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@tommylees112
Created May 11, 2022 16:02
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{
"cells": [
{
"cell_type": "markdown",
"id": "1be39709-ed66-471b-ae87-3acc6ff6b6da",
"metadata": {},
"source": [
"# transfer learning"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "68f99cde-fa36-4e34-9f42-f31da85974a6",
"metadata": {},
"outputs": [],
"source": [
"from torch import nn\n",
"import torch\n",
"import pandas as pd\n",
"import xarray as xr\n",
"import numpy as np\n",
"from pathlib import Path\n",
"from typing import Optional, List, Dict\n",
"from collections import defaultdict\n",
"\n",
"from tqdm import tqdm \n",
"import matplotlib.pyplot as plt \n",
"\n",
"from torch.utils.data import DataLoader, Dataset\n",
"from sklearn.preprocessing import StandardScaler\n",
"from torch import optim\n",
"\n",
"import matplotlib as mpl\n",
"mpl.rcParams['figure.dpi'] = 300\n",
"\n",
"\n",
"# SET SEEDS\n",
"import random\n",
"torch.manual_seed(0)\n",
"random.seed(0)\n",
"np.random.seed(0)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "647bce93-e1d5-46eb-987d-4e619b442d99",
"metadata": {},
"outputs": [],
"source": [
"data_dir = Path(\"/Users/tommylees/Downloads\")\n",
"data_2 = Path(\"/Volumes/Lees_Extend/data/CAMELS/CAMELS_GB_DATASET/Catchment_Timeseries\")\n",
"data_3 = Path(\"/Users/tommylees/github/spatio_temporal/data/ALL_dynamic_ds.nc\")\n",
"assert data_dir.exists()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "0141a6f2-8df8-47e7-b8c3-0e2b03135019",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>precipitation</th>\n",
" <th>pet</th>\n",
" <th>temperature</th>\n",
" <th>discharge_spec</th>\n",
" <th>discharge_vol</th>\n",
" <th>peti</th>\n",
" <th>humidity</th>\n",
" <th>shortwave_rad</th>\n",
" <th>longwave_rad</th>\n",
" <th>windspeed</th>\n",
" </tr>\n",
" <tr>\n",
" <th>time</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1970-10-01</th>\n",
" <td>14.53</td>\n",
" <td>1.40</td>\n",
" <td>9.80</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.69</td>\n",
" <td>6.01</td>\n",
" <td>55.74</td>\n",
" <td>335.51</td>\n",
" <td>8.02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1970-10-02</th>\n",
" <td>0.32</td>\n",
" <td>1.36</td>\n",
" <td>7.39</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.60</td>\n",
" <td>5.15</td>\n",
" <td>91.45</td>\n",
" <td>299.80</td>\n",
" <td>9.79</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1970-10-03</th>\n",
" <td>4.99</td>\n",
" <td>1.40</td>\n",
" <td>8.86</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.63</td>\n",
" <td>5.15</td>\n",
" <td>72.77</td>\n",
" <td>316.45</td>\n",
" <td>5.35</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1970-10-04</th>\n",
" <td>11.60</td>\n",
" <td>0.00</td>\n",
" <td>10.01</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.27</td>\n",
" <td>8.45</td>\n",
" <td>46.68</td>\n",
" <td>341.77</td>\n",
" <td>7.44</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1970-10-05</th>\n",
" <td>20.92</td>\n",
" <td>1.58</td>\n",
" <td>8.98</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>1.88</td>\n",
" <td>5.44</td>\n",
" <td>98.34</td>\n",
" <td>298.83</td>\n",
" <td>8.38</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" precipitation pet temperature discharge_spec discharge_vol \\\n",
"time \n",
"1970-10-01 14.53 1.40 9.80 NaN NaN \n",
"1970-10-02 0.32 1.36 7.39 NaN NaN \n",
"1970-10-03 4.99 1.40 8.86 NaN NaN \n",
"1970-10-04 11.60 0.00 10.01 NaN NaN \n",
"1970-10-05 20.92 1.58 8.98 NaN NaN \n",
"\n",
" peti humidity shortwave_rad longwave_rad windspeed \n",
"time \n",
"1970-10-01 1.69 6.01 55.74 335.51 8.02 \n",
"1970-10-02 1.60 5.15 91.45 299.80 9.79 \n",
"1970-10-03 1.63 5.15 72.77 316.45 5.35 \n",
"1970-10-04 0.27 8.45 46.68 341.77 7.44 \n",
"1970-10-05 1.88 5.44 98.34 298.83 8.38 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"STATION1 = 16004\n",
"STATION2 = 15023\n",
"# df = pd.read_csv([f for f in data_2.iterdir() if \"16004\" in f.name][0])\n",
"# df = df.astype({\"date\": \"datetime64\"}).set_index(\"date\")\n",
"ds = xr.open_dataset(data_3)\n",
"df = ds.sel(station_id=STATION1).drop(\"station_id\").to_dataframe()\n",
"df2 = ds.sel(station_id=STATION2).drop(\"station_id\").to_dataframe()\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"id": "fe69fe74-e94b-4818-9f71-e68f66d2b489",
"metadata": {},
"source": [
"# training functions"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "767f2c25-d0e6-4a3e-914a-2cf6a214e680",
"metadata": {},
"outputs": [],
"source": [
"# Normalize the inputs\n",
"def normalize_data(df: pd.DataFrame, normalizer: Optional[StandardScaler]= None) -> StandardScaler:\n",
" if normalizer is None:\n",
" normalizer = StandardScaler()\n",
" norm_df = pd.DataFrame(normalizer.fit_transform(df), index=df.index, columns=df.columns)\n",
" else:\n",
" norm_df = pd.DataFrame(normalizer.transform(df), index=df.index, columns=df.columns)\n",
" \n",
" return norm_df, normalizer\n",
