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@rkube
Created September 21, 2022 20:44
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "06beeb51",
"metadata": {},
"outputs": [],
"source": [
"%load_ext autoreload\n",
"%autoreload 2"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "df82c87a",
"metadata": {},
"outputs": [],
"source": [
"import sys\n",
"# USe the D3D loader to fetch and prepare data\n",
"# https://github.com/PlasmaControl/d3d_loaders\n",
"sys.path.append(\"/home/rkube/repos/d3d_loaders\")\n",
"\n",
"from os.path import join\n",
"\n",
"import numpy as np\n",
"import torch\n",
"import torch.nn as nn\n",
"import torch.nn.functional as F\n",
"from torch.utils.data import ConcatDataset\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from matplotlib.ticker import MultipleLocator\n",
"import logging"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "3a471c95",
"metadata": {},
"outputs": [],
"source": [
"from d3d_loaders.d3d_loaders import D3D_dataset"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "782efdc9",
"metadata": {},
"outputs": [],
"source": [
"#from d3d_loaders.signal2d import signal_ece, signal_ae_prob"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "1bc4610a",
"metadata": {},
"outputs": [],
"source": [
"# Set up a shot and define the time-interval for prediction\n",
"shot_list = [172337, 172339, 172340, 172341, 172342]\n",
"tstart = 110.0 # Time of first sample for upper triangularity is 100.0\n",
"tend = 1000.0\n",
"# Define re-sampling paramters\n",
"t_params = {\"tstart\": tstart, \"tend\": tend, \"tsample\": 1.0}\n",
"\n",
"device = torch.device(\"cuda:1\" if torch.cuda.is_available() else \"cpu\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "1e7629f4",
"metadata": {},
"outputs": [],
"source": [
"# Define ML Hyperparameters\n",
"batch_size = 64\n",
"lr = 1e-3\n",
"num_epochs = 100\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "85b89dfe",
"metadata": {},
"outputs": [],
"source": [
"ds = D3D_dataset(shotnr, {\"tstart\": tstart, \"tend\": tend, \"tsample\": 1.0},\n",
" predictors=pred_list,\n",
" targets=targ_list,\n",
" shift_targets={\"ae_prob_delta\": 100.0},\n",
" datapath=\"/projects/EKOLEMEN/d3dloader/test\",\n",
" device=device)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "1f9f7657",
"metadata": {},
"outputs": [],
"source": [
"data_all = ds[:]"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "e3bf0c67",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"torch.Size([890, 12])"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_all[0].shape"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "0f14c366",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x2008df0a6ce0>]"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(data_all[0][:, 4].cpu())\n",
"plt.plot(data_all[0][:, 6].cpu())"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c54ac49c",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 10,
"id": "868f7993",
"metadata": {},
"outputs": [
{
"ename": "KeyboardInterrupt",
"evalue": "",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
"Input \u001b[0;32mIn [10]\u001b[0m, in \u001b[0;36m<cell line: 26>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 25\u001b[0m ds_list \u001b[38;5;241m=\u001b[39m []\n\u001b[1;32m 26\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m shotnr \u001b[38;5;129;01min\u001b[39;00m shot_list:\n\u001b[0;32m---> 27\u001b[0m ds \u001b[38;5;241m=\u001b[39m \u001b[43mD3D_dataset\u001b[49m\u001b[43m(\u001b[49m\u001b[43mshotnr\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m{\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mtstart\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtstart\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mtend\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtend\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mtsample\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m1.0\u001b[39;49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 28\u001b[0m \u001b[43m \u001b[49m\u001b[43mpredictors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpred_list\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 29\u001b[0m \u001b[43m \u001b[49m\u001b[43mtargets\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtarg_list\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 30\u001b[0m \u001b[43m \u001b[49m\u001b[43mshift_targets\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m{\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mae_prob_delta\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m100.0\u001b[39;49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 31\u001b[0m \u001b[43m \u001b[49m\u001b[43mdatapath\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m/projects/EKOLEMEN/d3dloader/test\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 32\u001b[0m \u001b[43m \u001b[49m\u001b[43mdevice\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdevice\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 33\u001b[0m ds_list\u001b[38;5;241m.\u001b[39mappend(ds)\n\u001b[1;32m 34\u001b[0m ds_big \u001b[38;5;241m=\u001b[39m ConcatDataset(ds_list)\n",
"File \u001b[0;32m~/repos/d3d_loaders/d3d_loaders/d3d_loaders.py:107\u001b[0m, in \u001b[0;36mD3D_dataset.__init__\u001b[0;34m(self, shotnr, t_params, predictors, targets, shift_targets, datapath, device)\u001b[0m\n\u001b[1;32m 105\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m pred_name \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mneutronsrate\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m 106\u001b[0m logging\u001b[38;5;241m.\u001b[39minfo(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAdding neutron rate to predictor list.\u001b[39m\u001b[38;5;124m\"\u001b[39m) \n\u001b[0;32m--> 107\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mpredictors[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mneut\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43msignal_neut\u001b[49m\u001b[43m(\u001b[49m\u001b[43mshotnr\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mt_params_key\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdatapath\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdatapath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdevice\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdevice\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 109\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m pred_name \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mip\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m 110\u001b[0m logging\u001b[38;5;241m.\u001b[39minfo(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAdding injected power to predictor list.\u001b[39m\u001b[38;5;124m\"\u001b[39m) \n",
"File \u001b[0;32m~/repos/d3d_loaders/d3d_loaders/signal1d.py:224\u001b[0m, in \u001b[0;36msignal_neut.__init__\u001b[0;34m(self, shotnr, t_params, datapath, device)\u001b[0m\n\u001b[1;32m 222\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mkey \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mneutronsrate\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 223\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mname \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mneutronsrate\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m--> 224\u001b[0m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;21;43m__init__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mshotnr\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mt_params\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdatapath\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdevice\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[0;32m~/repos/d3d_loaders/d3d_loaders/signal1d.py:64\u001b[0m, in \u001b[0;36msignal_1d.__init__\u001b[0;34m(self, shotnr, t_params, datapath, device)\u001b[0m\n\u001b[1;32m 61\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdatapath \u001b[38;5;241m=\u001b[39m datapath\n\u001b[1;32m 63\u001b[0m \u001b[38;5;66;03m# Load data from HDF5 file and store, move to device\u001b[39;00m\n\u001b[0;32m---> 64\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdata \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_cache_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mto(device)\n\u001b[1;32m 65\u001b[0m \u001b[38;5;66;03m# Z-score normalization\u001b[39;00m\n\u001b[1;32m 66\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdata_mean \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdata\u001b[38;5;241m.\u001b[39mmean()\n",
"File \u001b[0;32m~/repos/d3d_loaders/d3d_loaders/signal1d.py:150\u001b[0m, in \u001b[0;36msignal_1d._cache_data\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 148\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m e\n\u001b[1;32m 149\u001b[0m \u001b[38;5;66;03m# Indices to sample on\u001b[39;00m\n\u001b[0;32m--> 150\u001b[0m t_inds \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_time_sampling\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtb\u001b[49m\u001b[43m)\u001b[49m \n\u001b[1;32m 151\u001b[0m data \u001b[38;5;241m=\u001b[39m torch\u001b[38;5;241m.\u001b[39mtensor(fp[\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mkey][\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mzdata\u001b[39m\u001b[38;5;124m\"\u001b[39m][:])[t_inds]\n\u001b[1;32m 152\u001b[0m fp\u001b[38;5;241m.\u001b[39mclose()\n",
"File \u001b[0;32m~/repos/d3d_loaders/d3d_loaders/signal1d.py:115\u001b[0m, in \u001b[0;36msignal_1d._get_time_sampling\u001b[0;34m(self, tb)\u001b[0m\n\u001b[1;32m 111\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m(\u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mTime of first sample is before first real measurement was taken for \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mname\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m))\n\u001b[1;32m 113\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i, time_samp \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(time_samp_vals):\n\u001b[1;32m 114\u001b[0m \u001b[38;5;66;03m# Increase tb_ind until the real time is past our sampling time\u001b[39;00m\n\u001b[0;32m--> 115\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m tb[tb_ind] \u001b[38;5;241m<\u001b[39m time_samp \u001b[38;5;129;01mand\u001b[39;00m tb_ind \u001b[38;5;241m<\u001b[39m \u001b[38;5;28;43mlen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mtb\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;241m-\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[1;32m 116\u001b[0m tb_ind \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[1;32m 118\u001b[0m \u001b[38;5;66;03m# Save last index where tb[tb_ind] < time_samp\u001b[39;00m\n",
"File \u001b[0;32m~/.conda/envs/ml202205/lib/python3.10/site-packages/torch/_tensor.py:701\u001b[0m, in \u001b[0;36mTensor.__len__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 698\u001b[0m \u001b[38;5;21m__neg__\u001b[39m \u001b[38;5;241m=\u001b[39m _C\u001b[38;5;241m.\u001b[39m_TensorBase\u001b[38;5;241m.\u001b[39mneg\n\u001b[1;32m 699\u001b[0m \u001b[38;5;21m__abs__\u001b[39m \u001b[38;5;241m=\u001b[39m _C\u001b[38;5;241m.\u001b[39m_TensorBase\u001b[38;5;241m.\u001b[39mabs\n\u001b[0;32m--> 701\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__len__\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m 702\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m has_torch_function_unary(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m 703\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m handle_torch_function(Tensor\u001b[38;5;241m.\u001b[39m\u001b[38;5;21m__len__\u001b[39m, (\u001b[38;5;28mself\u001b[39m,), \u001b[38;5;28mself\u001b[39m)\n",
"\u001b[0;31mKeyboardInterrupt\u001b[0m: "
]
}
],
"source": [
"# Create exhaustive list of predictors, as in https://doi.org/10.1088/1741-4326/abe08d\n",
"# In that paper, there are 5 profiles\n",
"# and 10 scalars defined\n",
"# We have 13-1 scalars\n",
"# 10 + neutronsrate + ae_prob + echpwrc - doutl (not available)\n",
"pred_list = [\"pinj\", # Injected power\n",
" \"tinj\", # Injected torque\n",
" \"neutronsrate\", # MEasured neutron rate\n",
" \"iptipp\", # Target current\n",
" \"dstdenp\", # Target density\n",
" \"doutu\", # Top triangularity\n",
" # \"doutl\", # Bottom triangularity not available\n",
" # \"elongm\", # Plasma elongation - data not available\n",
" #\"vout\", # Plasma volume - data not available\n",
" # \"ali\", # Internal inductance - THis data is just zero\n",
" # \"echpwrc\", # Total ECH power - No ECH in this show\n",
" \"dssdenest\", # Line-averaged density\n",
" \"ae_prob\"] # AE mode probability\n",
"\n",
"# Set the list of targets, see \n",
"targ_list = [\"ae_prob_delta\"]\n",
"\n",
"# Instantiate a dataset. For multiple shots, use https://pytorch.org/docs/stable/data.html#torch.utils.data.ConcatDataset\n",
"# At this stage, the data needs to be downloaded using https://github.com/PlasmaControl/d3d_loaders/blob/main/d3d_loaders/downloading.py\n",
"ds_list = []\n",
"for shotnr in shot_list:\n",
" ds = D3D_dataset(shotnr, {\"tstart\": tstart, \"tend\": tend, \"tsample\": 1.0},\n",
" predictors=pred_list,\n",
" targets=targ_list,\n",
" shift_targets={\"ae_prob_delta\": 100.0},\n",
" datapath=\"/projects/EKOLEMEN/d3dloader/test\",\n",
" device=device)\n",
" ds_list.append(ds)\n",
"ds_big = ConcatDataset(ds_list)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "bd5b147c",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 47,
"id": "6bf126ec",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"pinj, mean = 4.0873e+06, std = 2.492e+06\n",
"tinj, mean = 4.0873e+06, std = 2.492e+06\n",
"neut, mean = 1.6585e+14, std = 1.372e+14\n",
"iptipp, mean = 6.8616e+05, std = 1.355e+05\n",
"dstdenp, mean = 2.1020e+00, std = 6.856e-01\n",
"tri_u, mean = 1.4963e+00, std = 2.315e-02\n",
"dssdenest, mean = 1.3535e+00, std = 5.515e-01\n",
"ae_prob, mean = 1.3504e-01, std = 2.455e-01\n",
"pinj, mean = 3.7292e+06, std = 2.468e+06\n",
"tinj, mean = 3.7292e+06, std = 2.468e+06\n",
"neut, mean = 1.4609e+14, std = 1.255e+14\n",
"iptipp, mean = 6.8616e+05, std = 1.355e+05\n",
"dstdenp, mean = 2.1020e+00, std = 6.856e-01\n",
"tri_u, mean = 1.4954e+00, std = 2.424e-02\n",
"dssdenest, mean = 1.5967e+00, std = 6.433e-01\n",
"ae_prob, mean = 1.5124e-01, std = 2.459e-01\n",
"pinj, mean = 3.6847e+06, std = 1.924e+06\n",
"tinj, mean = 3.6847e+06, std = 1.924e+06\n",
"neut, mean = 1.9587e+14, std = 1.359e+14\n",
"iptipp, mean = 6.8616e+05, std = 1.355e+05\n",
"dstdenp, mean = 2.1020e+00, std = 6.856e-01\n",
"tri_u, mean = 1.4942e+00, std = 2.506e-02\n",
"dssdenest, mean = 1.8024e+00, std = 7.198e-01\n",
"ae_prob, mean = 8.4381e-02, std = 1.297e-01\n",
"pinj, mean = 3.6857e+06, std = 1.924e+06\n",
"tinj, mean = 3.6857e+06, std = 1.924e+06\n",
"neut, mean = 2.0243e+14, std = 1.332e+14\n",
"iptipp, mean = 6.8616e+05, std = 1.355e+05\n",
"dstdenp, mean = 2.1020e+00, std = 6.856e-01\n",
"tri_u, mean = 1.4959e+00, std = 2.250e-02\n",
"dssdenest, mean = 1.8726e+00, std = 7.337e-01\n",
"ae_prob, mean = 1.0479e-01, std = 1.630e-01\n",
"pinj, mean = 1.8529e+06, std = 9.701e+05\n",
"tinj, mean = 1.8529e+06, std = 9.701e+05\n",
"neut, mean = 9.1495e+13, std = 5.672e+13\n",
"iptipp, mean = 6.8616e+05, std = 1.355e+05\n",
"dstdenp, mean = 2.1020e+00, std = 6.856e-01\n",
"tri_u, mean = 1.4961e+00, std = 2.204e-02\n",
"dssdenest, mean = 1.7502e+00, std = 6.599e-01\n",
"ae_prob, mean = 7.7032e-02, std = 1.345e-01\n"
]
}
],
"source": [
"# Data in the dataset has been standardized, each channel individually to its mean and standard deviation. \n",
"# Print them to assure that none of them are zero. \n",
"for ds in ds_list:\n",
" for p in ds.predictors:\n",
