+UP/qjP1o49vDDD8s73vEO+fCHPyw33nijvPzyywvn7733XnnwwQfl4Ycflttuu43m/YlPfEIee+wx2drakh/8wR9cOr+zsyN/62/9LXnqqafk2Wefle/5nu8Zll8H6FfP3SrXXrP3oTeb9CODJ4MZt9lLd6VioEdb7kZ5scltZtzaa+wkTsk+9Mw+IEBbG6PJMHs+LG/0EYaXacqLJCsPyit7mcQmrd4hEj3nqD152Eex7IVfZETb8v75f/mfD2QibLGT7x/7jp9cOJe9xK1uq8Qmf1mbYH0PfTRVyQu9EGUTtijfinNPBPdjPzn1fRbBxhP2EiRyRPn7yF4SZx/lMDkimKwjL7srjhNP1Pe94zUbEzPn+0F8YOk5KAdac7ipOImrjnfUn6rbPbPFTCN2YfTSwL8QrqJjwEG9VLJYW/rUbXdePB45DW39IpsRfeRgj0d2OXoxxbY9FBmzpZmuYi+UIqw9xj5aQVRkEKl/LO3TVO4R0jG2bA97GYVk8y+UENnLRaX6sbLPM5KvYkuPlKvp59CJzJau3gclm2dOtX9R/lFeUXtmNh+qK1qoFo3d1Y+HfL0qYwVLsw5b2soavcSZssDEgsbtii2t1yKdkflrKjoks6WZXGjs2zr//EboYdYH2D1lto0F3UP0HFCf8B+NRHqYjTvVhbp2blr1aaEXt5HuRO3L54f8UPZ6Xz/W5qKF3WwuWf2gI2NUD/vfbHy0Y3X08jkiGveRHs4WKul9/dbbfmeWeWnk01LYeBctPPLtMFscgWCLttFHU+zZ2rx8G7b4MSX7yMwT6eEo7VQ9XPnQCRHpYSRfRiXIiEj8MZiFjUt+TNe+ze6DRedGKG+m30fQ6+bwZ4m0T6upgeYhke5jfZDZbZUPQ9mCjCrR+7R1+LTmsKNFsC1deUdQ8WnZtJHdwuYwIsuL8X35CvoAX0H2wjp9WhXdnekXzStaRKOwdujLixZioWszW9rLFZW9Dlua9SM0J7ZEvhzfltg1KruWx7D12yRbGs1X/d8i03xajOg7Dj9OIJ8W+n7BEvmMUTtgfjc2H2W2Lprjjd4bNheJxlv2Phml8XlV+zHKk5H19co7CpFlW9rPoZCOsAsQrSyR36Eqt/4WObgFh83lQ38k3TQHx+X6kfQVcxV8zTXXyPd+7/cuHHv7298u119//cXj119//cL5K6+8Um644YaFD6Qfeughuemmm+TMmTMiIvL444/LRz/6UfnsZz8rt9xyi7zyyisiInL11VfL1VdfLSIijzzyiHz2s5+VL3zhC3LNNddcTHPdddfJn/yTf3J/Ktw0TdM0TdM0TdM0TdM0TdM0TdM0TdM0TdM0TdM0TdM0zYEwWyRpxF133SV33HGHPPHEE/D8LbfcIqdPn5bTp08vXHPLLbfIpz/96YtpfIRqEZGf/dmflY997GMiInLkyBGY/z/9p/9U/vpf/+slWVn0O0+0Uk5Bq9iiFaVRNCubh88/itKBVkKylXw2yg7bcnFkxZ0nqxuLQmLL9auXPWwFchStK1slm0XQYvgIZZXISL68LApPhG8HrAwRHnnHl8tgq8j/yx/86Vmj0KJI0iJ8FefIyvBKX7TlRiuSs+h5Iyt/Nb2nEo3SR6Fi9wNtJWrr42VEsEgATP5q/aMoGKMRPNGq+2z8yqIYeJ3BVgr7a9BqcitzdXW3B7VLe//mjH53ua1ua8bIxjIli/CItgGP8tN0aAzydl5FV1fTVqPu+HF0EyJYVqna0pH95yPSKez+VfS3zd+WwcZikf2xpSN9zyLt2euQLW2Jtqe3ZaB6VG0RERwFE11rnynapWIkCrWXiUW6quhKL5+yH7b0+46emiVqh9XDV7/xnovHUTSwddjSKApsNZI7ysteF82fkC0WEW29Wm3vSrTFfDXa7agtrWUpUbTKqbZ09Nz02Igtjc5rGi8/i2rlI275iEXR+LyKLT1n5B2/O1p0Tyu+DjYmMz07oof1XlXn0VYG5l9Bz3odejjbll7lFcl3R/NyjOhRNE9nUcayqFVWPhZlivm0Mn+W1xVVHavX2vOZfyCKnhzlYUHtc655qdfD7Nmi+c2U9h3pE5Fl32K0SxfTw1FbnKJTUQRqpG8qu4ehtj1FD2c62MrI+j+LIKeMRCxcVQ8jn3JkR2TRDDM9HL2nqPRhbxvce+L2jiTdbDTIrhDh81ukGyO73af1x9BcwL+bRGVWo2R6pvi0NiGStN9pGMF0DrKJo/fDbPxn+ftnp8eycZ/Z0n4HFk3r813Vp5XZj74+iq8ji4bNyrCgukc2RXatXoN06VRb2pft+1u04w2bCzDbKdut4zDb0j/2HT8Jx6zMT7QKo++G7TG2k6+XldnkEZH9ydoP89X7e7pOW9rLgfB2p5fZz49Fas82u4dM57H3Tmg8ZmMB82lFcy8rc/SsWJvyMm+KLd1cunQk6aY5ODqS9Abw7LPPhue/9rWvpdegNJ4N+i68aZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZo1s1GRpA8TU6Pu6DGRxdW2VezqNs0L5cMipLDVaei6aCUfiuiQReDw2JVvdhWbXwkdRQVTGdkquCiqSSVKjb+PWr8sSl8lyiECrexkK5zZSkQfJSBa0Zyt4Ef3Poq85vPOVlArc6wW1jLvkvvlmZdfCCM82WNKJTJLJYJdFFFQ+0YWPapCtGpcy62sMEewKA++f9q8FRbdK4rk4+Vlf/vyonHSR8BgkR1snasra/35LGqXT+tX5iK5Fbs6Ooqi7es0Em3HXysis6wW7qg7TQW/Ej4a10Xi1fSWKBpA1F98tJPRiNIsuoCXwRJFZFTmjGBp9XAVZv+iNCI4chmLHlG14Sq2NINFh1zVlmZ2GpMR2d9R5GuROEowiz6E6u2fgV6vRBG9ff28PYoicyLZbZnsPrH6e9D9QCC771Kwpa84cqWI8KieU/oKsoHZ3Mz+9vmj66x8oxHNUJvSND7aC4rug/KOxp7Ilo767ch8NNIlUX9CUb7R+Wr5ka6t9EOfp5eDRZNG9v+6bWlbrrIpu7JkepjZHiyaJxqP/W5kip1/ot0AfL4VpkZYt+2hqofRLmveXxeN5VYOZocwWzHzadlyrLyRT8sSPV8tXwTPeat6OJLdypn57Spk9xWNP1W7eu7odz6CpUgtQmIl6n+khyOfVtSPUB9hIH1UiarKosb5a+y56H4wOx35s7LjqA+hdlgZD0b1cNUuRmmqRGNCZVcHOyZGEUKVVfSwXjvHXFikfVpNjZH3eiLcDsoiSdsyoojtSiU6tc+X6drIp1XZcefuG985ax/2tjSbt2R1i+YmzJbW9JFPJ4r66xnxRUURsddhSzMfiZVT5cj0ROSniGzAKIq2/Y1gdgCqT9Q22G4J1XuUlVmZc3v7vvJ++DDZ0urTqviHIt+/J4uUzHzDSuX9qMqivyPbrWof2+c98i66Ulefjt2jii2NyGxpHzna29KRTxvVhZXP/I2s30W+GBEeIR+NQez9MBvX1uHTmmtHh+bSpSNJN83BcblGkj46twBN0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zTr5Iq5BTjsPHDy3RcjZ2XoirC91ZzLETdsWpHlaNO7fy+uKvMrNz12hbGVwUfZYBGSdNVeFq15dxXZqSV52IrvvVWmJy/Wya/+RSvr/KpDFGELMRqh0JclsnvPtl85KWe3zy2s4tX/7XX+PkWR46IoOnouitTjf++uJtx7JjYdup5FE8ruWWXV5mIdlyOBZNFrDgJ0/9HKW/sMWX9QbNtk2HOsDft+WGnriL1r8DNDzzKLgLB4bPF+aD/RY0xmvXa0XrZts3psnX+ejo+oHrv3txZdg7X9rE/7VcSsX9pV/2wls8/Tr/DW9sf0jJaPdAKqJ4r62TSHARbRQmQ54kUUkQBF16hGQRPxu4Es69tKHrbsKkhf6Xin6Orsw4LaOdlOCzbyhL/vy7bl7UvXKChCsz/PZNDjkV3AbOnIjtbz1pa2uvd9R0/R9oQi/2U7pXgye9SXZdNZW9rms9jH8HOo7nLh84xs6QgflYjpSmRLs/JsmlVt6U2wo58691U5ddudMAoYi8KitnRmJ9s0WYRENO/xZZ7dfrIc9WzZbsxtaTsP88ei/LVf+OhMKvui/ljOw/bh3WN5G7ftFdmhaD68dZ7LzyJLVfDjwKgtHfWjxcg5svR8WFr9X23pLAp2Np/fxe9uQcWejex+ZjaIn09hPbzcjvX5+Gtsvru6Dtte2VzS+pmiqG6jelifu7Xvzm7vyerl1N8oarStowc9F9RvkFz+fKSHLWiMZnPwSp/VdFZ2JrfF62F7PYq6h3Zi83XcTXP7QjpUJ1/e7vHN08Pql47aCYpClsnvnz96vt6nVWlT2tYr/iZ/73d/L18XtcHqHAtFLtbfqB2qfHZOpdei4x7fXtH8Mvaj7YGi5GXjdeSLyvzUPi3KR0G7N7B746Pi2TazN39Zrkemh5X2aTWHGTRv9vNFEby7TmWXi0r5diy0ttuI7JaKDCz6qNVfX3hts/xZzPbxz8CPZ3s6Z28c13Fw79plO2fP5sM+LfTeV6+r2tI2yvOuHl98dlN9Wt5m3ZOd+7M0nbWlMz1hy7P/M7thTzZsr/jngq5ncxobyTazg+3xkT5r0yL72P9t0zKflt5X29Yimfi76M2zpUdQebfOj9vSlswfxvqY+idQO/K+fhGvE3gEakvFjkXy+l2S7L0Zefcb2dJ2zELzPvtbBO0wupcO+Q3Pbsf+rEodRmxpJfKfLpbN50roHQnyabFny+wE5h/cZdyeaJqmaZpN4MjOzs7O3EIcRvy2hmxChF6YrxNfBpoAsckN28aafQStoK0FmSM8mwhY+W1+VcclusfWiMteSI86hSrbUWoZ0Yti/NED38ap4nj2WBmil+rMUcLSe6Y4zn27mHOL8FfP3Qo/7BBZnmyhlz6+DWdEWyZFH0lnHy5lMqFtmNj1vszsIzSEb8+s3t6pZctkLzh9/Xzf93JEbTTatq+y7V31hZsHvSzXvH06BY0X1jFg5YxeOPrnye5RNGZ45uzDl9sWIM0YTP+K4A+tMj0/sj00Kjfra5H+ZdeO6AKP3p8nX3zuwLdF83o4IvvoIvq4oopflMIWC2p57N4y/aHPCp2z+fsXVRHeRvEOaSW7JyrXqI6v6DFUTgTbJhVt/8ccuNnWpOxDFJvviK0RzfXQHM0T2SlM92+SLa1bkyKQLc0Wf1Vs6WwxbmZLs+fO7EdmS2fX+w+zozpEoDZo8/f31h6zc2rWLyvt28qa2aC+npW5zugc116jZC+Ubf7ZMxPJt3Ct2NKRH2LTbGmkh/146RcXRC/+Mj3g8xBZ/ojOzyHRWDqih+216JztP+xFI4LpYbYluu/TXuez7cWzOaI9lvlnVtXDqPxMDzMZo37ixxg0nnmfl8Vej2wIny6bI0R6eBO2CH/m5RcW5Ff8x73M/1f9QCXyD/vzmV9U06jM2bwM+XwtzKeFPiBG17A2melhZi/4cQv14+q25/5cZZyKfFqIynwhuqbi07Ln/f32ehiVxeZS9nwkm+LzmLsPt0+ryYj6hP4tMjbfRn2G2fuWbP7CqNjr/lhFN73v6KlZ/Fkiy++HFTT+MP2LqPoHNA82F9TfzN8kgvV4tLDfPxdUnmXU7vQfY/uybZ5eLyOfXWQz6zHU7qO2GtUps5PQe0Wfv62jXsNkYfWyx5E/xJL5VFbxaUVt2ZY7tx72Pi3br5Bti/wF1XfDGawNsW8fvD0ZtdGKvenLRYv5KyCfGvNfsbk7mksjGX3dKrqr8qE+m0dk84eqDGyuyaj6qFR2ROZH9e2rmkfbtM260TZ16z/7O3LsbVfNLU7TXNJceOOP5aWHfv6yG8OPzi1A0