"\n",
"\n",
"# pt.Dataset\n",
"class dataset(Dataset):\n",
" def __init__(self, df: pd.DataFrame, variables: List[str], seq_length: int = 365):\n",
" # build dataset & load\n",
" self.error_ixs = []\n",
" self.dataset = {}\n",
" self.input_times = {}\n",
" for ix in np.arange(df.shape[0]):\n",
" try:\n",
" dd = df.iloc[ix: seq_length+ix]\n",
" if dd.shape[0] == seq_length:\n",
" X, y = dd[variables].astype(\"float32\"), dd[target].astype(\"float32\")\n",
" # save time indexes\n",
" self.input_times[ix] = X.index\n",
" X, y = torch.tensor(X.values), torch.tensor(y.values)\n",
" # save data\n",
" self.dataset[ix] = {\"x_d\": X, \"y\": y}\n",
" except:\n",
" self.error_ixs.append(ix)\n",
" \n",
" def __getitem__(self, ix) -> Dict[str, torch.Tensor]:\n",
" return self.dataset[ix]\n",
" \n",
" def __len__(self):\n",
" # 0 based index therefore max(ix) + 1\n",
" return int(max(self.dataset.keys())) + 1\n",
" \n",
"# model\n",
"class LSTM(nn.Module):\n",
" def __init__(self, input_size: int, hidden_size: int):\n",
" super().__init__()\n",
" self.lstm = nn.LSTM(\n",
" input_size=input_size,\n",
" hidden_size=hidden_size,\n",
" batch_first=True,\n",
" )\n",
" self.fc = nn.Linear(in_features=hidden_size, out_features=1)\n",
" \n",
" def forward(self, data: Dict[str, torch.Tensor]):\n",
" # (batch_size, seq_length, )\n",
" x_d = data[\"x_d\"]\n",
" output, (h_n, c_n) = self.lstm(x_d)\n",
" \n",
" return self.fc(output)\n",
"\n",
" \n",
"class RNN(nn.Module):\n",
" def __init__(self, input_size: int, hidden_size: int):\n",
" super().__init__()\n",
" self.rnn = nn.RNN(\n",
" input_size=input_size,\n",
" hidden_size=hidden_size,\n",
" batch_first=True,\n",
" )\n",
" self.fc = nn.Linear(in_features=hidden_size, out_features=1)\n",
"\n",
" def forward(self, data: Dict[str, torch.Tensor]):\n",
" # (batch_size, seq_length, )\n",
" x_d = data[\"x_d\"]\n",
" output, h_n = self.rnn(x_d)\n",
" \n",
" return self.fc(output)\n",
"\n",
" \n",
"\n",
"# train/test\n",
"def test_model(model: nn.Module, dl: DataLoader) -> pd.DataFrame:\n",
" out = defaultdict(list)\n",
" model.eval()\n",
" for d in tqdm(dl, desc=\"Evaluating Model\"):\n",
" y_hat = model(d)\n",
" y = d[\"y\"]\n",
" # loss = loss_fn(y_hat.squeeze()[-1], y.squeeze()[-1])\n",
" out[\"y\"].append(y.squeeze()[-1].detach().numpy())\n",
" out[\"y_hat\"].append(y_hat.squeeze()[-1].detach().numpy())\n",
"\n",
" return pd.DataFrame(out)\n",
"\n",
"\n",
"def train_model(model: nn.Module, dl: DataLoader, optimizer: optim.Adam, loss_fn: nn.Module, epochs: int = 15):\n",
" model.train()\n",
"\n",
" epoch_losses = []\n",
" pbar = tqdm(range(epochs))\n",
" for epoch in pbar:\n",
" losses = []\n",
" for smp in dl:\n",
" # reset gradients to zero\n",
" optimizer.zero_grad()\n",
"\n",
" y = smp[\"y\"]\n",
" y_hat = model(smp)\n",
" loss = loss_fn(y_hat[:, :, -1], y[:, :, -1])\n",
"\n",
" # autodiff = gradient wrt loss\n",
" loss.backward()\n",
" optimizer.step()\n",
"\n",
" # save the losses\n",
" losses.append(loss.detach().numpy())\n",
"\n",
" epoch_loss = np.mean(losses)\n",
" epoch_losses.append(epoch_loss)\n",
" pbar.set_postfix_str(epoch_loss)\n",
" return epoch_losses\n",
"\n",
"\n",
"def _generate_dynamic_path_input(\n",
" baseline: torch.Tensor, x_d: torch.Tensor, m: int\n",
"):\n",
" x_tilde = torch.zeros((m, x_d.shape[1], x_d.shape[-1]))\n",
"\n",
" for k in range(m):\n",
" #  update the x_tilde moving it towards the baseline\n",
" x_tilde[k, :, :] = baseline + k / (m - 1) * (x_d - baseline)\n",
"\n",
" x_tilde = torch.autograd.Variable(x_tilde, requires_grad=True)\n",
" return x_tilde\n",
"\n",
"\n",
"def _create_baseline(normalizer: StandardScaler, seq_length: int) -> torch.Tensor:\n",
" baseline = torch.ones(seq_length, 1) * (-normalizer.mean_[:-1] / normalizer.var_[:-1])\n",
" return baseline\n",
"\n",
"\n",
"\n",
"def calculate_ig(\n",
" dd: Dataset,\n",
" model: nn.Module,\n",
" normalizer: StandardScaler,\n",
" m: int = 100,\n",
"):\n",
" seq_length = dd[0][\"x_d\"].shape[0]\n",
" n_features = dd[0][\"x_d\"].shape[1]\n",
"\n",
" # iterate over EACH timestep\n",
" all_dl = DataLoader(dd, batch_size=1)\n",
"\n",
" # all_gradients = [n_timesteps, seq_length, n_features]\n",
" all_gradients = np.full(shape=(len(all_dl), seq_length, n_features), fill_value=np.nan)\n",
" \n",
" # create the baseline input as the start of IG path\n",
" baseline = _create_baseline(normalizer, seq_length)\n",
"\n",
" # igrad = [seq_length, n_features]\n",
" for ix, data_dict in enumerate(tqdm(all_dl, desc=\"Calculating IG\")):\n",
" # zero gradients\n",
" model.zero_grad()\n",
"\n",
" x_d = data_dict[\"x_d\"]\n",
" original_input_data = x_d.squeeze()\n",
"\n",
" assert baseline.size() == original_input_data.size(), \"Tensor sizes don't match\"\n",
"\n",
" # generate path input\n",
" x_tilde = _generate_dynamic_path_input(baseline, x_d, m=m)\n",
"\n",
" # update_data_dict_for_input_to_model\n",
" data_dict[\"x_d\"] = x_tilde\n",
"\n",
" # run forward pass\n",
" y_hat = model(data_dict)\n",
"\n",