" print(f\"{p}, mean = {ds.predictors[p].data_mean.item():6.4e}, std = {ds.predictors[p].data_std:6.3e}\")\n"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "b304791b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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vyElBu2eHCIIQAnwH3KMoShMBE0EQbhIEYZ0gCOuKi4tPfANbQJ0LqLVmAAAanQ7przwDWFdb/rBO6bKFzFiZRaXTy52TjjFLto2xmfVM6hnbbOd/JG6f2I07J3Wjb2IoM64fRrTVgEmv4Y1LB1Jm9/Cf33Yfe+P0ZlVB9Jo5cO8ONUHs6p8CG+DB16qzs8UvNlmjChIYj+QhryavvZtxVLTrDEAQBB1q5/+FoijfBzpGUZQPgA9AzQQ+gc1rMa3tAgLVDRQorPQvgc+tjkB7TD2qCl8Oj4+PlmYyvkc0/TvZ2q597YgoCtx/Whr3n+YfEts7IZRrR6Xw8bJMiqpcTE2PZ2rfuID5By0iJFpdHG4OnQnGPwxzH1RDSDsNA41e1Wnqdoq6YBzEj38u+ydzs+ay/sr16DWB+4IKVwU2o+3ENuwwtNsMQFDj3T4GdiqK8mp7taM18HlqXUC61otG0Wh1f10X0I7Z4ChRpY6Pgi9WZVNm93BXB/L9n0gendqTOyZ2Y9fBah74ZjPDn1vAxuw2zCMZcj0MvAoyFqruoF/ug5mXwO//13b3PIn5/cDvgDoTCMSK/BWMnTWW5XnLT2SzDkt7uoBGA1cBkwRB2FT7OKMd23PM+LweRI0GUdN62ZMarQ7J+xd1Aa37GMK7QOrEFp/i8kq8vySD0d0iGdw5og0b13HRakQemJLGsocn8uWNwzHpNTz7y07aTM9Lo1VDQR/KhPv3wJ0bVHnq1e/Bzp/b5p4nMT5F/b165MAGYGfpTgBu+eMWHF7HCWvX4Wg3A6AoyjJFUQRFUfopijKg9vFre7XneJC8HjSt6P4B0Oi0f80ZQOEOyF6pjv6PQqDsm3U5lNS4uWNix/T9n0gEQWBU1yjuntyddQfKWbS7jdfGBAGssapO05mvQOIg+PoqdSYXpAnNzQAsOkv98y92fnGimnNY2n0R+GTCUVVJ+cH8Jg97RQXaVnT/wF/YBbRzDiBAv0tbfIrLK/HB0gwGdLIxIvXvOfoPxCVDO9E50sz/zd7GuqwyCqtcXPXxah7/YSvrssoornaTU+bAKwXOUD8mTDZ14TguXXULeTrGSLa92VzcUJGtwl3BXX/excxdM/2OaWwAmlsjOJTdZbtJ/zS9fvbQ2gRXclqIs6aa92+5phlZZ7DFxrfq/VQD8Bd0Ae39TdX9CWmaMR2INZllvLtoHzllTp4/r1/rSyWcxOg0Iq9ePICbP1vHhe+t9Nv3xers+ucRFj0PTUnj0mHJrXNjvQVOfwGmT1UXic95u3Wu2848t/o5hsUN45TOpwTcv7FoI9WeasYljWuy78pfG3JZZu6aycKchSzMWcjpKacTqg9FI2rQCA0uYpvB1qI2Lc5dDKjrC70iex3Fu2kZQQPQQtw1NciSj36nnE5izz5N9h9NBnBL+EtGAdUUQd56mPj4EQ/NKXPw/YY8XluwhxC9lgenpDGm+zEmQf2FGdw5nEUPTuSrNdnklju5fHgyUSEGVuwvodzuQRAEZm/O55Hvt1Lh9HLL+GOT225C51Ew9gE1sUxjgDP+c9IriM7cNZOZu2ay9ZqtAfdfPVfV7Gpufx3Vnur65+NmjePsrmfz7Jhn69cIACRFoshRRIw5JuA17F47L619iUJ7IQBeuW36gqABaCFyrdBbUq++9Bozoc3vp9HpqCouYvPvTZdFdAYjaaPG1WcMnzTsVaMk6H5awN0en8wbC/ayObeCVRmleCWFU3rF8PqlA4893PFvQIhByw2H1EA4q19C/fPLhyVzx8wNvDJ/N2EmHckRZoamRLRYNrtZJj4G7ipVYyi+v5pjcJLi9Dmb3eeTfUcV39/YAADM3j+bZ8c8i1dq6MSfWPEE0LwxOe+n8yiwF9S/DhqAdkaRJQBVvO0EEBoVTe7Obfzx0TsB94dERJLct/8JaUursWcehMSpncUhKIrCE7O3M3NNNl2jLVwxvDMXDk6iT0Jo0O1znIiiwDPn9GVHfhWPfq92ODazjnMHJHL96C4kRx5b0hqiBqa+BLlrYdmrMOCKDpcfsKV4C0tyl3DHwDsOe1yFq6LZfa9veJ1Ptn/it21byTYu++Uyvjv7O7rb/AMTKt2VTa4x7Ith3Df4vibbFUUJ+P1u3PmDaoTago713+rA1M0AWjPU83BMue0exl15fZPtxQcy+e65/8Pjcp2QdrQaXhfsWwD9LgqoLfPN+lxmrsnm1gldefj0nu3QwL82kSEGfrlrLEv3liDJCnO3FfDlmmy+XJ3NKb1juG50F4amHMMCuyCo2kFfXabKTAy4rPUbfxxc8esVAEc0AOVuNZ9CFJoO8FYXNFWomZ81H4AluUvoZPVPZgxkAJw+Z8BRvE/2oWuBEGJwBtDO1Gn9n6gZgChqsAQoJOOsVtUy6rKPTxqyloLXDmlnNtlVZvfwzM87GN4lggdOO7qiMEFajsWg5fS+cQCc2S+ewioXr87fwy9bC1iws4jZd4w5NnXVtKkQm66uB/S7uEOuBciKXN+5F9oLiTRFohUbur86t42syEiyhKbRe9hZ5h+BMzdzLnsr9ta/zq3O9dtf6WlqAABqvDVNtnllb4sMQFvNAIJhoC1EllQXkNjOxbXrso1PugXivfNBZ4YuTSMoZqxU1T2fObcvmhNdO/dvTGyokRcv7MeiBydg0mt45udjFOIVBBj3AJTugzUds5KYVOvCrXBVcMq3p/Dq+lc5aD9IRkUGAG7JXX/spzs+BcAreRnyeZM66jy05CGW5S2rv+5tC27z22/32jFpm+orvbOpqTu38cLw4Wi8ftCaBA1AC6mbAYjtPLrRaFUDcFLVClAU1QB0GQ86o98ul1fis5UHmNwzhh6x7a/t/3ckKsTALeO7smxfCRnFTUepLaLX2arc9Px/QvFxCNa1EXUdbZVHnUEvylnE7Qtu55yfzmHdwXWUOEvqj/3v+v8iyRJPr3razzAE4q1Nb/mdW0fXsJZFWwUa2QdacG6poThaggaghcgn2AXUHFq9mkByUrmASvdBeZZamPwQvt+QR6ndw43jgoVH2pMz09U8liV7jjGrWBTh7DdVxdEfb1UF/zoQdTOAOl+6oijsKd8DwHW/XVcflVPHgM8G8OO+H1t07bpOfMFFC+q3hRpC6Rlx5LWsa+ZeQ2Zlpt+2F9a80OS43w/83uS41iBoAFqIUucCOkGLwM1RNwM4qVxAe9UFs0MNgCwrfLQ0g/TEMIZ3CWb4tiedIsx0ijCxYn/psV8kJAbOfkvN9Zj/r9Zr3BH4/cDvlLsOL4pX10kXOgrbpA2JIYl+Mf1hhjAEjuzOzKrK4oMtHwDg8Dqwe+3N6gQdGhnUGgQNQAvpKDOA+jWAkylLeN8CiEoDm38m6oJdRWSU2LlxXGow1LMDMCo1itWZZUjycYjL9T5bVRFd97E662sFHF4HRY6igPvKXeXct+g+7vrzrsNew+6zc9+i+7j595sByK3JPezxR0ud26YuIsjhdQSMKApEQkgCXtnL8C+Hc/fCu5s1AGbtMYbrHoagAWghJzoKqDnqkr9OmjUAWYbcdWrm6CF8uDSDRJuJM2ojU4K0L6O6RVLp9LKzoEldpqNj3IOAAKvfP+pTHV4H87Lm1b/eUbqD82efz+RvJgOqHMP+iv31+yVFnZlnVWUBsKFwA6XOUmZsn8F9ixri7hflLKqXa24L/jVCnfE8NeopQHU11Uk/xFviGRY3rNlzI4wR9Rm/qwtWY/fZAx4XaGH5eAmGgbYQWa6LAmpfF5AgCGq1sJNlDaB0L7grIWmo3+ZNORWsySzjX2f1RqsJjkM6AnV5AOsPlNM38TjKbYYmqDOBjV+opSX1liOfU8szq57h54yfSbYm0zuyN5f8fEn9vvRP0+ufb7l6C4Ig1Pvp61w818y7hmRrMtnV2X7XPTRUszU5JfkULk67GIABMQO4JO0Srup9Ff9c9k8AXhj7AoNiB1FoL6TYWcze8r3834qGmgo+2ceMHTPqX5c6A7vh2sIABH95LaQhCqj9PzK1VsBJMgPIXav+PcQAfLg0A6tRyyVDW14RLEjbEh9mJDbU0DpFZobeoBr+bd8d1Wk51TkAR4y+qZNueH3D6wC4JBd2rzpyPrTzB/h85+dH1Y6jobHvXyfq+OeIf9I5tHO9C0hW1L4j1hJL36i+TRLHcqpz/JRD6yKVdKJ/fkBwBtCO1OUBtLcLCNRIoKKsjIA6QeYwG92HNXW3tBs5a8AYBpENVbxyyhzM3VrAjeNSCQlq/HQYBEFgYKdwNmRXHP/FkkdCTB9Y/YFaVayFazx1nZ9W0NZ3nIGwe+2YdQ0+cZ/sY8SXI1p0jwHRA9hUvAmr3sqEpAnMyZjTovMCMS11Grf2vzXgvrp1LQX/NZVDO/Lm1jcOff9GrTHgccdD+/dmJwnKCZaCOByh0TH1OkGHPma/8hzVZU3jktuN7FXq6L+R4fzf8kxEQeC6UV3asWFBAjEw2UZ2mYOSmuMM4xQEGH4zFG6FAy0rgVjjqakPddSImsNmv94w/wayKrOOqWkPDX1IbSJCk+CDuwfdfcTzp3aZCsDg2ME8N/a5Zmv81q0B1K1T1BGiD/F7XexQQ29vTL+RSZ0m1W8/1AAEZwDtSEeJAgK49KkXcdU0TdjZu2YlCz5+B29H0QmqKYKS3X76MJVOL7PW5nB2/wTiwlp/RBPk+BiYrMqPbMyu4NTescd3sX4Xwx9Pwsp3IGVMk90vrnmRVFsqF/W4CGgqlXA4/ZuMygxeWNs0Xr4l1I2kBUHwk4MAGJkwst6tBNAvuh9birfUv9aJOi7veTn3D76fUEPoYe+TGpbKmoNrsOr9ExwPfV3kVGcAU7tM5a2Nb9VvP3TmcGhbW4OgAWgh8glWAz0cGq0uoE6QOUxduOsw6wNZS9W/KQ3yD1+vzcHhkbh+THD03xHplxSGTiOw7kBZQAOwNHcpfaP6Em5s+v1rgs6khoQufQXKMiBCTfbLqMxgX/m+er98nQFoPFL+M/tP+kX3O+zlt5dsb+nb8qPeACBw18C78Mk+UsNSGRAzgJ7hPbmg+wUoKHy/93t0oo6PT/uYEmcJWVVZ3NL/lhaHdz449EHGdxpPn0j/+iFWnb8BqJsB2Ay2Jp1+HW3R+UPQALSYjuQCao4OlyS27XuwRPvJP8/dVkC/pLDjizIJ0mYYdRrSE8NYn9V0IdjhdXDbgtvoG9mXmWfNDHB2AIbeAMtfV0NCp74IwDk/nhPw0IP2g/XP399y5BDSCndFy9pwCI1dKZGmSJ4d86zf/idHPcmK/BX1BmBYfPMhnIdDr9EzJrHpzOdQ8be6Tv9wBmDjVRuPqQ1Hov2HsycJHSkKqDnqksR8HaGWsKMM9vwG6RfXa8TXuH1szq1kbLCyV4dmaJcINudWUOn0/x4drLLjKRvNrlwdTo9EuaucXzJ+OexirWKNY0N0Cr4NM3Dai5vV3d9UtIlr513biu+ieQwaAwA9wns0e0x6VDpxljhuH3B7k32KouArdVL+3V5yH1naau3SaXQ07v8fHPIgQ+OGNn9CKxCcAbSQhiigjjsD0HakGcCWWSB7/fz/a2uzTEd1DRqAjsyZ6fG8vziDX7cWcFltHeHNORVcM30Dbsc03MAF764grseXrC1aRkJIAgNjBvLx1o95bcNr9TH6oIZr/les4jOvg7dnTeMjTeAkp7UH17b5+5o+ZTpxljiseivvn/p+E9dMY6x6K79fGDhxzLmpmLJZDYJ3iiQj1OaySDUe3PsrMfc/fM3rq3pfxWc7PmuyvW4G8OakN5nQaQKX9bwMj9x2OT8ddzjbwTiZZgBSe88AJK+68NdpOMQ1JO+s2F+CXiMyuHML/MdB2o30xDC6xYTwxeoDKIpCtcvLXV9txKgTMae8ha3TT+w8WMX6bT1QFDV6B+C1Da8B/jH8Dp+DTQY9uVoNg4sDi5mlf5p+VHH61/QOXHrylOTAxdzrSItII8maBMCohFGEGQK7IRWlYRguVbqpXpKLVO1BqvEgO304tvpH2Uk1XhRZwbGlmPJv91I2cxeeAn9Dp8gKiqKgyApVC3O4K+KmgOUg6wxAnY6QTqPDomt5It3R0q4zAEEQ/gecBRQpitK3PdtyJDpSFFBzdJhaATt+gsrsep9vHcv3lTKosw2jruPOooKo0TH/GNOFR7/fyor9pXyx+gC55U7evLIbD6/Nxayv5IZeD/LyfDAa+uOS/KPOXD5X/UKr0+cEQeBXi4V/VFYR4/PhFERiJR/7apVtAcpcZU3aYdVbm9TX/WzqZ/SL7lev2V/Hd2d/R4/wHiiKQr8ZgRePjZqGqDNvoR3FK6NP8l+Qde4opXSGWhfBmBaOGKLHsb6Qyl9V4yWG6pGr/EfkB59fg2jVI1c3bC96fQPRt/XHkByKoijkPbbM7xxdUgi6q3oze8S33LD0JhITOwOq8entSCVppoDrggq8udV4i9Skt4iLmndZHSvt3Zt9Apzezm1oEXIHUQM9HB1mEXjjZxCeourD11JQ6WRHQRVjugXdPycD5w1MJCrEwBUfrebXrQd5aEoafZJU37mAwDWjExCNObgLz6TccYgBaGQQ6jJ2f7BakIDXC0v4Lq+AH/IOclmVf+d+KJHGyCbbBsQM8IvCWXbpMp4a9VS9P79xXP9bk95iQqcJxHoiCfOF+C2+Fv53A0VvbULxyshONd/Ata+8vvMHcO0ux7Xb3zAd2vnXb69uur34vc1Idi9lM3c12efNraHg+TXophfx6b5/88LQ55CqPZxfMIkXsu/GUCZQ8uFWKudm4VhfiGN9od/MpLVo1xmAoihLBEFIac82tJSOIgZ3ODqEUmhVAWQshvEP+SV/zd6UD8BZ/RLaq2VBjgKjTsNz5/XlgW82c0rvWG4al0pGpVo9q8pTxUU/X4AxDhxZtzN7rcTFvRrOrev0NxVtYmORGr2Sq9PxbngYd5dXkq3Vsk+n46HSclYZjWTqA5dErHPRjEsaxy39bmFT8ab6fXpZx7PZd6Ld4uS8IecFPL+nuQePd3kI3/wsQPXPIynUrGqQVc57agX4FIy9InDtbDoLkWuOYzAlQ8Ezq1p26MuZlKdV0HN387kXikdCaOXM+Q6/CCwIwk3ATQDJyclHOPr48bicOKuaqiE6q9U6nx17DUD9d7brDGD794CiRv804sdN+fTvZCMlqu38mUFal9P6xLGlTxw7S3fiU3x+iVl5NXloTKCzrWH5zuF8vqmhGMrust3oRB1Xzb2qfpuoCPxp7MPXnQ5QrRH5KONeOosPcV1lFf8X3XSkD2pYJMCZXc4kPTqd9Oh0PLnVlM3azU/FarJW+Xd7Kf9uL7azuxIyyn9wIX+Rh5TvrH9d8O+mxd3xqaPqQJ1/fdvNWmTHkQdVxp4RWIbHUfrpsZXWdO0+vAaT7PAh/t0MgKIoHwAfAAwZMqT150CH8Ml9t1FdGrgqkiCKiNojF3BuLzpEuch9f0B0T4hq0P7ZU1jNzoIqnpzWu/3aFeSYyKnK4eKfL2Zk/MiApQr10fPxVg7mqd/+xFir6v3gkgebHDekpg9P5d7GRzHfIyGT4OmBSzuVc2p+oVQaxutxa/hy7GesyFvOWxnvARCmD6OHszNel5vK37LQhOhw7izDV+xscv2K2fvRhBkw9WkwJo07/6Mh9LTOVC/JQ3GpnX7MbQOo+CUDxSdj6BxK1R/ZaCON+Er9XV+G7jZMvQIbs9gHhlC9MAfH+oaCNOZBMTg2BNYBCoTs8EErx090eANwonFUltNl4BB6jGiawBEaFYNW13ENQF25yGUzP2XV91812R+TksqFjz/Tdg3wueHAShh0td/mHzfmoREFzuofdP8cDp/XQ0HWTkzWCKLiOoZKal2y1cqClQH3i1oH2tCteCsHYYiZhyAG9pFbJXXmd0PR+fXbqn2XYdYs5Rr7Gk7Z8zLandWcST8+TNPhFr3cVH0xmqzTIQuqyTliW0s/24FlZDyf7v13i96bobsN994Kv22RV/fG1DuSkPGJuHaUYewRgWjQEHVNQ8ho6CmdUXwy9tUFVMxR3WKWkfGYB8TQHLooE6bekTjWF6KLMxN92wBEvQbzgBhK/ret+fOSQvDmqlFWdWsVrUnQAByCokB0cgp9Jxw+pKwjojeaGH/l9VQUHmyy7+D+vRzYshFFUdqu+lbuWvA5IXW83+Y/dhYyMjWSqBBDq99yzWuXMaziV9YNfZkhZ954/Nf79lVsqYPo2m8MDnsV1rBjK1WZvWcTGq2BxNReRz64lnXfvsyI3Wrk1Jrws+h17ZvHfP9AKLKMvaaSHfOnY9nzPd5ht9O5/wRcjiriO6cFPEdsQVlDnW01vspB+Kr6EhGymwlVQ7BKZr6KmodRNuDQuDAo+ibnyYRS5r2faP2/iFOepVy6F4ko3sh8BItsQrPz6AvT2FcWEEPTz8zQw4Z7T4XfNtuZqVRXluKYfqB+mzbOzKpPHmNE1tuUX72K7K9eo/fZ9+KoKsXtqCamU3dydq2numAv3cdcALVCovbeTgyKg+0/fk5C6GCUKnUWLo/SU1i2BEtxNyxRVgSzFs3ICHyygmz34jU2BJVkxSykd+lPeOV++JQRVEWmkOdZRNTACYRuXMvurRX07zbtqD+TwyG0xcpyi28uCDOBCUAUUAg8oSjKx80dP2TIEGXdunVt2qb/Xn4OQ6adz9jLAscan6ys+elbln75CXfN+BadoY1E2P58Fpa+DA9lgskGQFGVi2HPLeDRqT25eXzXVr3dyukPM/LAe/WvN419n/CknnROG3DU18rcvpqyAzsYvOYeADaaRzHQsYL11ol44wYS0nkgnupS+k66DP0RPr9ty+fQ9/cr1euMehtly9e4w1LR2AsJn3Ab3QeM9TtedjopWbEUy3dXNLnWbvNgbCOuomTzXMSQGES9GblwG0poErF9JlCWuxtbQjeqF72BZuBldO7dvGzBjp9epXf5goD7tseejaFiP5LGSOTY6yle8SUWZx4yuTwbFcvjzmf4RfcT63T+i5phso1/uG7jBkVLmJjPp3JvjKhSC1486Gja8R9KiOYnQrUzkJQoij0vIB+Fn0NRnAhCYJVMu3MBFpNaSazGtY4Q45D6fQ5fEcU1i5BR6GK7hEp3FhWeLJySHRkNMhqU2r8yWhTE+u2N9/UPSSVEa2RRRWb9dhEtiqBBL+iokml0TuDxdm+jiEOGLE/zGdUAY88No9/pg1v82TRGEIT1iqIMabK9PQ3A0RI0AMfOhrlzWPjJ+9z64ReYQ9tIh+fj00D2wY1/1m/6YWMu987azM93jmlV/Z8Nv33GoJV3UIaqyBhBw2jRp4hknPMjPQaNb+70JhQ/mUI0LS+EsmvqN/Qcfprfts0Lv6HrojsJEZr3PW8xDqbfI+rnoygKVb/+StHLr+AraP2C30eNqEWXPArvgeWgSIAAOjPa+H6YBl0HQPWPNzUcbk1A3+N0dJ1G8DYuvsHDbKyEtmDW0BiPrBCi2UmU/l/Iig2fkohPiafCdwOLqiFBJ+KUob+5aQh2taRg1QgccMt0NvgHaKy2+4jTinQ2iPxe5eXUUNV9W+SVWWmvzexXJARFRpClhue1f0WldpvczHZFRqso6DUiHo+zdtshx/qd2/AQ6+8pH3JO7b76+zbcs8ezDxF5yrgmn0FLaM4ABF1Ah9CmLpJ2RGdU3S8+93HqvDeHuxry1sMo/+Lcy/eVYjPr6B1/eOncoyVppVpSb0/SRQy99iVW/u9ekgr+oJOSj1aQ0f98BwxqmmnZHI07/wwxhVQ5izJC/QxLY8q3/w6HGADT8pfqO3+3osMgNF2Md4Sp8erObdspfO45nBs2oE9LIz51ByXGaOKv+qihHZuXkLrpJQAqCMVW25bGzxuzI+ZMek9tWpzE43ai/+qi+tfZI58mITWd7G8eYaMhl62GLtxbFY2gOwVJ24uQPn3RSntxGS9qcq3MC25hln4GbsHFy44n67dPRsdMPMzHy4WHGfVvqFxH55AeRGoavg/FjiVozCMp9T5BuPZ1DOImjMIGRKGcJJKwiwkkurajmG5BEAx4PNvQaBJwVb+NJeQfQAIh3s8opTN60UaIew2CcSrd+kjU7J9PNkb69uhBdnkOndJPR8jdwXm73qVEn0hX704A7Bd+huUHddC339ALd3RfTNHdSEwbxP5f/wuiDlO3cbjKcojtNQqrLZp9c/5DTNV2RGQsipOSCc8Tv1hdAN/b5y58uVuIrNpBaWgvFFM4muqDmFyFxPryMVz7Q/3793pd6L68UH1++bfodOoMs/RgNmXZ29GaQunUcyiWvq2fKxs0AIdy8kyIjoo6t4+3rQzAgRXq6L+R/19RFJbvK2F01yhEsXWNaoGpGzHONfS79Ak0Wi0jb3oTgP1bV9H1uykUhaWT0sJrKbKMogisjTqHgTe9T6rBiNfjJkJv4MDuTRSs/JohVzzJ1oVf487fwYistyHAKNeltYIPqu7JINQWSfbTvUmW89h91g84yw+StuxuBIeX/Mcfp/L7H9CEhxP3zNPkxemxLVjIzsRJdBsxvP566SOGk7VzIrqvL8d9wWds+/Mtul/6ApFWG5s/uo3hpT+yMv5KDNXZDKpZgi85Gkuj8wFcjhrKXhlL11h1cXZ178cZOEp1T/V5dTGXfz6AT/bejWxqiF7x6Qbg0w0I+Fn1kwZR7gmnyKv4pZH2RENfNMzCzbno0DYzCzj73XuRKt3MfmM660K2838XPIu3Wk/nb05jZacb6Z22gJsy7uBeUcvwjEVM6J4L18+HV3vilXfhnDoPevUm1BZJZekIvLtrcM3OJ/2ldxHN/gEaqujDVU3a0IkzgAdIADxuF5LPS4zFyu6IWYTHd6Ffor9U+ZDxEwK+l8Fj/ANFbEDhmLFotDoGxDWErDe+2qr3biOl4BtMjf5PxflZ2GI9rO79T4aPbfj9WBhOMk2NcGsSNAAB+QvOAAzqDMDrbqNiMRmLQWNQ9X9q2VdUQ0Gli9FtkP1rdRexyTySASH+bqWu6SNwfGtAro0hbwmS5EMrKMghcfX+fZ1e/bw6pw2oX1MYeNqVakLg02/Xukj8CfMUscEylkE2tTPVXvU9K39/m2EDxiHIMoUfPYp152oqFZGI664j6tZb0Fit7J6pyhF3n3Z/k2um9BoCT+wBILVvw2c77PbpeH0fMLK2ndITNtUAH8KWGS+Q7okETQZr0p9k0PibKXx5PQBiiI5nlNuJ9QUOXWyO8VKXJhoCD8W/yzW6e3kwu4jF+JhM89FymjAD/5f8NgDPJofSheFk6xYzLLUvGq2Wr0b/qM7Cc9bCjHPg02lknPMjJRmbGTYyqf46YZGxMCoWRh372pLeYITa/3nakElHOPrIxCYdvi2KoEGDv69fktT/m6A58d1xx81qaicUlJaWLz2paJgBtJEByFwCycPVIiC1/L5TjXme1LP58LhjRad4kDSBF/9kxICdYXP4vLWhi5ojL1gKooikCCA3NQAG2YWkayj3l9ClJyNufAPHkiVknDWNis1mfAmhpM7+idiHHkRjVXVoFKeaZBge1fIwWUEU0ekNODYXkfvIUryKBWo7EkVWcO0rR1EU4rMmUup9guo79jPsgnvrO39Qs1yH2JtXxDwoyKwL8a/SJdHwvrddVln/fKttK+ffMoQUm4lvUT/Ptzt/zSvxn7LqyoNsSNyL5aqGzrGbrRvX9rm2/nVyjwFotGoHWO+C7TQULpsJpftInXslw8rmwBsDYeu3Lf6cOhyiiHiIAaiTmaEdlIaDM4C/CdrakeKq72exbWFTmduUfgPpNXbisV3cXQ2F22DCI/WbFEXh580FpCeGtUnpRxEJpZnKTJIgIgQYoTeH1+vBSMtHYBJiwBmAFi9Ko8pN7r17KXz+BewrVqDv2pWI8Xay0kdg6HJINbTaax1LlnnlL6pIWYX3MSKK1CLp1Svyqfo5A9/AGLS1/vjKl3eyVIZ+zdyiVLATqfhnae+0ruelxOm8nvkwPVyqWNkuUxZ9nF3ZZcxkUt9L8V5UzksHXuOBtAfQiAIXD+3ES7/v4aXIn9kWuZ1iZzGXR93M0Dv9de1/OOcHWkTqeLj0C/jlfvA61G0/3gqCCF0n1UebnSwIggat4G8AlNrBiiAEDUD7oyj8FacA4QmJRKekUnGwgIqD/hEnjqoKCjP2HbsByN8EKJDYEGSwcn8pOwqqeP789GZPOx5ERUZp5gcjozm6GYCndl1EbFmSn4yIEGAGoMWHIuqQKioofvMtyr/6CtFiIfaxxwi/7FLKn02FQMVTZAlJEdAcwQCUfbULQach/ILuKLKCvdKNzy0hAD6lHxY7/PT4CqKcXjrrRbQb/bNMm+v8Aar1lUS6/Q1ApkHN/H0s+Q3OLZvElSVnUqat5PFOb3LAXMAizdXoB8fy1ODn6885b0gSL/2+m3mCl3+kTOHznZ/TyXqcSW09z1SFBQVRLTT08anw7XWgNUL30yD9Iuh99vHd4wSh1I7yZUmqF5aU61xAwRlAR+GvZwBMIVaufvGNgPt+fv0lCjP2HvvF82rdComDAJBlhdcW7CUqxMB5AxOP/bqHQaR5AyBxdDMAqdYFJGiP7AKCWhdTgI5cI0nothazf8rpSNXVhF96CVF33ok2PLz+PL07AsnuRWPR4S12IJq0oEhqmz0SgiAg6Bp6arfDS0Whk4pCO5ZNqkTJuq0l2Gq8xGuFJt/UwZKEM84MZUfn6lsRsokUt+qCejbxQ+yik80WteiJXePki6hfyNcX89yVr/LcnI+arYsbH2YiNqqcospB3ND3DO4ceCdmnfmo2hKQus7REgm3LIOcVbBzDmz8AnbOhn6Xwjlv11ef67DUfm6S5GtkAGq/q+2gNNzBP60gJwKtTo/kPY4087z1EN4FzGoG5qcrs1iTWcYL56e3mfa/iFz/YzoUCU1AH31z+HyqARA1LZsBBHIB2VesoPA3K6aq/RhGjCD20Ucxpvnrt0uKhuiS8yl+dzMRl/ek6I2NaKNNiDoTxZ7LUP5vBa5oE9nRFioK7cQVOzlg91EuKWgFOCNMbV8vlw+0zQ9STEfo/BeGrmFilZow9o+uT2AXndRoHJTpKtlrzGaP6UDTkwRYGLYGo02dJUSbmq949cDEMTz4zQ52F8iM6toKnf+h6M2q+6frJJjyHCz5j1p4XpHgvA/8VGg7HLWGTJJ86FDdsnLtd1UQTnx3HDQAjahLivsLeoAOi0anPfYqYoqiGoDkkQBUOry89sdexnaP4pKhbadnIyLXT6cPRT7KGUC9C6iFBkARRITaGYDnwAEKX/oPNQsWoLOA/ZyB9Hzhf365JFKVG8Gkwy6loAd8JU6K3lBlkn3FTgTPGSh69b0Yi52UFzqJtepIFiHZ2vKfqE9ThVY6cr7FJstuJlYNo1BXSr6+Qfjwl/Aj17fVilqeG/Mcg2IHNXvMWenJPDV7D9+tz2v78p86E0z+P9CZ4c9nIGUsDO64SZx1fv46t4/6vK7WyIk3XEED0Jj6rOi/lwXQ6HTHLiFdnglVeZA8AoB3Fu+jyuXl0am92jShTp0BNOMCEjRH5wLy1bmAjmIG4PZw8Pn3qPx2BoriJuqeu4nMe5jlnbpQmFlFRZGDioMOKg/a6ZNViVdRKPI+QdIhXiZZgBCDA5SGylTDRcDe8v+HIoCgQI1lFfEpl6ONMlH9Z4N4WmnkMnpfczeFr6quuk1m1bWz05TR4ns0ZlrXw+vRmPQazkyPZ86WfJ4+pw+WVpYwDsjY+2H3r7D8NRh4ZbtE1LSI+hlAw/ezbhG4ue9zWxI0AEHQaI/DAGQsVv92GU9ehZPpy7M4b2AivRNaN/P3UDRIza4BKEe7BlA7+9G0YA1AkWXsGXosWzfjm3ITllNfpNimY1GFSFXJJ7iKw9iyQe1oBVEgNlKd5usEgSR9U4MoKhCKtcn25rAMi8O+xl/s74mkt3kqfxgu/S4iL1fF5+oMQJj+FnJDxqKLMZP0wljSP1UX5e/t/B8yjbktuqdVZ+W0lNOQjuIzvXBIErPW5TBv20EuGJx05BOOF0GA0XfD11fDl5fApMchYWDb3/doqVsElhvWkOpmAO2RBxA0AI2oL8j8N/MBaXU6fD7vsclg7F8A1niI6s6r32wB4P7TAitLtiYaRW52lHfUMwCv6gISavMAFK9M5bxMrBM7UbUgm9AJndCEGahas56cj1ZTo3mCXYNDmVx7fkS5l7BQLVHG1VTFdaPf1HOxxZgIjTbhO1BN8Qdbjuu9NsY6Pgl9JyvmAdFIdh//N/1+1lq282vkNobIXZocr6cQJUB00y5z4ALtgRjXaRxPjnryqNo5pHM4nSPNfL0u58QYAIBeZ8OoO2HlO5C5GHqfoy4Op07oOIvDtetWSmMXkNx+UUAdeLWkHfh7eoDUQjKK0hCN0FI8Dti3ANLOYEdBNd9vzOW6USkk2gInaLUmh3MBKWgChmk2h3TIIrBjazE1y/Mpfn8L9pUFZL+/kR9vn0nV9w7CItJJjE1lfGSDYqVGgN7VPoZZ9hGbXESXflHYIk0cfHpVs51/2BldsE5S10iqrGtb3FZNuJHKXjJoRX4r+4M5EYtBgLciBTI0Dr7d8y2SLHF3you8Gj8DjSCBqKHaU83U76a26B6fnv4p45JU0TGtqOXJkU+2uH11CILApUOTWZ1Zxu6Dh6/922oIApz2b3hgDwy8CvbOhy8ugBc6wew71VoV7Sx+KTRaBK6nbg0gaACCtAcNtYSP0g2040c1Oaf32byzaB8hBi23Teh2xNNaA83hwkAFDQIB4u2bQa5936JOj6Io2KvV13WVp3RlXsIEf4libYB7l/vuRitZUWSFkk+2obgbjFD0Lf38z48yYR2XhGVkPA7jNkTNPABs53RFG2kk/l8jMPVVJRqsEztRM0TD9tFFbC/bzpTvpvDvVf/mkaWP+F3zT1M1T618iq/3fM0e0wF+t61im1HLTfoFjJo5ityalrl8eoT34Oyualz9xE4TMWqPLZHv0qGdMGhFPlmRdUznHzOWKDjrVbh/N5z/kToz2PodTD9dzSGoCVzx74RQ+71RGg226qOAOqIBEARBIwjCf05EY9qb+iigv9kUoN4ABFgHqHH7uOHTdQx79g8e/GYzNe7akYvXqer/xw+gJHo4v20/yEWDOxFmbtlC6vEiIjcb7qcIIkILE8EUSSb0pxByXTexf4OJL/61kuKfmy6Odg9pWS3juG0DKHx1Pe79lX7bDSkNmkUxdw7E1DsS0agl/JxuKKIdQTuLhKdHETIygY0XlvBj3mxs53XHOqkToackc5H9Zh4oe5L9FfsBWJ6/vMm9NxnU8M9tJQ0Vpq5KiDtse7UBQg8NGgPjk8YzNWUqDw5pWt6xpYRb9Jw/KJHvNuRSWNVGEiSHQ2eCfhfB+e+rs4JTn1Ej1t4aAotfgsId4LGf0CbVzwDkQC6gDqgFpCiKBAwW/k6O8b/RW4WGWsKHGgCPT+bWz9ezcHcRAzrZ+H5jHpd/uIq8cocad12VC6f9m2835OOVFC4ffmLKGCqyjFaQm02dlwk8A5A9DaMut8PL3rWFrP+vGo7plKch7tcywScRpjm+/7+vpKEegCk9CmOa/+xBnxji91pQJBRRRKwNBX1oyUM8ufJJNBYdYaelIDQKD5Rrw081Ad57jVhb4Nx3FJ1tgLeqFbUYtUZeGv8S8SHxLb9WAG4d3w1JVnh30f7jus5xYwiB0XfBzUsgaSgsfBbeHalqC817THUPnQAEsWkYqCKp/1OhAyeCbQR+EgThG6DeZCqK8n2btKrd+ItqQR+BuhlA1uYNmG02SgtyiIhL4vnVVSw94Oa5s3pweaqdPM/neHI2kPh6rZRE3wvwJo/my28WMywlgm4xDdEslWXFIAiEhbd+HLgsy2jAT3fHb78gIh6yCOwttFP43w1Up0ezu8hJwd4KtIrC1NrkKpMoMNB09CMwTZgeqdKDEiOiL96DV2lwgUVe1wdTWkN5Qqf533jEWJLwrwiGIqvZxS3g/1aodRCyq7ObPWb+gflH8Q6a0ppjveRIM+cPTGTmmmxum9CVmNA2qkbXUuLS4cpvYfdcKNoB6z+FVW+rjz7nwylPQHhK292/3gA0DFDqwkDbYw2gpd/4CKAUaKyXqgB/KQNQtz70d5rsAJjDVPfEb++9Xr9tvzmFP2KnMrx8DV3X/Q4LvyRRZ6I6thvv5g9FRKaX+VRmfbWJ7DIH/3dW7/pzFVmm6s1xRMkleB/PrZdWbkxNVTlbZ/6ThPH/oHPP5pOKAiFJPjTQrAtIro0C8lV7KJy5i5pKD65yF5GAdnMRTrOewePiSXTLKDtLW3RP2zldqfhJHcVK+o/BdxEaOZS4h4YilbvZvHIWAysfZVu/1+jR/3R8pU6/zh9AEiuRNU2LpouKD7mZrGaA/67/b4vaeCyMShjFktwlbXZ9gDsmdeP7jXm8u3g/T0zrg1eS2ZFfRVqctc0yxY9I2lT1MfZ+1Q20+EVY85EqL9HrLBhyPXQ5TPUtRVH1plqYPFhH/QygkQtIacc1gBYZAEVRrmvrhgRpP7oMGMLVL71JTWU5xi/UJJ9rrdcTj5ZTnXn0rZwPEZ3g+t/QYkD3/E3823clLAEo4NGpPTmld2z99XasnEsfJR8EqHE5AhqAbT/9l5EFn7P+l3w692yhMmQt9dPnAG4Qr1vCXj0Yrac3B59dDYCl9gHqSP+MUXHULM/3W6Q9Eqb0KDwHqnBsKkYWs6gI+4B+d3yLoBGxizUMXn83CGBKTcDYzQbdbE2uoQhi4MVpRVYF7A7h3c3vcku/W/jftv+1uJ1Hw0/n/ESUOYrRM0cD8MTIJ1iRv6LV79M50sJFg5OYsfIA/ZNsTF+eyebcSuLDjHx980g6RbSBXMTRoLfAqU/DsJtg0fOw6UvY8RNcOB36nNv0eEcZzDgbivfAyNth0r9aLj/RSAyujjoDIHbUegCCICQJgvCDIAhFgiAUCoLwnSAIJyi49wRyEtVHbk0EQSC6cxfKcjYQb6qhwBDH7hoDN0zoQbeQMixKJUx+AixR7FzyLTdof2W67kUujMhgzh1jmhR7d69oKNQuBQgt3btxCcP2qcJ0kiawS6C6sqzZsFTpEPVEe4Wb7Uvz+PmtTXx6/1ISlAuJ0fUOeC6oSVKBOn9NaEMiWPTNDVE7MbcPQBOiJ/zCHkTflI6sqUQQ3GgsOjUx7M1RAKyMv5LuA5sfNcrNyFQLihTQBfTOpnd4dvWzTbYHWrg9GrrZuvHuKe+SakvFom1Y3L6wx4W8OuHV47p2czx6Ri8SbSbumbWJjGI7D5zWgwqHl//8trtN7ndMhCWpgnKP5ED8AJj3CHgPWU9RFJj