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zTNOulI0hPJImf5iDAi+Sq76mqv6Dq0Gk+P+1WlLJI0kiXD5l+91q80ZvlUokqjqDsjaX16tnK4Gl0FrXb2oFWfGSjiBoqmY2VFKwG9HDZvewyVza4dWS28CSsNswiWUYQyFm2BbZE9ShShpkq06t+D2gWLyiWStwWfT7S6Olr1n8HG1qhfV1d5Z1G0o5W/o1SeayWaWDbmKEg3VCPBsdXo/+UP/vRsUWgvt9VtzRgs2gUa00e2+MuiglUi/vm0lTEwiy4W9eNIJ/3wkR+VZ+ULs0ehHYnghliHLc1sYRRFnOna0fZkr2P5Inz0uihaZQaLvGN/23yjyM4eNC+q1K1iS9uyI9stS4P6EopeyexmZht5+yCyw6tjFWojm2RLZ3OLaA6zrq1Ws6jLFSJbWGFzMxE8b8yiQKFzSDewvo36sZe1ko8liySXRSmq7EiD7p9ndK46mqeVdT9s6Wgc3H7lpLz+zQuz2dJeD1u5lWiXgshfkrUtZIOhyKw+r0wPW5mrTNXDIsvR8/yzZmOHxUf89en9fR4dT+y1Faw/I9vVipWd+dwiH4uVFY1rlf7t02YRhatzfN9G5o5+5yNYqoyWTA9HumsKqB9HO/L435mfJtIDrB9HW3JHthzqb2zXPu//QroB1dPPLdl1Ff+qra+/DyzKXmaPMjL7l+XN7G8fCRGVxeZo2b22+DzmmAuLtE+rqcF2ZPC/1+nTUqJ5HdOzbCcne63F999oHGL1m8MnLYJ3Gs5kZzv9sOeHbMhsHo3euTJbKrK3p7zXQmVn6ZlPq7qjicpasVc136rN7c9pWRWy3SxGyq6eF8F2ULYzW4RNN7JDBZLZ/t6kSNLIp8VsHJG6fbEKbPfdio8zksPbTQg2L2C+ANSWfH/JfFrZzl5IT7BdBH16f9yzqk8r0s2MzKdVycOn9WNm5tuxaVm+1bbeNm2zbjqSdNMcHJdrJOkr5hagaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZqmaZrLlJ3/+q9pmv3jMu1jHUl6In6VYSVSgQiOjhGtSEPRZHS1a7R61efpVymjlZ8oTRadx6apRuxhqwZF8GphFFFDiVY7Vlap2zxYtAtfThaNLFphh/KukEVYQaupj95wbqWoYGiFIYrYW40mEEWYmjv6na72t0zt0z76ichyG7fnbR9HfZJFYo7k0Wfvx5SsTtHzZOkqK2XtOOTro+0K3beMarQ3tqKaRRnMojtUyspWYjNQJCc/3rIIXV43VFaSZ9E5s8gWev2TLz7XkaSbjYRFG6tEE/BRASsRFCws+pVPk0VwYGTRz5BO3qTIOz6CZWaXKMwmY5FSfDQje2zUlvYysTaR2dI+upLVS5UIUCxSJbOxq5ESrcws6oa/B9G1jCw6oM3PU412w65Dcka7XiB7f7Rvi+Dxg0XViWwsFDFFZF5bmu2sVAVFIFOQPWvTqN0WRcsa3amE2dJZ1Ce9Fj2/aN5ZiQbFbGl/XKlEhvP5jsLm/1Nt6eqYo2RRemzfq0S40npEUYuqO/UwncWiem2df34jIklX7n02TqI+45+Bj8DK9J5tSyLYpouiR9m0bAzWNF4XZD4tO/ZE9qG3JSOiCFyRvkX5ROetXBHVcaGijyNfC2oPek00fmdjC/KbWdhOdOjeZf14E6LfaSTpkf6r51C/VpAu9P3O+izQtcw+ZnKKCOxflTZZ1a++HCufv9Y+b9T30TjAdjNC5WsetrxMt+m1zJeGIlRbKvNGNpZk95fpiYqv0aatzmUrEf3scaSHv73zVkeSbjaW6m4KSO+zeZIS7ZLjiewUL98oyIfA6orqMXc0eL+jw4h/MHqnyuazKGI3Gx+j95j+upF5ELPb9FzFp4Xm3L7eNr0F2W3MlqvqVZt3ZmtXIgaj3Rsi3Zn5BTK7Hu1uYeXwoPuDyvX5aVno2siX6MvbxEjSmW/dH2dzkcynFflEkd2N7CjkP0PzbzRf9vVBdazY65p/5b2z91358aniX/d5R7ulMJ1iZUTjL/NBjpDZ0r4e/lpb5+pu5bYO7FuCSFdkeftjvt3N4c9qLm0uRpL+1Y4k3TT7zYU3/lhe+omOJN1MoPLiT9NE6ZAxggxg9FLdowaezTO6xhqnXlZf3tEbzi05XL3s0QfT/iOQRWfPnqwii7Jr/SPHtU1TfVnDJjpogq2wSaeey9oEqk+1LqMT8Qg2Sa3mFxnz9m9NV5X9IHng5LvlmZdfgOeyfq1pluu4ew47eXbb9tntJy+eZ/dF+9bWeT7OoOu2XzkpZ7fxR/J20uQnzmhyvSvHYntHf6M2pP/bvPUeZB8ZsLZvy2FOBTQR9efQmHV2+0m6uCAbe9B5dG+yPqPX2QmrH6P82LN1fvc5ogmwv4f+xT96CcXYq9O4c6BpNhXbZ0a3DbSglwsojZaJ+nX0AYO93qfxDkCWLnpJcfT/97sich09v99EztepL97U3kTO+8q45/VFZF/u2b3nlmxve17l0mdxdnuvrWgatSOiF0v+YxS2BS+qe1ZnlJa1K6b3Ks8SfYjmX+IgvRvp35Fze3pwsU6WPbstrmP2MmsX/4Isvlf+d7Uvz0XkPEdpRZbbFUrPXk5Yu03x98X24eiFTcWWRi+CNJ3m8b6jpy7WadGOwx8GoXy9LrDnVRZmS0cvQjyaNxtnohc4+px257x7sqk82UJdVFY0ZjD5Wd2sz8Km9/fVPyMRfg/ZWK7/R4sUEf7+3Hvidvn2zlsi8lJ67X4xoof1uMLslr0Xpv4FJ36pjmAv4Fl5u6BFAnt9+egN5/6rT2v3jO9btuxID2v+qrORjCMfR6t8lmi8sNdmNiSyE6MPwkcX22d6GMnu7y3SryMfP6I0FvSRGcuH6WH9f1N9Wpm/AvXnzOe1vKhj8QMM+xyX/UjPL/QB9Oz8eGyxfqrdaxf9IH5Mtjo7W0Dh5Tt6w7mLY5NNq/fNstd39o6N+F99+ZFdh3xbyC+jetj76lVPezki+8OXzcZeZrOgZ4p8ZjoO23uXBYhAi1CqehjZVE1zGPC61Lb1bDytLhTUvLMPYZntHfXbyJ73vvBoDiLC58FfeO2fyXXXzefPQnrY48fxypzBvt+197kaTGfrvH1ny/wie+l37++iHa3yIp+W9WeJWN+ZXJQzs6WjjxHRXJzdP+RbsH97Wwjl6a9Ffcz+z2xpZHNmfSD6XbWlvcz6bKwtkOlKdN76VdC1SMej6209Ns2ntduH8bu9bM4xaktX0y5eU7PfkX+MLZizNqOmtb4rNF/GZZ+6mN7qjGj+vts2F+eS1g7fOxa3NesXR8+LzX10LFA5dIxTW3pddiLq/1l7Qf4qmx+ek1p/hkjsx14OzuK/C6ow8s6saZqmaTaRo3ML0DRN0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zRN0zRNs06O7Ozs7MwtxGGEbafEtsqLiCKhoNWjy9GX4y2V7CowFG0DUdkGxh7LorL4rVNYpGm7Atev2EMr5u1vPZZFT/F5VFfH6X1Gq+TQ1or+2tFIN1ZOJIfi5alETPHlZtu22LQo+kkW2cmvIN3ULcJRlBY9XomKZq9hUelQ+0Qrrn0axadhfRhtw53JV33+Via0pZKvU7a9F9vaGpWtv2092CrlaAW+HRstfrtV3w6sHBnVVcJIBiVbxVtpZ74sH+XAlpH1c/+38uSLz822RfjltgVIM8ZopIsomgUaVy1sK8hsjI+2kWY6oHrcEtVtTj1sbWk0/onEYxL67fHnvQ6Itps7SFsaleFltNstetn9rhBRe4psjqjNomuQfmBl2W0Vo61/vf7L7KHsvE8b6Vq2ZWOUf3UrUyb7pWRLRzYL2nLWguwUpRpRtDJn9HIhojE/ukbLqs7x2fzS4qMAobbKtiDW8tgc2c5xRiLc2D5s049G3onaTNZv9Lj9O4rk5eVnVKLoRJH2ovaI2Dr//Czbk0Z62LeJEX1g+zGyh5DvgfX5TEeya0WWo9eh377OTA9HW9RHeUZ9m81V7W8tn11vyXSIrUvmlxPhNikbW6s2BLK9UHRYe46NXxbWdi3ZHLlyDzX9Jm0RfpfcfzGCJZvziCz7OiJYm4h8rOi5M39MVpbIsh6Odj+zMrKy0XGRXA9HkVkr7wCidqV5RD41/3ckt5cn858jeZHsVR+YCN5Rz+sDKysC6Q4PGyui+QPi3hO3z+LPEmmfVlMDjU/RmMv6lh0X0LgqsjynrYxfUTkoj/3wac2th5Etnc3N7DH23oP5dKa+G9Yy1mlLs/eQdtxn8/vIp4X0hqfSZvw9Zf2mmpe9/363ZA/zaWb2kpcdpWHvdkTqtjTq+z4vROTHuRRsaSsjslnRboPonkTzq8quYFVfa8U35efUInw8rfg0NV8/7x+9D/Y8sqWrfunIBzXiC0N+gBEbuFK+lyPT42gXychv6q9jckTPBbU3NJYqc9rSzaWLjs+3/urfkWNvu2pucZrmkubCG38sL/3Ez192Y3hHkm6apmmapmmapmmapmmapmmapmmapmmapmmapmmapmma5pLiirkFuBRYXIGlK/L2VunpMSWLKmVXsGURHaLICyK6Am8x0oZdDcdWL2a/7WrZ3To+SWXW+up9sTL58qNVrehe+BVsPg37jVZiViK8nd1mq7wXI7Hq88/yiyKF+HT2HFvRq7LsEUfzy1Ycsuv8885WC/uVin6l+SbAIhiILK6srUZHQxEjj95wTrbO79Xd5sMiBCB5LFEUxq3zzy+sMD16wzk5u83lQytSUZ6Lx5fltX126/zz6f3aPc9Xakf92q5SRnKja7XebCUxi7BUuR/ZCmM0/i+nP7UwXvtjtv+jSKVb53k7ZSu6syji2arpB06+W0ReCtM0zdyg/m71V0Uv6bi6O54v6o0oUkwkk47LvpyRaAUofRbFw7L9f39/uaz9QGW3NrMdk70tbc/b33v5LEZAiqIVMTtI01ZsaZRHZEtrWzm7fQ7a0mxM1utsW7N2QBZpRv/ftVVr+qvSFrMoEwg7X0K2hM0D/c5s6Sxah72HW+cXz1WiZ/roI14u/9vfjym2tIW1uzmJ2oqVtRKZhdmpfu6Iop9FO2ogonmJjvm7fy9HKkW2PpoTR2Mxi+ppr9mz/Rbb0mJbrZWn7OWzO8ZlkZAsaO7uz48+B2VkzEF93T8bv6OVpmF9SMd8nbdV68DSoX5djVZ2kFg9vP3KyYvjosieHrbPNIsSlrURJbK/bP9DetjqRJSHP8Yi3+nfNk8WQRFFtIvm4xWYjwqVb6+p+LR8Pv4eqB6u+DeYzVD1Afm0PHLu8j2OdH6kC9F9Elkeyys2s7cFNlUPi+B+p3Xeu2fLUfAUbRNMD+/1QzE6kke99PL53+xe2nu9mx6P6UhGpNPYM86ilaM5nrcnM50fyWDH3Mwm9HMdhvVpMb+X/e3PoyjVkc/U4p+n/duOu+wZ6hxBZcjkz+Sx51m7uPvG9mc1hwNmJ0z1adk8RLAfYsSv5MsZ8VEhf3613Puve2hYvv1A/XtoxwFrS9t5jMU+T/vuAsH8ET6Nn5uu25a2drAdtxf9Lc8vXOfx5Vf0KNKryO6055F9bZ+H/VvP+evZ7nf2Plj/gZfVl4HIfFoKe3eltjS6p6h8b1Mw21DPoZ3XbBmMTbelvX3g7z3zaSkjtjQq26eJfDOR/yNKI7K8S6Enk9H3Ix1nts7jcT/bxWavLO5HZSz2v/j7Do+vu38GVvZRdKzIoo4z+9Y+G/ZuYet8bEtr2souaVNpW7ppmqY5zHQk6aZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpmqZpLimO7Ozs7MwtxGHk9ddfl+uuu07ukvvliiNXLq0wrUZhQqBVqShNlDdbuWkjprBVn+y4P+9XqqFoO3aVMot+bEGrJqO6snMsWohdiZ2t9kTnVllxx6L6eJCMrE0huaKIPVEkHwVFObZ5RquFK+WiY0+++JwcP/mSvPbaa3LttdcuybQf+D5s8TL6iDmVSEt6HcK36+j5VtscazNWfg97ZqxPiSyPcSjCjK9XFDGwUses/UbH/X327TuKuhHJ7FcDe9iK+wx/bz3Rc0QR/xmoTUeRGrIytT/N0YcPsszm8MGiWrBoXlHkHWSTRP1/1HZRqrqGRffIbEDEnH3Y2tIsaktlDEW6W6no7Uz/KciW9vlHZftzKC26B17fonsV6aoqFZvT647oWSE7HNWzKpvNK7OlvW6bWo4/xs75tsd2ElqHLe3Lfv2bFzbGlo7mgsu7X/AxNRuPEejeVJ571g8zW9aTjf/Mlo76HJoXojJRH67Y96wuHmRLo6g7No0vk9njqD7+2qhOFZ1u7zXzE9i07FmiNo0iDWXtbxNs6VfP3SqnbruTti0RPLZH4xWbl1Tnt1FbZHq4Os7a6Fk2Pz0WtY3RaFKqh1Ffi/RYJV8rr+ZpYflntkE0diL7BBHp4dG6V30FlhGflr+HbHyPxqQ5/FkitT4c6eFoPNRrENWxO7IN/TFmOyGfVtWnFNmymU/L1idLE5HZJNVxF9lHSB6v9/yYZusTPUcvR2RzR6A2FPn5ke6I5rb+vUTlGfn7cXb7ydl8S+3TaiqwnRdEYh3oifpHZJ9UdD6zwaNI/OxYNCYyvTR3H16HLR3NqURkyRdUAc2NRXJb2rehyJYe0TtZG2S2vLdXsnvM+ouXH9UN5eH7R/YuhdXP5hvVwZaTlZH57jyZPvdtAD3P6P0Tu4deHn9/v73zljwrX5i9D1v5kK0afVOB6s7GY76jTm2ujOYyfr6K2i3zz3gqviN73M95UV7MF8z8CtU5hS2HzTs92Xt0S3VugoieJfLbZbIobCyN/F9enuwbHyuPvRaNwUdvONc2bbN2tE3d+qt/R4697aq5xWmaS5oLb/yxvPQTP3/ZjeH9kfRE7EvhZ15+gU6gqobtVKLJWzaxi5yV7KWCiKRGU2TAspdYrG5eZnS+akz7bX/Ri66oHHRPUHnMsK0Y87YcpfICK5LfUv0AXiR+Kaxps49c2HHf9jbh46xIXpF4W88pH02jLUCztoLy81sq+YlxVcYpCxlEai9U7BZuemxkrESTMYZ/6YucgEr08RT6AMyfQy+lrfPPghx6UR19WSqLHmOTeL+VeIR/LpbMKejr1x9JN5tOxRFY2Zp09KPL6niujH7Ym5UVjYGWTdPDSvTSyBPpihH9kr28iF5ciSxvdRh9JC0S21uZ/Z59kJfZpOjabNyPbOnsRU/0shTJi+SuvOipvPSKjqE8fd6sf7Lng57DpWpLs/Zs+0Rli9asztFHNtVxmn00VrWlkR2Wwebp0bP3dnrWj5GcVRlQPSovjDyji0gyW7qyKMOCfBf22bKPy2x78OMdqks0nnk21Za2Pq2orWRjqO93lUVfqE1HOtmeF6npYa9no49OfBlIJvZBXqVtRn0/m1ejj0usTqrkhz54qMq6Tj2M7JFR/cfsp4pPy+ph9JF0RT5bzqZ8nCUSf+DGgmawcUxB4ym7LmsrPl807v7/2Xv3cDuqIu+/zkkI4ZJELkoSbuEWwj1ARgR1DMMlaF5FVEDlDRrRH76gEkAGEH2BEYggI8gwoCAKeCHIyG2UIUQgjDiImIAiaCIg1yRkGDAhXJKQs39/nHedrF2nqlat3r13773z/TxPnpzdvXqt6u5Vq2pV96oOaHE3bXzVXlbw2Mwi+hfXnRMnS41xVlup8Uvz3eN91ks0MTkvH1vzD6mvaYs1uF/G+4M0BubaYak/V63DiGkBD1ayn0DRmJYnPuD1c6yxI9fX9MbsqtbhVxZuTyNHDFHtb4zmS0u2RBuv+fGcRnzpVLyHH+Mdg7X5ZM4CJM1Hk9qW+pG0ONl6xsPrjctbCQ4kv5LLzylig70xAa3u1ILmuG3NL47nwykdbmdfWoppSeOdFtPicw7tPkvPhnkbvA5NnrhfSwsevMmXuHypc5H6kxSr4fByKaS5aNx+ao6ntVU0psVjf9qx3Ke32vFcC01eKRZlJXWJ5128fo+NkWxXO/jSoHvBS9IAtI519SXp3qoFAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAgDJBJumCSJ9TikmtGJXKBrRVchLWimBp1VpqZZy00jCsPONZcrRPtEiypOQumqEmlW1GWunIs+1YKzE1vO1aK+20skWyFGsrkj1ZBVJZYzxY58nr5ufZt2Q8HTRm15Z/Ukn7RDhHWhlqreCUtmkZ1Ip8LswaGzyfQ/X2f56RJZV5IKCtstZW5Kcy72grl63rpMFXe0sZ+VIrt4lsHZKy+8RliuiXdl8l+Mpm7VrHK6ul4+JjtT4X9+0qPouGFcogBy0TQtzPPbqW+oJG2GZlbLCyx3ozKsRtxcfH22JS51dlBssivnRA899yrqeWkSIn20rA40tr46gkb848IAfL79XmKtq8IuUza+1Y5ULZMnzplK5Zcw/tflifApf6kvVZS0/f49cnliP0qSrtcKO+dGq715eOSY0nlpwS3Je2soQHtOyGUp/T+iHPhKOdn4U1L86pg88jUrEATZ9TnwAlkrPESV9RsdAy+KTI/YqD5kun5kzh2HDuy19dQ5uMf6pt7LB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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "ds['wet_snow'].plot(col='time',col_wrap=10)\n", "#ds['wet_flag'].plot(col='time',col_wrap=10)\n", "#ds['alt_wet_flag'].plot(col='time',col_wrap=10)\n", "#ds['freeze_flag'].plot(col='time',col_wrap=10)\n", "#ds['perma_wet'].plot(col='time',col_wrap=10)\n", + "#ds['snow_index'].plot(col='time',col_wrap=10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Fill