" # calculate gradients w.r.t. inputs \n",
" y_hat[:, -1, :].backward(y_hat.new_ones(m, 1))\n",
"\n",
" # from these gradients calculate the mean gradient along the x_tilde dimension 0\n",
" # mean gradient (over all m gradients) * distance of baseline from input\n",
" igrad = (1/m) * x_tilde.grad.sum(dim=0) * (original_input_data - baseline)\n",
"\n",
" # how different is the baseline prediction to the input data\n",
" # a proxy for quality \n",
" quality = (y_hat[0, -1].squeeze() - y_hat[-1, -1].squeeze())\n",
"\n",
" all_gradients[ix, :, :] = igrad\n",
" \n",
" return all_gradients\n",
"\n",
"\n",
"def all_gradients_to_xarray(all_gradients: np.ndarray, dd: Dataset, variables: List[str], var_name: str = \"igrad\"):\n",
" ig = xr.Dataset(\n",
" {var_name: ((\"time\", \"input_time\", \"variable\"), all_gradients)},\n",
" coords={\n",
" \"time\": [dd.input_times[ix][-1] for ix in np.arange(len(dd))], \n",
" \"variable\": variables, \n",
" \"input_time\": np.arange(365)[::-1]\n",
" }\n",
" )\n",
" return ig"
]
},
{
"cell_type": "markdown",
"id": "86d8b9ee-0cb7-4d90-8a76-b1eda688b9b9",
"metadata": {},
"source": [
"# Get Dataloaders etc."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "13f24c45-e6d9-4289-b5db-f1304a242aec",
"metadata": {},
"outputs": [],
"source": [
"variables = [\"precipitation\", \"windspeed\", \"temperature\", \"shortwave_rad\", \"humidity\"]\n",
"target = [\"discharge_spec\"]\n",
"test_period = (\"2010\", \"2015\")\n",
"train_period = (\"2000\", \"2005\")\n",
"val_period = (\"2006\", \"2009\")\n",
"\n",
"SEQ_LENGTH = 365\n",
"HIDDEN_SIZE = 12\n",
"loss_rate = 0.05"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "aa557a4b-1c01-4b9e-a4e4-472c946e14e8",
"metadata": {},
"outputs": [],
"source": [
"def get_full_period(df: pd.DataFrame, period: List[str], seq_length: int) -> pd.DataFrame:\n",
" # TODO: are you sure you want this? danger of leakage\n",
" start = pd.Timestamp(period[0]) - pd.Timedelta(f\"{seq_length}D\")\n",
" end = pd.Timestamp(period[1]) + pd.offsets.YearEnd()\n",
"\n",
" return df.loc[start: end]\n",
" \n",
"\n",
"def split_data(df: pd.DataFrame):\n",
" te = get_full_period(df.dropna().loc[:, variables + target], period=test_period, seq_length=SEQ_LENGTH)\n",
" tr = get_full_period(df.dropna().loc[:, variables + target], period=train_period, seq_length=SEQ_LENGTH)\n",
" va = get_full_period(df.dropna().loc[:, variables + target], period=val_period, seq_length=SEQ_LENGTH)\n",
"\n",
" # Normalize the inputs\n",
" tr, normalizer = normalize_data(tr)\n",
" te, normalizer = normalize_data(te, normalizer)\n",
" va, normalizer = normalize_data(va, normalizer)\n",
" \n",
" return normalizer, tr, te, va\n",
"\n",
"\n",
"def load_dataloader(tr, te, va):\n",
" tr_dd = dataset(tr, variables, seq_length=SEQ_LENGTH)\n",
" test_dd = dataset(te, variables, seq_length=SEQ_LENGTH)\n",
" val_dd = dataset(va, variables, seq_length=SEQ_LENGTH)\n",
"\n",
" tr_dl = DataLoader(tr_dd, batch_size=500)\n",
" te_dl = DataLoader(test_dd, batch_size=1)\n",
" va_dl = DataLoader(val_dd, batch_size=1)\n",
" return tr_dl, te_dl, va_dl"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "0e8d0023-2938-492c-a47d-78b45d922414",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>precipitation</th>\n",
" <th>windspeed</th>\n",
" <th>temperature</th>\n",
" <th>shortwave_rad</th>\n",
" <th>humidity</th>\n",
" <th>discharge_spec</th>\n",
" </tr>\n",
" <tr>\n",
" <th>time</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1999-01-01</th>\n",
" <td>1.443080</td>\n",
" <td>1.254392</td>\n",
" <td>-0.440144</td>\n",
" <td>-1.124048</td>\n",
" <td>-0.538158</td>\n",
" <td>0.721695</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1999-01-02</th>\n",
" <td>2.898863</td>\n",
" <td>2.485659</td>\n",
" <td>-0.528112</td>\n",
" <td>-1.169563</td>\n",
" <td>-0.584135</td>\n",
" <td>2.542403</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1999-01-03</th>\n",
" <td>1.678907</td>\n",
" <td>1.379698</td>\n",
" <td>-0.868987</td>\n",
" <td>-1.109362</td>\n",
" <td>-0.905973</td>\n",
" <td>2.362503</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1999-01-04</th>\n",
" <td>1.713677</td>\n",
" <td>4.229047</td>\n",
" <td>-0.600685</td>\n",
" <td>-1.167446</td>\n",
" <td>-0.888731</td>\n",
" <td>3.451205</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1999-01-05</th>\n",
" <td>0.640358</td>\n",
" <td>-0.559821</td>\n",
" <td>-0.919568</td>\n",
" <td>-1.190468</td>\n",
" <td>-0.704824</td>\n",
" <td>2.548606</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" precipitation windspeed temperature shortwave_rad humidity \\\n",
"time \n",
"1999-01-01 1.443080 1.254392 -0.440144 -1.124048 -0.538158 \n",
"1999-01-02 2.898863 2.485659 -0.528112 -1.169563 -0.584135 \n",
"1999-01-03 1.678907 1.379698 -0.868987 -1.109362 -0.905973 \n",
"1999-01-04 1.713677 4.229047 -0.600685 -1.167446 -0.888731 \n",
"1999-01-05 0.640358 -0.559821 -0.919568 -1.190468 -0.704824 \n",
"\n",
" discharge_spec \n",
"time \n",