/LyjcDl3GwrJX4dNp6jb7EWaTkg+zs9Z9Kjc1AB12BgBMB76E+vpkV9ZuO7UtGtVe1CWC/d0Wgevw5mwA4GXfxYTpFS4d2oma33dix4ol7Qz1oG3fU4KNiZrNGMMHkZ7kX5Gr5GA2/WqW4USPSfD4JbzUUbrqSzoj4sIYsEOsLC0k7M0erOx8CyOve7HJfp/PR7E3hYLcFL55fi1FB9Q48x4Rek4POfYfkeyWiLq+L9pII9pIE5aR8eiizeg7qWsbglbEkGrz0xrav3Ul3ZQi1oadzvAbAqut1uEURX4z27HV5FHkKGJgjJqpKigycu1spsbjX4Bl1u5ZTa5z24DbeGNj4HuZZRnHEUajs86ahb426a05Vc/WJsyk47tbRzFv+0HGd48mOdKM0yvx9sL93Dw+lT4JYUe+yInCEAKnPKmO8r+9HvqcB6EJauTb+umw62fVdTTpX7D8ddj4Gax6BzbMgCu+gchusPJtyF4J9hJIvxCylkHmYuqGJZqKDGAw0GgNoANnAkcrijK90etPBEG4pw3aE6Qd0TqKWCb1ZYXclxtSPVhKtmAR8tmkDGeARovLaad3zUo2R08jtPingEVRcrYsIUqQ2Rg2gaGV8/0TXmpJLFrMLtNAIt05TQxAVXER2xb/RDenBfavojBjHwClubks++oL3A4XPo+ErPQB/kCjXYDVGMbg7lNIjO6Ke3d5k/sZ08Jx7S5HcVfhXPsBIZOmEH3PpWz76EqiHZkkPLKV/CdXognRYezRELETfk7gnAZVDE4dLJSs/IJkRUv3q16vl/dtjm+tTn4J8fDVd6cDsPUatWi9oKjFbZw+J1O+m3LYawBENqrfW0f/6P5sLt5MrCGRTG9Bk/1hhjAq3ZW8M/md+s4fGta77hx45xHve7xEWw1cNaJz/eubxnXl81XZ/Oe33Xxy3bA2v/9RkTpeNQILn4PdvzRsN9pg4uMw9gF1oDjmHvVRtAtmXgKfnadKhftckDgYtAY14ig8BYbdRN7BQhKzfyJ+wV0glMLQGxq5gDruDKBEEIQrgZm1ry9DXRT+a1GvBvr3nAHIssxLvktIpJgpiUaY/09cmNgrpTEAcFRXECF4IToNuThwURRXntqpSTF9oXK+X8JLHdFyMXm2iYQX5teragI4qir5+O4bkSWJVagLwysevcfvXK2xF5YIPaGOrXjCY0hI6U94VgRRZRH4JEfA91X109NoYs5AEPNI/vgljGmqVEVJqZvtZUlY33qRcGsUdrkGz8tqBI3OYGDCNTdiDm06Mm2sNSS6yqkQQomJOny8PUBNgMF2laeKx6JKuKdUi8ZeQJWn6ojXseia5iTc1O8mekb05P9+vbeJARit68F7l37X7PXqDNGJJsyk47YJXXl+7i5WZZQyIvXoahO3OWPuheG3QGUuFO9S+4fup4EugNsypidc/jWseEOVexh+C8T2AVmGymywdQZBoPj3L0nM/gm3rRvmeQ9D0XYUoS/QPnkALb3j9cBbwH9Ro39WAMe9MCwIwunA64AG+EhRlBeO95rHxd9zCaCe35xpbFG68prubazVY+HAcvboxuNyqT1XXcYigqbZoih4HXgUDaJBdZtIARKy6qScD/WJVxUXIUsS4fE90TlMlPuSABGDRUtMSihdB3Wn9+g+VJTkEvVBP3aHfIwlL5a6+uNSpbv+WjbfYxRvc+LKdqNLiCPqtgSsp17jZ9xzi3VUOjVIhQVU0NBpSl4P5QX5dB8+iu7DRjVpv9xoMVdoZgG3yccie9lgdPttk2SJh5c8TLZO4t1whb0/nnPE6wCEGxpmKd3Du7O3fC8mrYkYc4yfSydaHwmOQqaGDm7RdduDa0alMH15Fi/M3cV3t45CI3awwZfOBFHd1ceRiE5T1xAaI4p+YaV1OR25I5+mR8VSWPoKMUlq4EVHngF0UhTFr+aaIAijgeaDkY+AoGbxvI26jpALrBUEYbaiKDuO9ZpBjp2tuZV8ah/JBHET54jLKS7SgNZIrmEAcrk62atXLRQ1zdbFFWR1QTNQwksdmlodHwURRVbI31tO5sZi7Gu2c3riP1hY5aSLWSbO6qL/TRcTlRBC9Z/ZGLuEQ40Xb7460jeXNl+UJPfXYhAh+u77iLj2GkRD00gknwwRFh9X/+ctv+1VxUV8eMf1uOz+/niH18HqgtXENhKbExQJ6TB+9H+v+jfbSraRZE2iWvQfYczLmseyvGUAZOuaGtMESwL59vwm21NtqfXP67LX69w6QqO2TIs7lXsXv8T6uJhm29feGHUaHjo9jfu+3szHyzK4aVzXI590ElNX9EWWJZj4TyjcTtLeXwEQO2ImcC1vtnDb0TAM2KcoSoaiKB7gK6BlQ6A24u+kBlrj9pFT5sDllSiqdnHrF+uxiQ7+o30XQYCwsm2QOhFZF4LkUzvxet38utF7IMG1uqSmAAkv6m6ZtaWd2b6xmm35l7Jt11C+fvp5fEtX01sbRZg+ij7pOfQ3d6aXlIalyIF7fwXVC3Mofm8LB19ai/RtCV45EUFp/usbmuwk4Yxyom6+KWDnD+CThIBV+AwWNVPXXeNvAF5e9zJ3LbyL/ToZsW72UzsDWJG/gudWP8emok08u+pZFEVhQ+EGZu2exfbS7fyW9VuT+5S7GtYr3AHeys/n/cxP5/7UZHukMZKvzvqKK3pdUZ8RbNCo7/HS6AbBN01dTENHUcJshvMHJTG5ZwxvLNhHcbX7yCecxNRl+yqypM4Ozn0Xr1b9vml8J0g0rxGH/WYIgjASGAVEC4JwX6NdodCCee/hSQRyGr3OBYYHaMNNwE0AycnJx3nLFvIXNQCVDi8/b83nm3W57Cyowu1TOzFRAL1W5BnLL1g9atibwVMGPU5DU15RbwDqO3NRo7o9Akku19W3PSThparUSdaWUjI2HURyTqW3uRvJoaovvtCTQ6y+QUai68GGBcHy7/YiWpvq9Bd63gn4HqXSpURcNZVtXc5iUH7TCJrGNGcA9CYTgijisvvrxNR12Plahe7u2sGCIiELIjf/fjMA32+ZhVYSuLHzVWzOWI3F2XADl15CanS/VQWrmm1balgqOo2O1LBUZp01i6zKLB5e+jBdw7oiCAJ9IvvQJ7IPP+77kX8t/xeJIWrt5WhDJJdVVjMzzIpUH17YsQ0AwONn9mLKa0t49PutjO4WyZ7CatITbZyZHn/C9KVOBMKheQDmCPZ3uoDeGf8jevZVMLU26i0uHSLbfjZ0pG+GHgipPa5x1Yoq4MLjvHegXraJF15RlA+ADwCGDBnStl76v2AegCQrrM0q45ctBczZkk+Fw0vXaAtXjuhM95gQiqvd1Hh8nJWegPz5K3gEHUZqNYG6n4Zz4cd4a41CY91yqdEagCxJ9f5LQVY7REXQUOjtxs6l1SyfuYbSPHU0bY2QmRR9pl8bG3f+AKLi/7WUq5tmzzY3/tjfP5zdO5dSuKuMSnsXxPffoM+EU0lMUwul2KsrMFtCEUQRnyygDaD7IwgCBksIO9cvo9JVQajeiqTIROdXM6jMRqWsRQhR34+i+FhmFjFpTWiqvJy/OAFREfhs4W0AXERDuszBCBfzRhTWv16cuzjgewBwSw0j4d6Rvekd2ZuRCSMxaf2lts/tdi7ndju3oe2ipv6HpdQWHRG1Hd8ApEaHcN+pabw4bxd/7CzErNcwc00O7y/Zz+zbx/xljECdMbb+8QArd/6JOXU4Tkfd/1qEbxqVs+wyXtUv6jKhzeoZHPaqiqIsBhYLgvCJoigBKkUfF7lA419+EtDU4XkCqZeCaM9GtBJOj8QTs7fxx84iyuwejDqRyT1juXFcKv0SwxADLLZtQaZWZIEqXTTZ71xBaFY1BTWqD7l+1CKqi8BxFRtY+eE9jMybzqq0hxl8wcNUVMWzsvIGsv9IYY37P1DqJFyfySjrYsKvfgqt5ICvmoZqthZ7t6miXh6HA7tkw7V0Ibk7t5E6aChVZUWE7v6GgzHjCIlKQlYENM0IvyWm9WLPhlWU5+aiF3V4ZS9aoK8SiqgIFEeVsvPft1BSk82vISEkZUJkpQlREViXVs6FAy4nsyKjXrWzW14IVkfLf8S39r+1ybZwY3iAI/0RNVqSamdsfTapCXntUWz8WLh1QldO7xuHV5LpHhPC8n2lXPfJGm79Yj2f/WN4x1sgPgbqBkrJch7JOR9Czof1+yqumEukKxu0JshYpJa3/PwCMEVAymg19DRhQKu2p6XfjI8EQbhIUZQKAEEQwoGvFEU5ctBy86wFuguC0AXIAy4FLj+O67UeJ7ELaG9hNR8vy2T5/hJyy52c1S+B03rHMrlXDGb94f/doiKhR+08Qr3F9KWYYiEVudYwFu9eRWdAEHXo8BIj5xKV/SM73KeQsS6azSuW4vNORis4EbUrMdjXYhAdyE6J7cCAGZuwaZou3OqE3XgV1R1kO7crOzZ/SJ+crZT77m50lJf6cJ9aqnJnEHv6HYRN7UHV7weQqjzcfNMMAFZ+/AAjcz5k44gvWPbVDLb8MQ/BawfikCoz0OzZg1FUiNE39btuLt7MyuE1/BqjxjhsumoTAz4bAIDWJ3DRn4msLkmGklygM6MbnevUS2xPrWJb9XvqJKV2iGOr0RFVceSSkwAzz5xJ36i+LTr2UARRw+VV1XTy+hjvVFVJo1PTj+la7UGXqIYQ1zHdo3j23HQe+m4LL83bxSNTe57063MJ3QfB3MD7RK2hQX+o01AY+g/IWqoK1x1YEdjlepy01ABE1XX+AIqilAuCcFyhBYqi+ARBuAP4DfWn8j9FUbYfzzWPn5PbBTRjZRZPz9mBXisyNCWCJ87q46fR0xybF36D5LZjlj2Y8U99FwUZn6Jh3ez3GLLhYXWbRsSquPip/AlyPQMAMGiriLKsZ5j4Ewn67byffyoa2Y1F50InWokxjQjY+QMI+IjV345wzxq0EUakHTVYtL+zJ6I7WjmRhLIKjPZPKMnojWQagsYgY4zRo73vSiIH9Qcg4tKe/het9bWmTz6NTgP6E/Ve4A51r7ZpeN+Vv17p93r2/tn1z31ahW8m5aH3ikzPL+S6BP/P16OTUQL0UW6djFYW0UggaSDW56OwGdeMLkAJx5YiarRogAm1nX8REcR3bvsSnW3FRUOS2JBdzvtLMsguc/DglDRSo0OOfGIHJSwimsyL5tPlm9NY1e0e9NHdMK99G7fOSh/bIXkQ5gi1rGXv2tiYNnBRt9QAyIIgJCuKkg0gCEJnWqG3VBTlV+DX471Oa6GcpIlgkqzwzM87+GRFFpN7xvCfi/oTYWnZaPNg9l76L74BgBrBgtDo37o68lyqSrKQFaiZ+x6LUGvOFq3Zwu7cyRz0VpKQlkWa62v6iSv9Jk4ep4sBocVMiM1kb8gXmEqaJlTpdO/j9d5MiHYuOvEA23b+TvfBk+ujizz6g0hVu6nctI2iTD0a/S6i09di6+JgVfL1jBw0vtn3VVcrQJJ85Gz+kyjUzjCGMv8DFQVFUdhfsZ9u4d3qF04bUyfBXIdPq+DTSiyIH4LDlNVsGxrj1qv++NgyI26dzGiHnkUWQKgXIFH/CuAqLKXUkQ0IiBoRW2w8QgvFxhrHkq+OPIeeV7aNts+JQhAEnj8/naRwE28v3M/8HYU8Ma03V49Mae+mHTNd+gxH7lnGiLr/1ZSrWnZiG/RLLTUAjwPLBEGoW7UaR21kTpD2ZVteJS/P382i3cXcMKYLj57R68i+UmcFbPoCSvdRUgpxgKxACHaKhUiiFTXuXxF1hJp8GESJLRUNma5S1X5knwCsR8CHXsqhzNewOCkpImZCMWt9lCsJGCtD/W4v4KCgzw767puHzrCE3YZkenug7+9XsnLblWqOgAT6DXkY1ubh9mkwXXQenXxvo9ErbNen0//SJw/7FpXaH0t+dR7uAlVwzHL/RnhFlSI4ICbRWc5FQOGjrR/xxsY3+Hbat0SZWl6/wJsyAIqyjnjcxqs2Mu1lNaHstLUNM4azmzn+j6XP+b0ed8V1DD37gha1qXHEz/A7Z7TonI6OIAjcMak7lwxN5pHvtvDk7O3Ehho5tVcsTq9EhdOLAISb9Zj07SQvfZS0R9JXIFoqBz1PEIRBwAjUNdJ7FUUpadOWtQf1g9+OPQNQFIWVGaW8MHcXW3IrMepEnjm3r5/Oih/2Uji4RU1p3/+nKnWrSCBq6VsnRCVAuWCjQgwnWqpV+dDoiQvzMt6ykl263qR69qDDx+fy17hLXES4XyZzy2ay6QK1swMAqy6CM5JuxO37AYdnOEIjn0iM/k60QhG5hnsRUdAIlfjEhjh9fXUucrGRjD9jMFbnICUZMQxUiHrgATSvqglbfR5bdtjP58U1L5LJZlxmE3f9ej53uXvRTzFgsdrqjykZ8gCd19yDgMIP+1Q56nc3v8uEThNa+F+APN/hfwL/GfcftKIWrajl2mn3UdBtJ9M6nwkoLP3hWr4OtSLUBR40+oz+OfxxbAYbKAq/f/g2VSVFLW5TR+lY2oJoq4E3LhvIBe+u4ObP1mPUibi8/nkmE9Kieeacvu0vMX2ScKQ8gJ6Kouyq7fyhIUonudYltKFtm3diaUgEa+eGNIMkK8xYmcVHSzPJq3CSFG7i6XP6cM6ARMJMtX5jWQJPDbhr4Jf71Rqo9kYdiDkS0i+CwddAXDpZr59OimMbNZgoESKRhAb/syJqUWpzBStDu1NTmkuhYzBVVTomhn5AcsQudo5+H+vvDwFQlfoEMTl2vD5VPMugPc/PbRmmfR+9mAmoi5VirZyCVGsA3JVa9CsK0WZXglXBcUYquhgnsq8Go+nINXkVReG51c/x1e6vAOhemwCWK1TjEXQ07hJEbcP7tHvVeP8F2QtYkL2gyXXDDeE8OvxR4ixxXDvv2vqyjPucB7BKMtWapu6ZKFMUp3c5vf71Jb0uhV4N+1ctriInUsuZCadx98gHOO270xidMJrl+ctJHzO5Xu9n2azPcB+Sj3A42iOb9ERiMWj58fbRfLUmm4wSO7GhRsLNqrvzQKmdz1cd4NT/Lua1SwZyet+GWauiKMgKHS6SqNLpxWrQBozKOxEc6dtyP3Aj8EqAfQr+FcKCtCHrD5Tx8Hdb2VdUw4jUCG6f2I3zBiY2THl9Hlj8Amz8HGpqY811Fuh7vppQkjAILNEQ3dOveEVFbXqHAxOioOBp3IFodIioPnHZEoer2MqK6msJjfbRS1yAICh0HzYKyyoTPiWB0rwUEEGr79Ok/TphH1btnEbX1qIVag2AT8fBDaGU77Wg0dtxjk2lZ/wy1oUPRuOsRha0aHWHX9O4Y8EdbCneQrm7IcT0E5vqetIrCj607C7bTYhWQ6JPapQdqxxWEtlmsPHJ1E9IDVPlF76Z9g13/XkXeTV5ZDhz6CRLTQzAHQPu4PJehw9o6+JVZ16DE4cRHxLfrCCbwWzB7TgKAxDAGP3VMOo0XDu6S8B9145O4ebP1nPL5+s5pVcslw7txLb8Sn7YmEdBpYspfeK4fWJXesaFBjy/pWzLU69p0WsY3S2Kg1UuDFoN+4tr2JRTwZbcCkw6DW9fMSig1PWmnApenLuLlRml9I4P5e0rBvlFQJ0ojpQHcGPt34knpjntTENNyPZtRyPUgtr7+O8fe0mwGXnnikFM7Rvnv1DtdcE318KeudBjKnQeBc5y6HeJqlJ4GDS1CUcaJERFRm40A0CjI0SqVJ+GxrGx6lI8ipn0ET6EtepnJe9yNJuVW4dg0hAtP+6/TdCgyFCx34xp+37K3RZsXR0cOPNSBLkUoVjNshUVL5J45AXtwyVVaWSZElHLRXMuJD06ii8LChE1OuyCgKLIuH3Nyw98ccYXJIc2ZKD3CO/B3PPnMuHrCZS5ygiXZHIOCdrpHNoZq97K4YjwpfJd7l66X33xYY8zmC1NMpIPR3toynck4sNMfH7DcD5emsmMlVn8sVMdDI3uFsnI1Ei+XpfDnM359I4P5eIhSZzeN564sJbXKZZlhc9WHeDJOdvRoCAp8Maf+/yOiRJdpJh85CiR3DRjPXPuHEOERU9JjZuFu4rIKXPw4dJMQk1arhudwg8b87j8w1XMvLIPmX/Oqc+8P5SBU84kMql11RCO5AI6/3D7/3pF4evoGAYgp8zBg99uZlVGGWf3T+Df5/Ul1KhTDVX5AdWfX54F2asgZxWc8TIMu/Go7lFXPF2DhICE3CgEURB16BW1c6xxxJLlGsBgy7eERKrLl4oi4vg57zBXdwMGjGkRrCk7EzG2D8O2PqHeLyOfzN+icVfqkBMtdO27D2O4jwMWA1Q16OxoFB9eQR0ZrR/6ChEp6QQe+zXPF+YCYizq+9pqNPBzynVE4GZcchIeUQFv8xosNqOtyTZBEBidMJo5GXOwyk1F3MZ3aj46qY5Od82lurz4iBFnBrOZvN07WfLF9Cb7NDodA0+f5idZrfmLu4BaQqhRx72n9uCW8V3Zll+JQSvSL8kGwJ2Tu/PbtoPMXJPNk3N28Nyvu4i3GfH4ZLySjMcn0ychjOGpEVw+LNmviH1WiZ27Z21ic04FI1Mj6LfoFbDFUGZNIoYaJAR0yJhLcnBUVtDVEM238edxxhOzCJEd7NM3ZIVP7mnj6WmpJEbGc+HgJC58dyU3f7aWyZvnYLGGBOyBug8beWINADCt9m8MqibQn7WvJwKLOImLwu/K3cT0RcuIMPu4bvwEYiIH1IeBtjfVLi8zVh7gjQV70YoCL5/fiwssWxBW/AIFW9QswTqpAFEHpnA45x0YeMVR36tO1lirSIjIfgYArTry9ik6MrdEYdEUMSTkG/Zp1HGBTPOZqd4kiS4lF5Arn0L4ebMYYfiQjG2r8azUULQpFFPu98gWgcTRZewYPA5j0S4AFEVCqJOcUCQ0ig+5tlMbfKYarprr8rChykG1fR9bcr5lQEz/I77PH0IbvuqPCgvgwAJ15bsZekb0ZFfZLqy6wCP50YmqASjQavkut4D7e48kqyoLoIlcQyAsVpvfonRzxHfvSdamDWycO8dvu4KC5PVijYii3ykNaw3CERaBvW4Xs558BHt5WcD9MT370vfGuzCIAgkGPdo29E27HQ7sFYHboTeaCIk4+voAsiyh1GYu6kUYlKS6eiSfD41WS6LNxPVjunD9mC5kltiZsTKL3LxCqgsL0AoKsiiQmV3DqowS3luwi5GWSpxaC7kuLXkuEZNG4ZbOToboctksuZh62UX0HuvvIJEliZU/fIyjzI25uowZxVGUCjbGRVTTybCDzpFL6Rqfza7NApliGmG6i7l/QDL/Xiuhj5vM7NfuOmGh6EdyAV0HIAjCz0BvRVEKal/Ho0o5n5RkFmzm0g93UOFWx5Lfb9vIQ2O/YVJfNQHo0M/e6ZFYlVFKTrmDcruXSqcXi0FDiEGL1aijS5SFvomhWI3Hp1eSXerg5fm7+XlLPrICU/vE8mzvHCJWXASltdNMazwMvlbVGO9+murfP44vS+MZgKj4GwBBo0NAYUPN+bjsOsaGf45W8KCp0VLuvR27NLXJ9Sya39AIBzk49EqYC4pmB6JBi1RjR5r5HRm/xoCo4DljLGmWWYgaUPSNlmclXyOpZRmN4q13S3lkmecyCvg4twSvogBaNJ5R/LDlOwLrfTaQpW/5Z7T56s04vA4K7AXN/hBHJowEwKzI9PB6mXPeHNI/bf2M22HnXMiwc5rKbkk+H69dcS41h3TkmloXkN2noyZjX5PzSnIOUJixj9RBQ7HY/A349oJCnkrsy8E1qjHubNQzo18q3YwKlZUbKCr+DUmyY7MNIz7uPMQWuOaaQ1EUZv7rAUpz/RXlPVo9RVFx2KrKmXjqFGyxcSiymquBoiArMh5FoVTRsEPQsUNjpAIRUVHoW5aHbe63yG5XwHtGdeqMLS7Bb9sAIHbvLjwuFyHhDZ9HmWBhnjadhdUxhPqqifQUMNRTTE/7bnJdsSzq0gv3lMsoDU1kbFEpI8LDsGlFsrM/4kD2h7gjytmXcA4l1qs4X7CyuryE+T4D0BNROYdulbtJrdnDuPDFJBuexrA7mqHlU1kbPoRPV2Q1u8bR2rR0vphS1/nXUgj0aIP2tAleTwU1hcsI73QWkuTmmR9/w+5N44eb+5BVUMmzv7t5cP5wzt7/Id0TXfUdqtsn8fXaHN7401+m1qLX4PBKfhEuGlFgat84rh/ThUHJR9ZsOZSV+0u5acY6fLLC9aO7cEFkFr22PQxz1qk1Ri/5HLpPqR+Vtxaioo62tagzAKWRboyg0VPti2O9/QKik13EuHdS5rkH028a7ATo/E9PwrbwbQRBptCgilpJiFT88CNFr76CVFxCWIqT6P5VbJs0GnGlqtZZqQ/lP52vZXb0REoMMZh9Ts4sSaF/xUGiHPuQRR0VXh//2JbF8ooaLo2L4IJoI9cvehJH6DSqou9F71iLsWYRetcWLupxId/u+faYPo+nRj2FKIiE6EPorm++CEiEMYJnB/4fQ3+6uX7bjKkziDBGHNN9jxaNVovJGoqj0l9XSdBokRX4NGMQzkOqqdUfI4icdvNdfgagyO3lzmWbcXm9PJMSi04n8J/MfM5Yu4WrmMFo+Te0ohaNxsLBgz+SlzeTgQOmo9OFs23RHyz85AMUWVYj6RTUBDuU2kQ7gLpOXJ29aAxeQjvZ6X/GqXhSJzJdMrJe0eKodX6IksSKXevou/JHwqrKKYxOYG+X3uzqlo7H0OCW0XtcWGsq8eiNLI/rScxlN5OmcaKRw3AJIlWCBocgYvG6CS/MI7aqhC7lhUTZK7HrjWyP7czOiRdhjk9kWpdOjAwPobvZiFkj8gDglWR0GhFFUfi1uJJn9x8gw6Wgx0MEFXxaVsX/yhzoyKAzOfRSctEbb+Y3qT81bh0GlxNwEUc+N+k30zVmNHtdnVmo78s8W2/mcS79xWwmjviKWyfm4dt6Ck/+vIOva6q5tG8CxlI3czfkk1li57nz0xnVylXTWmoAFgmC8BtqSUgFVbdnYau2pA2pnnkq5rz9OO5ex5b937MkO43T02DFr79QXFzMqYqGddp4ftw3mdCQoXy/ugDPqh+p8Omo9kLfGCMPjetMn6RwIiwGzEY9er0eryJS7ZbYc7CKhbsO8P3GQn7eUkD/RD2PT0mgZ1wsPp+Ix+Opf3i9XmRZrn/sKXExZ3cNK3JdJFpE3uu/j9S8VzCsW4NiTYBpbyAMuKLN1ADrZgA6QZ0BKEKDC0ERdaytvAad4KbrIAllZQQO+ZSm1wg3EDouCePgaIRFMuVaK4u9eqo9PcjeG0tG1jx6DBiM+azTqdjxLAWyjxwxhO1xZ/Ft7KmsC+uHTxAZX7aWzj43FYhMTzgPb5KOaPcVpDkKyVy7myKPjzd6JZOmyaHEXoLRvhSDfTmO0DNxhk7DYx6KyZvNKWkTyMxcz3pvZos+AwUBELmy16WcmXrmEY+vY1zCWGyNSl7WFXk/UVhs4Wxf/Cf716+p36bIMlQPxynpGX7eJcR1azpOC7GFNxn9v5x1ELuo4cof3+Gsx64jM/v/+JfXydvCfbzHDfxuvJbHu3ZmSnQkJSW/sWPHfWzZejsDB3xC7o5tAKorShAQBAEfAhl6C4IAcZKbMEVGENQ885WhBcww9keHGxNOMnwWQrRaLowJJ0EvYKheyOoaE3/2GcLmPg0K8SZBYbypnBQxkzhrV0ZGdiVZzMfrLqa6Zis/5u/gZ8Op7CICQSMSqjcTqTfSSWeiwO1lvcWGs9Y9FKIRqamVN+9s1OMTFJ7cr0a5GwUvY0OcTDDmMlS3nwMuDW9UprNV6kSMcpC7+JyJNgM2cyxejOzyhvOnI4793jB+9Z6H4haYGh3GlHAdQ6QlCFIZoaH9iYj4v/oMdYBij5eZBWV8mqfjNfkhcAFdZMzFdnYszuGfGw4iVnpRjBrkMB277BWMonUNgNBSv7cgCOehZgADLFEU5YdWbUkLGDJkiLJu3bqjPm/hjP9jYsbrrB6ZyieZ45mXdQoXmXcQF6Jl4sSJxMbGIkkS8zbsZs72DVQRgg49ssNAV6GYeLGqiZdFq3UTHpFHdFQBYbY8tFo3Lp+e5fnD+SXjNOw+MyPj1xGhrwCfFo0kovHo2FGVSo3PTLRop1Q2kylHokNivGY7T2s/JkEopowwdtCdxYxAEg2YTCYsFgtWq5WQkBC/v42f63RH74LKeLo/qXIWACXYyAgfzbByNY5/bsy75G+NY4T1IzQjryRktREFLfaozbjCMtF4rAiKhqwRTkalnoXW1JufZ9zKv1NuoUxva9H9e9gz6SvAPdufoKvjAPd3GsGUagND7Zv4KO5KdoQksNY2gE6hNm42C3Sjkj/23UG4zkuF20Sxw0JGtRWPbKQsrD/5iadQrTEwtDyXMw98z2c28JCHVqpCI2uwilYckgONokHWxFIePpYS2yAk0UCsImEQIForMkSjMNpTjc/pwGAwYLFY6h9msxmPx0PRwXykXx9CQEEz7TU0Gg0+nw+3243H40Gr1WK1WomLiyMqKgrtIdo/iqLgcrmw2+3Y7Xa8Xm/td0uL2WwmIiKiyTl158myzM6VS9m9cQNeSQZBDV2QJQltxgL0go9BD07HYDSh1WrRaDT1D61Wi1arrXdv7Xe4GLdmF2drqjh1752EpdSAZEWsmkJNdTLLNeH8EJNKpd7IAFc1F5ccwKRbR0zMHNyudLLWp6Nxurj6X09jMpnYWu3g7p3Z7LA3uGLSLEb+1SWWFbm/8255V5K0VfQICaPIWUaiexXn65bQr9P5lJUvp7x8BXp9NOUeO1sYSAU2kjlAN/ZgwINax0pGEHQoSq10OQIREWPo1vUhysqWsj/jFZS6wY0uEqMxDq02giy3yDYpiQwlhXg9DNXuI9G3Dbt9F4VKJHm6YWySurJG7keVYENARkHEioMbQndwaayZuOjJGAyBNbZyKipxerwkh4ZgMBiadSF6PB4KCwuprq6msrqGbVojuWShq/yO/jqF+VkXsiFfS3JnhfjYFeixc3nP8+gXf+QAg0AIgrBeUZQhTbYfhQHoDHRXFOUPQRDMgEZRlBNawuZYDcBV73/CZwV380HoWbxadjFJYjVXRWZyWQ83+tBoGHgVmCOwV5Tz3i1XMuKGWFziYiIjJ5GY8DA+n4Wamhpqanbhcq3F7VmHJO1BndZa8Xl74vV2QqOxotVaccgavt0bzrrCUFw+/x+wVvRi1Tkod4cRopd5LPUA52lXYsz4DUVnoWjEo2REj0Hn8eJ1OXE4HDidztr711BdXU1NTQ1ygOiTuo5Kr9fXP3Q6XZPnOp0OsTYXoGz+S4QrFXjR4sBARVg8ncQtKGYfxaZORGpB47WguCJR7BF4E9ZA1G6/+8oILGYSs7iCaiGM7souLmAW5VIEesFNvJhPrtwZnzcK68FqRJdIUeQ4umX/Qaeag2y3DcRhL8DsM1AoWjDIenSK0KTWrsFQQ7/+89HrHdjt4ZjNVWg0PiRJS35+Dw5k9wVDGBtT+rA6KqleDkKUJYZl7qRf7j4EID8siq1JXcmKjENUFLqVZWN126myWhFED1UmMwc1CdjkcgZW76TYGYMCWO0uwh3VFFttOHQGrG4nffMy0AWqjHYIoiii1+sRRbH+s3c4HAH/j3UIgoDNZkPR6dkbGkmZwUSMvQrrwWycIljCSomXD1JdHYnTGYpe7yQubh9er4HCwq5IUvPuQlEU1YFFSAhfd0knU2/gVeV2QryVHMzoTEFuD1za8HpRPUmW2Z7UjRXd+xHnqOKc/L30DllKVOxSKsrj2L1nJHstXclJSmWHLYYwAa7Wl2LyZZMjh/C7Ek+RoC6oD1H2cpMUhllQ25CY6Kao+C2qqzcjiibi4m5H8o3l4MFMRLGG8PAIwsNNaHUVWENSsFi6UFQ0l/LyLSCk4HHHUFVloLi4mry8PGw2G2lpSURE2NFqiykr30hNTR4eTwmSZEUQ9IiiA1EsQaMJQRRCkOVUKqvSqKywYrfbcXsPslcXzgFTAmEagQk6iLOY0Ov1CIKAy+XC7Xb7/XU61d9rHRaLhS5duhAZGYnH48HtduN2u6mpqSEvLw9fgHDPtDQ7sXG/07hr9XgiOFhwHpMnX3nMRbGOywAIgnAjqvZPhKIoXQVB6A68pyjK5GNqzTFyrAZgwe599PtqEkt86Tzsu5XrTat5xPA5orN2Ac0cCac8ib3LWbx3y9VM+setRPYqYv/+lwARk6kTPl8Nbre6DGK19iEqchJRUZOwWvv61WFtjKIouH0yTo9EQWU1RZlLGbL1eUzF+ygIDcHschPhdFKpt7IkdgyvdvkHu4ToekWKMI1MpFYiQvQSY9DSzWRghM1MtMGGIGlwOxwY3U48tcahsLqGDLcPn8+H6HHj8XoxupyILgc+txu3z0elqMNhMICoYDZX0JV9WE1lWCwVhISUodV669vvclmQfDq0OjcGg6ou6fPpyD7Qj/y8NMxamZKQKH7t2pvikFhSnAcYX7GcVEcmguhGMdbgFnykhKUhylVodbvR6dQvtterp7IyFpfbREF5LJLWhdlSgVOR8fg0dDWXYTfIpChuBIOOfMFFvNGNKGr5MDeEHI8Wn+gh3uDlysQEouT9uGTolHABXTvfzIIlKzHu/ozHorpQYx1DRWgf4kSFKncJDl00BrmadPefXC39SqTFX9LBbOrJfv143q9JZ68cT4hSjYhMlaCGWwoohOCmGiPhchlpnr0IkSNQBD06UeS6hEimxISRm/cVBw/+iqL0pKZ6AB6Prt71B2A2mzCbjYSEhGE2m9Hra6OufD7sdjs5xcV86YLlBivOZhRCeynbuJ3XCKecLLqwhpHocROulDFM7yDGkI5WOxSIQJIkfD4fkiThdDkpce9gntbAb/oRXKt8wMDinezbNwxFsRIZGUlycjLJycl06tSJnA1rmP/+G+zr3JNfJ12A22Ci197N9PdsQJMGKzVjyRC6YZZ99KzO4DzX53SJ3oFQq3XhRs9y56k4yhOJyPLUy65IjVxoOp0Tn0+PoqhGRxTFZg2kIAhNovasViudOnWisLCQ0tLSJudYLBZMJhNer7e+Q258favVis1mq5/l1f1PiouLKSwsxOFw4PF4UBQFo9GIwWDw+2s0GomKisJoNOJwODh48CCZmZnU1NSg1+sxGAz1xyYmJtKlSxdsNhtmsxmHw8G+fftYv349FRUlmEzViKKEwRCOzdYVQdAwadIkEhISmryvlnC8BmATag3f1YqiDKzdtlVRlBMqNH6sBkBRFDa9fApxrkyuCXuGb8zfEHZwJdy0GCQPzHsEDizH2+Ns3p1TzPjr76L/qWfgcBwgJ3c6bncxgiASETGGqMgJ6vTPXYOydz5S/iaE/X8iOkpAa0CwxkNILPSahldnxrHhC8yZCxEkD1rZS43GzG+RoxhUtZN8QzQz489gScwQwoUiYpSDRFNIKFVUE0olYVRio4owyoikhGiUAMbGKrjRCxKl8tHrn+gVN52VLMKlSioVG6ViLDWCCUXWgCjQudpLtMuLrJGwKG7CXCbMVj3WYoU1kVrWRWoJrSnnjm++5IzKYv6XvotfuxqRxIYf9v+m/I+hcUOpqihCmt4bu0nDZwlhdDHIhGkU9AHsp1eGGlkgyiXhEMPJ1VRT4hWYX6WjVGo4YUD0AP418l/Eadzk5H5KUdGvyLIbjRJH2p69nBcSQ40s4DYPp3/yFVTasxjOSkazFFn2YHZAl/4PodOGYjDEYjQmYrH0qJ+655auQ7JvRZbsbC3eyEGXixShAINSxnYphd+9U8jTxqMXvJgN0ZTKVvK8GnqKOYRIeTjESIxyBRbRS7wpgjyfEafkpbe4n67sp9pTDZoQJG0CYaZIrHobWsWOJNmZXtmV7XIqI5RlTGY+3YRsCsynckA7iEidiFefzNuFJgyCj976SlY6I1D89FwhVilgEOuYZHVxZo+LKfDqeDsri/nVNmpqxTGmGPfwn66RREdPatZloSgK5QV5yD4flZLMJxVuPq5wU9d9xovlnCV9yRgWqwEFopGYmIuJj7sIUfSh11sxmVKaXL+yspJ9+/bhdDrxer1otVpCQ0OJiYkhOlqVDy8pKaG4uJiqqqr6DriuE46IiCA8PJzw8HAMtdIfiqJQWVlJXl4eVVVVhISEkJSUhM1m87u/LMv1rjeLxVJ/fmtS11axhWqukiSxb98+3G43NpuNpKSkFp97OI7XAKxWFGW4IAgbFUUZKKglhjYoitLvuFt2FByrAQBwrpqOad49vJh6Mw9nvM/2Iffydc8b0SCQYtQyaefHJK54iXKXgap+N5My7Q4Iiaasqowd67/Gk78VCTBJbmKrM0kq245JcuIRtGy2prHHnIJZchLvLSPVkU2MR51dlGutzI6eSLU2BJ0pjOK0c0mIVeu6xum1DA61EGPQIUlu7PY9uN0HEUUDen20uqCGgEZjxuU+SKmrmk3VHqq8dqqdedg9FZT4NJQpYbhlDbHyPhLJRYMPF0YQ9FRrkvCIIfjQgewhSqwiRicSYopHH9Kf5SsXkmlOplprIdZTitk5iFCvQoXiwSbo2WrTUKUT0CgKdq0Pu1aPSwsSAmGOai6d+xMT1v3J7BFuXn1lC/e/34PfLf6GyKqzMv306Ty46AGqyvfzalEJ19Tq6OsFhV5GCbsskOcR0YsKoRqFQq+IRxF4qLSclyKbj6radNUmNGKDq8jtKeFgwXdk7PsIWSjDI8NKu5ZhkgGTzU5MzJl06/oQb618lxk5s/n+gJvu/7fnmL5TADwZhlsvsuusiygpWYAPLfOZyiphPIo+iWiTjUqPg2J3DdWylmihAq2g4YB8ZNVRHT4esW3kgvgYLCFpWMypTUIvd9Y4+efePAo9XsaFW3m4SxyG5+LZbUlh6UU/s6ysmOUVHryIaBQfkqBFp3gYpdvDIFskk5JGMjTcdkxvvczro8jjJUKrJUqnobBoNjXVOwgPH0FoaD/0+pYrqwZpW47XALwEVABXA3cCtwE7FEV5/HDntTbHYwBwVSG/3B3R56JAH8WoYV+AzoQMuGsjA8aVb+C/O58j0VsMQJEpjjBXKQbFi11jRkDBK+o4YEkm29aT7K7TUJKGgEaPV5ZxywouWUaUZaKKNhAqQmjKMLqH2Ug1GdC3giU/HJLkwuMpAQQEQUSvj0I8QnGRoie71Gvkl3nuwyEHlneSOwkIxTcS76skw3ob9m++R3S5mT9Q4dsxIg6jwJJLlvDvjwczP+TEaJr8dM5PpNpSA+7b9OcXpG64i5WDxqJRtiIAXbrcRZcudyAIGvIydpI4YwT5QgwJT+w99kY8WZuF+2QlXm8FNTW78HhKiYwch1bbvBxEjsvDXruLCJ0WGYVInRanLOP0SbgUcEgyXc0GUkzHMCpt1CaAGp/EH8WFrC7ahVmUuSYlnWTrkQsFBfnr0JwBaGls4cPADcBW4GbUIi4ftV7zTgDGUMTTX8Cz5kN2DHmI79LSGRBqRkD9MW6rcbKmyMqVZRq6R0r0c2eQXrUbQ1g8sYMuIaXryPqiHP1qH4elR6cjHdHqaDRGTKakIx/YCBEZj6JBL0jNdv4A8jADeZ/Ano1hJJR9Qcjo4fxvoszP0sb6Y/ZV7MPZRkbunkH38NqG1+pfX9P7mmY7fwCtIZTQGh9TlizEaRTZFH4qqZMbSkzW/S+FVsz+1ulshIePaNGxnYx6OhlbN6ejMWvDpjC09nmIVsO58QmcG39s/uMgf12OaAAEdYVzi6IofYEPj3R8h2bIdeiHXMehK9fJJgPJJgNjNT6sv3/DqTfeQb/zrm+XJp5oNEg45ZR62edAhHjfoei/ChEbIC8Cnr9IZGO39SBB9/Du7C1XR9BvbnwT4SilA54b8xw7ti3GlPU1H9qaqibWcW2fa/0MgEzz0TMAvYZPZdei3vT07sDrMhI/7iG//VHxnSkgmsLRTxN/VC32Z3XE2Rh6TWXAcVyjtfE8Wshg7fFlpQf5e3BEA6AoiiwIwubGJSH/stQNBjuGFtwJQYNMlfd1GsfzCjoRpVGhjZKd4UiFq/l0ssi8wQKSpuEDOrXzqfUGYGPRRjC2XFkRVLnlM2yjSK346LAGQCNquLjHxXy952uAek3+Zo/XaunxyDL2bVtF1/SRhB4yM9EbjMQ/ue+4On+A4Xd9dpxXaH30hqP7HwT5+9LS+Xo8sF0QhAWCIMyue7Rlw9qXv48FEOWmLhDz4BgAHPmrkJ3lCOYtLH32fH4ZJvp1/gDjEsc1Of9Q7ht8H7+e/yudQxsqlvWPVgXcuod3RxA1WBQFqxS4U9fUZk/+a+S/eHioWpg+UO3eJu9No6Fb/9EtrqcbJMjfjZauATzVpq3oIHQUNdC2pujtTYhWPVFX90bAf9Rt7i9S/r8HkT2xbFWWM70vHBgkQOFXAa+VEpZy2HvNPX8uSVZ1XaJnRE8OVB0A4MVxL5JdlU2cJY7SWrXPJ0tKuT82usk1Xhj7Qv3zuuItCn+P/1WQIG3JYYdGgiAYBUG4B7gI6AksVxRlcd3jRDTwxFJXEvKvPQPw5FTj2lFKzap8yjyqPn/dyL50+v+Qa6r5anweT14GB2L9P4ueEf4FZiw6Cy+MfYGZZ84EYFDMIKalTqvfb9Q2uCOu7XMtOlHHvAvmkRiSWK+oWSdhfJrDycqsHACeHvU0oxNHA6DXNCyWnpZyGokhiVzR6+ilr4MECeLPkWYAnwJeYCkwFegN3H3YM/4K/EX7f9kjUf5dQ8hjxY/7EVBH594989F0PZWwM8cRdfPbbP79KiaYJ/LKki8YnJoIgFbU0iuiF7vKdvldt05AbdXlq9CJOgQEzup6FqsKVhFpbBCv6hvVlw1XNS0jLTaK498z/DVmiFoGdj+P3w/8DjS4gECttTvvgnnH+1EECRKEIxuA3nXZvoIgfAysOcLxLUIQhIuAJ1HLZA9TFOUYg/tbmb+4V8G1qwzn5uKA+0ypbiKuS8GT0o+n1j9PkaOIlNAUxEYfytSUqYTq1QIb1/e9npTQFL9r1BUyBxiVMIpRCaNa1C6hkQEYdPq1DdtrZ2JBd0+QIG3DkQxAvTCMoii+VnSNbAPOB95vrQu2BnVrAMJfdAqgePwXWT2ygl4U8AnVpLzwIoqiMGv7p3y/Vy30ZtKaEFBYfCCXdZd9ycTUU/DKXkYmjKx3z7QGzdWxFWs9lEeK+AkSJMixcSQD0F8QhKra5wJgqn0tAIqiKKHHclNFUXZCB/a1d9R2HSeefH+BLLeioEeAWsnhZ1c/y6zds+r3T+0yFYE3iJBlJiRPRKfRodPoWrXzB/8ZgP8O9U9wBhAkSNtwpJKQhy8wegIQBOEmVCXSY5ZCbTl/zY5GdrkoeX8m7vxUf+VScS+QxvqQnUz79P4m542IH0GFEEI41fWlBtuC5mYA53U7j0U5i+gV0avN7h0kyN+ZNguQFgThD0EQtgV4nHM011EU5QNFUYYoijKkTh2wrZBqpWGPZ2aiKAo/Z/yMV/Ie+eA2RlEUqub9RsYZZ+Ip6ObX+a+VykkzPEKM/gb+HTu9ybnrrlyHIAjUXDmX1b3/iSZAYZLWZq+mm9/rScmT2HrNVhJCghIGQYK0BW32q1YUpWntwA7O7P0/AaqmTR8mc9B+kMzKzPpwxZbwZ86fPLr0UbIqs7hj4B1t1dQj4ty+g6Lnn8exfgOGHg21bX0agV/LPVwS/hii6GVx/Hh8wkq/c/tE9sGgUUXIOnVLp1O3tlX9Tuk1hFUpt5N25p1tep8gQYL4E0yRbERuVS4AxQ41UuaKX6/gpt9vOqoEsUq3qsBYYC9osi+7Kps7/7wTh9fRZN/h8Ege5uyf06J2+MrKyP/n25R+VoqvOhTrOe8RdllDIpXik0noXk2oLoef0m6n+6WP+Z1/Te9r+OC0D46qfceLqNEw4trnCI8+XmGGIEGCHA3tYgAEQThPEIRcYCTwS23B+ROCV/Yy5dspPLRYFQer61TnZs6lxlsDgE9RS7UVOYoAyK3ObXIdRVF4df2rbC/d7re9cQTRmoI1bCvZVv/6rj/vYlHOIpblLWtyvRpPTZNrbSvZxqqCVXy49UMeW/YY3+/9nk1Fm6hwVeDyufyOVTweSqd/wr7TpuAtUsMxvSPPBcC5qSH00y0IRIVv4q7YaP7pmcO0H6f5XSctIq0+1DNIkCB/bdresRuA2oLyJ6yovN1r58/sPylzlfHyupcByLfnkx6dzktrXyIlNIWsqiysdi0XkMjcrHm8/el39eef8cMZPDz0YV5c+yK9InoRZ4nj3G7nMn3bdKZvm85To54ivyafIXFDeGX9KwC4fC7+Mf8fAHw29TNumH8DbskNgFtyc6DqABadhQ+2fEBqWCqLchexPG85AGd3PZtr+lzDZb9c5vc+nlz5pN/rqSlTuX3g7YSs3U3+88+hzS1kY6pAWrSVWAlCKpqKgm0bcJA3XT9TZjb5bU8MSSSvJu84PuUgQYKcbLS4KHxH4FgLwjy85GF+zfz1iMdZ7VouWJzIkv4lZCTaj6WJJ5SEUoWr/5AZlKGQHwGfThapTErmyZxbifapVbQKxAriZRsAC43beKnLO/Xn/3zOHM76SZ0B9AjvwZ7yPTw35jmmdZ3W5F5BggQ5eWmuIMzfYg3g7kF3c8+ge1rlWn0i+7T42It7XMybk94EQCs0nWyFGZqXPw7EKcmn8Nakt7A4Fa75Q+LljyR65il8Olnk/hs07O5i5u3Mx+o7f4CDNSHsV9R1iUqT6tI6S0rhztJKksM6s/KylTw96mmmpEwBVKmFIEGC/D1oFxfQiSYhJIF/pP8Do9ZIhDGC9ze/z2U9L+Pfq//NbQNu4+Z+N5NVlcUv677Fs3gJp3Q+hcxER70WDagiZ5+c/gmCIFDprmRe5jymdZ1GRmUGeTV5vL/lffaW7+X6vtcze/9sSpwlXJ9+PYkhiWy9ZiugShi/vO5lPt/5OYNiBvHp1E9xS25WF6zm36v+zesTX2fmrpn8sK+pd2zlZSuxaExUfPMtn3wSglxZyR/9BWaNE6myCLx3ynu8Mue5JufNif+JsvhMXtv1AAvCVnNTv5sYunon/StXIQgCIfoQzut+HpIskR6VflQRT0GCBDm5+Vu4gJojqzKLJGsS2lo54rL8XKbfewtn3PkA3UeNwSN5cEkuMiszGRQz6LD5AY8ve5zZ+2fz5qQ3iTHHsDh3Mbf2v7XJcQ6vg9n7Z3Nx2sX10sbNYffaGfHlCFJCU/gq/p8UPv887t27MQ8ZQuxjj+JIjeOJjx7gluR/0GPEQP74YQ7pmWrMfJFZR/c7BmCNMJJVmcW0H6fRL7ofH5/2MZs+uJM+hXOwPnXwOD69IEGCnCwcb03gvyTNatkLAlpRi1bUYtaZiTBGHPFa/xzxT/pH92d0wmh0Gh29I3sHPM6sM3Npz0tb1D6LzsILXe8j7YuVZC+8Fl1CAomvvYZ1ymkIgoAReDj3OsiVKVyxnnTUzl82aul9da//b+/Oo+QqyzyOf5+u6r073el0ZyMb2Q0GDEmIElF2USGoGMeRKDB6cpgZGBQFg5zBOSIaxeEMHMUzGWfQgTgMQc6wjQI6KCgkLAJhS1gSDEk6nc7SS3qvqmf+qEunOl0dslVX6Pf3OadP133r1n3f+3T3ffq+9973paSmpHc/n1nyTO+9/ZZKkDBNGSgSuqATwL4O52yoNF7K52Z87oi1JdXWxo4V/8aU224jEYtRd8U/UHPJJRRkTLm48/ZX+n2uYHgx4755Ur/ydw7+AJbqIUHeR/kQkTxTAsgUHf/zORScp1I033cfjf98E4nGRoYtOo+RV15J4ejR6ffd6Vy/m+Kp1XS8vLPf5wti735d35I9JPWjFwmejgLZ5Gk00I4XXmDbDd+jc+1aSmbP5phbbqZszpw+67Strqfp3jezfr5k1ggqPzruXesxT5DIcleSiIRFR4E+8nNBvKehgcabbqL53vuI1dUyZvn3qVq0qM9k5p5IsefJrTQ/uDHrNqwoRu2Xsl932FdBqpukEoBI8HQUyGKw5ilIdXay6+c/Z8e/roBEghFLl1L9hUsoHJV+PqBnRwcWN+LVJdT/5HlS9QM/nBarKhrwvX2lLwLrRy8SOh0FMuy9CJzbBODutD78CNt/+EN6tmyh8qyzGHn1VRSU1rLtR89QvmA0nnTan2kAoGt0OcXbsh/865bOZufKdVSfN+WA6y9I9ZBSAhAJno4CmQbhmYjOdetouOF7tD/9NMXTpzPh57cRq5uJFRfRsz09Smjbmr735w908AcoPKaCsf/4wYNqQ4EndBFYRHQUyCYXPUCJXbtovPkWmlatIjZsGKO/fR3Vixdj8Tiblz0OwPALpr3LVqD8Q2NINnXR+eouqj5xLAXFB/8jLPAEyQL96EVCF8RRoGnHNjramvuVeyqaBL4gfcRvqk+P4b+7cSv1f1l/ROr2nh667v81nXfcCR2dFC36BCVLPk9nZQX1a9dD8d5ss/tXrw+4nYKPV8GwGJ01SSBO7NSR7KGNPYfQzuJkOx1xDfksErogEsD6O69hwY57cC+g26dTZOsxc7Z2/gKzHsYUfwWAeGcZMJfhjy5jzLP977E/WHu2FtPw3DC6WwspH93JqI+0UFyygu67fkdX6jiaE0sPaDsVsV9R/Wj/aRsPx3PFR3ZidxF57wkiAVQtuJCnNs+hcvNoKreMYeeMN+mqbmHsmhHgsHb8LXRWN9PW0gobn+SNSX9N0/hRh1yfNe6m5MEniK/fRGpEFZ0XLaR1xgS2RX1LY9fMeZct7NVVuYetsyYD1x9ye7I55oSzjuj2ROS9J4gEMHP+mTD/THbe/godW3Yy5X1nU/HBsWxek+57r3l9MlXnTqZjbhd//s2TTFvwSaYtOPmg60m2tLDjJ7eya+XdFJSUUHv11dQsuRArSt+i2frHLZB0mul7L/+2hDM6bqSKCijoSfU+jhCvLWXMpQuYUvHxwwuAiEgWQSSAPX/aQtdbLRBPP1i154mtJLZ39Fkn2ZKercsoILYphc/33msDmVLtPVhpvM+zAp5M0rTqbhpvvplkUxNVn1mKx+bjsWo8VYB3Juh4aSfND2zI2r6uulKKxldQMWsEHet29U7hWLFwLLGKA7+/X0TkYASRAJIt3XS8uKN3ObG9gz37JIA9j20hXlvHjKp5FD3rNGx6lurzp5BqTxAbVkTxpCqSbT3UX7+aogmVFE8bTvHkKpI7XksP07xuHaXz5lL7t1fTdH8zJFN0vrqL+hvWUDZ3FG2r+08S/475F8+iaFR6Ht/S99eSOHU8qa4kRWMrchMQERECSQCx4f3nxs0mcU8jo0qPTb9u7GDHz/ZO6D5u+Skkm9NnCd2bWune1Err76Dt0e9QOGEWIy6/jBEXn0Ln+t3A3juOvCe134P/mGsXEKvc+1++xQsoHF1+MLsnInJIwkgAFdnHvh9+wbR+t16OLp2Udd1Ud5Lk7s5+5eWnXQdA99tQf/0a4iP2n2y63SmKuo8qFo7tc/AXERlMQcwJXDJrBDVfmNmvvGh8JVWfPPaAtrH1uifYefur77peYmf/JJGp+lNTARh21sSDGr5BRORIC+IMwAqMsuPrSGxvJz6qnLan6ul6vYlYdTGVp4yjbXV9nwN3cnwBsbdTh1zfrngBNYm+n++cO4rREyspP3EUZSNKKZ5afcjbFxE5EvKSAMzsRuA8oBt4E7jE3ZtyXe+wMycCUDKlip5t7RSUpHc/Vl3cNwFMKqDulOk03fs6qbbkQdWRBDbVljFsRzvxKAkUVBUxdfH03nVKpg8/zD0RETl8+eoCegR4v7sfD7wGXDOYlReUFVI8uap3efjnZvS+fqrxf3mrYQd/WvUYj738HGt37wbgra4Uv27u4am2xH63XXJMBed+dQ7jrpxL5anpyVnKjqvNwV6IiByevJwBuPvDGYurgc8OVt1d7T00NXTQtL2dpoboa3s7ze1Jhid2sWnPixT+cQqFsXFUVI+BmaPZXltJ3ZQqpo4up3pkGYUpp/6GNZTMrMF7knS92UzRxGHEa0sZdsYEAOI1JVSdcyyls+t0V4+IHJWOhmsAfwP890BvmtlSYCnAhAkTDqmCl/6wmdeebqCpoZ2O1p6MbUNlbSnVI8sYVeu0P/E0ALObHmL+N75GxcnnDLjN2kuOo2h8JanuJM33b2D44um9XUqZio7RvfwicnTKWQIws98Co7O8da273xutcy2QAFYOtB13XwGsAJg3b94hDdjf3Znux590fC3Vo8qoHllG9agyqupK8ZYmGm+5haa7VtEyYjiMrWbCNV+nYv7+x9gvmVEDpLuTRnzxwKZiFBE5muQsAbj7mft738wuAs4FznDP7UwsJ35sIid+bGKfMu/pYffK22n88U9Itbcz/MILqfzE2bD8n7B4LJfNERE5KuTrLqBzgG8CH3X39sGuf8/jj9Pw/eV0b9hA+cKFjLpmGcVTp1L/enpsfcvxlJAiIkeDfF0D+DFQDDwSDaq22t0vzXWlXRs20vCD5bT94TEKJ05g3E9vpeLUU3sHdsvxiYiIyFElX3cBTR3M+pItLey49afsuuMOCoqLGXnVVdR8cUnvMM395GJOSBGRo8zRcBdQzm27/ru0PPAA1Z+9gLorriBeO9B9+dEUkYPXNBGRvAkiAdRdfhk1F19E6XHH7Xc99QCJSEiCSABFB/v8gLqARCQAQYwGesDeOQVQAhCRACgBZHDUByQi4VACyELPAYhICJQAMvV2AeW3GSIig0EJIJN6gEQkIEoAWZguAotIAJQAMuy9CKwEICJDnxKAiEiglAAyRReB1QMkIiFQAsigoSBEJCRKANnoFEBEAqAE0Mc7o4EqAYjI0KcEkEETwohISJQAstEJgIgEQAkgU+9jAMoAIjL0KQFk0GigIhISJYAsdBFYREKgBJBJE8KISECUAEREAqUEkElDQYhIQPKSAMzsejNba2bPm9nDZjY2H+3Y195LwMoAIjL05esM4EZ3P97dPwA8AFyXp3aIiAQrLwnA3VsyFss5Wubi6u0C0hmAiAx98XxVbGY3AF8CmoHT9rPeUmApwIQJE3LaJj0HICIhydkZgJn91sxeyvJ1PoC7X+vu44GVwGUDbcfdV7j7PHefV1dXl6vm7tP4walGRCSfcnYG4O5nHuCqvwQeBL6dq7YcsHceA1AGEJEA5OsuoGkZi4uAdflox740GqiIhCRf1wCWm9kMIAX8Bbg0l5Vtf2sDzQ3bepdjRYVMnD2HWHyA3ddFYBEJQF4SgLtfMJj1rf3dQ7zw8IN9yhZ9/VtMO+nkfdbUXUAiEo683QU0mBZ8ejEnnHkOAB2tray6/lu0NTXlt1EiInkWRAKorKmlsqYWgER3NwBdbXv6radLACISkuDGAooXFRErLKSrva3/mxoNVEQCElwCACguK6erLUsCEBEJSBBdQPsqLq9g3ROPsWX9K33KuzraAV0EFpEwBJkA5p/3Gd56/tms7xWfcCI1Y8cNcotERAZfkAlg9ulnM/v0s/PdDBGRvAryGoCIiCgBiIgESwlARCRQSgAiIoFSAhARCZQSgIhIoJQAREQCpQQgIhIoey/NgmVmjaQnkDkUtcCOI9icoUAx6Uvx6E8x6eu9Go+J7t5vUvX3VAI4HGb2jLvPy3c7jiaKSV+KR3+KSV9DLR7qAhIRCZQSgIhIoEJKACvy3YCjkGLSl+LRn2LS15CKRzDXAEREpK+QzgBERCSDEoCISKCCSABmdo6ZrTezN8xsWb7bMxjMbLyZPWpmr5rZy2Z2RVReY2aPmNnr0ffhGZ+5JorRejP7WP5anztmFjOz58zsgWg59HhUm9ndZrYu+l35UMgxMbOvRX8vL5nZf5lZyZCOh7sP6S8gBrwJTAaKgBeAWflu1yDs9xjgxOh1JfAaMAv4IbAsKl8G/CB6PSuKTTFwbBSzWL73IwdxuRL4JfBAtBx6PH4BfCV6XQRUhxoT4BhgI1AaLd8FXDyU4xHCGcBJwBvuvsHdu4E7gfPz3Kacc/d6d/9z9LoVeJX0L/j5pP/oib5/Knp9PnCnu3e5+0bgDdKxGzLMbBzwSeBnGcUhx2MY8BHg3wHcvdvdmwg4JqSnyS01szhQBmxlCMcjhARwDPB2xvLmqCwYZjYJmAOsAUa5ez2kkwQwMlothDj9C3A1kMooCzkek4FG4LaoW+xnZlZOoDFx9y3Aj4BNQD3Q7O4PM4TjEUICsCxlwdz7amYVwK+Ar7p7y/5WzVI2ZOJkZucC29392QP9SJayIROPSBw4Efipu88B2kh3cQxkSMck6ts/n3R3zlig3MyW7O8jWcreU/EIIQFsBsZnLI8jfVo35JlZIemD/0p3vycqbjCzMdH7Y4DtUflQj9NCYJGZvUW6G/B0M7uDcOMB6X3c7O5rouW7SSeEUGNyJrDR3RvdvQe4BziZIRyPEBLA08A0MzvWzIqAzwP35blNOWdmRrpv91V3vynjrfuAi6LXFwH3ZpR/3syKzexYYBrw1GC1N9fc/Rp3H+fuk0j/Dvyfuy8h0HgAuPs24G0zmxEVnQG8Qrgx2QR80MzKor+fM0hfOxuy8YjnuwG55u4JM7sMeIj0HUH/4e4v57lZg2Eh8EXgRTN7Pir7FrAcuMvMvkz6F34xgLu/bGZ3kT4AJIC/d/fkoLd68IUej8uBldE/RxuAS0j/YxhcTNx9jZndDfyZ9P49R3rohwqGaDw0FISISKBC6AISEZEslABERAKlBCAiEiglABGRQCkBiIgESglAghGNfPl3Gctjo9v+clFXoZkd6FPHInmhBCAhqQZ6E4C7b3X3z+aorg8DT+Ro2yJHhBKAhGQ5MMXMnjezG81skpm9BGBmF5vZ/5jZ/Wa20cwuM7Mro0HSVptZTbTeFDP7jZk9a2aPm9nMAeo6B/j1voVmtsfMfhB9/rdmdpKZ/d7MNpjZomid48zsqaida81sWo7iIYFTApCQLAPedPcPuPtVWd5/P/AF0kP63gC0R4OkPQl8KVpnBXC5u88FvgHcOkBdpwG/z1JeDvw++nwr8F3gLODTwHeidS4Fbnb3DwDzSI85I3LEDfmhIEQOwqPR3AmtZtYM3B+VvwgcH42sejKwKj1UDJCeDKQPMxsL7HL39ix1dAO/ydhul7v3mNmLwKSo/Eng2mj+gnvc/fXD3zWR/nQGILJXV8brVMZyivQ/SwVAU3QG8c7X+7Js5+Okx57Kpsf3jr/SW4e7v1MH7v5LYBHQATxkZqcfxj6JDEgJQELSSnp6zEMSzaew0cwWQ3rEVTM7IcuqWfv/D5SZTQY2uPstpEecPP5QtyWyP0oAEgx33wn8KZrw+8ZD3MyFwJfN7AXgZfaZXtTMYsA0d193GE39K+ClaBTXmcB/Hsa2RAak0UBFjiAz+zCwxN0vzXdbRN6NEoCISKDUBSQiEiglABGRQCkBiIgESglARCRQSgAiIoFSAhARCdT/AyN2VM3HMIs2AAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot time-trae of the predictor\n",
"for ds in ds_list:\n",
" plt.figure()\n",
" plt.plot(ds[:][0].cpu());\n",
" plt.xlabel(\"time / ms\")\n",
" plt.ylabel(\"Predictor\")"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "f95e98be",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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P4nH6cDZ4CWsnkLu2bsW5Zg3hJ5/cpeWKHpwOQM32tlccUhSle6lA3oPUN3V0hse2PVOzbs5HCIOBiHPO6cpiETqoH3pPA7W767r0voqiHBgVyHuQPW3QbTWtBFwu6r/+mtATT0QbEdGl5dLFxRLiqcFW6+3S+yqKcmBUIO9B9tTI22paaViwgIDN1uW1cWhacUjvosGtkmYpSk+kAnkPYqt0YrLoMZpbpsAJuN1U/uc/GDIzCRl7TDtnd66wMC0uYcGnhiAqSo+jAnkPYqtyEhbTeiJQ7Tvv4i3cRfz993XJ2PG2hCcEMx/W7a7plvsritI+Fch7kPrKtseQ2+bOxTxyJNYumMnZnsg+weRZVZt3dVsZFEVpmwrkPUTAH6Chxk1YTMtA7quqwrV5M9apU7upZEExTUMQq3eoLIiK0tOoQN5DNNS4kQHZqqPTsXIlAJZJE7ujWM2s/ftgsZdSVqSSZylKT6MCeQ9hq2p76KFr82bQ6zH1798dxWqmMRiIkhVU2c0EAiqBlqL0JIcdyIUQqUKIRUKILUKITUKIWzqiYEeb+qYx5L9vWnFt2oypb1+EwdAdxWohPsqPDz3VRY3dXRRFUX6jI2rkPuAOKeVAYDxwoxBiUAdc96hSX+lEq9Ngjdibh1xKiWvzZkyDe8bjTMyOAKBoY3n3FkRRlBYOO5BLKUullKubvm8AtgDJh3vdo01duYPwODNCs3eFe19pKf66OkyDekYgjxySiclZSdH60u4uiqIov9GhbeRCiAxgJLC8jX3XCiFyhBA5lZVq5MPv1Vc4iIhrmWPFtXkzQI8J5MZ+/Yis20F5kRspVTu5ovQUHRbIhRBW4BPgViml7ff7pZSvSCnHSCnHxMbGdtRtjwiBgKS+0klEfBsdnVotxm7u6NxDn5xMlK8Ut09DWZ5aw1NReooOCeRCCD3BIP6ulPLTjrjm0cRW5STgl80LOOzh2rQZY2YmGlP7y751JSEEfQaGovc5WPFVPlKNXlGUHqEjRq0I4DVgi5TyqcMv0tGnPD9Yu43PCGux3bV5c49pVtkjfNI4+uR/RdG2Ojb8VNTdxVEUhY6pkU8CLgWOF0Ksbfrq2pUPermS3DqMITqiEi3N27wVFfgqK3vMiJU9LBMnklyymHirg1XzClVbuaL0ALr9H7JvUspfALHfA5V2FW+vI6lvRIsRK+4tW4Ce09G5hz4+Dsv48URt/pbytDOpr3ASEd/2QhiKonQNNbOzmzXWuqivdJLUN6LFdvfOnQAYsrK6oVT7lvDQg4TX5QJQsqOuewujKIoK5N1t95ZaAFIGRLbY7t1dhMZq7fLVgA6EsU8fkmZORO9tpDS3truLoyhHPRXIu9nuLTWYwwxEJ1tbbPfs3oU+LZVgX3LPYxk/njBbIeXbq7q7KIpy1FOBvBtJKSneXkvqgMhWAdu7uwhDSmo3lWz/QsaMJrShkLoaH163WjVIUbqTCuTdyF7nxlHvIb5Py2GHMhDAW1SEPjWlm0q2f7roaKLMTiSC8oJW878URelCKpB3o4qCBgDi0lsGcl9ZGdLrxZCa1h3FOmBJ/SIRAR+FG1XziqJ0JxXIu1F5oQ2NRhCT+rv28YICAAwZGV1fqIMQNmoYEfU7KFhT1t1FUZSjmgrk3aiiwEZUsgWdXttiu6ewEABDRnp3FOuAmUeMILp6I3VV3uaFMRRF6XoqkHcTn9dP+U4bCX3CW+3zFBQiTCZ0cXHdULIDZ8zOItYZHO9euLG6m0ujKEevw57ZqRy46uJG1v2wm8zhsbgdXrxuP31GxLQ6zlNQgCEtDaHp2e+zQqsldngmIa4aCjZUM/S4nts5qyhHMhXIu0huTjnfvbYJJGz5NbgwQ3SyldQBUa2OdW3dSsi4sV1dxENimTCB6A/WUrwtGq/Hj96g3f9JiqJ0qJ5d5TsCOLZu4/Or/8t3r24kNMrEufeOod+4eGLTQjnh8oEt8qsA+Kqq8JWX97gcK+2xTJpIdM0m/D5JaW5ddxdHUY5KqkbeibwlJay57kGKB15HdNUGpp89ipj0MGZcMbjdc/asCmQe3P4xPYmhTx8iTQ4AKnc3kDY4uptLpChHH1Uj70R1n35GadQo9AYYZf+eytv+iHPDhn2e41y7Nrgq0MDeUSMXQhAxfjQmTy3VRY3dXRxFOSqpQN5JZCBAxRfzKY8bzaBjU+nz5qtoQkKofO65fZ5nX74C0+DBaK2WfR7Xk1gmTsBq201lvhq5oijdQQXyTmJfupRqRwgIDVmj4tDHxxN99dXYF/+MqynX+O8FnE6c69dj6SUdnXtYxo/HYi+mvsaHz6vyrihKV1OBvJM0zJ9PfexAtDpBbFpw5mbkeeeCToftm3ltnuNcswa8XkLGjuvKoh42XWwsEVY/EkFtqaO7i6MoRx0VyDuB9Ptp+GER9YnDScgKb565qY2IwDx8OPalS9s8z7F6DQiBeeTIrixuh4jNDHZyVql2ckXpciqQdwLnunW46h3UyzCS+7VcMMIyfjyuTZvw19e3Os+1eTOGzMxe1T6+R1S/JDR+D1WqnVxRupwK5J2g8YcfqI/qB4hWS7hZJowHKXGsXNnqPNfmzb1m/PjvGdNSsNhLqSyo6+6iKMpRp0MCuRDidSFEhRBiY0dcr7drXPwz9r4T0WgF8RktU9Sahw1DmM3Yly5rsd1XU4OvrKzXBnJDaipWexE1FW6klN1dHEU5qnRUjfxNYFYHXatX85ZX4N6+nfqIbOLSQ9H9bsq6MBgIGT0a+6+/tgh4rs3BkSy9NZDrU1Kx2ktxewTOBm93F0dRjiodEsillIuBmo64Vm/nXJWDX6OnxmkiMTuizWPCZs3EU1AQHKXSZM+MTtPAAV1RzA6ntVqwauwA1JbZu7k0inJ06bI2ciHEtUKIHCFETmVlZVfdtss51qylIaYfgQDtBvLQWbMQej31n33WvM21eTP61FS0YWFtntMbREQFMz7UlqkhiIrSlboskEspX5FSjpFSjomNje2q23Y55+rV2PuOByAxq3WucQCt1UrE+edT99HHFF7+BzyFhThXrcI8dEhXFrXDhSVFog14qC1VNXJF6Upq1EoHCtjtuLZupT4im6gkCyaLvt1jY2+9lfAzzsCxahV5M2fhq6zEOm1aF5a24xnSUrA0FlNRqBZjVpSupAJ5B3Ju2Ij0B6j2hLVbG99Da7WQ9I/HSX7qSdBqCZkwnrCTT+6iknYOQ2oqEXW5lBfY8LrVVH1F6SodNfzwfWAp0F8IUSSEuKojrtvbONesxm5JxOttv1nl98JOPJG+v/xM2muvIbS9e1EGfUoqkbXbkAEo2VHX3cVRlKNGh+Qjl1Je2BHX6e3sy1fg6hdMeBWbduCdlrrIyP0f1AsYUpKJqM9Dp5Ws+34XaYOiEELs/0RFUQ6LalrpIAG3G+fq1ThSh6LTa4hICOnuInU5XXw8WhFgQFQ5u7fUsnuzGpGqKF1BBfIOYps3D+nx0GhOJDrFikZz9NVEhU6HPj6eTNc69EYt+euqurtIinJUUIG8AwScTiqffgbjkCHU2rTEpFi7u0jdRp+cjL+0mOT+kezaVK2m6ytKF1CBvAPUvPMOvrIyLH+8E7fTR0xqaHcXqdvok5LwFpeQNiiKhmoXtipXdxdJUY54KpAfJhkIUPf+B4SMH489MhOAmNSju0buKy8nISOYirc0r657C6QoRwEVyA9T46JFeEtKiDzvXCp3NyAERCcfvYHc2K8fBAJYGooxmHWU7midd/1IJH0+6j75BOfGTd1dFOUopAL5YZA+HxVP/RtDRgahM2ZQXmAjKsmK3tC7x4MfDtPgYPZG9+bNJGaFU3qUjCevfvU1Su9/gIILLsA2r+2l/BSls6hAfpC85eV4CgoAqPvsMzx5ecTecTtodVQU2IjPOHrbxwH0KSlowsJwLF9GQlY4tWUOnI2e7i5Wp7N9+y2GzEzMw4ZRct/9zb8jitIVVCA/CM61a9l5+mzyZp1E3sxZlD30MOaRIwmdPp2aMjtuh4/4Pgc2o7O7BWSAh5Y8xNQPp/JUzlM4fc4Oua4QgrBZs7B9Mw/zsq8AKMs7sptXvKWluLdsIeKsM0n+91MIg4GiW25VzSxKl1GB/ADZ5s2j8IorEWYzkRdfjLF/f0LGjSXxkb8hhGDDj8VotIL0IdHdXdQD8tamt/g091PiQ+J5c9ObPL788Q67dsLDDxF58cXIj15Bo+GIbydv/PFHAKzHH48+Pp7Evz+Ce9s2dt9wPf6Ghu4tnHJU6JAp+kcqKSUNCxbgWL6C2nffxTR8GKnPP48uJqbFcc5GD1uXljJgfAKWCGM3lfbA/VL8C8+sfoYZ6TN4cuqTPJnzJP/b/D8uGHABg6IPf4UiodEQd+cdNP7yM2H23ZTkHtnNTQ0LFmDIyMDQpw8AYTNmoH3rLXZdfjk1b79N7B//2M0lVNq05l344RFIGgnpk2DAyRCV2d2lOiSqRt4O6fNR9uCDFN98C7XvvkvoSbPIeOedVkEcYPMvJfi9AYadkNoNJT04S0uWctui2+gb2Ze/TQx+mrhu+HVEmiJ5MufJDruPxmwm4YEHCKvcQmXhkZsN0Vdbi335CkJnzmyRV8YybizmkSNpXPhDN5ZOaZe9GubdDS4bbPsGvrsfXp0Brt756VEF8jY4N25i9/U3UPfRx0Rfcw3ZPy4i+amnEPrW+cX9/gAbfyomZUAk0Uk9e9ihN+DlseWPEWOO4cXpL2I1BMsbagjlyiFXsqJsBbm1uR12P+uxx5KSqiUgBQtfXoXfH+iwa/cUtW+/A34/4aee0mqfddo0XJs24S0vb7FdzXbtATZ+Ap4GuHoB3LAELv4EHFXw/cMQ6H2VDhXIf6d+7lwKzj8f+7JlJPz1r8TdcTv6hASEELgdXlZ8vZPK3XvbPfPXVNJY62bY8T2/Nv5Z7mcU2Ar48zF/Jsbc8pPF6Vmno9fo+Xj7xx16zyEP/pE+pQvJ29zIss/zO/Ta3U16vdR+NAfr1KkY+/ZttT/0+OBCIY2LFuHeuZPiu+5i++Rj2TpwEI0//9LudRt/+ZXiO/+Mc+3aziq6UvAzRKRB/ODgV9/pMPY6yHkdnhkODWXdXcKDogL5b9TPnUvJn+8iZORIshcuJPL885r3ORs8fP2f9az8eidfPL2G2jI7Xo+fZV/kExEf0uM7OR1eBy+sfYGRcSOZltp6JaJIUyTT06fzVf5XHTaCBYIzPcef1Y+48hw2LtqFy+7tsGt3t4YfFuGvrCLigvPb3G/IysKQkUHlv58m/6STaZg3H391NQDV//1vm+fYl69g99VXY/v6a3Zdex0Bu1o2r1OUb4LEES23zfoHnP4fsJXAkue6pViHSgXyJg2LFlFy192EjB5N6isvo4uLpaLQxoqvd5K7spyPHs+hcncDE87MAmDOoyt576Fl2CqdTL2of4/PdvjW5reodlVz++jb280Rfk7fc2jwNPB94fcdeu/ws88mo3oJPh8UbDhyMiLWfvA+usRErFOmtLlfCEHsHbfjrw+2u2Z+/RX916wm9KRZuDZtQvp8LY4P2O2UP/oousREUl56kYDNxrbRY2hYuLDTX8tRxeOAmnyI+13HvkYDoy6FwWfAqregtjC4vWgVfPcArHwVemiz2NEbyKWEym3IhnLqPvmU4ltvwzRgACkvvoAXPT+8vZWPHs9h5dc7+e61Tfi8fs66cxSjZqZz4V/GEZNqpbHWzeBjk0jp33kLQ3j9Xnb+8DCB58dB3qF1nFU7q3lz45tMT5vOiLgR7R43JmEMKdYUPt/x+aEVth1aq5XUWeMweOopWFO+/xN6gZp338WxdBlRl1y8z5WdwmbMoM9nn5L+3nsY0tPRmEyEzZhBwG7HuX5Di2PLn3gC944dJDxwP6HHHUf47NkAFN14EwXnX6CaWjpK1TZAQnw7I7Sm/BkCXnjjZFj2Erw2PVhDn3sH5C7o0qIeqKNv+KHXBWvfgSX/wVdaSPGSSBwVRsxD+5Py8itUlPv58plf8XkCjJieytBpKRRuqCa5fyRRicFEUJYII7NvG0nx9jpSB3ReEM+tzeX6by6lwmfnGK2Lf39wIeEXfABZB7dI80vrXsLtd3PLqFv2eZxGaJidPZvn1z5PUUMRKaEph1P8FkKPm0r08oXs2hyO3x9Aq+29dQh3Xh7lf3+UkDFjiLr88v0ebxo4MHie00dNiZ0Cex/CwmOofu01Qkb9B4Cat96i7oMPCT/rLEJPOAGAxMcfI+rKK6h++WVs38xj11VXk/X9gs5bUcpeDfP+DBodDDsPsqd3zn26W/nm4L9xg9veHzcQrpgH/5sN8++GhGFw2Rfw8lT46R/Qdwb0sJWveu9f06Eo2wDPjoS5d+ATkRT82h9nXQgJkwOkD/oR/9e3sOCVVZhDDZx5x0gmndOXsGgzQ49LaQ7ie+j0WtIHR6PppIA0b+c8zvvyHAIuG9dp41gTYuWk5Dhe/OoyfB9fBQW/tnleQAZYUryEz3d8jj/gJ68uj4+2f8Q5/c4hIzyj7Zt5nVBfBM46ZmfNRiA6vFZuGjqUmOqNeL2wbWnv6kj6vepXX0OYTCQ/+wxC135dyOv2U15gw9no4b2Hl/Hq7Yv59IlVrF5YStWsP9G4cCHO9etx5+ZS/vg/AIi8+KLm84VGg6l/f5KfeoqMOR8ScDioee21wy6/N9Cyn8LhdfDahtd4+KNT2Lr9S+TmL+Cdc+DXZ5tecF6wAmSvhsaKw75/sBBO2PAxFK8+5Eu4fC6u+vYqJn8wme8KvjvwEys2g84EUX3aPyZ5FFwxD+/Uu+CiDyEkCo69HYpXwaZPWx+/dS68OBneOq1bOkpFdwyFGjNmjMzJyenam1bnwWszQGdCnvofip6cg33JEtLf/h/mAX2Qi59i/rdh7LQP46xJy0k4/zYwWPZ/3U6wpHgJNy68gWFOB0+GjyLmnP+xuT6PV1Y+xcLy5Ux2OLm+voEh577Pr0Ydr298nShTFMNjh/NV3ldsq90GQFZ4FjWuGvzSz1dnfkWUKWrvTWwlsOwFKF0f7MGXAbDEwalPcX3R1+yoy2P+2fPRaTruQ9uOk09hWdoVaJNSueAvY3vlep7+xkZyj51C+KmnkvjI39o9TkrJx//IoaJw7winxKxwopKtbFpcTEKGlaFf3IrGbG7u0OzzxefoExLavWbxXXfR8N0Csr77Fn1c3AGVt9ZVS+HWzxmYt4SAo5pnNfV8GKjhDwMu4bqIIRjqS7ixZD4/125uPidUb8XvdZDgcXOWw8MFddUY94QJjQ5GXwEJQ2HkpcF2ZWDXylfYVbme8RPvQRfR9EnO44DiHEgeA4bg0ocOr4M5Wz9k4NqPGZf3CyBgxl+D1yzbAOUbYfCZYN3/63tm9TO8uuFVkixJ1Lpr+fi0j0kLS9v/Q3n7TJa4yvis32TGJ45ndvbsNn/P3978Nk+teoo7Rt/BJYMuAZ8HXpkafCOIHwp9joUxVwbHor82HaKyoCYvOPrlpH+0vq/HDstfhvE3gN68/3K2QQixSko5ptX2jgjkQohZwDOAFnhVStnGq9irIwO5y+6lrtxBQuY+cpw4a4OD/Z01+M76iN33/hPXhg3EP/AAUZdcDMDKuTtZ8dVOJg3ZyoiqeyEsBSbdAqMvB13Xzdb8aPtHPLbsMfr4/LzpCiHs+l9Bs7cN9t3N7/B/Of+HT/rRS4lXCOKNkXikn1qPjRRrCtcOuxa3383c/LlEm6O5ccSN9I38zfA4exW8OBEc1cEOn+TRwRrHps+hJo/vI2K4LTKEfxz7D07JbD0+eo9CWyFRpijMOjPfF35PWljaPmeGbrvzZnZv9LEt4xzOu+8YYtN634zPiiefpPq/r5LxwfuYR4xouVNKyF8EEemU1ETz2ZN7a5tTLujH0OOCAW75l/msml/I2cdWU/O3B9GYzaQ8/x8sEyYA0FDj4sd3tpLUL4LRszKar+HZtYu8k08h8rzzSHjwL/st65xtc/j7sr8jkcT7AwiNjjIRQCMlASEY5HYz1unmzYgwbq+p5fSs2fzQ/zjWVKzBqjOzeddPrHOVM1Bj4aqIIZwYNQyRtxDyfwzeYMCplJ30GHd8ezXrncFa6PF2B+NSj8NqDOeU9XPRNpaBzkx9eBK/hEfxksFHgTs4cuePYYMZ7nLxac16thkMJPh9/LWqhiRzPFzzA4QltnpNK8tW8sWOL0gNTeWldS9xSuYp3DTyJs784kwGh2fx32nPIkKiWp33W74nBzAr1kK5DCZzCzeGc0H/Czg96/TmN4J6dz0zPp6B0+dEJ3TcO+5ezsw+E72rHr64CRpKoXQd0BQ/QxPhxhXw5Z9g52K4Y2swbnidULIWandSs+hR1nqrGTbzSWKGX7zf/7+2dFogF0Joge3ADKAIWAlcKKXc3N45HRXI68odfPLEKlyNXsafkdnil76ZxwFvnwklq/Gf8S6F9z2HZ3cRSf/8J2EzT0QGJOsXFfHLx7n0GxvP9D8MQuxaGpwYsHs5RGbAsXdA1gkQltSpbWPvbH6Hf678J5PC+vKvDT8QduarMPScVsdVOCpYvGUOeUufZpjTzgl2B0JoaDjlCSJHX9V2TddZC+7G4PcL/gJbvgr+sSQO33uM3webPsW/9Dku0lRSGRrHF2fNJdQQDLgur5+dVXbcPi9v5T7B97vnEmYII94S3zyRaGDUQEbHj+aqoVe1GKv+ae6nfP6/v3Dbl2EsmfAo0dO9XHDOzI57eF2g9sM5lD30EOGzTyfpkmNg9VuwewWMuz74tez5YKeY0LIw+iPydui44IGx2KqcJPePbP5/Kcmt47MnV3PS9UPJ6BuClKC17v30t+CNTWxfHuwUvvDBcUQl7d1X+pcHqfv8c/otXdriHCD4RmIrpkyj5Y3Nb/Le1vcY5hNM9Ph5O8xK/6gB3JB+CuN2reW7+i381VtEg9/FCEMMb4y8E12/k5pr2Ht8mvsp/13/X4oaixiXMI4Hxt9Phi4M1r0H3z3ADfGxrDCZuEaGUZowgM8qV+4JbUyRJi5OPp6ttnzeaMylDj+xPh9/s7n5Oms8c2uDnb2hGiPDDVGs9lSTaojgnW1rMI25Ck5+orkcNVVbeXTZo3xfs56ADE4sy47I5o2ZbxBhimDO8id4ZOv/eMTm4YwLvoLYfm3/JzZWsOiFYdwcH8vT056mylHF35f/HQCj1sj94+7n9KzTeX3j6zy75lnemPkGj614jNzaXIZED+HVma9i0Tc99/qiYPNT2QY48e+QMhp2fA/vnA3nvAEpY2j84EK21OVSqdXyeEwMdRp4cfqLTE6efOC/eL/RmYF8AvCwlHJm08/3Akgp283C1BGBXErJF0+vobKwgdAYEzXFds65Zwxx6WF7DwoE4MNLYNs3yLNfZ/dz87EvXUbaf1/BMn481cWNLP5gOyW5daQPiebEqwdjMOn23CA4SuS7B4IfpSDYOTLglOAEgpRjIDz5sF7Db5U0ljD789mMSziGZ7avQev3BN/hNe2PiGDzl/DtfTDg1OAvU3EOXPFNsIa9h9cFc2+Hte+2PPf4B4K9821pKGPTK5O4ODqEUQnjGaq7lZ+21bGppB5p3ogxbh4aYxXYxmIw2xC6OjINs9Dp3JR5N1Dl24JAj9V+KrVlx2A0OiHln6SaU/jbk7tZOux+tifkcvwFMwnXJ2LSaxmWEo5J33PzuPsqK8k7+RRM/fuSNrUaUbwUwtOCAWPHb4Zrpk9COup4Y9OfSRmayIk3jG95ISnxb/ic114OoX/ocqZm/gCTboWs48EURtXWrXz4TAkDJySSu6qC9EFRzLpuaPPpjb/8yu6rryb11VexTp7U4rrMuYyqbV9zUVoaFRqYpYnkbzvWYvjD15DROnC4fC7y6vLoG9kXg9bQ7mv3B/x8sHUOT+T8E4GGPw2/h2zzNGrXPssDzs+5JX4KVx/3OJjCcHmdONa/z7uVK3mlfO+kp1Fxo7hx0OWMbKhDn3EsAUs083fORyM0TEyeSJghjMVFi7lx4Y2cqI/l5NJcfhxzIbP7n8cYSwoPv3s8n5i1XOwP4br0k3DU7yYpYRRi/A0Q8BF4ZSpXaKvZodfzRa2PmDFXB5tzjKEw4uK9f0ebPue+RbfzU2QcP174M3qNnlXlqzBoDDy+4nE2VG0gPiSeamc1E5Im8ML0FwjIAN8WfMu9P9/LyX1O5rFjH2v/FyXgD04o0pnw+N1cGOJhuzH4bAdG9ue2MXcwNGZo86zqg9WZgfwcYJaU8uqmny8Fxkkpb/rdcdcC1wKkpaWNLiwsPKz77lhZwrevbcXMfBYkLWJM5V8wxggmXZ/C8LjhaIQGfngUFv8LTvoXdSXxlN57L/F/eYCoiy+mNK+er55di0YnGD87i8HHJrVdk5Uy2CFTsDhYiy1eDUgQGjjtmWA7YVEO7FoCfi/YK6FuV7CnO2188KN2zc5g+5glJvgGMPA0CE2guM7J7hoHBh08u/F+Nlbn8LkmjZTchXDe2zDo9AN/IPYqeGVacNjUBe8FO2t8bvj0Wtj8OYz/I8QNxO9102BKRvSdQXhI65QDe9QteYNFS+7nwdhofI196a+5jsSEEn61PU2COYOJURfjbxxEmc1FRYObCpuLBpcPvVagNVZD9Oe49ZuJ0w3F7fdQ58/Dnn8rl61byUBDX/KT4/hf5jxcpcHJNKFGHReNS2PmkARGpkb0jPZzjwM2fYbc/AXFH+bRmOekz2WxGF0b4PRnYfhFwRrszsXBN/2EoTDoTKq37eCDZ4qYlvwJg+76JxitwU6ywqWw8WMoWcPc2nupIZtL0/4CDSUALIiI5bvqS0ipGs/3k55jlv0PsCaa8WdkMmpmOkIIGhe9xfr7PiF7mIO4ex/eG6C3foP84EKu6NOPNdLJa2UVjHG58U97gM1Z1/LLjirMeg1JEWZGpEYQF2ba50uvbnQzd0MpC7dUsKnERrXdDbpqTImfoQ3Jw1N1AhpjOTrrZmaGPc/U7D64vX78AUl6tIXMWAv5dQVsrt5M34iBhGoTiAwxkB4dss//2+fXPs9L615qsS1eaigXAc43pvBAbg74PaDRB3/Xpz0AfjcsfoL82U9zzoZnMfm9jHY6GeNyc6LdQeKwi+Ckf4LBgvebuziubC7HZZ/Go1NatgB7/B4+3/E5L69/mfiQeJ467ikSLHv7LJ5b8xyvrH+FV2a8woSkCe0/vJzX4evbeDoygtciwrig/wWMSRjDCWknUFbvISUyZJ/Pfl86M5CfC8z8XSAfK6X8U3vnHGqN/L+f/oefd/xEg3Qzc9tlmDxORq/6BxoZ4MvppxPmm8n8/q9SHV9Ems5KSuVWhsUMpf/YOwj7wwMYY2Lp89FH2Os9fPH0WgL+AGfeMRprZNtt4FJKvH6Jxx/A6wvg9Qfwex3Yd28iZsW/iChZjNcUjd5V3XxOiSmUr6Ni6VNXynSHE6E1BJtnDFZoLAdbMX6NgY8sF/JQ5TTc6DEmfI4hcjlnVFp4pHELr4ffRNiUG5g9Ign9PkbFeHwBqhrdODw+3L4AlG8i+7s/YHBVUpF6EtaKHCyucj6IuJa3xOlUNriptrub5zQkhpvIjrMSYzXi9PhZV1SHzeklLdrCropqftHdyBux/XgrrBYpA0gko+JG8eL0FwnR7/uXUUrJR9s/4v9y/g+nz8lNw+8k2zgLsWUTrpe/Ymef03j9mLu5Yuif6W+dyqeri/h2UxkBCXGhRoYkh+MPSPwBSd94K9lxVtKjLIxOj8Tc2Ssweezw81PBjilPA3XFSZT+DHEjG4geroXTnmG+xUR+XT5nZJ9BkjWp+TW/tvE12BCFe3EEl8ZeT1hcKBjDoGRve3lD9myWW+5h27dlJF+YTlztAtyu7dxjX8xFq/8GoWvZ1vdD1vjDuWT9A+DTYTQJLpvwIR8unoLNn8DkgscZPmFVMEA1liN/fZZPwuP5azhM1ZzEpcWb+DEwjFcaj8UfaPk3rtcKjusfR984K4U1DtbuqiPKYiA5wkyD20tBlYOSeidSQkKYiSn9YkgMNxNjNWAxST4qeIqNth8BGGA8m9Xrx7a6R3siQvRMyIxm+sB40qNDKKx24PD4sJp0jEyNRKcVfLb5V6J2vMYphd/ycaiVzUYD5rRJ3DfzRSyNlcEKU3Q2fHzl3hEkIy6BM55nVfkqXl3/KusqVtPgcxAitNxVUcFsXTS6axax7L3TuMbQyNPTnuaEtBPaLOOemPjbNxyfP0BhTT1XL7wQl9dPbP19jM9MYERqBP6AZENxPfmVdqIseiptLiIbPmRB+PdkmI7jlMRbcHr8ODw+3lxSwEuXjOaEgfEH9Lx+74hoWnnjiv/Dox2AtbGIuoh+1EXNp2rQcRz33ttk71zPvGP/gUev5bt+r5Bh3EKBzkC9kNz6RYCx2yUPX6jHGTGZ6dvOQkjBtoEByoxGbA6J0+vH4wsEA7cvEPzaR5InPT7u0M0BYxlvxzmx6d0E7H3RWApAGxyFMNA3iMFhN6MLiaTG7qXc5qK2cD1/ZA6naFdgMyXxaZ/xPOnK4QJvGPcXbeTr1Dt5qu5Y8ivtxIUaOSYjisHJYcRYjZTXu9hZZWdzqS14LUfr6e5h2Llb9wEXan9glezLfzXnUhYzkbhQI7GhRmJDTcRaDdg9fraW2sivslPr8KDTaBiSHE60xUBeZSNZsVbuCLxJ6PrXyb96Pi/t+IgIYwS3jLplbxvhAah31+MNeJvby6XHw5Lpl7J20HVsnPgNW02r+OasbzDrzNQ7vCzYUs5P2yvJq2hECNBqBLnljTi9wURGIQYtk7Jj6BdvJT7MRFyokTW76/h6XSlOrx+vL0B8uInJ2TEMTw1nQmYMCeF7a59ef4Bym4u4UBMG3e/eJP3eYG1q+cvB0QdpE+H4+9n552eRXi/J77yBw6+hxLubC+ZeAIBOGBgbezxV7mJcfie7Gncwc+tVpHn78qdrtIif/oHU6NgVM5XHy46htGgn63ypRPg1XNNgYoHZw1pzAyFpbzCoPoNpO8+hJCmfB+V93B0bygp9FFdtuBGXJ41wbTH1/mBzXmrx96ROWM5IT/Dv6G1TGv9KAL8rFU3pn8iOCyMtKoTUKDPpURamDQiOAimqdfDp6mJ+zatiV7UDi1HH1H6x1Do8lNQ5sRp1ZMZa6RNj4aQhCfSNb90hLaVkc/VmyhxlTE2ZisMjKat3YW5qGsurbGR3jQOzQYdZryUgJRajlnKbm9WFtfy0vZKKBvd+f3dGilzO1f5IkSGL7ekXMCk7hrSoEJbvrAGgb5iPGUXPofM5WTr4QVaX+1ldWIvbFyDCokFvqmSl7U38xlx0UnKZ00CNv5ZvQyOYd85ioi2hFFTZ+Wl7Jb6ApN7hodruodzmJjHcxCnDEkmLCuHVn3fy4cpd2D1+tJbthKS9Toh3BLW18QhtIwFvNNiHkhGRSL3TS1hIgJrIv4PU4dj5J1yevc1WpwxL5B9nDSXU1P6n4X3pzECuI9jZeQJQTLCz8yIpZbvLoxxqIN8551V+/V5PvSaVAaMjOeGakQAEdvzMrtseoqQ2nDVD/sQx1vcZkLSGhf2eIPzVF0ncuoF5s45lRd80xm8aQ4Oxmvn9X8VmrkJIPemac8gyzMKo0yG0HrxUgdaNxIFWC2mWweg0gjzHEjbULyDZksH05DPZZlvDl4WvY9JaSTENY6d9NXphpS83Uej5iRrdd2irLsVVN5SoEAMxoUZGpkYwY2A8E1iH/ed/cpooJtnr453SCjSn/hvGXIGUkh+3VfLxqiI2FNezq8bR/AziQo0MTgojOdJMXKiJ2FAjIQYtRp0Gi1FHiEGHlBLhd5MUE0FCmOnQmykqt8Pzx8DMx2DCjQd+nrsRPrw42DQx7jrof1KLoZybL76ORaHn0+c0E3dXXcedY+7k8sHtT6wJBCSlNhe55Q18u6mcZfnV7KpxNNcCtRrB1H6xJIab0Gs1FFbbWZJXHfyUAgxPjSDCrKfO4WF705uCEMHaZmpkCBkxIYwzFzFh6+MkNWyg2JjFd6m34E6dTLK3juybLuG7SafxTNzUYFDKeBn0lTh3XYMp8WM0pmKkJxo0HoRtHFfnzWRH9EpcYySaupP4cXslHl+AhDATJw2Nx2teSUHjakb/PAv0AT4f/DQ1gQquy30SjdfM8n4G/KUbyBRrmJeQg0vn4OxtlxBbcww+4cVPJfG1jXzRX8NJ0SXY9BF8GDqXCLOZd09+l0jzgY0G8jZVVPb1qa8zBAKSzaU2qu0eksJNRIQYqLF7WFlQgz8gGZ0eiVYjWLilHI8vQFGtk7W768ivClaQdE3pMHy/+xSg1QiGJIcTZtJR3eihosHN0JRQGnU51NnmUGYJvgEY6wZRW345sVYjZTZX8/lCQIRZT1yoicIaOy5voHn7mSOSGZcZRVaslaU17/O/zW/i8u89N0QXwvn9z8fmsZFXl8fayrW8fdLbDIoahtPrx6zX0uDyEm09vBFwnT388GTgaYLDD1+XUj66r+MPp7PT+8HVVG/YSNzs69DEZkPOa7DpM3wuDYULY1ideg2VcaMYwQoiFr+HQJLw14cJTDyJz55cjTFEx5Q/pvNL/Y/ohI7FxYtZXLSYOHMcPumjxlXT6p4WvQWv34sn4CHZmkyloxJPIDh06YS0E3howkNEmiJbfCTzB/xc8s0llNhL+GL2F0SYIlpd9+/L/s5H2z7ig1F3MzBmcMsRJL9R7/BS5/QQH2bq+g7BFycFm4Wu+rb9Y3we+Pn/QGhh4KnBPM8FP+/db44MZprLOgFOeJDSf/0fn+WPYOTMdF6z/ovc2lzmnTWvzeYaKSXfFX5HQAaYnjYdvdCCoxq/OZoaR/BTTmyokfjftfm6vH7yK+0s3FJOweYVnNY4hy3W8ZSlnkq/xDDKbW6KahyU1jQwueJtrqj/lFp7KC8nnMdC80xsLi8NLh+zK//L9b9u444r45g09BlqWcO3FU9xfPSNXDLkPLQaHyUNVVi0MfgCkp9+2U3iahvzkhZTmP4JwhvPjKj7mJjej1lD4nh27ZO8t/U9ok3RhJekMH3b5djiSsmMz6Bmg6/FMEUIfqJ5Y+MbfLLqS2ZsvZK86DWM8RyDoSgEZ9+3uOXuj/lo+0c8suwRnj/heaaktJ335Uiwu8ZBmc3FwMQwDFoN5TYXS/Or0WkE6dEWBieFtfv3UVrXwPOL/kShbOC0zL+ws8xEhc1Nv3grJw1JJMysI9SkR9v0JmF3+/hhawUldU5mDk4gI6blp9BqZzU/F//MjPQZFNoKeWHtC/xU9BNmnZkIYwSXDLyEywZf1uHPoFMD+cE6rFEr7kZ499xg5yIEg8z4P8L4G/A7POx68DF+qRuOLawPZq2HmPQwrImR5K+tRKfXctadowiL2TsYX0rJ/IL5fJP/DdHmaFJCU0iwJBBpjMSit+Dyu/h4+8dEm6I5Pet0BkUPotxRzpqKNSRaEhkeO7zdGu/22u2c+9W5XD7ocm4fc3uLfRurNnLR3Iu4aOBF3DP2nkN7Fl3hpydg0d/hhqXt56b49n5Y+p/fbBBw1isw5GzYtRSWvQiVW6F6B0z8E7aySD5amELigCiSrorl0nmXcu2wa/nTyNbdKp/lfsaDSx4EIDEknmfrvQwoWhscMXLWK5De1OkkZXA4mDkimA9j1ZvBSU5Zxwfvb2+akRjZJzjqSAjQGqGhDFnwC1s/SoaApO/Pi9HFxgKwunQT2648l6QGLTddLTmj75n8WvwrcSFxvHvyu2jbGFH084fb2fRLCdPuHs6PVV/yxuYXCTWEMihqEPn1+RTYCrhk4CXcdcxdVLuqyf2xmtVfFAMweEoyx57ft830BUuKl/D4iseZnT2bsRUz+PmjPGTd/cT99TZeWvcSKaEpvDXrrZ7RSXyU8vq96DS6Tv0/OHICOQSH+OQtCvZeZ0wGU1iL3a6aBnLX1VKcW09duROHzU1UkoWpF/YnMqFrZ2vevfhuviv8jjdnvcnw2GCN2x/wc9E3F1HpqOTLM7485KFIXcJRA8+MgNRj4OKPgwFQymAnU8ma4ESIb++DMVcFc3P4XBDbPxgsf0tK+OQq2PgJngYtH+9+BE2EngtuiuCe+tV8u3M+c/pdRd/6MqgtgPJNOMZfx8kFH5JsTea69JN5ZOU/8Qd8vJt+Dombvwpmpxt+IURlBEcObZ+/934RaYCAusLgbMQr5kN1Lqz7IDic1BIb7NRsLMeedCW7/vU5AHH33E30H/6AlJLr517FH+9ZSuT55/O/GTo+3PYhAsG7J7/L0NihtOXdh5YRHmfm1BuD/9e/Fv/K7T/eTow5hriQOM4fcD4z0/euJiSlZPvyMqxRJpL7HVgOleLttXz+1Bqy81/izos2gxC8MfMNxiS0+vtWjjDtBfLemTRLow0mgm+HKSqUodNCGXpwuaU6xX3j7mNd5Tpu//F2rh9+PQ6vgy01W9hcvZknpjzRs4M4BGd8HncPfHsvbP4imOJz8f8Fa+l7JI6AmY/ue9qxEHDWqzDiYvReL+Z7VlIthsOX1/LnsVey1OfhgfXP8X5ZNZqQGDBaeWPZP6iOCONZbyjDVt/KCyFhXBYfxR/tG3j3im8IWfBQMHg7mlLjjmua+hyRBiMvCQbwXcuC7fOJw4JvRiMualkuKXG88AIIgT4tlfovviTqssv4Mv8r6lYvx+CDyElTufuYyQyIGkBqaGq7Qdzj8lFX4aDf2L0jEiYlT2L5xcv38VgE/ce3nsG4L9HJTb8zMo4ZQjBo1IzDCuK5OeUUba1lwplZmCyH1gmndK/eGch7kXBjOM9Me4Ybvr+Bvy3dm5tjdtZsZmb0kpmNY68NzuSb39QE9OPjwXwYE28GdwOkjj2w3BEaDWSfgAAs+l8pEVY8Pi3RS57nzswx3Ket4PMznuDMoVcwd9vHvL7sb8xstDPMvhlGXkLfCTfxpKuc67+/nr+vfY5Hz3w5WLP1usDrCL7p/F76Psb7AgiBc+06jNnZRP3hD5Tefz/5Tz7GI/Gfcl1lPGjKCTlmDFqtnnP6tZ5l+1vVRY0gITa1c1MPmCx6QqxaGi3JPKCbQNTQQ5vuDcHZ0d+9tgkkeF0+Rp+UgTnUQEhY+xOEjiSrvyskLNpM9ugDy13TU6lA3gX6R/Xn6zO/pqSxhEhTJBHGiDbbV3ssrQ5OfQZePQE+uhxiBwYnQ5n2kd9mP0LDg6+/4dSPiTbs5uRBZ/L2vIt5aM2/eXjN00gkg6MHcv+EyyF1QnOQnkgWNwy/gRfWvcCg6EHBZEZ6U/BrH6SUNHgbCDO0bIaTPh/OdesIm3ki4WfMpur55/G89i5/GK1jaqMV/dBYtKEHFpgrdgUTZHVFDpnotHDqKtNwrlkLFx96IF/+ZT46g5bsUbFsXVpGbk4FGq1g4lnZDO8Fi4kfjroKB0s/zQMgZcCxvfrTiArkXSREH0J2ZHZ3F+PQpYyG89+G7d8Gc88cRhAHCIuzQi3U67KJHjYBLfDfE//L1/lfU+uqJSM8g5MyTmrzDe/aYdeytWYr/1r5L8KN4ZyWdVqrY3bZdrGmYg1hhjDWVK5h3s55lNnLuGLwFS06nh2rVhOw2bBMPhah1WJ4+zm+ufNcZqzy4SeXmAceOODXVLK9jtAoEyHhnV+bjU62Urw5DvvqNYd8jaqiRnasqmDMyRmMnpVOTEooOoOGHasqWPp5Hn1GxBAWfWhZ+nqDHTl7U/Ju+rm47VxNvYQK5MqBG3ha8KsDRKZFBQN5SR2MCI4SCTeGc/HA/dcutRot/5zyT65bcB33/XIfuxp2cXrm6Xy24zNc/mD+kBVlK/AFgkupaYWWycmTyQrP4q3Nb3Fq1qn0iwwmVbIvWQJaLZZJk1hXuY6Hcx6mZIaB00ecTXhmfyLOOuuAXk/AH6BoWy3Zo2K7ZORIdLKFAFpsdT685eXo4w9+puDOdZUgYNjxKegM2uYaeMqAKD74+wo+e3I1p944fG+b/BEmN6ecxOxwdAYtK78uYODEpF7bpHR0LSyh9BiWzBS0Pid1BYe2hqdJZ+LVE1/ljOwzeGndS5z82cn8d8N/eXvz22yp3sIF/S/gk9M/4e2T3mbBOQv4zwn/4Z9T/olFb+HJnCebr2NfthTz0KF8W/ETl35zKQ2eBp6c+RwZdz9A5Lnn7nMZt98qL2jA4/SRMnDfKVQ7SnRSMLg2WpIpvfc+3Hl5+zzetmABudOOJ/+ss3Dv3AkER7/EpFgxW1sGr/BYMxPPzKKxxs0nT6zC4/S1dclerbq4kZoSO33HxDPhjCz8vgBFW1vPIektVI1c6RbGtFTMrpXUlx/6TDe9Vs9fJ/6V9LB0Nldv5qYRNxFuDMdqsGLUtr5uuDGc64ddz4uL/8VPn59P8tZqvMXFNP7hNB749QFGxY/i+ROeP6gUBHsUbqhCaARpg7omkEcmhoAAZ2Q69iWfUXjxJWR9/33r1LZA7Zw5lD34EMJsxl9XR/kjfyfh+Zcpy7cxZEoyvpoadFEtyz1kajJCwE/vB7ODZgyLaXXd3mzHqgqEgKxRcZgsOrR6DWV59fQb2/7CHj2ZqpEr3UKfmIjJWUWD7fBqexqh4eqhV/PUcU+RGZFJtDm6zSC+x0UDL+KmbenELVyPt7iYD483cE3cN/QJ78Mz0545pCAOULChmqTscIz7yCjZkXR6LWHRJuSUk4m+9lr8dXVUv/JKq+Okx0PVf57HkJ5O30U/EHvzzdiXLGH9J6vwewPE120gd+Ikat5tmeZYCMGAiYlo9RqKttZ2yWvqSqV5dcSmhxESZkCj1ZAxNIbtOeUEDjD5V0+jArnSLTTh4YT46rG7tHTlpDSdRse4bZKK/rFc9WAkXHImf53yKG/Neotw46F14DbUuKgubiR9SNfWWiPiQ2hwG4i7/TbCTj6J2vfeI+BumYzK9t0CfBUVxD9wP9qICCLOORsZYmXtkhoS0834XwjOB6j+76tIX8s3VZ1eS2JWOEXbek+Tg9vpo2B9FR//M4fnr/+B0rz6No+rK3MQlbg3JUSf4TG47T6qixtbHSulxN9oJ+DxdFq5D5cK5Eq3EEJgMfrwSy0OW9f9gbjz8vDu3MnQ865jyUVLeHjiw8zOnn1YE7MKNwbTGKcPje6oYh6QyHgLdeUOZEASfvbZBBobaVz0Y/N+GQhQ89Zb6NPTsExqWoTCZCFv8i24A0ZSdy9EOp3E/flOfGVlOFa1Xgg5ZUAk1cV27HX7z1bY3aqKGvnsydXMfWE95TttAMx9fh3u37Xxe5w+7PWeFrO8k/pGAMHVm36v/LHH2T5mDNuGDaf0wYe6tOJxoFQgV7pNaGjw189W5drPkR2n8rn/gFZL6PT2ZwYfrMINVYTFmIhMOPQFAw5FVJIFnyfAgjc2k7MzChGXSN3HHzcHmsYff2JHdQS/DrqT0vxgYFv+ZT67PEkk1a8jZNH7GPtmE940Mse1YX2re/QZHhxRlLemsote1aGpLbPz8T9yqC5qxBxm4JQ/DuOce8bgdvjIXdFyVfva8mA20Yj4vf9foVEmrFFGyvJb1uB9tbXUffABxr59sUyaRN2cOThWruz8F3SQVCBXuk1obHCMsq3K2SX38xQV0fDtt0RfeeUhDddr85ouH7u31pI+NKbLE1alDAjmZsldWc6mX0pZe8yd2JYsx/5zMPPklk+Wsb3fBTQ6tfzw1haWfZHHmu93kTUqltOeu5Soc84i4eGH0UVGok9NxblhY6t7RCVaiEqykLe6otW+nmT9oiIALn98Elf+azIZw2KISw8lIj6k1ZvQnuaTyIQQpN+PDATT1UYnW6kpsbc4tv6zz4O56J96kuRnnkHo9dR/8skhldFbUkLhFVfgXLfukM7fFxXIlW4TnhQBQH1563bJzlD7/vug0RB5yaHPhPy9vNWV+L0BskfFdtg1D1RYjJlBxyaRmB3O1Iv6U203Ud13GuX/+heurVvZXhuLVefkxKsGU1/pZNW8QhL6hDPpnL7oYmJIfOQRQkYH13c1DRmMa2PrQA7BkR0lO+qor3S0ub+7eT1+tq8oJ3NkbIvVvoQQZI+Oo2hbLZVNs24BSvPqMVn0hJp95J96GgXnX4D0eIhKDDZVBZrytEspqZszB/OoURj79kVrtRBx4QXUz/0GX+3BdwA7167FsXQZ6Dp+sKAK5Eq3MScnYHDXUV/U8aMi3Dt2UHjJpc2jMbzl5dS+9z6h06d3WG28rtzBLx/lEh5rJiErokOuebCmXTyAs+4czeBjkwiLMVGUfTKb5Ag++PtK6sMyGTA2juwxccy8Zghn3D6Ss+8aTWhU63QG5iFD8RYX46tp3bE5eHJwPdstv5Z2xUs6aHmrK/A4fQyenNRq35CpySBhzmMr2d00Trx0Rx0JWeHUfTgHz86duDZsoOGHH4hKshDwS+org58QHctX4CkoIOK8c5uvF3HWWeDzUf3Sy/gbGlrdb1+c69YjjEZM/fodxqttmwrkSrfRJyZgsZdSXWzf/8G/IaWk8aef2HXddbi2bm1zf/Gdf8aRk0PV8y/grahg5+wzkC4X0Vde0SFl37KkhPf+uhyNVnD6rSPQaLo3D7gQgvFnZNHoM7I79Xjs1mRMJhh6xvDmmum+0uSahg4BgrXG37NEGIlNtVKyo66TSn94Nv9SQnicmaR+Ea32WcKNnHT9UDRawYovd2Kvd1Nf4SQxK4y6Dz8kZMwYtLEx2ObOJSox2PlZUxr8faz94AM0YWGEzZrVfD1j//5YJk+m5q23yJ00GXdeXnPTzP4416/HNGQIQt/xQ1RVIFe6jS4xkbCGAmpq/FSXNOJrWpdzX6SUlD/2OLuvux77T4vbHDvtyc/HvXUr5pEj8dfUkDfjRPyNjaS9/hrm4W2vwnQwXHYvP763jdi0UE6/ZUSPyUfSd0w8lz4ykcnn9eXce8dw4d8mH/CU85ARI9CEhFD/2edt7k/sG0FFQQN+74EFra6y4cciSnfUM2RKcrt9FJkjYhkxPY2KAlvzCKOIhp14i4uJvORiwk46icafFmM1B3//6iudeEtLaZg/n8jzz0dj2vsJRghB6ssvkfDQg0iPh/xTTqXohj8iAwG8ZWVt3h+C4/ldmzZhHjasA1/9XiqQK91Gn5BAUukSpBR88LcVvHXvEvJWV+Detat5GvlvVRfWkvPAK1S9+yGRF11IxHnn0bDge/w2W4vjGn74AYDExx5FGxuDdLtJfOQRLBP2k9L2AO3IKSfgkxx3cf9OT1l7sELCDAw/PpW4pskuB0oYDERfczUNCxZgmz+/1f7ErHD8vgCVRQfXnNCZbFVOFn+4nZQBkQw7ft+ZGrNGxRIISBa9vRWDWYful6/QxsQQesIJhJ9yCtLjwfPLjxgtOmxVLuxLlwEQduqpra4ltFoiL7yQjA/exzR8GI0//cT2Y8ay47hplD36WJv3d23bjvR4OqQi0RYVyJVuozGbsZolw0N3YI004nH6mP/KRj656xu2n3k+tXPmNB+77Jl5fPD4GlZU92XxlCdxnH494WfMRnq92JcswbluHbbvvgs2uyz6EeOggRj79CHz00/J/OYbIs48o8PKXbiphvA4MzEpR1YyqehrrsE0dCil9z9Aw6JFLfbtecOqLOw5gXzHqgqQMO2SAftt2opLDyMuPfgaUgdG4lq1EuukiQi9HtOwYehTU7F9/TXhMWZslQ4cy5ejjYzE2Lf9jKXmESPIeP99Is47j4C9qTnm7bdp+GFRq2P3jFQxD1c1cuUIZEhLI7X0Z86/LIpZ2rlk5n9JbXhfCkZeTtlf/4Zr61bqiutYvymAxV7CsCwXYbEh/PC/rfhT+6MJD6duzkcUXnIpxTffQvkjf8e5Zg2h044HQBcbizGzT4eWuaakkdjU0CNufUyh05Hy7DPoEhMouuGP1H70Ed6SEgBCo02ERpko3FTdzaXcKzennPg+YS3W4N2XUTPT0Rm19OurxV9ZhblpxI4QgrBTTsa+bBmhoRrqq1zYV6wgZOxYhGbfIVJoNCT89WH6fP4Z/XJWoo2IoOHb1guVO1auRJeQgC6hc3K5HFYgF0KcK4TYJIQICCHUgoHKQTMNG4YjJ4edZ56F67u5jJwcxdBpKew2D8Qdm0H+GWfy5T1fIv2SE04K59g/n8ypfxqB3y/5/n/bCDv5ZOxLliC9XsxjRlP73nsgJaEnntgp5fV6/NiqXUQlde3ar11Fn5hI3B13AFD2lwfJP+NM/HV1CCFIGxJNaW4dsgfkIyneXkvV7sYWy+rtT9aoOK57ZiqRZcHasWX8+OZ94afPBkCXv56GKifu8koa+k8+oMyPQghMAwagtVqxTJpE46+/NneAuvPyKDj/Ahq+/RbrtOM67c3/cGvkG4GzgMUdUBblKBR1+WUYsrPQhISQ8uILxP/lL4w+KQOhEVSfdjv14Vk0WFIYOzWC1IuCudAj4kKYfE42Jbl1uGb9gZAxY4i/9x7S33yTqMsvI/nZZzD17/ghXgC1pXaQdPki3l0pdNo0sn/6kZT/PEfAZqP+q68BiEsPxePyNw/P6y4+r59fPw42xw2a1HrIYfNxNTW4tm1vtd2+bDm6pET0qXvb1Y2ZfYi67DIMK+YjJeRlncUP64N52Q8mja9l8mT8VVW4c3MJOBwU3XwLznXrMGRnEXvzzQf3Qg/CYQVyKeUWKeW2jiqMcvQxpKSQ+eWX9FuxnNBp04I5WMKNZI2IZWexjooz7kFv1DDk/JYdlQMmJKLTaygudJP+zttEXX45Qqcj/t57Ceuk2jg0BXI4Ymvke+jj4wmdPh3ToEHUffIJUsrmNuaKXbb9nN15fB4/Xz27jspdDcGJTYa288U7161jx/QZ7Jw9m/qv5zZvl4EAjuXLsYwb36p2HHPTjUTKYNNRUfJUABqqXWz6ueSAy2cZewwAjhUrqXzmWTz5+aS98TqZX32FLrL94Z+Hq8vayIUQ1wohcoQQOZWVPTtvg9K1hEaD+N1styHHpeB2+Cgq9NB/XCJ6Y8s/WK1OQ3yfMErz6rqwpMExxhqtIDyuZww57GwR556De+tWXJs2E5loQavTdGuH5+rvdlGSW8f0Kwa1u2BywG5n9403IfR6dHFxVDzxBAFHcFaqe/t2/HV1WMaPa3We1mol4+/3o8MLwNl3jSYhM5wtS0oOOFGWPjkZfUoK9uXLsH37LaHTT8AyYUKn96fsN5ALIb4XQmxs42v2wdxISvmKlHKMlHJMbGzXT2dWepek7AiOPb8fI2ekMfncvm0ek5gdQeXuRjyurlvBpqbETkR8CFrt0TFOIOyUUxBGI3Uff4RWqyEm1UpFNwXyxloXG38qIm1QFP3Htd9paJs3D39VFSlP/5vkfz+Fr7yc6tdeB8C+LDisMGRc60AOwWal8/96LJc+OoGEzHAGTEigtsxBecGBfwqxTp1K4/cL8ZWVYW3qdO9s+/1tlFJOl1IOaePri64ooHL0GjYthYlnZ6PVt/1rmpgVjgzIg/ojO1w1pfYjvlnlt7RhYYTOmEHDvPnB5FH9IijLq8de3/VpbZd9kY/X5Wfi2e0PCZR+P7UfzsGQmUnI+PGEjB5N6KxZVL/2Gt6yMhzLlmPIyEC/j9EjEfEhzZO8ssfEo9Nr2LrkwNMTRF97DcZ+/TBkZxE2a+aBv8DDcHRUK5QjUkJmOEJA6Y62Fw/oaG6nD1u1i+ijKJADhJ18Ev76euzLljFwYhKBgGTr0r2Bze8NsOHHok4N7m6Hlx2rKhgwIXGfi0HXf/45rg0biL7yiubmjLg774BAgIp//QvHypWEtNGs0h6jWUefEbHsWF3RnExrf/Tx8fT5/DMyP/8cTUjXpDY+3OGHZwohioAJwFwhROsBlIrSSQxmHVHJVkq7KAdI6Y46kHRbgqzuYpk8GU1ICA0LFxIRH0Jyvwi2/FqKlBJ7vZtXbvmJxR9s5/2/LsfV6O2UMpTm1eP3Buh7TNvt4gABj4fK55/HNHQo4Wef3bzdkJJC1OWXY/tmHgG7ndDpMw7q3lmjYnHbfW0uOtGetvp9OtPhjlr5TEqZIqU0SinjpZRd8zlCUZokZYVTttN2wLWlw1G6ow6NVhDfJ6zT79WTaAwGQiZOoPGnxUgpyR4TT32lk9pSB8u/zCcQkIRGmXA7fGxrWsSho1fRqShsAAEx+0iJUPfxx/hKSom95ZZWnYvR112H5dhjifnjDVgmTTyoe6cNjkZv0rJxcfEhlb0rqKYVpVdL7BuBz+2nqqhzc5p7PX62LS8nMTsCfTtD3o5k1qlT8ZWW4s7NJWNocG3S3Jxytq8oZ/CUZC57bCIR8SHs2lTDliUlvHn3r1R1UF4Wr8dPZaGNyAQLBlPbtdyAy0X1iy9hHj26zUCttVpI++8rxN5880GPINEbtAyblkLemkoqd/ecFAW/pQK50qslZgUXTO6sdnKf18/cF9bzys0/Ya9zM/bUjE65T09nnTIFgMpnn8UaaSQxO5ycbwrwewNkDg8G9rRBUezaVM0P/9uKw+bhlzm5h1UzlwHJ1/9Zxys3/0TBhup9fhKyfTMPX2UlsX+6qVOG+o2ckYbJoufHd7fh74JPfwdLBXKlV7NGmgiNNh1U++XB2JFTQcH6KqxRRqZc0I+kvp03qaMn08fHE3nxxTQu/AFveTmDj01u3rdn4eIRM9JI7h+BOVTP8BNSKd5ex+4trReqOFC5q8qb084CDJyY2O6xtm++QZ+S0u6wwsNlDNEz4cwsKgpslGyv65R7HI6ua41XlE6SOTyW9Yt2U1FoIy69Y9uvC9ZXYY00ctmjE4+4JFkHK/KSi6l9911sc7+h7x/+QGOti+hka/PsytAoE2fcNgoZkAT8kvw1lSx+fzun33rwOdv9/gDLv9xJdLKV028ZQW2ZnaTsiDaP9ZaWYl+6lOgrr+zU/6OsUXEsemcrJbl1pA6M6rT7HApVI1d6vWNOzcAcZuCXj3I7/NqlefUk9Ys46oM4gLFPH0zDhlH/xRdoNILRszJIHxyFc9Mm6r/8sjmVq9AItHoNE87Mor7SyZxHVx50fpatS0qxVToZf0YmIWGGfa5uVPvuuyAlEeeff1ivb3+MZh2pAyLZ8msJgR6QOOy3VCBXej1jiJ4hU5IpzavHYfN02HXtdW4cNk+H1/J7s/AzZuPetg3HqlXBJfVuv4OCs8+h5K67KX3o4RbH9j0mnnPuGYPfL1k1v+CArh8ISLavLGP5l/kkZIaRPiR6n8f7qqqonfMRoSeeiCEleZ/HdoRBk5Ox13so2lqDs8FDwfoqyvKDE6S+e3UjFYXtT06TUrJjVUWnvAmophXliJA6MIoVX+2kdEcdWaPaH2t8MPb8UapAvlf46bOpevFFdl19DWEnn0TD/PmEnjQLf10dtrlzibvrz+jj9j7/+IwwMoZGU7C+ikBAtrsAhKvRy5fPrm1e7T4s1sxxlwzY5ychd24uO886GwnE3nRjh77O9vQZFoMxRMeST3bQUO3C42q5PGFNqZ3zHxjbZrlzc8pZ8NpmTrx6MH3HdMwC4HuoGrlyRIhNC0Wr13To6JWKXQ0IATGpR9ZKQIdDa7WQ9uqr6JOSqP/kU3QJCST985/E33MvSIn9559bnZM5IhZng5f8Ne0ny9v4czGVuxpI7h9J9ug4Lv7reKKTWj93KSVFN9/ClgEDyT/rbITRSMrT/8aY3f60/Y6k1WsYOCmJ6mI7QiMYNSudCWdlNSd1qy62U5bfdq08d2UFYTGmDqto/JaqkStHBK1OQ3xG2CGv9F5TYsft8JL4mw61ysIGIhMtR+W48X0x9e9P5tdf4Vq3Dn1KChqDAWO/vmgjInCsWk3Eb2ZVAmSOjCUm1cqP724lJNxARFxIq/VEC9ZXEZceyhm3jdznvZ1r1tDw3XcAhB43lbi77+mSJpXfmnBmFtmj44hMCGke1z7ihFR83gCv3raYXZuqm4fF7iEDktIddWSOjN3vsnSHQtXIlSNGUt8IqnY3HHQ2RK/Hz/t/W86n/7e6uY3d5/VTnFvX6g9SCRJCYB4xAl1MzN6fR4/GuWpVq2O1Wg3TLhmA2+Hjs/9bzRt3/ULON3sX17ZVOSnfaaNP03j0fWn4fiHo9fRbvoyU557r8iAOoNEI4jPCWkxO0mg1GEw6IhMtzc1Dv1VdYsft8DUP1ezwMnXKVRWlGyRmhyMllOfbWPv9LvLXHlje+4L1Vc3f71hVAcDuLbX43H4yR6iUywcq5JgxeAoLcefnt9oXlx7G6TePYMKZWegMGlZ+XYCzwYMMSH58dytanYYBE9ofJw7BZpWG77/HMm4c2vCe+QYbmxZKxa6GVhOh9sxzaG8I5eFSgVw5YiRkhiM0gp8/yuXXj3cw76UN7N66/wkp21eUYwk3EBEfQt7qYCDPXVGGMURHcv+jcwLQoQg/7TTQ69l5xplUvvACAZerxf7UQVGMmpnOOXePIRCQbPq5hPf/tpzdW2o59vy+WCNN+7y+Y8VKvLt2ETr9hM58GYclNi0Up82Dva7l6KmS3DqskUZCo/f9Gg+VCuTKEcNg0jHs+JTm5diMITpWfr2z1XEBf4D6yuCKMfY6N7s2VdP3mHgGTEigJLeOneuryF9bRb9j4tHq1J/IgdJFRxNx1llIj4eqZ59j1+V/aBXMAaKTrcT3CWP5l/nUljlIGRDJoMntr725R+0776CNiSF89kGtadOl4tKCSb0qm5bDczZ6WLNgF/lrKkjq23nzEVRnp3JEmXBmFvEZYVgjjBTn1rH8i3zW/bCbPsNiaKh2sWbBLsry63E7fJx0/VDqyh0E/JLBU5IxWfQs/3In37ywHr1Ry9BpKd39cnqd+PvvI+Kcs/EUFFLy5z9TctfdRF9zDeahQ1ocN252Jks+2cGoE9PJHh233wDnb2ig8aefiDj/fDTmnrvMXkxqKEIERzz1GR7L929sYdemYJqB36Y16GgqkCtHFK1W0zxGNzTaRM43BfwyJ5df5rSe9fntKxsJBCTxfcKIiAsuADB+dibLv8pn2iUDiEw4uhaQ6AgagwHz0KGYhgzBvnQp9Z9+SuOiRaT+978t1slMHRDF+fePPeDrNiz4HunxEH7qKZ1R7A6jN2qJSAh2eO75tJc1KpahU1M6raMTVCBXjmDWSBNn3DaSqqJG6soceD1+JpyRhUTi8wRY9nkeu7fUMPS4vTXvUTPTGT499ahZk7OzCCFIeuxRYm+9hYKzz6H23XfaXPC4Lc4NG/CVl2OdNo3Shx7CkJKC/Zdf0aemYho2rJNLfvji0kLZvaWGrcuCqyiNPTWz05cHVIFcOaIlZIaTkNn2CIcZVw5uc7sK4h1HHxdH6MyZ1H74IZ6CAgwZGS32y0AguCBEZSWRF14IUlJw4UXg86FPTsZbvHcxh7i77+4VOW9i00PZtryMVfMKSeob0SVrvKpArihKp4q57lrqP/2U8n89QeoLz7fYV//ZZ5Q9+BAA1a+9Hpyh6fNhPeEEnGvWEH31VegSE/Hu2k3UZZd2R/EPWtbIWH6Zk4vX7SdtcNdkSVSBXFGUTqWLjSX6+uupfOop7CtWYBkbbBsP2O1UPPkU5lGjiL76aopvuw3Xli3E/PEGYm++uZtLfeiskSaGTElm99aa/Y6N7yiio9fWOxBjxoyROTk5XX5fRVG6R8DlIv/kU/CWlJD25htYxo/HNv9bim+9lbQ338QyfhyeoiIIBDCkpXV3cXssIcQqKeWY328/rMZAIcQTQoitQoj1QojPhBARh3M9RVGOTBqTicTHHgNg15VX0fjTTzQuWoQmPJyQMaOB4Gr3KogfmsPt1VkADJFSDgO2A/cefpEURTkSWcaPI/uHheiTkym69Tbqv/iC0GnTEDrVwnu4DiuQSym/k1LuyVC0DFAzKBRFaZc+KYnkp55COoMrBkWcf143l+jI0JFvhVcCH7a3UwhxLXAtQJr6+KQoRy3z0CHE33cvvtpazCNGdHdxjgj77ewUQnwPJLSx634p5RdNx9wPjAHOkgfQe6o6OxVFUQ5ee52d+62RSymn7+fClwOnAiccSBBXFEVROtZhNa0IIWYBdwNTpZSOjimSoiiKcjAOd9TKf4BQYIEQYq0Q4qUOKJOiKIpyEA6rRi6l7JoVTxVFUZR2qexAiqIovZwK5IqiKL2cCuSKoii9nArkiqIovVy3ZD8UQlQChYd4egxQ1YHFORKoZ9KSeh6tqWfSUm99HulSytjfb+yWQH44hBA5bc1sOpqpZ9KSeh6tqWfS0pH2PFTTiqIoSi+nArmiKEov1xsD+SvdXYAeSD2TltTzaE09k5aOqOfR69rIFUVRlJZ6Y41cURRF+Q0VyBVFUXq5XhXIhRCzhBDbhBA7hBD3dHd5uoIQIlUIsUgIsUUIsUkIcUvT9ighxAIhRG7Tv5G/Oefepme0TQgxs/tK33mEEFohxBohxNdNPx/tzyNCCPFx02LoW4QQE47mZyKEuK3p72WjEOJ9IYTpiH4eUspe8QVogTwgEzAA64BB3V2uLnjdicCopu9DCS5yPQj4F3BP0/Z7gH82fT+o6dkYgT5Nz0zb3a+jE57L7cB7wNdNPx/tz+Mt4Oqm7w1AxNH6TIBkYCdgbvp5DvCHI/l59KYa+Vhgh5QyX0rpAT4AZndzmTqdlLJUSrm66fsGYAvBX9TZBP94afr3jKbvZwMfSCndUsqdwA6Cz+6IIYRIAU4BXv3N5qP5eYQBU4DXAKSUHillHUfxMyGYotsshNABIUAJR/Dz6E2BPBnY/Zufi5q2HTWEEBnASGA5EC+lLIVgsAfimg47Gp7T08BdQOA3247m55EJVAJvNDU3vSqEsHCUPhMpZTHwf8AuoBSol1J+xxH8PHpTIBdtbDtqxk4KIazAJ8CtUkrbvg5tY9sR85yEEKcCFVLKVQd6Shvbjpjn0UQHjAJelFKOBOwEmw7ac0Q/k6a279kEm0mSAIsQ4pJ9ndLGtl71PHpTIC8CUn/zcwrBj0tHPCGEnmAQf1dK+WnT5nIhRGLT/kSgomn7kf6cJgGnCyEKCDavHS+EeIej93lA8DUWSSmXN/38McHAfrQ+k+nATillpZTSC3wKTOQIfh69KZCvBPoKIfoIIQzABcCX3VymTieEEATbPrdIKZ/6za4vgcubvr8c+OI32y8QQhiFEH2AvsCKripvZ5NS3iulTJFSZhD8HfhBSnkJR+nzAJBSlgG7hRD9mzadAGzm6H0mu4DxQoiQpr+fEwj2LR2xz+Ow1uzsSlJKnxDiJuBbgiNYXpdSburmYnWFScClwAYhxNqmbfcB/wDmCCGuIviLey6AlHKTEGIOwT9kH3CjlNLf5aXuekf78/gT8G5TJScfuIJgRe2oeyZSyuVCiI+B1QRf3xqCU/KtHKHPQ03RVxRF6eV6U9OKoiiK0gYVyBVFUXo5FcgVRVF6ORXIFUVRejkVyBVFUXo5FcgVRVF6ORXIFUVRern/Bx2h5gQmhaNUAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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f/rvlsWfXLqCpJnknUSsBtxsZCPR8fb0k4HTiXL8e6fF06/yad98Fv1ZmwP7jj325NIWiX6KEvA/xOP09t8hr8mHjBzDxSrhpCURlgAxA+sy95wgBiaOhcluryRz4134JgDkaPAUF2uNOXCu+ykq2H3U0e379mx6+qt4hAwEKrryK/AsupOCKK7tlYTtXrsQ8dCjCbMa5dt1BWKVC0b8IRqu3VCHEd0KIXCHEJiHE7cFY2EDA4zyAErbf3At6I8y8HczhcOn7MPUmOOq3bc+LGQzVu7SMT4Cdi/A7NAvXEtmIJz8PKSWmkI5dK3Uff0ygoYGGBQvwlpUdyMs7IOw//IBr/XpCZx2Nc+1aqt94o+U5X00N1W+/jXPTppZjUkpcW7YSMmY0puws3Dt3HrS1KhT9hWBY5D7gDinlCGAacIsQYmQQxu33eFzd8JGveBF+egKkhMrtsOkjmHoDRCRrz8dkw6kPQWhM2+uis8DrgIYS7eetX+IPWBBmE+ZIL4FGB/7Kyk77djb+vASMWuZnw4KFvX2p3abmzbcwxMeT+uyzhB1zDNWvv4GvpobS++5j+/QZlN13P/nnnU/1/PkA+Mor8FdXEzJ8BKb0dDyFBQdtrQpFf6HXQi6lLJFSrm563ADkAsm9Hbe/I6Xcf9SKzw1f3Anf3AML/6ptcBqtMO2W/U8QM1j7XrVD+563GL8xEX1kJKZwzZ/syc/vdLPTtX0bEaefjnnIYBq+/rqHr+7AsC9eTOOSJURfcTnCaCTmxhvw19ayffoMat5+B31EBMlPPYV5xAgqn36G+q++YteZZwIQMlITcm/RHqTXe1DWq1D0F4LqIxdCZKD171wezHH7I163Hyn3U2dlz6q9j5c8DdU74Zx/QVjc/idoLeR1RVBXiF/Y0EdGYUqMBMCdn4/JYsDnDeD37t3U9NfW4q+oxDw4m/BTZuNYtQpvefkBvMqeUfPOuxji44m+8koArBMmEHb88SAE8Xf9gcE/LsZ2yskk3HUX/ro69vz6NwTq6sBgwDJuHKa0dPD78e7Z0+drVSj6E0FL0RdChAEfAL+WUtZ38Pw8YB5AWlpasKY9bGmpfNiVkO/4FhBw53ZorIDwRLBGd2+C8EGa9V61EwqWAhDAii7UjDFzBEK/DW9BAeac6YAWQWM1mrTHzREt2dmYkpOp/Oc/qX7tdeJ/d2fvk5c6wW9vpPHnn4m86EKEcW9Z35Qnn8BbWoqp1d9E6NQppL32Kg0LvyHmumtBp0cYDJgy0gHwFBZiysjok3UqFP2RoAi5EMKIJuLzpZQfdnSOlPIF4AWAnJycAd97bL+VD71OWPkKDDlZs8C7Y4W3RqeD6GzNIvc5wWwj4Nejt1kRgzIwhm3GnZeH6ei99VastiYhb9owNGdnY0pNJeKsM6l+5RWsEycQfuKJB/aC90Pjj4uRHg+2k05izcJCln20E4NJxyX3TCO0gzf20GnTCJ02rc2xZrH35BfArD5ZpkLRLwlG1IoAXgZypZSP935JAwOPU/NTdyrkG94HZzXMuO3AJ4nJ1twxeT9C6lSk04HOaoX4kZjCvHh2bm/5RNA6BNFXprlRjAkJAAz6298wZWZS8dTTfdbfs+Gbb9FHR6MfMZaVX+QTCEg8Lj9blpV0ewx9TAy60NCW0EqFQqERDB/5TOBy4HghxNqmr9OCMG6/pkvXipRa0s+gcZBx1IFPEjNYs8irtkPWsQQaHegsFkiehDnch7eoGJNZ12Y9AL6qSvQREQiTZqELg4GYa6/BvX07zrVrD3w9+xBwuSi84Qaq33gD+w8/EHb8cexcV4XH6eO8308iNjWMgo1VyIBk+y9lVOxu6HI8IQTmIUNwbd4ctDUqFAOBYESt/CSlFFLKsVLK8U1fXwRjcf2ZlhK2HWV2lm6A2gKYcoOW3HOgtH4TyD6OgMOBLtQKccMwJUYhfX50DVVA25rk/spK9HGxbYYKn30qwmql9oMPerQELc57S4eWfP2XX9H4w2LKHvw7Abud8BNOIG9tBeHRISRk2kgfFUPprnoWv7uNBS9v4r2//ULprrou57NOzsG5cSMBp7NH61QoBjIqs7OP6NJHvu1rQMCQk3o3SeYxMPJsGHMBxI8k4HRqrhUhMM66BACx5XtgH4u8sgpDTFsh14eFYps9m4YvvuxRPZPq114n7+xz2PPb37ZL97d/r81tysoidOZMTJOmsju3hqzxcQghyBgbiwxINi7eQ9rIaIxmPT/9dzuBQOfuHWtODni9ONet7/YaFYqBjhLyPsLt0GKdO+zXue1LSJ4EYfG9m0Sngwteh/NeRPr9SLcbYbUCYJx+vnbKDi2ipY2PvLISQ2xsu+Eizj6LgMOB/eefu72E+k8/BaDhy68oe/DvLZa59PloXLKEiPPOJfuLz0l7+SV2b7fj9wXImqDNnZgVwUnXjGTiKWmccNVIxp2QSllePZt/7Dy8MGTMGABcW3K7vUaFYqCjhLyPcNR7MIboMZr3SQiq2KrFj484PajzNbsadJYmIU/JAAGyOA8h9vWRV2GIjWk3hnX8eERICPYffujWnL6KClybNxN12WWYR46g5q23KLzyKqTfj3PdOgINDYQdvTe8ZNeacizhRhKzI1uODZ2SyPRzBmO1mZhyRiaDsiNYs7Cw001XQ3Q0+uhonOtUzRWFohkl5H2Eo87TEu7Xhl9eBr1JaxARRAKOJiFvssiF0Ygh3IivogaTZW/hrEBjI9LhQB/T3iIXJhO20+dQ/+lnBLpRmdC5QSuVG3H6HDL/+19ib74Zx4oVFFx2OWUPPYwwmwmdocWxBwKSgo1VZIyNRafreF9ACMGwaYnUV7oo2dHWV+5q9FKWp6Un2E47jYavvsa9fXt3bo1CMeBRQt5HOOo9hEaY2x70ubX64iPP1hpEBJGAQ/NrNws5gDEmHG+1o00pW1+VtvnZkWsFIPzYY5EeD66Nmzp8vjXePcXaPKmpCL2e2NtuJeGPf8RbUoJ72zbifvUr9DYbALVlDjwuP0mDI7scc+jURCw2E6u+ahti+P38rbz/8Ep2b6km9pab0VksVL308n7XqFAcCSgh7yMa69xYI/axyAt+BncdjD4v6PMFHA4AdFZLyzFjQgxeu8QcIloscl9ls5C3d60AmIePAMC9c8d+5/SWlCDMZvTRWjaqEILoKy5nyPffMXzdWmKuvabl3OZolLj08C7HNJr0DJ2SwJ6tNfi8Wix+ICDZuVqLfd/+SxmGqCjCZ8+mYdEiVXdFoUAJeZ/RoWtl61dav83M4KclyhYhb2WRJ6Xgdegx6T0tPnJfpdYerjOL3DgoEWEy4cnL3++c3pJijIMGdSutf3duNVabiehBofs9N21ENH5fgPXfFQFQV+5oea66WPvkEXbcsQQaGqh66aX9jqdQDHSUkB8A0uPp0hL0uHx43f72rpVtX0HWsWCydnhdb2jZ7Gwt5OnZIAXGgL0ljtzf5FrpyEcOIPR6rVxsXt5+5/QWF2NMGrTf86SUFOXWkDoyuluinzIimsgEK6u/LkAGJJVFdgAGZUdQXdKIlJKwo47SslGffQ5XropgURzZKCE/AEr+8le2TZ2Gv67j5BVHvbZR2MYibyjTkoAyj+mTNTW7VoSllWslWysLb3TVtLLIq0AIDNFRnY5lyszslpD7ikswDNq/kNtr3LgavSRm2vZ7LoBOJ8g5NR13o48dq8upLLKj0wmyJ8bjdflprHWjs1hIf3s++qhIyh55pFvjKhQDFSXkPUQGAlp3HYej0xA4R12TkLf2kZdqER4kjumTdQUam10re10XxowhAOid1a185JXoIyPbVCDcF1NGBp6ioi4/dQQ8HnwVFRiTkva7tpoSzR0Slbh/t0ozgyclEJ8ezpIPdlC5207UICuxKWFN42mv1RAVRcQZZ+JcuYqAy9XtsRWKgYYS8h7iq6hoeezetq3Dc/Za5K1cK7uXgdBp9VX6gBbXSmhrH7kmsvrGajwuH1JKfFWVnW50NmPKzASfD09RUafn+EpLtTkG7V/Ii7bWoNMJYtO63uhsjd6oY8TMJOw1bgo3VRGbEk5Uk3+9umRv5ql1ymSk1xvUGjEKRX9DCXkPaQ65A81H3BGNdW4AQltb5EW/QMJoCOmee6GntESttHKt6KxW9BY9usZakFqzC39FZaf+8WbMmRkAXW54eou1qoX785Ev/d9O1iwoJHVkdI/7lyYNiWx5HJMShiXciDnU0FbIJ00CnQ7HihU9GluhGEgoIe8h3pIm8dbp8JZ13FXHZfciBISEtnJflG/RhLyPCDgaQadDmNtusJriwxH1WiKN1+XX0vPjuq593ty0oSs/ua9Ce+2G+IROz/G4fKxdUEhkgpXp52Z352W0ISpx76eL2NQwhBDEpoRTUbi3SqI+PJyQkSNpVEKuOIJRQt5D/FXVAISMGtXiXtgXl92L2WpENGcwOqrBXgrxw/tsXQGHVot836gQU0o80q75j91OL76Kiv0KuT4yEn1UFJ78LoS8OR49pvOORtXFjQQCkhnnZhOTFNbdl9JC69eSmBWhfc+0UVVkx+vxtzxnmTAB16bNSF/73qQKxZGAEvIe4q+tBSEwZWbgq6nu8BxXo5eQsFbWeMUW7XvciD5bl2yufLgP5swMdE7NZ++ubkB6PJ3GkLfGOGgQ3rKyTp/3V1chjEZ0ts5dRc0ukKhuxI53xoV/nsypN47BaNJq1iRk2ggEZBur3DJ2DNLpbOl8pFAcaSgh7yH+ujp0NhuGqCgCde1akwJNQh7ayh9c3hTnHN93Qt7SVGIfTEOHY/BrFrmzrMmK3o9FDqCPjcHfZHV3hK+yCn1MTJdx4dUljeiNOmyx7dfVXWJTwskav3e9CZmaZd5cdwXA0lQR0bFcuVcURyZKyHuIv7YWfWQEOptNK0DVwcd5Tchb+8dzwRQOESl9tq6Aw4EI7cAiHzEWvV/bfHVV1ALdE3JDTGxLXZaO8FVVYojuulF0TXEjUYnWTotkHQhWmwlbbAi5S0qQTXXLjenphIwaRdmDD7Jz9qk9KsOrUAwEgiLkQohXhBDlQoiNwRjvcMZfW4s+IhK9TbMM/Q3t25O57PsIecUWzT/eRx3qgb1NJfbBOHgMRqlFtLiqtbUa4vbvWjHEakK+b7OIZvxV1ej3E8ZYXdJIdNKBu1U6Y+zxqdSUNFJT2pQEJQTRV14BgCc/n6Kbbqbhm286XbtCMdAIlkX+GjA7SGMd1jRb5PrIiJaf98XV6MW8r0Ue13cbndC02WlpL+TCYsNi0QTPXav5rLtlkcfGgM/Xafaqr6p9l6HWeJw+7DXubtVW6SlpI7VPAmX5e90rttNPJ+6O35L22muYsrMpuvU2yh99LOhzKxSHI0ERcinlYqDjnb8Bhr+uDhERhVOvJbcE6tv6yX1ePz5PYK9F7qgGR2VQhNy1ZQu+ysoOn2uOWukIa5TmgnBX16MLD0cXvv/EnOZYc38H7hUZCOCvquo6YqVpo7MvhDwizoJOJ6htVUxL6HTEXn89odOmkvrcs9oaXnut0/ulUAwkDpqPXAgxTwixUgixsqJVdmR/w19by9rARD74JEBDWAr+fYTcZdd85i1RKzVNIXzRmb2eN+/scyi8fl6Hz3cl5JYECyLgxVVZjyk9vVuFq5ojW3wdbHj6q6uRXi+GhMROr28R8j5wrej0OmxxFurKHB0+bxw0iOyvvtTW8fobQZ9foTjcOGhCLqV8QUqZI6XMievGR/vDEen14rc3srtRE7my+En4a9u6Hpp7dbZY5DX52veojF7NXf/1Am383NwO26BJR8dRKwDm5DgMPheuyhrM2Vndmq85jb8ji9Zb0pSe30VWZ3PESnjMgUesdEVkgrWNRb4vpowMwk85hZp33ulwH0OhGEioqJUe4K+rw2WOQqJZtPW2TPz1+7QkszcLeVP4YU1Tp5vI9F7N3fDNN3vXUd3eixVwONrUWWmNOSsNvd+NT2/BMmFCt+bTx8Q0zdXeIm8uTWBI7NwiryqyBz1ipTWR8RZqy50tkSsdEXPtNQTsduq/+qpP1qBQHC4oIe8B/ro6HFYtJT0ywUKjNbGdj9zV2CTkYa0scmssmHue2dgyb0MDjcuWYR4yGGifOi+9XqTX26lrxZSVhTHgxG8IIfyEE7o1pz4iAvT6Nq4Vb1k5Fc8+S32T28KUntHhta5GL8Xba0ke2nmp3N4SmWDF7w1gr3V3ek7I6NEYU1Jo+FIJuWJgE6zww3eApcAwIUSREOLaYIx7uOGvrcVl0SzVtFExeE3huGob25zTIuStXSu9cKs4Vq+m9j//Aa+XmOuuA7QQu9Y0Vz4UnbhWRPggQm0NGMeM7VbECmibh4boaHxVe10rZQ8+SOUz/6Thy6/QhYaiD+vY/71zdTkBv2TolM7rsPSWyHjtTat1hue+CCGwnTqbxiVL2H3jTSqFXzFg6Vk5uk6QUl4cjHEOd/y1tXiMWsRHYlYE6xcV0WBv+9G+nZDXFkDypAOar+rV1yh/+GFACxm0nXYaxX/+S3sh76DNWxvCEzAbduOQPXNz6GNjW7I7A42NNCxahG3OHITJROjMme3Ol1Li8rvYtqKMyAQrcT0oW9tTopNDMZh0fPfmFpIGR7YtidCK2NtuA52eqn//m4YFC7CddlqfrUmhOFQo10oP8NfW4jGFY7boiEzQRLPB0fYWOuu9GMx6DCY9+H1Qu/uALHK/vZHKZ54hdNbRxN56KynPPI0wGjGlp+He1da1slfIO4kQCUvAJJwtXYK6iyEmBl+TP96dlw9eL+GnnEzS3x8k4vQ5bc61e+zc/O3NzH79dIq31zBkcny3omMOFEuYibN+PQFXo5d1i3Z3ep7OZCLuV7ehj4qi4bvv+2w9CsWhRAl5D/AUFeE1hWOxmYmI09wYdndbS9DR0Krpcn0RSP8BCXnD118RcDiIvekm4m69Bcv48QCYM7Pa+cj3dgfqxCIPS8QoHHg9nW8MdoQhJqbFtdI8pzmzfRillJKbv72ZJcVLGFt7NCDIjV7Wo7kOhMSsCLInxLH+uyI8rs7fpIReT9iso2lcvLjlTU+hGEgoIe8B3oICvGGxWG1mTCEGjAEXDu8+Ql7vwRreJOS9iFip/egjTJmZLQLejCkrC8/u3W3asAWczULeSaifJQqTzoPH00PXSoxWOEtKiWvzZoTJhCm9/WtZVLiINeVr+OPYvzCp/EQc0ZX8K/8Zdtd3bikHizHHpuBx+ti9uet8tMgLL8RfX0/JPfd0GL6pUPRnlJB3k8blK2j4/ge81igs4Zp4W4QTp79tIwdHvWdvr86WGPKeCbm/thbnylXYzji9nXvCnNXUhm33XpHcr49cp8MUIvD59fh93a8/YoiPQ3o8BOrqcK5ZQ8iIEQiTqc05ARnguXXPkW5LJ2LlMBrrPBxzzig8fg9nfnwmn+78tNvzHQiDBkdgDjWwa13XSWbWiROJmTeP+k8+VW3hFAMOJeRd4K+rw71rFxXPPcfuefMwREfjNUdgabK4Q3QeXLS1gp1tLPI80BnB1rOqh+4dOwCwjG7fUciUpSX0tHavyP0JOWCxam8IzXHu3cGYOKhlPc4NG7BOm9bunG8Lv2VbzTYuCdzCzpUVTDgpjSmTR/HhWR8yLm4c9yy5h8L6wm7P2VN0eh3Z4+PYtbpiv68tdt716EJDqXnnnT5bj0JxKFBC3gG+mhrK//E422bMZNdpc6h8+hms06aS+tZ83K5Ai5BbjV5cur0bjH5/AFejd69FXr1Ls8b1PQsOcu/QGiSYs9u3RzM1+ajdu3a1HGtpvNxJ+CHQ4rdvbgzdHYyDtISfuo8/Ab+f0Bkz2jzv8Xt4bu1zZIRn4l1lIyYljClnautLt6Xz6KxH0ev0PL3m6W7PeSCMPT4VnzfQ5aYngC40lIizz6bhy686LHamUPRXlJDvg/3nn9lx3PFUvfgiEafPIfH//kr2gq9J+/e/8Vm0iofNomgxB/AYwlrcFc56zSJsFnpNyHteY8W9Ywc6qxVDUvsO9fqwMAxxcXh2thLyps1O0ZVFbtNcQM6G7gt5sz+89r//RVgsWCaMb/P8U6ufYkftDm5K/A32ajeTZqdjMOpbno+zxnHFyCv4Ov9rvin4hq/zv+bnPT8H3UcdkxxGxthYNv9UvN+xI845B+n1tsmUVSj6O0rIW+HetYs9v/4NprQ0Mj/+H0kPP0zUxRdjSksD9oqgJdQApRsJtWii0diUXdj8PTTCBFJCdR5Ed6+2SZt17NyBKTu70/A90+DsNm3NWnzkoZ0XqLJEa29CjtruR23oIyNbUvVDZ8xA1+Qf392wm5c2vMQbm9/gwmEXkuTQPjkkDY5sN8bVo68mOSyZ33z/G+784U5u/OZGHlv5WNDFPHNcLI56D8/f8j01pY2dnhcyaiTG9DTqVbanYgChhLwJ6fdTfOfvEEYjqc8/R8iwYe3OaXZLWIoXwr9mYq1bD4C9UhOOugpNJCPirNBYCR77gQn5jh2YBw/u9Hnz4CG4d+5sEcOAwwF6PcLYcVIMgDU+HgBnD8u6xt50E4bEROLv+C0ABfUFnP/J+Ty1+inGxI7hN+N+y9pvdhOZYN3rUmpFqDGUd+a8w/0z7+fd09/lwmEX8sbmN3h7y9s9Wsf+GDI5gYRMGzIgWfDyJhrrOk7dF0IQfuyxOFauJOByBXUNCsWhQgk5Whx02YN/x7V5M4l/+TPG5OQOz3M2aK4Ta/7HAITWrgSgoVxLE68td4IAW1yI5laBHgu5v7YWf0Vll0JuTE5COhwEmpo+NHcH6ioBxxiXgh43jsraHq0n+rJLGfzdIsxZWdQ6PPx+0QNIKXj3tPeZf9p8qvNcNNa6mXHe4E7njwqJ4uzBZzMqZhR/nPpHjk09lsd+eYxvC78NmmVuNOk5/w85zLllLLWlDpZ+1Hkj5rDjjke63VS9+FJQ5lYoDjVKyIHKfz5Lzfz5RF99NeGzO250JKWkttyBEBBatRjCEggLaFUAWyzycgdhUWbNT3yAQt7sMjEPbr/R2Yyxybr2lpcDEHA0dhmxAiAi07Dq6nDWdu526Ah/QPLc9zuZ/eRipj/5LzbXLaO25Gh+81Ypbl+AmjJtvPj07qXj64SOvx31N5LDk/n1d7/m/E/P541NbwRN0DPGxDJkSgI711S0lEvYF+vUKYSdcAJVL7ygGk8oBgRHppDXFMCrpyH/nkbldZOpfPZZIk4+ivjf3dmhVWmvcfPBI6tY+Xk+kTECIy6YdhNmox2d3429SosaqS13thRzonoXCB1EpvVoaS0RK11Y5IYmIfeVa7HTXTWVaMGWTKi+Gntd98MPAR7+aguPfr2VSKuOyNRPiQtJ4q4Z17GtzM7LP+VRW+7EaNbvzWbtBjaTjfmnzec3k35DQAZ4dOWj/HXJX4Mm5iNmJOFz+1n+ya4OnxdCEHf7r5BeL/ULFgRlToXiUHLkCbnHAe9cjCzeSEnuUCp+smNLdzIo8j3Ek2PgX0fDw5n437yQHfNfZt1nG3jvwRWU5dVjtZmYNFJrqsDo89BZrIS4a1tKqdaVO4hoFvKaPIhIAUP3BQ40/7iwWjEM6rxpQ0ut8Kb0eelwdhl6CIDBRERIHXX13Q+F3FbWwEs/7uLiKWlcfmId9kApf5l+F9fMHMaJIxJ4/vudVJY7CIsOQQhBg8vLnlon5fUuNhXX4fb5Ox07whzBNaOv4cMzP2Te2Hn8b8f/+Ne6f3V7bV0xKFtL3deqMHacABUydCimrCzK7ruf4rvuVtmeir7D07NPwQdCUKof9hukhM9+A+WbKa0+l7oVS4m9+SZir7scsfkjKFgCzlr2MIUffplEjScRqCAh2cBZv55CTHIYfPIrGqxRWMOT0CdkYaqsxdEwCFejF7fDR2R8k6BW7YDoLBq+/x5jYiIhw7vXs9Ozcwfm7GyErvP3WH1EU+PnOq0WeqBx/64VgEibm617QrXs025Y0A9/uYVQs4E7Tx7CDYvuJTMik2NSjwHg7tOGc9Y/f2bd9iqsViMXvbCUNYW1uFtljsaFm7lyejqXTk0nKrTj+YQQ3Dr+VgrrC3ll4yvMHTaXWEssxfZiXtv0GpHmSOaNnYdB17M/1cE5mnuleEcdKcM6rosefflllN57H3X/+x8R55xD6NQpPZpD0f/wBrw8uPxBFhUu4s6cOzkj+4y+mcjdAJ/eDpXboHQjTL8FTn4A+qiQXL+3yP3+AMs/3cXKL/I7tb60E73w3d9g/bvYYy6jdsFSYq6/jrhf/QphjYKca+C8l9gy+Bn+t3YOflsGp1wQyfmpD3Ne4FxitjwOAT8Fe1ZwQoKNed/cAEnDNIu8wd/SdiwizqLNVbYZly+VohtvIv+CC7sdIeHevqPDRKDW6JuaJzf3C/Xb7Z02VN5avZWFBQsBGJyunf/q73/i82fX4e/ifn23tZxvt5Rz87GDWVW5mK01W7l+zPXohPYnkx0XxvzrphKBjhKPl0a3n5NHJfLQuWO4/6xRPHLeWEYOsvHYgm3MevQ7Xv05D18n8wkhuGX8Lbj9bt7OfZtiezGXfnEp72x5h+fXPc/t391Og6dn7drSR8dgMOrYtbq803MiL7qIrC8+Rx8ZSfljj/VofMXBo7SxFK+/E5dg4XJY9ZoWJbYfpJT8+ac/8/6295FScs+Se8ivyw/qWgGo2gn/uRw2fgCVO8AaA0v/CYvuB2/fREr1a4tcSsl3Ty9m61ZNIIQOJs3OaH+i1wlvnAW7lxMYcQElz2/CNDhbq1Xdij1ba/juzS2kDI/itJvHYjTpYep8WPAX+PEfkPcj73lLcGJjRekKlthOxuIsp9QpqCqyA2iulfJc8LuxF2nvvtLjwbFqFWEd1PBujb+uDl9FRUsnoM4QRiM6q5VAQ5NF3tCAbuiQdue9svEVnlj1BAAfnPkBQ5MjOTHyKZbI35G/oYq8tZUMnhTf7rolOyv5zX/WMiQ+jKtnpnPZl38gMyKT0zLb1vIemxzBEh9ceHwG089u/+ZzweRUtpTW87fPc7n30808+91OrpiezkVTUokPD2lzbkZEBidnnMyLG17kxQ0vEm4K550577C5ajMPLn+QuZ/O5aGjH2J8/Pgu700zRrOetNEx7FpbwdEXDe1w70MIgTkri9ibb6Lswb/j3rlzv2+iir5HSsnXyx/jqbxPKPXZ8QV8pIWn8fIpL5MY2tReMOCHj2+FdU1hrIsfoyZ+GGvHnkVqygwGRw1uN+Yza57hi7wvuHnczcwdNpczPzqdvy35P16Y/VrwSi7/9KQm2FLCGU/DpCu1x5/ermnIT0/C9YsgaXxw5msiKEIuhJgNPAXogZeklA8FY9yukFKy9bY/sM17EsnFP+NLG86aBQZGH5OC2WJofSJ89lvYvRzOeYG6zQF8pT+R9sbrLQkuADWljXz57w1ExFuZPW+0JuIAobFwzvMwaCwsfoxVsZFMjhtLhbuWD+w7uKhRc2nkr69ECIiItcCGdQAUbKvFGhUNNdU4163br5DvjVjpWsgBdBERLa4Vv92OPqytRb6ydCVPrHqCSQmTWFW2itc2vsaDMWMYFvIPhtz0MK88XE7BpvZC/vOOSq5+7RfSoq28eEUOW2o2srVmK3+d/lf0On2bc512L4GAJDSibeGw1gxPtPHGNVP4Jrect5YV8PjCbTz97XbOHJfE2JQILCY9s0cPIsJi5J7p9+AL+NhQuYEnj32S0bGjGR07mqFRQ7nrx7uYt3Aen5z9yd5/5v2QMiyKXWsqsNe4CY8O6fS88FNmU/bg32lYuHBgC3kgAO46MNtgn9/locQX8FHrrmV9xXoK6wv5eNMb7HBVMMLt4USfDpPBxHy5m+v/O5vX/DHEDDmV4oIf2bNnKZUTzuc9Tw1rG7fj822D1Y/CajhTl8GxQ+aSNnQqfunn9U2v80XeF5w35DxuGHcDum1fc0tZMQ95G1n23ASmDzsHjvtTj8tptCAl/PISfPN/MOJMmP0QRDSFMQsBc/4BAR80VoAx+A3Jey3kQgg98CxwElAE/CKE+ERKubm3Y3dGld3NNw8/T+hOQSBNx0qTkzOWv0JZzl089eo7JB0rSAlP4ajkozAseUZ71z7mLuSYuVTffQYho0djnTy5ZTyn3cNnz65HpxecfstYzNYOEmum3URg6g3sensa58WOZpY1geeWPMa1Dq11Wv6GKqKTQkEvWP/LD2RKC9Vb8lkdnsyYEC9rFq2lIDOXC3JSyY5r27+zqKGINeVryFizHQNgyt6/kOttNvz19UgpCXTgWvlxz48YdAaeO+E5Hl35KJ/v+pw/zzoLK1BX8gvVkQbKV5fgmLmTM7LPQErJf37Zzb2fbiYrNpR3500j0mriTz/9l1BjKHMy57RbQ0sma2TX/nYhBCeNTOCkkQnsrLDz5tIC3l5eyIdr9gDwwGe5XDA5lTtOHsqTxz3Z7vrx8eN56eSXOPvjs3l85eM8cswj+70/APHpNgDK8upbhNwX8LXztxsT4jGPHEHj0mXE3nhjt8Zug70C1s6HkAhNIH95CabcABMu7flYPSXgh7wfYPtCGHkWpLUvbAZA/k/w3hXgqILobLhoPsSP6Pv17YPHF8CgExRWO6iwO/n3hqdZVf0VPpwt56R7A9zmsXBc1tVk5H2M0RrLFGcltxirOUeUc/raZ/goPAz7oASoXYEM6PHWTifR5+Vh/xd8Gmblk/B8Ptn6KGzVxhTouGrY1fw29VjEmvnw+W+ZmzCK1wwu/hnmZ9pPjyPqdsO5L4IQLZvftQ4vtU4vFqOeT9cVU2F3U17vYk+tk9N9Czml4X/YLUmEWUJILPmG6oQZbBn/MMm+CFIDcm/zcb0Rzn6uz+5rMCzyKcAOKeUuACHEu8BZQNCF3Bvw8uryVbz3/nYeWvAmv0y7n9DscHJPqSTxP0XEVq7Du2EIT5jvw2NwMtiSzP/tXM340efBMX/A/v33eHbtIunRR1o+SgUCkgUvbaKxxs3Zv52ALbbzd8tiezFOn5PsyGykfRQugx6Lc2/51KTBkfzfJxs5f89qSkxDSG6sQpw4G/dKB2F1lbzyUx4vLt7F5Ixorj0qk5NHJeLyubjm62soaSzhyu/8nGgS7AypYwQdJyU1owl5HdLpBL8f3T79M5cWL2V83HisRitnZJ3B+9ve53tXKacKPb/KfRmdaQJTXGfwxI8PMS3haB78PJ+P1uxhWlY0T188gUiricL6Qr7K+4pzhpyD1dh+M7U509Vq69wi35fsuDDuOXMUfzxtBFtLG3B6/by9vIBXfs7jk3XFpEVbsZr02CxGUqIsNLp9pEeHctXMDK4ZfQ3Pr3seIQQxlhjOyj6LYdF7M3ADAYnD68fp8RNhMRKbEoZOLyjPr6c+pYin1zzN2vK1TEmcwl1T7iItPIN1RXU4PX6Sx07A+dEH5BZWUdzowx+QTM6IbrdJGwhIludVU93oYUhCGJlhPoyvziZQtQOPEIRISSAkEt3HN1Oyeyd1k28n1GzEoBck2kJocPt475fd5JY0kBwZwgkjEhibEtHlR/tKRxXLdrhZvK0CX0AyKimCEYnhTInzYvjyTtjymXbiylfh5iXtcxfW/xc+ugEiU7VNt2X/gldPg0lXwehzqbQlEuZqIKSbOQ/+gJ/c6lyyI7OxGPb+v3j9Xt7e8jYNngZGxYzi2NRjEUKwdnctj369hV/yavD4NSH3BSSGiJVYkj5C2sdg02VilVlcXvsNl7u/5GzPfTxYmA38ngSbmSq7h4BpN4HUT3kzooAIXywhdScyIi6L2UPHE2q0kV/p4Me8YzlDrGHqoBTElvewuApxCUGWS8fIvHuBewFoiBnL+1lPQP5C1hvf5PG4M7ljw39Z6B3Lp/Jovt5UikR742mNSa/DYiskLuZNPtVV4DAZmVVTQExNDf/yn84jBRcReHUNAPE2E6NHrMEucsm0TsXimsn28kYePm8sKVH7D07oCcEQ8mSgddm5ImDqvicJIeYB8wDS0noWW93MU3dcj7naxp15P1KdNIOAPoSlCW+zrWEFF/3+D2Te9QVVseOYvPWvrIhcSk3Cx1yelEBUjYm0f3/E9W8+hyEymjtqP8Py9lImFB9LRIERnVfiGh/Bq1uKaVhXiPZmLPH5Jb6AxOsPYDHqqZZrAfhmneCrVbuIHzIcn349ob4yGg0J7DEGeH/Zdu615OOOv4QC+S1TT55OnasSd24uS+8+gdeX5PPZ+hLmvbmKOWMGMWTockoaS/jLtL+Q9eWblMYV8PCiW/jgzA+IDonu9F7oImx4CwrxN2i+eX0ri7zGVcOW6i3cMv4WQLNoo0Oi+a74J6LiM1jrqeKu6UdTmw+2qkROeP8k/L4Qzp55LY/POQ2dThCQAf70058IMYRw5agrO1xDc8KNpZN+mV1hMugYk6JF30zJjOaCyanMX1ZIjcNDvcvHltIGPl/vxmrS4/D4+XJjCc9ceimrylbxRd4XAHy49TNmRz3G+qJqdsuPcThDcFRNQfo0SzzCYuRco4Hvf9rOO/bfYzNGM2vQqSwt+46zPz4HkysHmX80o0UxY/fs4jS3m9/f+xYb4rRPRCFGHVMzYzDoREt45ZrdtW3+ua80fsOZ1t3cmTaKKl0jwyuns7ZyNg8ZX+Tc1f+gZNV73OK7np3+wcSFm3F6/NjdPhJsZioa3Dy9aAczsmO4ZGoaZoOeKnsjnxW9SpFzM2MiTmJH/RqKvEtwV5yE1XEKg0Ux2esXUS1KWBK2AbtOhzvqStYZxnFX5d2UvHgZ1eEjsNVv4efYuaTGx3Lc2t/gSsxh3dH/JjtlEI22HNI+uxTdT4/zj82v8HqEDXMgwIXWkbhjL8NqiMThDOGHzS4Gx4dx8qhYpmaHkmSLJb8unweWPcDy0uUMiRrCk8c+SWp4KkIIHl35KO9s2VsiOMkwHXflLErkD0TJeH47Zgzu2EnUODykxAZ4Nf8RBoWO5t3L3sSg18Oy5+GrL/BPuIInZ15DXmUj+VUOlu6sIiXKwtUzjyEteh6N3kbCTG0/1e5lCND093rSHVCxFe/Gj/Bt+oTl5hzeLYqh3qfjhz3j8O0pZmTSZAy2T3jH5OJ4OZSc3Id5Reg5e/zRRFiNJNpCiLAYqXF4mJgRystb72PxnsVIn49AiI1/G5x8m5TOqORrSAnN5j59KNGmQRTWNPLm1n/yS/0qAr5w7Nt/Iar6Y7IqJlI0KpyU6aN6/D/TFcEQ8o5MiXZBuVLKF4AXAHJycg4oaDfdOZLykImEeXJZMfpYaq35lIXv5EHdBM7Y8F/s0xrYkbuBSYEsngh/B9+eBq7POJUiz1IueH8xMTWSv19gYI9nNaduu4aoOgO7w/LZFVvBBtd2xA4/RoMPpAmdPxqzcypGEYVRp8Ph8eO0LUeG6VmwVnDVjAwGDz4L57PrGVr3Bv9JuoHPVjq5IqkMfY0ft1MT4ZDhw3GsXIV90SJirEbuOHkYvzphCM/9sIXnl33OYs9/GBE5nblD57Kj+FlCJx1FvXs5t317Gy+d8lIbi6c1elsErvp6AnYtmkPXyke+vHQ5Esn0pOnac0LHsanHsiB/ASVhJuJ9Xs6bPodX31tCYv1EdsSsIyzEyPKGf9PgPYcIcwQfbv+QtRVruX/m/aSGp3a4hmYhN4f2/s9oRnYsM7Jj2xzzByR6neDTdcX87v11nPvsLwyOvx5XyXikrhGZ9C7/Lb4Lg9lBQDSis0B0zBJOSbyVeDGVqkYPni2VxOabGVJ8AmvqjmEPJoR+PJbEz5C2FZyatoSHyoohVbB19SD+r2wRCy/w8G3dIqqddWz3TCKq8XzcFOMOWcXcyReSlSD4uehhBtUUcUL1LubFJ+CXZswijNy4JWSl1vIvaeEHeTLLXbm4xIvM1Q0lsyGcwX4POXE2ok+/l2pdNB+v3cOT32zn1rc1Ky4k6V2MEWtB6vi+ahsEDAihwxy3kKNCNvF/21YQaQjwcEwU/7Fp+xu6wC9E+MwYo86m0vAty0LqiDRJzrT/g7Eldn4yhnFnzWiqPnwfQ+g2ZCAE0fgYEYnf4YxYwnhPBDpfDW/otkDRnwGQAT1xxl+zoiCWH52/RayvJtaro9og0UsDw8KPZVvNYuZ8NIcwkYTeNZo68wJS9adQvH0aibb32BO7FCKXYgIagQUN7/Pq4D9gn3YKty28CY/fzr0z/6yJ+JYv4Ku7Ydgc9HMeIctoIavJBXntUW0riHYu4vsgBMQPx3j83RiPv5upwNBGD1tKG7hRL0iKtJAcaeHVjdfy+KrHeXvGTCZvreGl2r8QOvxFGH1ey1D1nnpuW3gjays3cHVtPfNCswk57R02XzgXfckulg/N41+n6nCG7JVDo9HINcNvYHrpaIz//AsbR16EPTyV+g3r4TAU8iKg9X96ClAchHHbccZDN/Hm3YtZN/5uzAE458LR3Jf7MeR9CgmjCMuyMbbsF77TjWFN6UVMv+cqXqsKUHDrLXiqyvjs6iGMP24GV+Sewo66SszHVbPd8hkl9hJidXo8fg8xlhjcfjfljuX4I75idOxoUsJTKGssY3X5amYmHsP/nX0qSZEWShtj2GK6H+HezhXHF5FhPZmb3T/AKj2uCh+6iAgMgwZhSEpEejz4q6owxMVh0AlWuP6GMXk9ehnOL6uP4rKCb/lzeTnxoy7nnhmn8sef/sj83PlcN+a6Du9Fs4880KAJuT587x/3suJlhBvDGRkzsuXYsSnH8uH2D1kH/KGmhtzCcuoNYKkeyVOXfExavJfzPjmPf637F1eOupInVj1BTkIOZ2Wf1envw90s5Ja+CX7SN/kXzxiXRFq0lb9/mUuV3cMVE04gzGwgPnE0L+X+g9Twodwz4x4A/vjjH/m05BFum3Ab52Wcyp88TxC7+1xOKDiTM5NDEeEGxp4QzZiKnTy/YyMvWKFs1HTOt2YSW/wVkUu2cfpvthFykoH1szJYaf+eISn1bKrahNvv5tPaBchaiVFKVhvhk8R4LHozX5/3X0L0Idzy7S2sq1jH0KihLKrOZUh4MsPKtvNZ2HYIgxi/n3/nlRP95nqir13A1TMzmZuTyo8Fa/l29xd8XbSWq0UCN+av5AerhYkuN7F+P2/ZwvlnVIBr0rNJjhvFz+WruXj4xUyIn8DbuW+ztuIr3jWBXoRzWsZsqlxVPFeyjOeiIpvu5kJaf5g3xi3FKd2EuWexpeJsjk4x8FrFDTRYrFROvoUXt72COeZlZqQk8El9NXPrG1gUGsbJjQ5+X13Dck8sf+RG9GHb8MT+jMe8gEhPBIGKiXxieYS0hq1s8lrYEZfFUKedElc1d8RGcv76f1C+6QmMUvLP0nJGff8PmHk7fHg9JE2A817qk83AZqJCTUzPjmlz7PKRl7O6bDWLipfwVYSFZ2wpnL7oDpasfRRT+CBsIdFsr9pMg6eBRyprOGX6H/Bln8+eX9+JsbSa0Okzmf7zz0wXWVTfdyO5FGPSmTg+7XhSwlNYd/Nf+Wmq5tLxWeoZfWbXQQ8HguhtRpsQwgBsA04A9gC/AJdIKTd1dk1OTo5cuXLlAc234Y0PWLwkgmHJezhxxGLY+D6c9SxMuAwAGQjw7i0f4HDCrLLX8RUVoo+IIOWZp7FOmEDx9lo++sdqxp+UxszzOt9U3N2wm092fsKXeV/iD/gx6AycmX0mFw6/EJvJ1nLe98dOoCbcxTlXzoBTHoSnxsHIs8h7uxqd1UrSqy9x7yNzuPT13US99RKJOTNZXrKc6xZcx68m/IqLh1/KF+uqePel//G3H54j/MlnSJl9Irctuo2VpSv58twviQyJbLe+yuefp+Kpp0l57jmKbr6Z9LfnY504ESklJ75/IuPixvH4sY+3nO/2uzn/k/Pxuer5cNs6Lnbdy1DXaLJDzNzw96MAuH/p/by37T0ADDoDH5zxAVmRnftNF7+7jW0rSrnu8Vk9+h32Jd6Al7t/vJuv879GIAgzhXFfzgPYP4tiz9YaACYlr2Ca/yECKZP4KDOHR8t+oNGrZd/NLIRbvvdh2AMZJ1fw7uRxPE8Nw8PSuKKihE3OEkoNBq43paI79wW+Lf6JnMQcxsWNAzT/scvvItQYSqWzkghzBEYpKFrxLL8YJE/t+og6Vy1/q6jktORj4KL5LNr9Hbd/dzsCmO308mBFFYapN0DadGgo1TY064v4JTad23JfxO1zc0fOHVw28rKW1727fjerylcxOHIwo2O1zlK76naxIH8BmRGZWAwWdjfs5pzB5/D+tvf51/p/ccnwS7h5/M0tuQHs/A7eOhdkgEVWC7cnaBv55zt9/N/xTyKHnIwI+GHpM8hFDyACWsPrAFCv02ELBJoSUwSc8Fdw1sDyf4MMwNzXWOit4tkVDzPJ6eCqqHGkRmbDype1ua2xcMPivZEehwApJesq1vHCmmf5sXQZQ90eogN+HMYQ4txOrsHG2LNfhaTxFN5wA41LlpJw911EX3IJDYsWsee3dyAMBuJ/9zuiLrwAgKqVm/jguR14TeFMOCmNaedk790APQCEEKuklDntjgcjNVkIcRrwJFr44StSyr91dX5vhBwpcf/v95jWvqAlSR37Rzj2D21OyV9fwefPbWB44xJGpDmJv/NODFFadt9n/1xHeUE9l/9txt4Qw16w7IzjyPeWccrxTqKGzIb17+K/ejHbZl9EzA3z2DF3Mo+8Po+/v+7n6xsncvvtb3HHD3ewonQF3879FrNe2yhc/Y/nsbz4NL+/5CH+9auTcco9nPfpeVw24jJ+N/l37eatems+5Q88QMKf/0zZAw+Q+cnHhAwdSm5VLhd8dgH3zbiPc4ac0+aazzbk8+wHi/iS3/BZ+t2EhpzD9mWlXP/kLIQQOLwOXt30Kk6vk5nJM1tcM52x4OVNlOXVcfkDM7o872BT66rlH6v+gVlvbqmHLqXE7fCx8LHPqCiDK66yY5hyOQB2j53c6lzq3HXMSJqB2eVn5ymzMVrdZMzYTkCnZc4Jo1VLHAuLh8nXganz+u+dUe2q5jff/YZNFeu4q6Kc2Om/5g+73iPDF+DZ3XnE+gNa5MTYCzq83hvwIqXEpO9Z6YduU7xWi8DJPIbN9t3ssFiZPXQuJtM+m3Ml62HL55r7QkrtvtTkw/r/aG9AY+dq5zmqtedDm6zguiJw1kLiaO341i9gz2oYdxHEts+FOFTUuesIL9+Gbtd3sHsFMnkS3pSzMGYNw7luPQWXXELcHb8l9vrr8br91Fc6CW0spuQvf8Gdu4XB336DPjaWd258j7pABOf/bjxxQ7sXNtsVnQl5UD4TSym/AL4Ixlj7RQjMZz8CUy4GS2SH1QXTx8SSOS6WHZuPIufXUzA07RBX7bFTsLGKqWdmBkXEAWyR8YQUl/KzcHH6urdh+q24KzwQCGAZN45VZauos+kBP4V5azn3k3PZUbuDq0df3SLiAInl+dRGx5IfCOHiF5bx/o3TOSv7LN7Z8g4XDruQNNveDeLd1Q5eWlHGRcBPP29gCHs3O/+56lX0mEgyT2yzzqe/3c7jC7cxNmkwgXorpydUs9Zkwev243b4CAk1YjVaWzZIu4Pb4SUktOcbnX1NZEgk98+8f+8BZy1iy2eE5H7KOFcJnwbuIV8/k+bPY2GmMCYn7g1HxQgJd99N8e9+R/6a6VhHphE9xoDx7HshLK5Xa4sOieaxYx7j19/dzr3SD9vfZITbw1MNAWLPeA5GnA7mzitJGnW9u9++ykpkINBSQbMdSeNbklVGNn11yKCx2ldrwhMgbZ84B+s+G/YRKdoXaG8Cw+doX4cZEeYISJ2sfQElf/oTdR+cR8iYMQTq69HHxhJ96aXUVzn57Jl11JQ6GH1MMuP+8jdKzj+Dmv+8h2PYDGpEHJOyKoMi4l3RP1P0hYDkiZ2WiBVCMOuiYej0gg8fW83yT3aRv6GSJR/swGDWM/qYnjVD7opwWxyhPj0/Zk2FGbfB8X/BvX07oBVm2lS5ibikwaDTMcs8GrPezFHJR3Ht6GtbxpBS4lizlvCxo3nz2qlU2t1c9MIy5qRcRYg+hL8u+SsBqUVKfLWxhJOfWMxOp/bxrGKLlkQUCA3jgS9X8kPx1zirJzPv1a18t6WcDUV1vLh4F48v3Ma5E5J576aZ6BJHwZ5VLbHV9poDSxt22Q9PIW9D7mfw4nHw8S2w7SuSx2djizGxZkFBl5fZTp+DMT0N1/YCqj/+kT2fVuPzBmcvIM4ax5unvcWDo25gnojh5VE3kfir9TD+4i5FvLcEHA7yL7qYHbOOUT1Le4D9xx+p++BDrJMn46+uBoOBQff8H06Png8fWYWj3sOgwRFs/GEP8/9ZSOmx86h65RU2vPAlIuBj7HUn9/ka+3WKfleERZk5+46J/Pifbaz8Mh+kpv/TzskOqvjoQq1E+M0s8VbhP/Fe9Do97u070IWGok9MZMMPGzgp/SQMsZVMMQzm7NPbe508efl4CwuJueZqUlMjef2aKdz45iou+fcWsjPPY5X3NR5f/jLnZF/Mb99bx7DEcB48ZQaNP77AOFmHS29k6pNLsRt+wZIc4JFTruKRTxxc/dovLXOcMDyeR+eO0zYQh50K395H2HQtM7Sh2k1sSs8FxOXw7a32eDiyZj58fLOWqHPuSxCRgj5tGmNidvPz+zuoLXMQmdDx+oUQpL/yCg3fLgIZoOzhRyi4/HKyPvwQYeq9W0MndJyRcyvk3HrAY/gqKtDHxnY7vbz0b3/DW1QEgP2HH4g4q/ONbIVG/YIFlPzpzxjT0kh7+aWW331jrZvPnl2Hs9HL3LtyiE0Jp2qPnZ8/2MGWreOITllNadgwkuIDWOMi+3ydA1bIAeJSwzn3zkl4nD4qChsIiw7RiloFEZ3VitWro9Zdy+ry1UxOnIx7+3bMgwdT0FBAvaeeMbFjMCRsxlfecQEn5zotpb8523RyRjRf/XoWry/JZ9HWMHzu5byW+xzPfWEgwpDM85dNJLq6lF1AaOlu3LEJjE6KIHSQm9U1IcwZnsNJg+G7LRV4/H58fslZ45NbokAYcjJ8ex/hNUuAFOzVB2aRuxu9hFgPsz8hrwtyP2n6+hTCEmHe92DbWxZ48KQEfv5gB9tWlDLljM43c43JyURfofnRDUlJ7LntV9R++BFRF13Y169iv7hyc8k751wiL76IQf/3f/s931O0h7oPPyL6qquo/+ILGr5dpIS8FY56D+u/242zwUvOaRmERZlZ+8aPbPh6D9kxo0m4/mr8Qo8BLSns65c2Ur2nkeOvHNFiBMUkh3HCFSN4577l/JR0NQDj5o45KOvvn66VHmKyGEgeFhV0EQfQWUMxuL1EmiN5bdNrAHiLijBlpLOqbBUAExMmYoiPx1dW1uEYzvXr0IWFYcrcGy8bF27mzlOG8cWvZvHhBY9jNVoIz36a1NEvUucvwBC318cZkZzAW9dNxaUrYHj0cAw6A1aTgTljB3HOhBTm5qRiMrT6VSeMhvhRWNb+E71B0HAAQi6lxO30YTrchHzBn7RQttxPYdQ5cNOSNiIO2qe15KFRbPulrNt1yG0nnYQxNRX7Dz8A4N2zh4Zvv0X6O6+53pdUPPssALXvvIv0enFu2sTOOadT8847Hb6mhq++BCmJuvQSwo47DvtPPxFwayUW/HY71W/Nb6mmeaTh8/j58l/rWfVlAZt/KubzZ9exe20JS5b6aLClszbjMr5e6OXjJ9bgdftZu7CQkh11HH/FcIZNbev7Do00c/qt4xiUHcHM8weTMTa2k1mDyxEh5H2JzmpFutxcNuwSFhctZmtlLt7ycgyJg1hdtprokGgybBkYE+JbWrPti2vdekLGjO60BvmI+BSeOO5RRsYMp9K1hxsW3kChvxydTQuDNCYk4gv4yK3ObQk96xIhYMatiKqthNnEAVnkXrcfJJhCDiMh3/yxVudkyMlww49w/qt7oyX2YUhOPHXlTmpKHN0ePvyEE7AvXkzVSy+x44QTKbrlViqeeCJYq+82gcZGGn9YjLEpQ9qxciVVL76EZ+dOSu+9j+I77mxXNrn+y68IGTMGU2oq4Sccj3Q4sH/3PQDFv/8DZQ88QN7cuew64wwcq1cTcLmQHs/BfmkHHbfDy3sP/kLprnpOvnYUJ107kqo9jXz67y3o/G6OOz6EMcemMP6kNErz6nnpt4tZ+tFOMsbGMnRqxxuYiVkRnPu7SYw/MS14VRX3gxLyXtLc0GFu6pkYdAa+XvMe+HwYExNYVbaKSQmTEEJgiI8nUFfX7h8s4HLh2rYNy9hxXc4zM3km75z+Dm/PebullrIhXougMGVksLVmK06fk7FxY7scp4WMowEIM9sPyCL3ujVL1NRHyUA9JuCHBX+GxDFwwZtaREUX/0SDsiMBKC/svhUac8M8jCnJlD/2D/QREZgGZ1P12usEnM79XxxE7EuWIL1eEv/0R4TZTPkTT9KwcCHRV15JzE03Uv/FF2w/6ugWi9tTWIhr0yZsTf1ordOmYYiPp/iuu6h69TXsixYhjEa8BYW4t++g4JJL2Tp+AlunTafiueeQgS7q/Pdj/P4Ai97YQl25k1OuH82QyQkMnhjPoMFa6YjhFQsZcf40Zl00lJnnDeaYi4cRlxbOUXOHcPK1ow6aSHcHJeS9pFnIw/1GZiXPYvVGrYlDrU1PcWMxkxImAWCITwBo515x5eaCz4dlbPd8aRkRGVwx6gpWl6/G79H+Uc1DhrCyVIvLz0loF2LaMREpYI4g0lRBdXEjMtCzfAKPU0sGMYUcgnKozlothtnr0mrN2yu0evO1hXD0nWDsvGRtM5GJVgxmPeUF3W9YYYiKIu3FF7HNmUPyE4+T8Lvfgc9H7XvvtRM7X01Nn7WPs3/3PTqbjdAZMwg/5WRc69eD30/U5ZcTf/vtRF1+OQG7ndr3/gtAw8JvALDNPgUAnclE2quvAFD+8MPoQkPJXriA7G++IfmZp/e+3shIKp9+htr33uuT13GoWfbRTnatrWD6udkt5Zx1eh2nXJDEhPXPMPKo5DafkkfPSub8P+Qw7oRUjObDpwwwDPDNzoOBLlQT8oCjkdOzT+edb7R/muV+LSzwmBStNZopVQt59BTuxpSe3nK9a8MGAELGdH9TpFmsK684hdh/fkDYcceycsXdpNvSibN2M85ZCIgdTELtFja50qkpcxA9qPsJLh5Xk0V+MF0rK1/RsgW3fgVFK7RjehOExkNDiVZPekT3WnfpdIK41DAqCnrmFzalpZH8D62bkPR6MQ3OpuzvD+HOz2/ZdGxctozC664n+tJLSbj7rh6Nvy/ePXso+b97MKYkYx46lMizz8b+ww+EHXUUwmhk0P33Y4iNw3bqbEwpWlZk4p/+iGvDBmrefZeoyy7FsWoVpowMjMl7sybN2dlkvD2fxuUrsJ12KsYEzdAwpSRj+fYbrWesEOw8+RRqP/iQyAsvPKws0N5SsrOOtd/sZvSsZMafqLmopJTYf/iBkj/+iaj6eqIueOoQr7L7KIu8lzRb5AGHg1kps0hu1JJ8nt4znzGxY0gJ1wTclJEBgCcvr831zvUbMCQmdp6g0QHNafPbxscydNlSRKiV1WWrW6z/bhOdRXxAK9ZUnt8zQfO6NIvceLAs8pJ1Wr/Vb+/THmcdC5mztNraplCY+yoc8/seNUyIz7BRsdvedYvALhBGI6n//CchY8dS+95/8ezejXvXLnbfcCP4fFS/9RaBXvqZy//xOI3LllH77n8ou+9+Cq+5Fn9VFWEnHA+Azmwm4fe/w7KPIRBx3rl4du7EtW4dzjVrsEyY0G7skJEjibn6qhYRb8aYrFmiQgiir7oS14YNuLdu7dXrONzYsrQEo1nPjKYyHa7cXPIvvIiiG2/CX11N4p//hOkAq7QeCpSQ9xJdqGbFBuyNmPVmTrZOwmsQnDnxUh6Y+UDLefrYWHRhYXjy89tc71y/vt0/4f6wmWzYTDaK7FpM8Paa7dR76rvvVmkmIoUo1xpMIXpKdtb16NKDbpFv+QIQcMEb8JuNcMXHcOWncMsyuHWF1lShhwzKjsDvDbD807z9n9wJpowMUprcEeWPP07BJZciAwHi7/oD+P00LllywGO7tm2j/osviLn2WlJffgl9TAzOtWvRx8USfuKJXV5rO/VUREgIZX9/CH9NDZaJ7YW8O9hO1pJZ7N//cEDXH64Ub68leVgURrMeT1ERhVdfg6eggLjbf8WQJT8TddFFh3qJPUIJeS9p6Whfrwlhljuc0OQ07pp6d5uCU0IITJmZePL3ioavpgZvYSEh3fSPtyYlPIWiBk3IV5b10D/eTEQKOukhKdNC8fbaHl3qabLITZaDZJHvWQUJozTBDuv+p5euyBoXx7CpiaxZUIi9xn3A4xgTEgibNYuGL79Cejykv/46UZdcgj4ykroPPzrgcRu++QaEIPrKKwibOZPszz8j/s47SHvpZXTmrpt56MPCiLrwwr05Ch1Y5M3UVzr5+Mk1bF1eyo5V5dSWO6hs6kFriIsjZPRo7D/9eMCv43CjqthObZmD5KGR+O2NFFx6Gf7aWpIfeZjYm27CEN15H4DDFeUj7yXNQh6o04TcW1yi+Rc7wJydjX3xYqSUWqOCr74CwJrTQwEGUsJS2FqjfdxdWbqSpNAkBoV1PG+nRGjVh5OSPOTnemisc3fZf7M13oNtkZeuh+wTgjqk0AkmnJLG1uWlrFu0u8tqmPsj9pZbcG/fTswN87A2Wb/hp86m/uNPkF4vwtizbGJ/QwO177+PZdLEFmHRR0YSc13HZY07IuqyS6l+/XUATFmdJz4t+XAnRVtqKNpS0+Z4zpwMpp6RhWX8eGo//BAZCHQaItuf2LWmAgQMm5pI+WMP4quoIPWllwg7KvjlZQ8W/f+3cohpscibhby0FGMnQm7NmYS/uhrPrl14ivZQ9sijWCZNwjJ+fI/nTQlPYY99Dw6vgyXFS/ZbqbBDmoQ8IaISgMrd9m5f2mKRHwwhbygDe1n7Ik1BIHpQKCnDo1i7sJCK3d2PYNkXy+hRDP5mIVFz57YcC502nYDDgbNpQ7snVL/6Kr7iEuJ/+9sDXpMpNZX0N98g64svOhVgV6OXvPUVhMeEoDfqMIboGTUrmfgMGys/z2f5J7swDhuBdDjw5Hddn6a/ULCxivi0cPR1FdR9+BGR553br0UclEXea4TVCkYj/to6pNeLr7y8cyGfMgWAxuXL8ZWUIl0ukh95+ICiAUbFjMIX8PHaptdw+Bwcn3Z8zxffVIUuWl8IjKamtJH00R0n0OyLx+lHpxfojQfBFihdr31PDH66sxCCU64bzau//4mdq8uJSw1e0arQqVNACBqXLsU6ceL+L2gi0NhI9fy3CTvhhB5d1xGtm4x3xIpP8wj4JKfeOIaYpFB0eu33WVvu4JtXN7Pyi3xqhw8iFYErdzPmrMwuxzvcaaxzU5Zfz9QzMqn73/+QXi+xN910qJfVa5RF3kuEEOgjIvDX1Wm1VAIBDIM6zvgypqZiTE2l9t3/UD1/PuGnnNImJKwnNJddfX7d80SaI5k6qF2b1P0TYoOwRELqNxMWZaZ0V1PkSmPlfi/1uHwHz61Sovl5+0LIAULCjEQnh1LRg5jy7qCPjCRkxAhq3nkX54aN3b6u9v33CdTVEXPdtfs/uRc4Gzxs/KGI0bOSiUsNbxFxgMh4K+f/IYcxx6WwY4uTvKzTcefm9ul6Dgb56ytBQua4OBq+/hrLpIkYk5IO9bJ6jRLyINAs5N7SUgCMgzr+wxBCEHHG6bi3bUM6HMT/+vYDnjMqJIrsiGwArhx1ZZva5j0icQwUryV1ZDQ7V5cz/1fvUvDAXNj0vy4v87r8By/0sHQDRGVoVQz7iNjksJYNvmAS/7s7ASi87jrqPv0U58ZOG2cBIP1+ql57HUvOpC43KA+UyiI7677djd+nRetICSOP7lzIjp47hME58eSnnkzl2u1BX8/BZtfaSmyxIYS6ynBv347tlNmHeklBoVdCLoSYK4TYJIQICCF6vmM3QGgR8uISAIydWOQAkRdcgCkzk7hf394SW36gPHrMo9w24TauHNlxl/tukXEUVOQycZqRqHAHtZ54Pqv5C/YvHwdf5zHQB9UiL10PicH3j7cmJiUMR70HR31w64uETp9O6nPPEqiro/h3vyf//PPJO/c8LSIFcKxaRd75cym47HLcO3fi+OUXfCUlRF96aVDXAVrVvo+fWMNP/93Ofx5YwabFe0geGtmlO0noBNPPzgahY7M9k6o33gr6ug4WHqePoq3VZI6Pw7FsGQBhxx13iFcVHHprkW8EzgUWB2Et/ZYWIS9pEvLEzoXcmJhI9pdfEHvjjb2ed0jUEOaNnYdR34v66qPPBZ2ByCW/5ZLkP3J05vcAFFVEw6bOQ+c8Ln9w0/MbSuH9a6Fgadvjzhqo3gWDuq5F01vi0zUxK9lRG/SxLWPHkvz4P0j4s9ah3rV5M3t+93savv2WwquvwbVlC46VK8k79zwKr7oaYbUSduyxQV9H4cYqXE0Ns2tKHZitBs64bfx+r7PFWkgeGkFZ4hTeXZLEx3/4uMclHQ4GjXVuPn1mHW/fs4z6qvb1bzb9VEzAJ8kaF4dr/Qb0sbEYk/u/WwV6KeRSylwp5cBK+ToANCGvxZOXpyX+hPa8l+MhIzINZj8EeT9AbQGjj0rEYNJRIUbD9q87vczr8gXXtfLtfVoj7ddPh7Vv7/00UKxlnpLStx/4ErMisNhMbPul41LDvcV22mlEX3YpmR99SOI996ALC6XolluRHg9Zn3xC8lNPIZuKXEVdeCE6S/BLLu9cU47ZauCKB2cw9cxMLv7r1G5vVs++YSzTT9P2c4rqwtm9tqjN81JKNi7ew8/vb6euovsVJYPJ9/O3UripippSB2sXFLZ5rmqPnSUf7iA2NYzE7AgtEW/s2AFTduCgRa0IIeYB8wDS+lHqa3cwxMbgr6jEtXULIUMPnway3WbK9bDkaagtRDfqdGJTyqmoHA6VnWfzed1+wmOCJDZSwravtPKzjZXwv5vg56fgnH/Dihe1c5KC7y9ujU6vY2hOAhsWF+Fq7LsWdiEjRhAyYgSh06dR8pe/Ypk0EXNWJuasTMI3b8JfV4c+MjLo88qApGBjFWkjowmPDiHntJ5Fn4SEGpl45jAyYu2880YdX7y0jfP/GNnSVKFwczU/vK3ZdOUFDZxzR++ibXrCum93s/bbQuzVbnLmZGCvcpG7tIQpZ2ShN+moK3ey6qt89AYdp986Du/OHXjy8og879yDtsa+Zr9CLoT4BujIV/AnKeXH3Z1ISvkC8AJATk7O4fe5rBcYk5ORXi/uzbmEXtkLf/Wh5LpFWuGpyDTiUp1sKYgnULkLnZQdloMNqmulagc4qrSCV6POgR8e0d5YXtAKjpF1bJ9udDYzfEYi6xbt5n+Pr2bSqRkMyUnY/0UHiCk9nfQ3Xm9zTOh0GKKi+mS+8sIGnA1e0sf0rtFBZM4YMu+/m7z0OfzngV+Yfk42I2YMYu3CQkIjzQyfnsiqrwp6lFzWG+w1bn76r7YJO3F2OpNmp1O1tZhtv5Txxp+W4PcHCPg0uRl3fCqhEWYq3/0OgIhzzunz9R0s9ivkUsquizooMKbsbeZsHjr0EK6kF4TFtXSIT8i0seEHAzXOaGLsZRDe/n08qK6Vwia/eOo0rfnwyfdrm7Al62D46ZDQaS/3oBKbEs7xV4xg0Ru5LHhpE1uWlDDr4qFExFnxewM01rmxxbb/FOLz+tHpdeh0h+/H9IINlSAgbVTv0s91JhPjxxowL3+LLcMvY+lHO1n6kVbpc/q52aSPimHVlwXsWlPBmGO1/wspJc6VKzGmp/eoONz+kFKydqHmQrnoL1OISQ6j9L77qXn7bSafeDmFKaeAALfDR0iokXEnaglwzjVrMGVlYYjpXs5Ef0AlBAWB1kWvDrQ40eFEQqZm/ZZ6hxFTtaOdkEsp8br9wYtaKVwOlmiIbeWWGnqK9nWQGTFjEMnDInnn3uUUbq7mrb8sa3lOCJh792Ti0vZGeTRUu/jPAytIGhLJaTf1bWRNbyjYWEVipg1LWO8bRyfedx/ygb8jf5qP7ZIrKG7Q7seYY1IwmHREJlhZ/O424tLDScyMoPrllyl/7B/oQkPJ/PjjlnK7vWXHqnLWLdJK0cYkh1E9fz41b78Nej2h37zJ8Q+NJPLss9tcIwMBnGvXEnZicMs9HGp6G354jhCiCJgOfC6E6Hx3bACjj4wk4c9/JvrKKzFn9u/MN4CIeAshVh1l3iFQtbPd8z5PACk58OL6W7+CF46DeyLgrfNg7VuQPqPLjj4HE1uMhcvum85J144kLi0cc6iBxCwbUsLKL/LbnJu3rgK3w0feukry1lVQXdJ4aBbdBY21bsoLGnrtVmlGZzYTf8uNpAd2Ev70bRw/spyZ5qUUnH4q5Q89zPGnRhASZuSDh1ex5D+5VDz9DMakJK1FXRCLb21avAdbnIUZp8TRuHQplc8+h2XcOIatWknI6NFUPPV0u+5N9sWL8dfWEjazf6fk70uvTCop5UfAgZd3G0BEXxb8uN9DhRACW6yVxrJYqMlv9/zeOisHIOQl6+G9K8DfVG1whxZPfSBlaPuS0EgzQycnMnTy3k8jKz7dxS+f57NjVTk6neDLf2s1VMKizRhNer54XvtZ6AQxyaEcc/EwErP63re/Pwo2VgGQGcRGwMbERNLnz6fwiivY8+vfAKCPi6X67bcxLFzAmf98g2+fXca6b31MMsZhu+lefP+8H+eatT0uESsDkrL8eqw2E3qDjtBIM7lLStizrZYps1PYdfLJBBob0UdHk3j/fehCQoi/8w4Kr7qa/AsvIvGvf0EfHUPRr27Ds2Mnhri4/ZYB7m8o14qiQ0LCzTjLY6GmfWp5c+VD44G4VhY/AoYQuH2d5g+3l4Gnsc/S74PJxFPSyVtfydcvtr0nJ141Er1Rx/8eX4PfG0AIrQDZ6q8LDgt3S+muOq0MQVJww2JNKclkL/iakr/8FenxMOjvD+JYvpzd18+j8tyTyAxPo2rSH/hl8h/hWzeGEb9h+saX6Wnk9jevbWbbir1hoakjotidq1VqTAnsoraxkYQ/3o3tjDNaNotDp00j4e67KPv7QxRcdnmb8aIuubjH1SgPd5SQKzrEEm6kOhAJNe2bLjQ3Xu6xa6ViG+R+CrN+D7amwmLmsF6u9OBhMOmZce5gPnlqLQDXPnY0IWF7BeHqR47CYNLh8wRY9r+dbFlWit8XQG84tJUwKnY3EJca1icx08JgIOnvD7b8HHrUUYSfOhv3tu0MuewyqvKgwRfCmOMz+O6tLZR44hlZXd3tmt9VxXa2rShj+IxBRCVacdZ7WP9dEXqjjjnnRVP/h3kYU1OJuuQShKGtnEVdcQXmYcOwf/c99QsXEHfzzQRcbqIumNvJbP0XJeSKDrGEm3D6rMjqfPb99z9g18qaN0FngCnzgrPIQ0DK8ChmXTSUuLTwNiIOYLZo/056i460kdFs/GEPpTvrSB7WNyGF3cHvC1Bd3Mi4E1IPynxCCFKeeKLl59NaPbfm821URY3AuW4d4d1Mjd/4/R70Bh0zzs1u2aht7rFZ99j94PWS9uIL7US8eS2h06a1WOcDGVU0S9EhljAj/oAer8Opda1vxQG5VvxeWP+elvQT1s0G0YchQgjGHJuyX9938tAodDpB4ebqg7QyqC1zULCxCrfT13KsuriRgF8GtTzvgZI+NoHayMHY12/u1vmOeg9blpcyZHJ8i4g716/Hv+w7rFZBw8JvCDvhhF7XLBoIKItc0SGW8KZ/nEAEppp8sIxvea5ZKJot0G6R+ynYS2HiFUFc5eGLyWIgMTuCgk1VTD8nu0/m2Lm6nJAwI8lDoyjZUctH/1iNbEq1G5wTz8nXjqIsT2t4kpBp65M19IT0cQms+6GEos0VtK7Y76+tRQYC6KOiWtw/fn+ADx9bRcAXaPk04c7LI//iS8Dvb7nWduqpB/MlHLYoi1zRIZZwzW3gDNja+cmdDVodlH1dCx3i84DHAcv/DVGZMOTgx4YfKtJHx1BVZKeh2hX0satLGvnqhY188uRaZECydXkpeoOOE64agRCwY2U5nz2zjp1rKrCEGwmPCQn6GnrKoCER6PFTUmlEBgIA1H3+Odumz2D7jJnsvn4eAZd2r3Zvrqau3MlJ14wiNiUcGQhQ9tBD6EJCsORMAiB89ux+39knWCghV3RIy0fZQES7EESn3YtOJzBb92OR+zzw76Ph6Qmwe5lW02UA9HzsLpnjtHC/5vC/YJK/Xmv+EQhIKovs5K2vJH10DMOnDeKm547jqLlDWvpwJmRGHBbFoQxGPQmxASrDBuPasgUpJRXPPocvMR1htdL4009UvfwyAKU76xA6QfqYGJzr1rHj+BNo/GExsbfdSvrrrzP4229IefIJhKn3CU4DgSPnv0rRI5qtbZcxCar3WuRSSqqLGwkJM+5fHHZ9DxVbNJeKMRTGD5xY++4QmWAlPCaEwk19IOQbKltKJCx8ZROOOg9DJmu1YYQQjDshlbl/zGHMMcnMOLdvXDsHwtBZGTgtcez4YjX1n31GLmNYPOx31Pz1PayTJ1P38SdIKSnLqyfS6qF+/pvsvuFG0AkGPfR3oq+8EqHXH3BnrYGKEnJFh7QIuSUTile3HF/2v53kr68kKtG6/0HyF4PeDFd+Che+AZbIPlrt4YkQguwJceSvr6S8oP6AxqircFCW1/Zal91L6c46xh2fSmJWBDWlDqw2E5nj224ix6aEM+viYUQlHj5llYcfNwRDwMWuLQ42frKewrSTAVj9VQGNR52Pt7AQx+q1lO2qwbp1GeUPP4z0+0l76SUizz77sPhkcTiihFzRIaYQPTqdwGUbpbVaqynA7fSxcXExCZk2Tr5u9P4H2b0CksZD5iwYPLAy6bpLzmkZhISbWir09YTGOjfvPvAL7z+8kh2ryluOF2ysRErIGBvL7BtGE5Vo5agLhhzWRbua0Rt1pEQ52KPLYK1+OjEhDVz72NFYbCZ+3GijIXow299eiNcLUfXbiPv17WR98jHmrKxDvfTDGiXkig4RQmAONWgWOcB7l7PqgXvxOH3MumgoVtt+fJM+t9YUInVK3y/2MMZsNTLplHRKdtTx+XPrqdjd/QbPv3yej9/jR2/QseLTXS3x+3nrKgmNMBGfFk5ohJlL7pnWpyV3g83Rt8wiwluO3u9m5txhhIQZOfqCIZhDjawbdwvrS+Mxeu0MPWcasTfeiHHQoP0PeoSjhFzRKSGhRtw+C8y4DWdpCWurZpFkKyI+vRuhbCXrwO+B1Kl9v9DDnJFHJ5EyPIr89ZUseqN7neir9tjZ/FMxo49N4ZR5o6kpdfDirxezZVkJhZuryRgbi+gHFnhH2NLiueTlS7jh+ZNInTkcgCE5CcyeNxqPNNEQnsaEoS4Sb7v5EK+0/6CEXNEpIWFGrcfjyQ9QddEKJHomGd8Ab1M4nd8Lmz+GLZ9DQ6sWaT4P7GrqLpRyZFvkAEaTnrN+PYGpZ2VRuduO2+Hd7zU/vrcdk0XPlDmZZI6NZfKcDAC+fS0Xn8fPsKmd94XtDwidrl02ZmJWBNPPyWbciank/H4uQh/EVoIDHJUQpOiUkFAj9ZVaGdCapvKs0bqdULRC83t/cw8s/efeC4bNgfoiqNwOXgckjoXw/vORv69JaPokU17QQOqIzmuN1FU42LO1hunnZLdsOk85I4vsifF88fx6Js/JZNDgyIOx5IPOxFPSD/US+iVKyBWdYg414irQfLo1ZQ6MZh2h+lrI+xGis2HZc5B5DEy9ET6+GbZ+rl2YMhlih8Hkaw/d4g9D4tK1NPnygvouhTx/vRaumDWhbRRKTHIYlz8wo+8WqOi3KCFXdEpIaJNrBagtbSQqMRQRMx7yf4LoLJABmP2Q1ootdSUEfFppWoPliEr86S4hoUZscRbKC7re8MxbV0F0UiiR8d0I8VQo6H2HoEeFEFuEEOuFEB8JISKDtC7FYUBIqAG/N4DX46emzEFkghXSpmlx5WUbQWeE2KYepaGxWks4U6gS8S5ISA+ndFcdgUDH/cfrK50U76hryQpVKLpDb//jFgKjpZRjgW3A3b1fkuJwISRU88821rixV7s1IU+eBD4XbPxQ67GpVx/qekLWhHgcdR7y11W2HNu6vJQf/7ONugonW5aVIqVk1NEqc1HRfXrb6m1Bqx+XAef3bjmKw4nmjbbSXVoFvcgEK6TkaE82FEOaCi3sKVnjYwmLMpO7tISsCXG4HV6+eVUr67r+uyIAkodGEh596ItcKfoPwTSnrgH+E8TxFIeYZou8pEnIoxKtEBkPQg/SD/GjDuXy+iU6vY70MbFsW651D9qytBSAnDkZ7N5cTViUmWlnHz61URT9g/0KuRDiG6CjoNU/SSk/bjrnT4APmN/FOPOAeQBpaWkHtFjFwaVZyIu21CB0Qtt8E0JL8ilcAlnHHOIV9k/SRkazafEeti4rZePiPSRk2ph6RhZTz1Bp6IoDY79CLqXsskiGEOJK4HTgBCllxzs42jgvAC8A5OTkdHqe4vDBFmtBCKivcBKbGobB1JSgcf7LULZZCzNU9Jj00TEkD43ku7e2AHDCVSMO8YoU/Z3eRq3MBv4AnCmldARnSYrDBaNZ3+InHzGjVe9zWxIMOVGzzhU9Rm/QceqNY8ieGE9sahiDJ8Uf6iUp+jmiCyN6/xcLsQMwA80Fl5dJKW/c33U5OTly5cqVBzyv4uBRuquOgo1VTD49s19U11MoBjJCiFVSypx9j/c2amVwb65XHP4kZkXst9GwQqE4tKjMDYVCoejnKCFXKBSKfo4ScoVCoejnKCFXKBSKfo4ScoVCoejnKCFXKBSKfo4ScoVCoejnKCFXKBSKfk6vMjsPeFIhKoCCA7w8Fqjc71lHFuqetEXdj/aoe9KW/no/0qWUcfsePCRC3huEECs7SlE9klH3pC3qfrRH3ZO2DLT7oVwrCoVC0c9RQq5QKBT9nP4o5C8c6gUchqh70hZ1P9qj7klbBtT96Hc+coVCoVC0pT9a5AqFQqFoRb8SciHEbCHEViHEDiHEXYd6PQcDIUSqEOI7IUSuEGKTEOL2puPRQoiFQojtTd+jWl1zd9M92iqEOOXQrb7vEELohRBrhBCfNf18pN+PSCHE+0KILU1/K9OP5HsihPhN0//LRiHEO0KIkAF9P6SU/eIL0AM7gSzABKwDRh7qdR2E1z0ImNj0OBzYBowEHgHuajp+F/Bw0+ORTffGDGQ23TP9oX4dfXBffgu8DXzW9PORfj9eB65remwCIo/UewIkA3mApenn94CrBvL96E8W+RRgh5Ryl5TSA7wLnHWI19TnSClLpJSrmx43ALlof6hnof3z0vT97KbHZwHvSindUso8YAfavRswCCFSgDnAS60OH8n3wwbMAl4GkFJ6pJS1HMH3BK37mUUIYQCsQDED+H70JyFPBna3+rmo6dgRgxAiA5gALAcSpJQloIk90NzB90i4T08CvwcCrY4dyfcjC6gAXm1yN70khAjlCL0nUso9wGNAIVAC1EkpFzCA70d/EvKOOv8eMSE3Qogw4APg11LK+q5O7eDYgLlPQojTgXIp5aruXtLBsQFzP5owABOB56WUE4BGNNdBZwzoe9Lk+z4LzU2SBIQKIS7r6pIOjvWr+9GfhLwISG31cwrax6UBjxDCiCbi86WUHzYdLhNCDGp6fhBQ3nR8oN+nmcCZQoh8NPfa8UKItzhy7wdor7FISrm86ef30YT9SL0nJwJ5UsoKKaUX+BCYwQC+H/1JyH8BhgghMoUQJuAi4JNDvKY+Rwgh0HyfuVLKx1s99QlwZdPjK4GPWx2/SAhhFkJkAkOAFQdrvX2NlPJuKWWKlDID7W9gkZTyMo7Q+wEgpSwFdgshhjUdOgHYzJF7TwqBaUIIa9P/zwloe0sD9n4YDvUCuouU0ieEuBX4Gi2C5RUp5aZDvKyDwUzgcmCDEGJt07E/Ag8B7wkhrkX7w50LIKXcJIR4D+0f2QfcIqX0H/RVH3yO9PtxGzC/ycjZBVyNZqgdcfdESrlcCPE+sBrt9a1By+QMY4DeD5XZqVAoFP2c/uRaUSgUCkUHKCFXKBSKfo4ScoVCoejnKCFXKBSKfo4ScoVCoejnKCFXKBSKfo4ScoVCoejnKCFXKBSKfs7/A3DPJacaWfCcAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot time trace of the target\n",
"for ds in ds_list:\n",
" plt.figure()\n",
" plt.plot(ds[:][1].cpu());"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "43376da4",
"metadata": {},
"outputs": [],
"source": [
"# Set up train/validation split\n",
"\n",
"split = 0.8\n",
"num_samples = len(ds_big)\n",
"num_train = int(num_samples * split)\n",
"num_val = num_samples - num_train\n",
"\n",
"ds_train, ds_val = torch.utils.data.random_split(ds_big, [num_train, num_val])"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "78d667f1",
"metadata": {},
"outputs": [],
"source": [
"# Instantiate training and validation loader\n",
"loader_train = torch.utils.data.DataLoader(ds_train, batch_size=batch_size, num_workers=0, shuffle=True)\n",
"loader_valid = torch.utils.data.DataLoader(ds_val, batch_size=batch_size, num_workers=0, shuffle=True)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "4410f740",
"metadata": {},
"outputs": [],
"source": [
"def make_pred_plots(ae_prob_dt_pred, ae_prob_dt_true, epoch):\n",
" \"\"\"Plots predicted vs true change in AE probability.\"\"\"\n",
" ax_dx, ax_dy = 0.15, 0.15\n",
"\n",
" fig_vs = plt.figure(figsize=(12, 6))\n",
" ax_list = []\n",
" # Plot\n",
" for i in range(5):\n",
" ax_list.append(fig_vs.add_axes([0.1 + i * ax_dx, 0.1, ax_dx, ax_dy]))\n",
" ax_list[i].plot(ae_prob_dt_pred[:, i].cpu(), ae_prob_dt_true[:, i].cpu(), '.', ms=1)\n",
" ax_list[i].set_xlim((0.0, 1.0))\n",
" ax_list[i].set_ylim((0.0, 1.0))\n",
"\n",
" # Pretty-fy\n",
" for i, ax in enumerate(ax_list):\n",
" ax.xaxis.set_major_locator(MultipleLocator(0.25))\n",
" ax.xaxis.set_minor_locator(MultipleLocator(0.05))\n",
" \n",
" ax.yaxis.set_major_locator(MultipleLocator(0.25))\n",
" ax.yaxis.set_minor_locator(MultipleLocator(0.05))\n",
" \n",
" ax.set_xlabel(\"predicted\")\n",
" ax.set_title(f\"AE mode {i}\")\n",
" \n",
" for ax in ax_list[1:4]:\n",
" ax.yaxis.set_ticklabels([])\n",
"\n",
" ax_list[0].set_ylabel(\"True\")\n",
" ax_list[4].yaxis.tick_right()\n",
"\n",
" fig_vs.text(0.5, 0.3, f\"epoch {epoch:03d}: d(Probability of AE modes) / dt\", ha=\"center\")\n",
"\n",
" return fig_vs"
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "dfab9cda",
"metadata": {},
"outputs": [],
"source": [
"# Define a simple MLP model\n",
"class my_mlp(nn.Module):\n",
" \"\"\"MLP that maps final_output[0] to final_output[1].\"\"\"\n",
" def __init__(self, nlin=\"ReLU\", layer_sizes=[256, 256], dropout=0.0):\n",
" \"\"\"Initializes the MLP with non-linearity, layer sizes, and dropout\n",
" \n",
" args:\n",
" layer_sizes: list of ints, which define the hidden size. Must be at least 2.\n",
" dropout: Probability for dropout after each linear layer\n",
" \"\"\"\n",
" super(my_mlp, self).__init__()\n",
" \n",
" assert(len(layer_sizes) >= 2) # At least 2 hidden layers\n",
" self.dropout = dropout # Store droput parameter\n",
" if nlin == \"ReLU\": # Store nonlinear activation function. default to ReLU\n",
" self.act = nn.ReLU()\n",
" elif nlin == \"Sigmoid\":\n",
" self.act = nn.Sigmoid()\n",
" elif nlin == \"tanh\":\n",
" self.act = nn.tanh()\n",
" else: # Default to ReLU\n",
" self.act = nn.ReLU()\n",
"\n",
" # Create hidden layers\n",
" self.linears = nn.ModuleList([nn.Linear(layer_sizes[0], layer_sizes[1])] +\n",
" [nn.Linear(layer_sizes[l], layer_sizes[l + 1]) for l in range(1, len(layer_sizes) - 1)] +\n",
" [nn.Linear(layer_sizes[-1], 5)])\n",
"\n",
" def forward(self, x):\n",
" for i, l in enumerate(self.linears[:-1]):\n",
" x = l(x)\n",
" if self.dropout > 0:\n",
" x = F.dropout(x, p=self.dropout)\n",
" x = self.act(x)\n",
"\n",
" # Apply final layer without dropout\n",
" x = self.linears[-1](x)\n",
"\n",
" return x"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "cb4d5fc9",
"metadata": {},
"outputs": [],
"source": [
"# Instantiate the model\n",
"model = my_mlp(nlin=\"ReLU\", layer_sizes=[12, 256,1024, 1024, 32], dropout=0.1).to(device)\n",
"# Define a simple Mean-squared error loss function\n",
"loss_fn = nn.MSELoss()\n",
"# Set up optimizer\n",
"optimizer = torch.optim.Adam(model.parameters(), lr=lr)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "de7d8196",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"epoch: 1, train loss : 0.00776, valid loss: 0.00434\n",
"epoch: 11, train loss : 0.00189, valid loss: 0.00156\n",
"epoch: 21, train loss : 0.00122, valid loss: 0.00107\n",
"epoch: 31, train loss : 0.00090, valid loss: 0.00105\n",
"epoch: 41, train loss : 0.00084, valid loss: 0.00077\n",
"epoch: 51, train loss : 0.00080, valid loss: 0.00078\n",
"epoch: 61, train loss : 0.00087, valid loss: 0.00078\n",
"epoch: 71, train loss : 0.00072, valid loss: 0.00068\n",
"epoch: 81, train loss : 0.00070, valid loss: 0.00068\n",
"epoch: 91, train loss : 0.00066, valid loss: 0.00066\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 864x432 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x432 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x432 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x432 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x432 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x432 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x432 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x432 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x432 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x432 with 5 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"\n",
"# Define a simple Mean-squared error loss function\n",
"loss_fn = nn.MSELoss()\n",
"# Set up optimizer\n",
"optimizer = torch.optim.Adam(model.parameters(), lr=lr)\n",
"\n",
"losses_train_epoch = np.zeros(num_epochs)\n",
"losses_valid_epoch = np.zeros(num_epochs)\n",
"\n",
"total_batch_tr = 0\n",
"total_batch_val = 0\n",
"for epoch in range(num_epochs):\n",
" model.train()\n",
"\n",
" loss_train = 0.0\n",
" loss_valid = 0.0\n",
" for i, (data, target) in enumerate(loader_train):\n",
" optimizer.zero_grad()\n",
"\n",
" outputs = model(data)\n",
"\n",
" loss = loss_fn(outputs, target)\n",
" loss.backward()\n",
" optimizer.step()\n",
"\n",
" loss_train += loss.item()\n",
" #print(f\"batch {i}: loss = {loss.item()}\")\n",
"\n",
" model.eval()\n",
" with torch.no_grad():\n",
" for i, (data, target) in enumerate(loader_valid):\n",
" outputs = model(data)\n",
" loss = loss_fn(outputs, target)\n",
" loss_valid += loss.item()\n",
"\n",
" losses_train_epoch[epoch] = loss_train / len(loader_train) / batch_size\n",
" losses_valid_epoch[epoch] = loss_valid / len(loader_valid) / batch_size\n",
"\n",
" if epoch % 10 == 0:\n",
" # Make output plots\n",
" # Un-normalize the true delta of the AE probability\n",
" ae_prob = ds.predictors[\"ae_prob\"].data * ds.predictors[\"ae_prob\"].data_std + ds.predictors[\"ae_prob\"].data_mean\n",
" # Un-normalize the delta from the RC model\n",
" ae_prob_delta = ds.targets[\"ae_prob_delta\"].data * ds.targets[\"ae_prob_delta\"].data_std + ds.targets[\"ae_prob_delta\"].data_mean\n",
" # Calculate the true new value of the AE probabilities\n",
" ae_prob_dt_true = ae_prob + ae_prob_delta\n",
" # Use the model to get the predicted delta of AE probability\n",
" ae_prob_dt_pred = torch.zeros_like(ae_prob_dt_true)\n",
" with torch.no_grad():\n",
" ae_prob_delta_pred = model(ds[:][0]) * ds.targets[\"ae_prob_delta\"].data_std + ds.targets[\"ae_prob_delta\"].data_mean\n",
" # Add predicted delta to AE mode probablity\n",
" ae_prob_dt_pred = ae_prob + ae_prob_delta_pred\n",
"\n",
" pred_fig = make_pred_plots(ae_prob_dt_pred, ae_prob_dt_true, epoch)\n",
" #pred_fig.savefig(f\"prediction_epoch{epoch:03d}.png\")\n",
" #wandb.log({\"Prediction accuracy\": wandb.Image(plt)}, commit=False)\n",
" #plt.close(pred_fig)\n",
"\n",
" print(f\"epoch: {epoch+1:2d}, train loss : {losses_train_epoch[epoch]:7.5f}, valid loss: {losses_valid_epoch[epoch]:7.5f}\")\n"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "b4167e4e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'MSE loss per sample')"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"plt.plot(losses_train_epoch)\n",
"plt.plot(losses_valid_epoch)\n",
"plt.xlabel(\"Epoch\")\n",
"plt.ylabel(\"MSE loss per sample\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "7b2e1dd3",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "8ac71ba9",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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