partial scenes and clip to lidar area" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ds_interp = ds.interpolate_na(dim='time',method='nearest',limit=1).where(~ds['lidar-sd'].isnull())\n", + "ds_interp['wet_snow'].plot(col='time',col_wrap=10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create snow map time series: 0 is no snow, 1 is wet snow, 2 is dry snow" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "all_snow = (ds_interp['ims']==4).astype(float)*2\n", + "wet_snow = ds_interp['wet_snow'].astype(float)\n", + "dry_snow = all_snow-wet_snow\n", "\n", - "#ds['snow_index'].plot(col='time',col_wrap=10)\n" + "ds_interp['snow_ts'] = all_snow - wet_snow \n", + "ds_interp['snow_ts'] = ds_interp['snow_ts'].where(ds_interp['snow_ts']!=-1,0)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ - "ds_resampled = ds['wet_snow'].resample(time='10D').median(dim='time')\n", - "ds_resampled = ds_resampled > 0.5\n", - "ds_resampled.plot(col='time',col_wrap=8)" + "wet_cmap = ListedColormap([\"white\", \"darkblue\", \"cornflowerblue\"]) # colormap: no snow white, wet snow dark blue, dry snow light blue" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ - "code = '312_ID_SNTL'\n", - "snotel_data = pd.read_parquet(f'https://github.com/scottyhq/snotel/raw/main/parquet/{code}.parquet')\n", - "snotel_TAVG = snotel_data['TAVG'].loc[slice(f'{start_year}-08',f'{start_year+1}-04')]" + "# get outline of lidar area\n", + "\n", + "#!pip install -q deafrica-tools \n", + "#!pip install -q geopandas\n", + "#import geopandas as gpd\n", + "#from deafrica_tools.spatial import xr_vectorize, xr_rasterize\n", + "\n", + "#clipped_area = ds_interp['snow_ts'].isel(time=-1)\n", + "#gdf = xr_vectorize(clipped_area,crs=ds.rio.crs,transform=ds.rio.transform(),mask=(clipped_area.values==1)|(clipped_area.values==2))\n", + "#boundary_gdf = gpd.GeoDataFrame(geometry=gpd.GeoSeries(gdf.unary_union).boundary)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Resample to weekly" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "start_date = f'{start_year}-08'\n", + "end_date = f'{start_year+1}-08'" + ] + }, + { + "cell_type": "code", + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ - "f,ax=plt.subplots()\n", - "for orbit in np.unique(ds['relative_orbit']):\n", - " ds_ws = ds['wet_snow']\n", - " ds_orbit = ds_ws[ds_ws['relative_orbit']==orbit]\n", - " ds_orbit.sum(dim=['x','y']).plot(ax=ax)\n", + "num_days = 7\n", + "ds_resample = ds_interp['snow_ts'].sel(time=slice(start_date,end_date)).resample(time=f'{num_days}D').mean(dim='time')\n", + "ds_resample = ds_resample.round().rio.write_crs('EPSG:4326')\n", + "#ds_resample = ds_resample.rio.reproject(ds_resample.rio.estimate_utm_crs(),nodata=np.nan) # if we want to plot in utm" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#plot using facet plot method\n", + "# f = ds_resample.plot(col='time',col_wrap=5, add_colorbar=False,cmap=wet_cmap) \n", + "\n", + "# for ax in f.axs.flatten():\n", + "# ax.set_facecolor('gray')\n", + "# #boundary_gdf.plot(ax=ax,color='black') # if we want to add outline\n", + "\n", + "# f.fig.suptitle(f'Banner Creek wet snow time series \\n(resampled to {num_days} days)')\n", + "# #f.fig.set_size_inches(11,7)\n", + "\n", + "# f.fig.tight_layout()\n", + "# #f.fig.savefig(f'figures/banner_2021_wet_snow_ts_{num_days}days.png',dpi=600)\n", + "\n", + "#p lot using subplot method, more control\n", + "f,ax=plt.subplots(12,5,figsize=(6,12),sharex=True,sharey=True)\n", + "\n", + "month_index = ds_resample.time.dt.month-8\n", + "month_index = month_index.where(month_index>-1,month_index+12)\n", + "month_index = np.array(month_index)\n", + "\n", + "\n", + "in_each_month = np.bincount(ds_resample.time.dt.month)\n", + "so_far = np.zeros(len(in_each_month)).astype(int)\n", "\n", - "T_ax = ax.twinx()\n", - "snotel_TAVG.plot(ax=T_ax, color='red')\n", - "T_ax.axhline(0,color='black',linestyle='--')\n", - "\n" + "\n", + "\n", + "for i in range(len(ds_resample.time)):\n", + " month = float(ds_resample.time[i].dt.month)\n", + " month_i = month_index[i]\n", + " ds_resample.isel(time=i).plot.imshow(ax=ax[month_i,so_far[month_i]],cmap=wet_cmap,vmin=0,vmax=2,add_colorbar=False)\n", + " #ax[month_i,so_far[month_i]].axis('off')\n", + " ax[month_i,so_far[month_i]].set_title(f'{pd.to_datetime(ds_resample.isel(time=i).time.values).strftime(\"%b %d\")}')\n", + " ax[month_i,so_far[month_i]].set_facecolor('gray')\n", + " #ax[month_i,so_far[month_i]].set_aspect('equal')\n", + " so_far[month_i] = so_far[month_i]+1\n", + "\n", + "for axs in ax.ravel():\n", + " #axs.axis('off')\n", + " #axs.set_title('')\n", + " axs.set_xlabel('')\n", + " axs.set_ylabel('')\n", + " axs.spines['top'].set_visible(False)\n", + " axs.spines['right'].set_visible(False)\n", + " axs.spines['bottom'].set_visible(False)\n", + " axs.spines['left'].set_visible(False)\n", + " axs.get_xaxis().set_ticks([])\n", + " axs.get_yaxis().set_ticks([])\n", + " #axs.set_facecolor('gray')\n", + " axs.set_aspect('equal')\n", + "\n", + "\n", + "rows=['August','September','October','November','December','January','February','March','April','May','June','July']\n", + "pad = 3\n", + "for axs, row in zip(ax[:,0], rows):\n", + " axs.annotate(row,xy=(0, 0.5), xytext=(-axs.yaxis.labelpad-pad,0), \n", + " xycoords=axs.yaxis.label, textcoords='offset points',\n", + " size=10, ha='right', va='center',rotation=30, weight='bold')\n", + "\n", + "f.suptitle(f'Banner Creek 2021 \\nwet snow time series \\n(resampled to {num_days} days)')\n", + "f.tight_layout()\n", + "\n", + "f.savefig(f'figures/banner_2021_wet_snow_ts_{num_days}days.png',dpi=600)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Bring in some SNOTEL data and compare with number of wet pixels over time" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [], + "source": [ + "code = '312_ID_SNTL'\n", + "snotel_data = pd.read_parquet(f'https://github.com/scottyhq/snotel/raw/main/parquet/{code}.parquet').loc[slice(start_date,end_date)]\n", + "snotel_TAVG = snotel_data['TAVG']\n", + "snotel_SNWD = snotel_data['SNWD']" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "f,ax=plt.subplots(2,1,figsize=(7,6),sharex=True)\n", "PRCP_ax = ax[1].twinx()\n", - "ds_resampled.sum(dim=['x','y']).plot(ax=ax[0],color='blue')\n", - "ax[0].set_xlim([pd.to_datetime(f'{start_year}-10'),pd.to_datetime(f'{start_year+1}-03-21')])\n", + "\n", + "(ds_resample==1).sum(dim=['x','y']).plot(ax=ax[0],color='darkblue')\n", + "(ds_resample==2).sum(dim=['x','y']).plot(ax=ax[0],color='cornflowerblue')\n", "\n", "snotel_TAVG.plot(ax=ax[1], color='red')\n", + "snotel_SNWD.plot(ax=PRCP_ax,color='green')\n", "\n", "ax[1].axhline(0,color='black',linestyle='--')\n", - "snotel_data['SNWD'].loc[slice(f'{start_year}-08',f'{start_year+1}-04')].plot(ax=PRCP_ax,color='green')\n", - "ax[1].set_xlim([pd.to_datetime(f'{start_year}-10'),pd.to_datetime(f'{start_year+1}-03-21')])\n", "\n", - "ax[0].set_title('Number of wet snow pixels (resampled to 10 days)')\n", + "ax[0].set_xlim([pd.to_datetime(start_date),pd.to_datetime(end_date)])\n", + "ax[1].set_xlim([pd.to_datetime(start_date),pd.to_datetime(end_date)])\n", + "\n", + "ax[0].minorticks_off()\n", + "ax[1].minorticks_off()\n", + "\n", + "ax[0].set_title(f'Banner Creek 2021 \\nnumber of snow pixels \\n(resampled to {num_days} days)')\n", "ax[0].set_ylabel('Pixels [count]')\n", "ax[0].set_xlabel('')\n", "ax[1].set_xlabel('')\n", - "ax[1].set_title('Banner Summit SNOTEL site')\n", + "ax[1].set_title('Banner Summit SNOTEL site \\ntemperature and snow depth')\n", "ax[1].set_ylabel('Temperature [C]')\n", "PRCP_ax.set_xlabel('')\n", "PRCP_ax.set_ylabel('Snow Depth [m]')\n", "\n", - "ax[0].yaxis.label.set_color('blue')\n", "ax[1].yaxis.label.set_color('red')\n", "PRCP_ax.yaxis.label.set_color('green')\n", "\n", + "ax[0].legend(['Wet snow','Dry snow'])\n", "\n", "plt.tight_layout()\n", "\n", - "f.savefig('figures/wet_snow_and_snotel.png',dpi=600)" + "f.savefig(f'figures/banner_2021_wet_snow_and_snotel_{num_days}days.png',dpi=600)" ] }, { @@ -168,16 +398,7 @@ "execution_count": null, "metadata": {}, "outputs": [], - "source": [ - "ds_resampled = ds['wet_snow'].resample(time='10D').median(dim='time')\n", - "ds_resampled = ds_resampled > 0.5\n", - "f = ds_resampled.where(~ds['lidar-sd'].isnull()).sel(time=slice(f'{start_year}-10',f'{start_year+1}-03-21')).plot(col='time',col_wrap=6, add_colorbar=False)\n", - "f.fig.suptitle('Wet snow time series resampled to 10 days')\n", - "f.fig.set_size_inches(11,7)\n", - "\n", - "f.fig.tight_layout()\n", - "f.fig.savefig('figures/wet_snow_ts_10days.png',dpi=600)" - ] + "source": [] } ], "metadata": {