"1999-01-01 0.721695 \n",
"1999-01-02 2.542403 \n",
"1999-01-03 2.362503 \n",
"1999-01-04 3.451205 \n",
"1999-01-05 2.548606 "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"normalizer_1, tr_1, te_1, va_1 = split_data(df)\n",
"normalizer_2, tr_2, te_2, va_2 = split_data(df2)\n",
"\n",
"tr_1.head()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "f3d7031f-1868-4172-b270-61a745f9298d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"torch.Size([500, 365, 5])"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tr_dl1, te_dl1, va_dl1 = load_dataloader(tr_1, te_1, va_1)\n",
"tr_dl2, te_dl2, va_dl2 = load_dataloader(tr_2, te_2, va_2)\n",
"\n",
"tr_dl1.__iter__().__next__()[\"x_d\"].shape"
]
},
{
"cell_type": "markdown",
"id": "6e4eacb9-5965-4aff-8e77-0474fc77c13b",
"metadata": {},
"source": [
"# train original LSTM"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "12bd39b5-75a9-4ddf-84d1-a91c1b5d8d22",
"metadata": {},
"outputs": [],
"source": [
"lstm1 = LSTM(input_size=len(variables), hidden_size=HIDDEN_SIZE)\n",
"\n",
"# initialise training auxillary\n",
"lstm1_optimizer = optim.Adam([pam for pam in lstm1.parameters()], lr=loss_rate) \n",
"loss_fn = nn.MSELoss()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "f10011f5-a557-4143-9b2f-2233846aac8b",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|███████████████| 30/30 [00:30<00:00, 1.02s/it, 0.05616331]\n"
]
},
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7ff454cc4100>]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
"<Figure size 1800x1200 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"lstm_losses = train_model(\n",
" lstm1, \n",
" tr_dl1, \n",
" optimizer=lstm1_optimizer,\n",
" loss_fn=loss_fn,\n",
" epochs=30\n",
")\n",
"plt.plot(lstm_losses)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "eb2e8ef0-4870-4bf3-b3f5-df95ab0a9cbc",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating Model: 100%|█████| 1462/1462 [00:18<00:00, 78.46it/s]\n"
]
}
],
"source": [
"lstm_test = test_model(lstm1, va_dl1)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "fe708b4f-e093-473a-9581-4922c5b363cb",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Trained on 16004 Tested on 16004\\nLSTM 0.90 -- 0.12')"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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qqBDVv9meuSbH18xqqTNuvHWr77epEsCxhuUv+kf99G/P1aErelQsFrVlyxZt3rxZ++yzT+b1+SA7lKhVYQHUi10JAADaYGhoKPN4T0/PLK8EAAAAANpvuo1x12b1SCl2vqYQuTfr6+EMJmqEAPmxEKDWTIDpAo96rx3/Gvl8Xvvuu6/23Xdf57Wh7woB6l8L4OKuewEAAHVzVQL09vbO8koAAAAAoP2anQkwWnJvyI+2GAK4vmatSoBcmJPUvpkAta6t9TWmCh2VCUlqG1oPkIVKAAAA2oBKAAAAAAB7s2krAeLs8yM1QoBW2gHdeOON+r+P/qu27CzKeJ5kygOAvc5edR58svN1uVx5O9Q3Rrtu+T9FW9bKpqmUxuXwIE303WVv0CmXvaWuddQKR1xP92euy9EOSCqHHb7n130vYCpCAAAA2uCcc87Rxz72MQ0ODmpwcFBDQ0MaHBysWe4JAAAAAPPFdJUARWc7IHcIUGyhEuDRRx/V/Tf/pOq437NUHQeemP0i4ykXlDfTPc+osPZ2FdbeUX3vh86sex21BiY3VgngDgFKSaqOkBAAzSMEmIa19heS6v8dCwBYkE466SSddNJJc70MAAAAAJgRtTa7JSlyDP8djWZmJkCSOF7r+eo44ATtf9l3Jp7sr3xf2XbH87O3RqMoqnsdtXr215o7MFWtSoCS43sL1IsQAAAAAAAAAEBN8TQDat2DgWemHZArBDCeJ2OM5AcyGZv8QcUT914QZt6jWCzWv45aMwEcff6z5GpUAri+t0C9CAEAAAAAAAAA1DTtTIBmQoC4+UqAOM6uMIh3btTOG74qaxMpTSWbyqaJOg85RZ0HPkVhxdP5fpDLvEexWKh/HTW+L41UAoS1ZgI45i0A9SIEAABgBjzxxBPavn27oihSFEWK41hRFGn16tU66qij5np5AAAAANCQ6WYCuNrijNYIAWqdm46zHZCkXb/+etUxv6uvHAJUVgKE2SFAoVB/CNCumQA531MyvFNpcVg2icvti5JINo31wINrtP9Sx5wDoA6EAAAAzIB3vOMduvrqq6uOv/nNb9bnPve5OVgRAAAAADRvukqAUlOVAM23uTnmmGN02Lkv1oYdw7I2LW+a21Qjf/xl5vU2La+jsh1Q7/5HqVgsygS58psfyoR5nXLuBXWvo1abpNBzP90/Vc73tO0nn9HoAzdXnbsq97Cecfrn674XMBUhAAAAMyAMs3tLNjJgCgAAAAD2FNNXArhCgJkZDHzuuefqxFflVHp0+6TjGwe3qfjE3dUvGHtiv3Iw8KrTni9z1LOqLj39ghPqXkdWOLLhv96mZGSXTvnp/lqxYsXE25/8yZ/o5JNPzrxPGBgZL3urtpEZBUAWQgAAAGYAIQAAAACAvUmttjeSFDme6q/V8qfYQgggZQcTxvH0vbXjIcDu84Hj2umGIFeKMtYQD25VOrJLv//91knHTzjhBGcIkPO9zEHGklQslepeD5Cl/poUAABQtyDI/seba3gVAAAAAOzJmp0JMFJjo78QNd8OSJLirOoD42dfPNEOqGIwsKNn/3StjyZfO3kNNk2UjgxkXrtixQrnfXzPyPjZD5MVi4QAaA2VAAAAzAAqAQAAAADsTeqZCWCtlTGTN9ZrVQIU4tYqAbKCh9yKg2STSMbzJc+XMZ7k+QqX7idpcp/+wBECTBd4TLp2yhrS0UFJ2a+vFQIYY+Q7fo6kEgCtIgQAAKBF1lr99Kc/VU9Pj3p7e9XT06Ndu3ZlXptOU0ILAAAAAHuielrkxKmd1HNfkoaLMzMToPz1qn++WnzepTVf0/5KgMnXJiM7ndfWCgEkKQhymcdLhABoESEAAAAtKhaLevazn5157oc//KHOPfdchWEo3/ernooBAAAAgPmgno3xKEkn9dyXarcDqlUlUA9XMDHy4G80fM/PJS8ozwjwfBnPV9C/SuGL/mXiOlcI0EglwNSZAMlI9gNhkrRs2bKa91pz3qvVcdILZfygPB/AD2T8UO96dfYcAaBehAAAALRoaGjIeW7NmjXq7OycxdUAAAAAQPvVszEexVaa8jB77XZArVVKR45K62jbExq5/6aq47nVh0+qVAh8VyVA/euaOpcgt/xALX/pe9STjuiNpyzV5s2btXnzZg0PDyuXy37Sf1xnb58C21F13PXrBOpFCAAAQIsGBwed53p7e2dxJQAAAAAwM+rZGC9lDOodKbnbAZXiVGlq5TmeyJ+OqxLAptnBg/F8BRUzAXzPy7yulZkAflefug49Tav7O/XOfzy/7vtIUi7IXk8U178eIEv2/1kAAKButUKAnp6eWVwJAAAAAMyMuioBMkKA6Vr+FFuoBsj6epIkRwggz1cYTD8YOKlj/sHEGhzhyNTZCPWY2kppXFa4AjSCSgAAAFo0PDzsPEcIAAAAAGBvUO9MgKlGpgkBClGizpzf8Hp27typkZ1blRRTyfNkPF8ynowf1KwECCs2/j0j2bg09hYpjYtSHGntA5Hs+YfWNdPN9X0JHBv6teRcIUCLbZMAQgAAAFpUKpWc5/L5/CyuBAAAAABmRrOVANOGAHFzw4Hf/e53697PfKbqeNfhZypYvDr7RZ4/aXN+59q79fjH31R12Se+JH3g0kJdP89FjqoBV5VBLc52QFQCoEWEAAAAtOjss8/W4OCgSqWSoihSqVSaePMcPSYBAAAAYD6ppxKglNG7fjSqvck/Xbsg53oSd8uf/Joj1XPi86Q0LlcFpIlsmiq34sBJbXrCnHuTv1CoLwSYOhh44t5NVAK4XkMIgFYRAgAA0CLf92n7AwAAAGCvZa1toR2QezCwJBWi5ja449hxX+Op6/Az1HX4GZmnKzfa89OEAH19fdOvw/F98ZuoBHDNEaAdEFrF44kAAAAAAAAAnOoJAKTqECBN7bSb/M22A3KFAMZRjW1t+ddQ2aans6vLef/R0dG61uF6Sr+ZwcC5IHs2QqmBQcVAFioBAAAAAAAAADjVMw9AkkpTNsSnawUklQcDN6MUZYcAw/f8XCMP/XasBVAi2VRKE3UeeqpWvPSfFVb03e/q7HCvq1Coax3OwcBNtIbNOYID2gGhVYQAAADMgF//+tf6whe+oDiOFUXRxPvFixfrv/7rv+Z6eQAAAABQt/GN7uE//lLRtidko6LSuCQbFWXjojoPPVU9x5xXNSR3uqHAklRsdzsgSbY4XH0wLX+dsGJzvrvTXQlQbwjgHAzcRCXA4IZHtf2nX5FN4vJbGklJrG/c2KP3XPSjhu8HjCMEAABgBjzyyCOZm/1r1qyZ/cUAAAAAQAvGKwGG7/m5Rh+5rep80LtMOuY8RVN619cz9LfZSoD3vf/DurH3XNk0lWw68dT/wC3f0sj9N1Zdb9Py16ncnO9d1KtVr/moTJCT8XMyYfn9M47dV8cdd1xd66gcDJwWRzTywK/l5bu11e6j22/Pqb+/X319ferv75c3TXVAcdcWDf7+e1XH7384rGstgAshAAAAMyAMs/+RFkXRLK8EAAAAAFqTjoUAJshln49Lkqrb1gxPMxRYan4mwNKVKxUu3a/qeLDE8eCVHasEqBgM3JkPld/nqOpr813y/ez+/FNVtkqKB7Zo2w8+KUn6kaQffWT3devXr9fq1atr3ivnGFScxJGstTKm8eoCQGIwMAAAM8IVAtQqWQUAAACAPdH4RrcJszepbVSUVD0ToJ52QKOlJtsBOdrwGJO9eT9eCVA5sDfvGMRbjOtfUzSlEsClv79/2nvl89khi8TPkmgNIQAAADMgCLKL7agEAAAAADDfJBOVAI4QIC6HAFP7489kOyDnsFxXy52xSoCgohIgH2Rf20gIUBlG2OJQ5jW5XE4dHe4hxOM6cu4QoFQq1b0mYCraAQEAMAOoBAAAAACwt4jHhuq62gHtDgGmVgLMXDsgVwjQfeTZyi0/UPK8clWA50meL7+jR9KUSoDQFQLUv6bKdkBp1kBiSX19fXW18snn3b3/S6WSuru7614XUIkQAACAFl199dW69tprlcvllMvlFIah7r//fknSG97wBoVhqCAIFIahcjWe7AAAAACAPVGSWiUjuzT4u/+XeX68r/7UjfnROp7yL0RNtgNKs9sBhUv3k9fRK5smMp4vef7Ee5smCr3KSgBHO6AG1jQekEjudkD1tAKSpN6+xeo8/AwZP5TxAxkvkPxQ+y7tdVabA/Xg/x4AAFp0xx136Ktf/WrV8QsuuEBXXnnlHKwIAAAAANonTq3S0UHn+e5jzpckleLGZwIU290OSNLW735UhcfurDq+6Iw/UeA/Z+LzdrcDkvHk9y5TWhyWLY1OHO7r66vrXivX7KsVL35X1fHjDlqi3t7eutcETEUIAABAi1y9GXnqHwAAAMDeIEntRMufLOMDg6fOBKgnBGh2JoBrMLC0ewjwVMbzFFbOBGhDO6DKMKL3KReq9ykXSpIuOXUf/c3T99fOnTuVJPXdr3Jtrq8BNIMQAACAFhECAAAAANibxYlVGrkH03pjswKq2gHVMxOg6XZANV7nCAHk+ZNDAFc7oEYqARxtiXK5nJYsWaIlS5bUfa+cIwSYWmEBNMoxLhsAANSLEAAAAADA3qx2JYCR/PJA2+rBwNM/AV/P3IAsU6sOKrkqATw/kO9VDAZ2tQNqaCZA9joCf/pBwFPlHOuhEgCtohIAAIAWRVGUeZwQAAAAAMDeIE5T2Tj74ScT5GRMecO71EQI0Gw7oK996XPa8Ys7JOOVB/+Ove848CnOSgDfn7wVmg98Dd9/k6Itj8kmJdk4KocdcaSvHL5Fl1xyybTriB0b9JUDiOvlbgfkDjyAehACAADQoqc97WmSyhUBlW8nnnjiHK8MAAAAAFqXpFZ+zxJ1H3u+bFSSjYuycakcDFRsrEfx5M3q0XpCgCZb3fzw2/+rgXvvrjq+OMw7KwF8f3L7n3zoaeSPv9TIA7+uuvbXNx9RZwjQvkqA0PEa2gGhVYQAAAC06HWve51e97rXzfUyAAAAAGBGxKlVftWhyj/vb2teV9UOqI6n/JseDBw75g0YTyte9t5ySJHEkk1k01RKYi1esWbSpfnAkwmyK7iHR0bqWkfkmE3geqq/Flc7oKkVFkCjCAEAAAAAAAAAOCWOvvdTVYUAxekHAxebDAGSJPt1xvMVLFqeea6rZ/KGf0foO0OAkdHRutbhqgSonD1QL9dgYGYCoFWEAAAAAAAAAACcXMNvp2puJkBzG9yJoxIgHtyqobuuKz/9bxMpTWXTRMYPtPrpL5l0bbkSIMy8z8hooa51uDbogyZCAFf1AO2A0CpCAAAAZoC1VoODg4rjWFEUTbyPokj777+/8vn8XC8RAAAAAOqSZLS8sWlSbrkTlecD+D1LqgbY1tMOaLTZdkCOSoDSpkc08Jurq457Hb0KLnjppGP5wJcJsn82GxmprxLAVSXRbDsga8uti2wSyyaRbBJrRImGhobU09PT8D0BiRAAAIAZsWPHDi1dujTz3B133KETTjhhllcEAAAAAM0Zb3kTD2zV+iv/UjYuSsnkJ/HX/PkXVIr3mXRstDR9O6BmZwIcfdLpGsgtKz/pP/bEv9JEQW/2z2E2TRR6kzfm84GnoH+V8vseLePnZIJQJsjLBKFOPeucutbhqpJobjCwp3Wfea3S4Z1V5757dode9apXNXxPQCIEAABgRgSB+69Y5wArAAAAANgDjT/tboJQtjiceY2Ni9WVAHW1A2ouBPjTf/qIHv3O3VXHRx66RUN/+EnGAtOqp/PzoafeE5+r3hOfW3X5xX92Vl3rGG8HFO3cqM1XXy4v3y2vo1uf+d0a/ergNerv79e73vUuLVq0aNp75QIj42W3Jxqusz0RkIUQAACAGRCG2f9wk6QoimZxJQAAAADQmngiBMgeoitJNipW9ccfrScEaLLffezoxW+Mn3ncpknV0/muQbxS/QOLx6sk0tEBxdvXTRy/+dHf6+axj9/1rnfVda+c78v42du1o4ViXfcAsjTenAoAAEyrVghAJQAAAACA+SSpJwSIS1UDbOupBCjFqdI6Bw9Xcg4r9hzbnTZVMGXTP/A95wDfYp3hRDw2LyEtZFdIGGPq7uUfBsYZAhQIAdACKgEAAJgBvp/99IlEJQAAAACA+WWiEsDzJT+omgcgVVcCpKmte+hvMU7VmXP/DJVlauuhcSbskL9ouYzxJM+XjFdet+crl9GnPx94ijPCinpDgPF1pI42SX19ffJcwcQUoe+Vv78ZRouEAGgeIQAAAC3asmWLPM9TLpdTLpdTGIbyPE9BEGQ+9U8lAAAAAID5JElTpYUhyRgZz5fNCgHi0qSN+UJcf6//QpQ0HAK42gF17Hu09n3LVZnngozN+HzoazgzBKhv/eNVErVCgHrlfI92QJgRhAAAALTopJNO0rp16yYd831fb3/72/Xa175WQRAoDMOJ98uWLZujlQIAAABA4+LUasu1H1Zh7e1V57qOPlf9Z79Gfs/iSZUA9bQCGjcaJVrc4JoiRzsga612/OyLE0//V74vLn1p1fX5IPsp/WJUbyVA+TrXwOT+/v667iNJucDT0mf/lWxckvxAxg9k/FDGD/Qnr7uw7vsAUxECAADQolKpVHUsSRKdfPLJOv744+dgRQAAAADQPklqyxvTGcLFaxQuXi1JKlWEAPUMBR5XqLNtUCVXJYDSRIO3XZt5qnT206qOOUOAumcClMOIjgOfoiXPfLPSwrDS4rDOPbBbHbag/fffv677SOV2QLmVB2ee6+iqb64AkIUQAACAFmWFAJKUy7mHZgEAAADAfBEn7hDABPmJj5utBCjU+dT9pDW5KgFSd/vVMAyrjuWD7DZE9bQDstZOtAPKrThYuRW7N/D/8Y2n6cxDGqsCzzkCCUmK4saHJwPj6ptKAQAAnFyDfgkBAAAAAOwNypUA2T3pTbD7557KjeqRUv2z0BqZHzDxtZyVAO5AIQyrn4fOh81XAriGE0tjQ34bFGYMLh5XShr/HgHjCAEAAGgRlQAAAAAA9mZxjXZAk0KApisBmmkH5KoEcN8rl1kJsHt71Form8RKiyPaunmLkmk23hNHNYIkBZ57Q98lzBhcPK5EJQBaQDsgAABaYK2lEgAAAADAXi1JU3cIEO5uB1RqMgSodwjvxNcplfT+lz5F1ngynicZv/ze87X0uW93vi6rEqC0fYOe+PSlsnFRNo4kW17Lez4pXfrkk1qzZo3zflGtqoMmKgE8zyj0TWaFgbPyAagDIQAAAC269957FUWRSqXSpDeGAgMAAADYG8Sp1cpXfkBpVChvlkcl2bgkGxeVX3PExHWTKwHqbwc02mAlQBzHY0/8J7JjLx3fNjfGU+ehp8omiZQmsjaRkkQ2TdTZ2V11r458qHR0IPPrFAqF2uuo0Q4oqNHap5bQ9xRlVCCU6hxUDGQhBAAAoAXGGB155JFzvQwAAAAAmDFJahUu3Xfa6yqfYB+dwXZAtdr0eF19WvHSf848t3z1PlXHujo73euaNgRwb8wHNVr71FKuIKj+9VEJgFYwEwAAAAAAAACAU1yj932lJLUTffIbmwnQ2AZ3HLurDEyNzfcgo0VPrRBgdHS05jqiNs8EkKRckL3+EiEAWkAIAAAAAAAAAMCp1gDcqcafWG+kxU+jlQC1QgCZWiFA9cZ8d9cMVQI02Q4o55glQDsgtIJ2QAAAzJArr7xSa9euVRzHiqJIURQpjmNddNFFuvDCC+d6eQAAAABQl8re96VND6u44UHZqDg2H6AoG5fk963Qoqc+X1GSqiP0G5oJUIgbCwGiKHKeM37oPJe1wd7ZkZdktHuqQMW6pgsBaoQjzQwGlqSRx+/Wrj/eLptEUhLLprFsEuv78Ul6+cnZbY6A6RACAAAwQ6688krddNNNVcdXrlxJCAAAAABg3kjSioG/D96iXTd9reqa/L5Hj4UAM98OaOnSpXrm331Wdz62TRrbJLdjG+Z+92Ln67L69HeEvpa96B9l/EAmyMsEoYyf06mHrtLpp59ecx3j4UhaHFHhsTvldXTLy/fI5Ls0tGunlnUvl+/7Df3adj30O+385X9XHb8l2SSJEADNIQQAAGCGBEH2X7M1S1cBAAAAYA9T+cS7CfOZ19ioKKmiHVADIUCxwXZA+XxeSw89UZ3etqpzoW8mDSiulNWiJx946j7irKrjnSuXqLu7u+Y6xn+t8a6N2vLt9086d+jny++3bNmiZcuW1bxPpTDMrmSIolLd9wCmYiYAAAAzxP2PN3fpKgAAAADsaSpnApggl3mNjcub1OO96xupBGhkfsC4OM2uHugI3U/eh1khgOP6Yh09+MfDkbQw7Lymr69v2vtUCsLs7y8/R6IVhAAAAMwQKgEAAAAA7A0qKwE8RyVAOhYCjD8d31g7oMZDANfT/p01Q4DqrdB8kL09WqyjRdH4YOC0OJJ5vqury/lwmEuYyw4BYioB0AJCAAAAZgiVAAAAAAD2BpMrAaZrB1S+djRqYDBwgzMBJHclQFfOHQIEjYQAdQwrnqgEKA5lnu/v75/2HlPl+DkSM4CZAAAAtOChhx7Sl770JYVhqFwuN+ntuOOO0+DgoIIgUBiGCsNQQRDo+OOPn+tlAwAAAEDdNj/+sHb88n9lgpyK6/446Vx+/+Nkgpz8zkWSZq8SIHZUAtRsB+RlzQRooR1QUrsdUKOtgCSpZ8kK5VYfXh5U7AeSV35/8BEHN3wvYBwhAAAALXjkkUf0oQ99qOp4GIYqlSjXBAAAADD/bV33sAZ+c3XVca+jR6te9cFJx0rjIUCxgRCgjg33qcbDhqlqVQJktgMKXZUA068pGq9GsKlM2CEbFSadb6YS4LBTz9Mj3UdXHb/wzAMbvhcwjhAAAIAWuDb6G+37CAAAAAB7qlKhkHk8a0hwND4YuKF2QM0MBnbMBKjZDiirEsA1E6COdkBjlQCLTnmRFp3yItkkVlocVkda0DfecIJ8370Wl6ygQqovlABcCAEAAGiBKwTIOYY5AQAAAMB8Uyq6QoDq+QATMwHmqB1Q44OBW2kHNPka4wfyu/rU2bFUT33qU6d9fZacIwRwVT4A9WAwMAAALXANZyIEAAAAALC3iJwhQEYlwCzNBCg5NsVrzgRosB2QtdlBw7jIUY3gepq/HjlHZQIhAFpBJQAAAC2gEgAAAADA3i4qFTOPm7D6555SUt48H21gY78QNbbB/cc//lHrb7hGhdSMDc4NZXxfJtelzqe+xPm67HZAvopP3qto2xOycSQbF8fel/Q/XxvQJa9+lfN+SZq97qyvUy9XgFCiHRBaQAgAAEALVq5cqWc961kqlUoTb1EUacWKFXO9NAAAAABoi47FK9RxwAmycUk2LimNirJxUX7P0qproyRVIUo1zUP0kzRaCXDrrbdq/Y8/X3Xc712uzkte7nxd6GW1A/I0dNd1Grrzx1Xnrt3X1gwBIkdLoiDj69TLFQJQCYBWEAIAANCCZz3rWXrWs54118sAAAAAgBmz78nP1IZlJ9d1bZSkGinVPxRYajwEcFVkGz+oORg4zHhCvyP0MtsaSdLwyEjNdbjmEmR9nXq52gGVHF8LqAczAQAAAAAAAAA4xY7e91mi2DY0D0CSCg22unHNZjN+UHMwcOAYDOwKAUZHs2chjIud7YBamAngCBBKceNzE4BxhAAAAAAAAAAAnJIGQoBSkjY0D0Aq97tPG/gaxWL2jAJ5fs0QIOsJ/XzgyfiOEKBQOwRwtwNq/0wA19cC6kEIAADALLHWKkkS51MrAAAAALAncrW9qWTTRDZNxtoBNf7UeqGBJ92LJVclQDhNOyBHJUDGgGNJGh0drbmO2NGnv5XBwFntgKy1KpZKso0MWgAqMBMAAIAZ8olPfEL/8i//oiiKFMfxxOb/mWeeqZtuummOVwcAAADsvdLU6s51O3X/xkE9Zf9+HbGyV8Y0vzG70E2tBNj49XcqGdgiGxWVxiXZuCglsZY9/zJFFx3T8EwASSpEqbqy9+Kr9C9eonDFQVISy6axbBJLSSyva5E6Gq0ECD15Hb3y+1bK+KG8MC/jh1KQ01HHnVhzHa42Sa0MBh7YukHrPvNa2SSWTaKJX9vjsnr8RWt1wAEHNH1vLFyEAAAAzJA4jjUwMFB1nEoAAAAAYOZESap3fPNO/b87108ce+PTDtI/PfcogoAmTe19n+zarHjXpqrr0qikKLEabaYSoIEWQhe/9nX60COrM8/VnAmQsTmf8z31PuVC9T7lwqpzb3/j6TXXESdW0Y4N2vq9j8nL98jLd8nr6Na9K5bqgwO/0tve9jZ1dXVN86uZsp4wUDK0PfOcayAyMB1CAAAAZkgQZP81SwgAAAAAzJzv3rl+UgAgSV+44VGdd+QKnXnIsjla1fw2tRLABPnM62xcVClush1QAyFArfZES7vd5QS9HdU/o3meUc73VMpo7VOcpkVRnKZKR3aqtP7+SccfkPRPP5He9ra31Xx9lq589vdWIgRA85gJAADADAnDMPN4HDdeGgsAAACgPv/xy4czj3/r90/O8kr2HlPb3rh66Nu4qChJnZUAvXn388iFKLu/fpZS7L52VV+HjlzVW3X8yFW9WtqTvcGez+jDL0nFGl9HKg/rTQvDmeeCIFBnZ2fN12fp7HSHGDxQhmYRAgAAMEOoBAAAAABm3wObhjKPX/O7dbO8kr1H3ZUAUTkEcA357evKflBKamwwcK0QIBd4+vBLj9eiiqf++zpDfeRlxztfkw+bCwHiJFVayh4evGjRoqbaT3XkO5znqARAs2gHBADADHFVAhACAAAAAJhPqioBAlclQEmlOFXR8VT/oo5QUvameaGBFkKlxH1tLvB0wn79+tllT9eND26VMdJZhy7TMkcVgCTlg+w5AiPFWL99dLse3jKkkw9YrMNWTq4wiFMrm2RvzDdTBSBJ3R20A0L7EQIAANCC17/+9frmN7+pXC6nMAyVy+WUy+X0qle9Sq9+3aX61Jf+RwcsW6TOjryCIFAYhuru7p7rZQMAAABA3e786KsVjw7KBHmZIKdkYLMkqfuY89R12BkyYfl40LdCpcQ6e+l3hJ7ygZf5hH0jlQC1ntDP++UN/WU9eb3oxH3qul9WO6Bo50a97eO3y0YFpVFBNirqnIN6dPH5J+nlL3+5pPJMABtnP+SVr9Hbv+Za8qGWXvQOGT+U8QMZL5D8QLlcTscdd1xT9wQIAQAAaMHo6OjEW6Vf3PWovv5f98vafi16PNBHXna8zj921RytEgAAAFi4rLVSGkvuWbKYRlIckS2Nyk5pfdN52OnqOuLMSceiJHVu0ucDXx2hnx0CtGkmQM7R37+WfDi5EiAtjmjXTd/Q8N3XTTr+HUmb/3je7hAgscotP0C9J79QNolk45JsEml1T6BnPfXwhtchlb9HPcecV3XcmHKLIaAZhAAAALTAVY5594ZhLTmm/PFAIdZbv/Z7/fyyp2u/JV2zuDoAAABg4dnx8ys1dNd1skksm0RSUn5Su+uoc6WPvWhuFzdP2aiYedzLaAtUMwQIPXWGvnaNVj89X4jaNxOgUVMrAYbvu6EqABi3fuvOiY+jxCq/z1HK73PUpGtecNI++sQrntLwOiT3+q0ttx8K/cbnDAAMBgYAoAWuEMD4k+cBxKnVz+7bPBtLAgAAABY0GxeVjg7IlkYmAgBJMimzuZqRpmk5TMmQNSA4SlIVHRv6+cBTh2MIbyOVAFGSXdbhe0a+1/gm+dQQIBna7ry2MgSI0+w1B02sYVzou7dro6T+7xFQiRAAAIAWOAczedWDpf7nN4/N8GoAAACAhS1OUmnKAznjvDSe5dXsHQqFgvNc1oDgUmynbQeU+XUaqQRwDAZu9in5qe2AkuEdzmtttPv7ETvCiKDGRv50crVCgJieVmgO7YAAAGiBuxKg+q/YkVL9/6gFAAAA0LjhUlJVlTvB8TQ7ahsZGXGeM2F2O6Csdj3WWg1uXKuhx9crNavk5TomnW9kMPC//u2bte6mX5cH5/pB+b+552vZSc+W9Jy67zOhOKz1V/2VbFzu6z8++DhLZWskVyVA2EIlQC5wv7aYJJIc/38DNRACAADQgo997GPasmWLSqWSSqWSntg6oA9+7y6FKw6uunZVX0fGHQAAAAC0y0gpdocAVAI0pau7Ryte8T7ZqFgefBuX36dRSX7vsqrrs2YClLas1bbvX6H/2vSwJMnLd2v5S96tjv2Pm7im0MBDU1s2b8zcqLfDp9Z9j0od+VDR5kfrurZr1YETH89EJUDtdkBUAqA5hAAAALTglFNOmfT5z+7bpJ7HV2deu6yn+ikZAAAAAO0zXEy066avZZ4bfOyeWV7N3sEPQ3UedFLd15dDgMkb+l6+R9GO9ROfp8Vhbfn2+7XvW78yEdoUagz7nSqOsqs6grC5p+S7Ozvrum7Js/9SR5//konPo9QVArRSCVCrHRAzAdAcZgIAANBGa7e6S2Ud/z4EAAAA0CYjJffT/gee98pZXMneI2nwB5lSUj0TIFi0TP1nXTzpWFoYUuGxP0x83tBMAEcIEDYZAnR25DLnuklS15FPU9/TXqOeE5+n3MpDJvXsjx2DemdqMHCJwcBoEpUAAAC00dptw85zjfyjFgAAAEDjhouJvK5+pSM7q84t3u+w2V/QXqDRECCKUxWjyZvV2370/6n7mPO05uAjtP6R+yeOxxUtfRr5eclVCRBmzCioRz7wZIKcbGm06lz30U9X12GnTXyeC3aHBc52QN7MtAPKmrUA1IMQAACANlq7bXclQDI6qNGHbpFNYsmmuuuRnD6+80bFcay3ve1t6uhgRgAAAADQTsPF2DkA2HpsgzUjKwRIRnaptOEBpZVzAqKSZBNFF722qh1QafOjGrrzx+ro7pl8n+GdEx8Xovo3uKOolHk8zDUbAvgyfiir6hDAxpO/VlTxNL5zMHAL7YDygafC439QPLhNSmLZNC7/TJlE+u1vPB370iYGH2PB408/YIZ9+ctf1hVXXKF8Pj/x1tHRoSOOOEIf+9jH5np5ANrssYpKgGRwq7b94JMTn2+XdOfV5Y//7M/+jBAAAAAAaLPhUnnTNIt1tHtBbXFGCFDa+JA2X/Mv1Rd7gaLnvEbFePImuN+9WJJUGB6adDwZ3jHxcSOVAM//03foWzffX7FBXv7vvvzgY+q+R6V84Kn/nNdKNpXxQ5kgN/GWW3HwpGtHKwYYx6lVPLhVNonL1/th+c02/8R+6Hva9ev/VeGxO6vO3XBUvy4lBEATCAGAGbZ+/XrdeWf1H9ybNm2ag9UAmElRkmrdjt1PjpgaTxpFjvJVAAAAAM0bKSWySfZmsjWEAM3IqgQwYT774jRWqRTLmKkhQH/25RWVAKMNhABHnna+eob3rzq+4uAldd+jUj701PuUC+u6tnLuRJRYbfvBp1RYe/uka956hfTEP/yDPvShDzW8Ft8zMn72z5KFYrHh+wESIQAw44qOP6B5AhjY+6zbMTr5H8g1+kASAgAAAADtN1yM1XPCs8pPhieR7NgT4kpima7+uV7evJRVCWACd9ud0cJo1c9Cfle/TJDTsuUr1LloibYkHfK7Fyu3+vCJa6bOEail6BiQW9mvvxH5Bl43UlkJkKSyjvZTuSZbE0mSH2QPOC6VCAHQHEIAYIa5QoB83pGaA5i3pg4Fdj29IUlxnF2iDAAAAKB5I6VES5/1F5nnOhbxMF4zkozhtyZw72kURkfl5TonHes7+2L1Pe01+veLT9KTO0f1oR/eV/W6oWL9PyO5BuTmagzVrSUf1P+6YpwqSa18zyhOrTMEaOXhT88RAhSK2bMQgOk0P6oaQF0IAYCF47Gtk0MA1eg5SiUAAAAA0H7DJfdGsmuIK2rL+r452wFJGh0dUXHKJr3xfBljlA88LenOfkL+iR0jsrY6cMjiCgEa2cyv1BE2VkEw3rooSlIpyf5/rpV9H3clACEAmkMlADDDCAGAvVeapvrsZz+rXC6nXC6n7961WcMP75DxQ+X3PVrGD+UvWiHj+ZLny3i+jt1viYIgUBhm/6MOAAAAQPOGazxNntXWBtO7/Xe3afD2H1QMy80rLZYfgPI6emSCvExYPm6CvOLU3d8/F3g6aFl35rnBQqztwyUt7Zl+v8RZCdBkCNBoeDBSitWTD5SkVjbOfsCrlX2ffPci+T1LJC+Q8cffQi1Zsbrpe2JhIwQAZtjLXvYyHXrooSoWixNvhUJBhx9+uJIkke8zmAiYr6Io0l/91V9lnlv1mo8qv89R2vctV046ftP7LlRnjt/3AAAAwEwYKbqHy8YZbW0wvZ/99Mfa/pPPVh3P73uMVr36w5mvyRomLJV77x+4NDsEkMotVusKAVwzAdrcDmj7dZ9XtPVxpVFBNirKlkaVRkV9cfm/6J/e8deKEnc7oFZCgMNe9NfKn/NnVcdf/JLjmr4nFjZCAGCGnXTSSfrzP/9zjY6OTrwVCgVZa3XGGWfohBNOmOslAmhSzVJMP/tJ/9EoIQQAAAAAZshwKVZaHNHow7eODQaOZOPy+yEba2joLPX09Mz1MueV0dHRzOO1hgMP3Hatik/eV64c8EOZIJQJcrrp4O06/Y2vUU8+yJwB8OjWET31gCXTrslVCRAGZtrXZsmPtQOy1mrb9z8hr6tPfvcSDf7uu5nXb922XVK5VdKq13xEaVSUKv5/+5vzD9ZFzz6tqbVIUuhn/zoiR/gBTIcQAJhhYRjqoYceyjzn+osUwPxQKwQwjnkArrJYAAAAAK0bKSVKRnZq63c/mnl+x473EwI0yBkC1JgLUFx3r0buv7Hq+G8PWyTz55fowGVduvvJgarzj24dqmtNrs3wXJPdFsYrAdLisIbv+fm01w8MldcZJ1Z+92JN/aonnPJUrV69qqm1SFIuyP51lKhmQZMYDAzMsFrT4AuFwiyuBEC71QwB/OycfbRECAAAADDXtm/frte+9rXasmXLXC8FbTZcjGUcVbkSP4c3o1BovBLA1SKnq7NTkpwtgdZuHalrTVMHD49rdSZAMrS9rusHBsshgCuMcD3JX6+c4/WuCghgOlQCADPM8zzlcrnMzUIqAYD5rZl2QAUqAQAAAOZUoVDQi170It1www26+eab9aMf/UiHHHLIXC8LbTJSSmqGAMMjhACNaqYdkI2zf1bq6iw/KHmwYzjwo1uHp11PoVDQw7dcp5FtBRkvkCoG55pkv2lfnyUf+Ip2bNDw3dfXdf3QeCWAY/ZB4LX23HXomG1AOyA0ixAAmGHWWlk/J4kQANjbGGN09NFHq1QqacfgiHYOjcomsWwal/8xmoF2QAAAAHMnTVO99rWv1Q033CBJeuihh3TGGWfo1ltv1QEHHDDHq0M7DBVjmaBGCOB4qh1ui5cuV7BkH9moJBsXZeOSbFySCdztgFyVAN1dY5UAjhBg7bZhWWtljPtJ+u3bt+vmL7w789zwBT+WdLzztS750NPQH36sgVv+r67rh4fL63QNQA5arQRwVDQQAqBZhADADLt/06BSzzEglBAAmNf2339/3XPPPZKk9333j7rypkenfQ3tgAAAAObOZZddpquvvnrSsS1btujtb3+7vv3tb8/RqtBOQyOjSgvuvvIjo8VZXM3e4S3/8C+6efnzJh2z1iowVqmRbMY+uKsSoDIESEujSoZ3SmmicOm+ksqVHFsGi1qxyN1auVZFdmeHO5ioJR94NUMNSVp8/htlch3ywg4948VnO6sAJPeT/PVyvZ52QGgWIQAww+58YqcWn/+nsmkiE+RlgpxMkNOKxYv07Gc/e66XB6BN1m6bvmxVohIAAABgrvznf/6nrrjiisxzv/rVr2Z5NZgp2x65R0/+zz9knsutOUJhrrlN4oUs62l3Y4zC0JeRyfwZp+uIM5VbcbBsEpUrB5JIow/+Rv/yz+/WV/7rSm3atEnDw+WfofL7Hq1Vr/7IxGsf2To8ByGAX7OCpOPAE7XolBdOfL7msKMV1xjSG3itVQI4QwAqAdAkQgBghhWiVN1HP73qeK47p2XLls3+ggDMiHpDAGYCAAAAzI2LLrrIeW5gYGAWV4KZEiepe4PYeFp9ycd11LGNt4pZ6Gr1vQ/97BCg77SXVR0b+N13teO6z+uRRx6ZdDwZ3jnp87Vbh3X6wUud64mi7FZDUgshQOjJ+NkzDoL+1Vr2/MsmHRstxYpS94Z8qzMB8rQDQpu19n8kgGm5SrXYCAT2Hklq9cT2kbqupR0QAADA3FizZo2uvfbazHNxHMtm9TTBvDISJbJpnHlufFhwrRYuyJY4Nrt9z6gj9Ou+T75ncfb9h3dM+vzRaR6wqlUJ0JF3DyuupdwOyP1av6tv0ucjpaR2JUCLMwFCx+uLJf6sQnOoBABm2N2/u1mFx58oT6kPcuV/eAShhrv7px12A2B+WL9zVJHjH4Cb/vc9Soa2yaaJlMT6y6s8/Y1n9elPf1ovf/nLZ3mlAAAAC9vhhx+uV77ylcrlcsrlcgrDcOJ9mqby/fo3NLHnGS7GUpIdAsgr/7eNeZK6Ya7gZMsv/0cjj92p0ZHR3QODo6K6j7tAi899fdX1nX3ZT/fb0qjSqCgvLD/Fv3br9FXWfmev0iSWTcb/m5fX2NXhbiNUS84fCwGMJxPmd+/hBDkFi5ZXXT9SShTXqARwbeLXq7BzizZffbnS4ojS4vDE+49Fo7rs3A1auXJlS/fHwkMIAMywL/3LX2l4146q48te8PeKkhcrFxACAPPd5sGC81y0/UklA5snPt8+9n5oyD2sDAAAADPjyCOP1Ne//vW5XgZmyHAxKW8KZzB+eQvM9fAO3LJmAkhScesT2vXIH6qOp6ODmdd39S1xfo10ZKe8vvLG9tqttausTzzxRB3191drsLD7v7VNy//te7q7ar7WxRijJSdcoJ5jz6/r+pFSrDixige3adfN/1sODcbfglBX/ccf9K7L3qaurubWE/pGo4/clnlu165dhABoGCEAMMOiUjHzuAlyKsSJco4+bwDmj2LkfgLEOJ4mq9XHEgAAAEDjRkpxjXZA5S2wWk9vI5ur7Y3vGLJso+x9kO5+91zEZGiHgvEQYNuw0tTKqzFcd2rrZeP5Mp7fUHuiqTpCXyVXJckU4+2A0pGdGrr9B1XnP/Ar6bK/enPTIUBP7yLnuV27djV1TyxshADADIuj7F51xg9VKCVa1OGePg9gfijWKik2hAAAAABz6YMf/KCiKFIQBArDcOL9c57zHB1yyCFzvTy00XAxUdehpyn/Z5+beDJcSVR+PzaotVYfd2RzVQIEuezWOzbO3gfp6unVe9/7Xq1YsUIrV67UoOnSu370hPzuxTK5zonrinGqDQMF7dPfmXkfa61Kjp/BWnnQsiP0NVCoLwQYLSWK0tRZeSJJ+XxzQ4olqbunR5LReJujSoQAaAYhADCD0jRVGruHEhVqPD0MYP6oXQmQ/Vdt7PizAQAAAO314Q9/OHPT7Fvf+hYhwF5mpBTLy3fJy7ufvo6YCdAw10wAVwiQOioB8qGvyy+/fOLzgUKky3/7k8xr124ddoYAcWrlmo3bSgiQD+t/7XglgE3cD3e1EgJ0hIFMvku2WD0fgRAAzaAPCTCDak2slx+qECeztxgAM6ZY4/ey8agEAAAAmEuuf3eFIVXZe5vh0vQ/Y7s2tOGWOFooOdsBxe4QoNKijlBLu3OZ1z5aYzjw1FZAlXJ+CyFAUH8roZEoUZSksnH2ny++77c0aDz0PWeYRQiAZlAJAMygUqkk4/myafU/REwQqhARAgDz2Te+8Q398z//swqJ0abhRPJ8GT9Q0LdSyy56hyRp0akvUTI6UA4DPF9P2X+p/vTcw3TiiSfO8eoBAAAWBlcFZhCwJbK3GS5OX21LJUBjdu7cqb95ydnaVTLywrxMkJMJ8jJhToeccr5Oe+mf6/6tpfLxsfNB79LMe+UzntI/aFm3tg1XP0C5tskQIGwpBKh+rU0TxTvWK42KslFBtlRQGhX08GNWu87bz1kJ0EoVgCR15Xz1nvQ82agoL98tL98lk+/WgauX67nPfW5L98bCxN94wAxatGiR/vSq3+gHv7pNxU0PKS0MKS0OyxZHNPrIbfrW/+Z0/DveMtfLBNCkbdu26cEHH6w6no4OTnzcffS5k84dcOQKXXzxKTO+NgAAAJRRCbBw1BMCMBOgMcPDw9q28cnMc0te8dc686nHaeNvn5h03Cax4oHNMn6uHA74oeQHmZvsBy7r1m2P7ag6XrMSoEaQ01I7oIzXpqMDWv/F6n2brZKevPQF8rv71XX4mbJjsyfK7yM99dCVTa9Dkno6AvWd9rKq4x1LOrVq1aqW7o2FiRAAmGGlONXw/Tdq141frTp3zdB9upwQAJi3nC2/HHMApPIAKQAAAMyONE1lHc3DqQTY+4xU/Ft7x8++pMLjf5CNS+WN2bi8OfufOy/VOf9xxRyucn4ZHR11nsvlO9QRVre8iXdt0vovvKnq+NfDvD78nEe0Zs2aiWMHLevOvPej25qrBMjayK9XVjsgE2bPPZCkwaFh5VcfruUv/qeqc7/4QGtP63fns/98Gi7y8ySaw994wAwrxolMkF0GVigUZnk1ANrJ9VSZaxiwJI3SBgwAAGDWJEmi8847T1EUKY7jSe97e3vnenlos+HS7kqAeNcmlTY9XHXNwAD91BtROwTIZ4YArhY5SVSsapNz4NLsEOCJ7SOKk1RBRnufGasEyBgMbEJ3W5/hoWFJ1RVFxkieZ5pehyT15LPnCQzVUe0CZCEEAGZYKU7lhdmDboqEAMC85qoEMJ67tJxZIAAAALMnDEP97Gc/m3RsdHRUpVJJpVJJ69evV6lUUhRFWrNmjbq7szckMT+MVD4l7Wf/m7xUzB5ai2y1QoB8vlMdGU/P29hRMS2po2Pyk/UHLssefhslVut3FrT/0urzMzcYOCMEMJ5MmJeNqv+/GRwalLSk6njoNb+Gcd257C3bUpwqStKWZh9gYSIEAGZYMU5lguwQgEoAYH5ztwPKfmpDohIAAABgrnV3d2e2CLruuut0wQUXzMGK0C6VlQDGEQIUCQEaUisECDs61JHx9HytEKDeSgBJenz7SGYI8O1vfl0bv/ppyQtk/EDG82X8UMHSfZULnu2833Sy2gFJ5ZZAWSHAjoEhZYUAgd9aFYDkbgcklWdf9Hdl7zPtqW6//XZ9//vfV3d3t7q6utTd3a3u7m4tWbJE55577vQ3QMsIAYAZVg4BssvHSgX3X6YA9nwveMELtM8+++j//f5x3fzgJtk0lk1iBYuWO1/DTAAAAIC5lcvlMjeCnQ94YN6oHAxsHDMfSiVCgEYcfvjhetnb/00/u2ed0qgkGxfLcxbiknJhkN0OKHa0TfX8qlkc3flAi7tC7Ripfs224ez/Vk888biK6/5YdTy/5si2DwaWxucCjLWR8kN5YYdM2KHIUZAQtNgKSJJ6aoQAQ/MwBPjNb36j97znPVXHDz/8cN1///1zsKKFhxAAmGGlOJXJdcjku+UFOZmKt333Xz3XywPQgpNPPlknn3yy1n3nbt2z+LG6XkMlAAAAwNwKw5AQYC81Uko0fO8NKm16WEN3/CjzmlKR/86NWL16tU565kt0a/6RqnO+Z7IrAZLs73GYyylNU918883auHGjNm3apE2bNmnzT27Xjm1b1P+0S5RbfsDE9VuHsu9TLGWHDPKDljbgs2YCSNLqSz4uE4QyYYeMtzv0OPKMI3Xtj+6rur4drXpqVQLMx7kAw8PZg55pwTZ7CAGAGVaME3Udepr2f/v/Vp174zMOm4MVAWi3Ylz/xj4zAQAAAOZWLpf9BG0UOTYWMW8MF2ONPnKrhu/+WcZZo2XPv0zPuej0WV/XfBen1e2zpPIT71mVAB0HnKA1f/6FcsVAEsnGkWxS0ouOXyVjjM4///zM0K3nuGdOCgG2OyoBXC2dvCCQMS2EAI52QH53f+bxgUL2nxntaAfU21G7HdB8s3LlSp1xxhkaHh7WyMiIhoeHNTw8rEWLFs310hYMQgBghtUaWFNw1Y4BmFdq/T6fKkosg5wAAADmkCsEoBJg/hspJbJJ9kM3PSc8S91Hn6uDjzl6llc1/yWOEMB3hABe2CFvcXXng+NPP0LGGK1YsULr1q2r/jrDOyZ9vn3YUQngqObwHXMg6uVqB+QyMOoIAdowGDgfePI9k/m9HyrOvwfLLrnkEl1yySVzvYwFjRAAmGHFmiHA/PuDG0C1Wr/Po+1PKh7YIqWJbBpLaaKvfn2XDjvoAJ111lmzuEoAAABI5XZAWagEmP+GS7GUOPrR++UtMNdT7XCL0+yfdzxZrX/0ARXX3y8bF5VGRdmxt85DT5HfOfkp7/FN9lWrVmWHACM7J33uagdUcrQD8h2/t+vlqgRwGShkP5HfjkoAY4w6vUTbNz2utDistDgiO/b+qs/epDM+crkz0ASyEAIAM+i6667TY1/7Z8kPpSCU8ctvfvdi9Z99MSEAsJeoVQkwcNu1Grr9B5OOveHb0ste9jJCAAAAgDlw7bXXylqrXC6nMAwn3i9ZsmSul4YWjRTHHrzJ4pW3wKKEEGCqT37yk/I8TwcddJAOPPBAHXjggert7Z0476oEsHFJlz7/3Mxzqy75uDMEWLlyZeZr0uGdkz53VQKccObT9asnClISy6axbBJLaawl+7fWcjlrvkEtA6ORbBJJxps0K6Adg4ElKRjcpA1XvrXq+Jd/In34nW9zfh+BLIQAwAx66OGHNfLwrVXHg/7VhADAXqRWJUDlPwYrxfH86+MIAACwNzjxxBPnegmYIUPFsQ3hDGasVUzieKp9IfvQhz6kTZs2TTq2dOlSff7zn9dLX/pSxY7gpKOjw3lPG1f37R9/0t61eZ3UGQIcfeo56l+3uOr4fku7nOupR6PtgAYLkbb96P8rz6AwXrnaxA+1Iczpb9a9TldccUVL6+ld1Oc8t2vXLkIANGRBhwDGGF/SoZKOlrRGUp+koqQdkh6WdJu1Nnt8NVCHkdFC5vHxf3wwEwDYO9QcDOwIASg3BwAAANonTlIV41S5VYdK1pYrApJENo1kk1h+71JJVAJMNTo6WhUASNK2bdv05je/Wfvss4+SNHuzPwwC5fJ5lTIG9dooIwQId1cCdHV1adWqVVq5cqVsR5/u3iHlVx8xeQ1D2QOAXZXYuRbnruUz5hvUMlCIZeOxn+tsKhuXpLikUrE89LZVi/pqhwBAIxZcCGCM2V/SSyQ9Q9LTJNUaQ50YY34q6d+ttd+fjfVh7+IMAYJyCDDqqAQYLSUaLEZa0etO1QHsOWq1AzJe9l+1VAIAAADMvNtuu03nn3++wjBUEAQKgmDi47vuukudnZ1zvUS0ycjYz9eLz3ltzetc/e0Xqscee8x5buvWrXrwwQcVB8dmng98o87OrswQIM0KAcaetP/Xf/1XfeADH5g4/uuHturiL95Sdf1AIVYpTpWb8oS+MwRo8El+1/rqNdEOKOte+XxLa5GkxX29koyk6uCKEACNWlAhgDHma5Je1cBLfEkXSrrQGPM9SX9mra2ORwGHkdHs1FpjA4mmtgOKklTv/vbd+tbt6xQlVsesWaT/eM1Ttd+S1kraAMysWu2AXJUAhAAAAAAzr1gsanBwMPOc7zf21C/2bCPF+trtulrbLFRr166teX5wcFBJX/b3zPeMuro6tWvnjqpzWe2Axjfpp/7eW9LjHnC7Y6SklYsmPyBZSrJ//gpbrATwG+zlP1CY2RCgpyMnk++SLVZXFRACoFELKgSQdLjj+JOSHpS0SeXvycGSTpBU+afHRZJ+ZYw511q7cUZXib3GyOho5vGJdkBTNg6v+OkD+t/bnpj4/J71A7rkS7fo55c9Xca0Z7AMgPa58cYbNTg4qI33/lGFoXhs+Hcgv2ep/O5+SWMzAYwneZ6MF8h4vnq78lq0qFYhGgAAANqhVgvGIFhoWyJ7t+FSfQ/Z0A5oskcffbTm+W984xvKnzCo0U1FmVyXvHynvFynvM4+BZ6nrq7dDy2aICcT5GXCfGZF9PhMgKmWdrs3zLcNVYcAroewWq0EaHRuYyFKpRkMAbrzgbx8l5LisOQH8vLd8vJdWrK4f9L3HajHQv4b73ZJV0r6obX24aknjTH7SPpnSX9ecfhwSVcbY86x1vK3BqZ1/FNPUe8pLyr3iEvKCbGNI4XL9pMkFaf8BfPdP6yvusfabSO6Z/2Ajt3H3QsOwNy47LLLdMst1WWr/ee+Tn2nv1yS1HfWq9R/9sWTzn/m4pP0vONXz8oaAQAAFjJX9aXnefK81jYMsWepuxKAdkCTLFu2TE9/+tP1i1/8IvP8DTfcIN1wQ9XxxRe8Uf75R+nGX9+sUz/4S5kwJ2Nq/55ytdtZ3BU6X7NtuLqiIHJUAjTazmeq0VL2/0OFdfdq6M4fy0YF2aigdOy919Er6/gzpi2VAHlfq1//KXlhh0ywu1rimUev1HOec3LL98fCstBCACvp+5Iut9beVvNCa5+U9CZjzJ2SPlNx6mxJfyLpGzO2Suw1Tn3aBVpyR/kP/s3/969KhnfKxkWVNj+ioT/8VE8mJV170H/rhS98odLU6ont2ZUD197xJCEAIS4AcgABAABJREFUsAcqlUqZxyufesmq4nHNAwEAAEB7uSoBwtC96Yj5aag4eTM2LY6otOXRqofyfj+8SPYFx1BtP+blL3+5Xv7yl+sFL3iBvvvd79b9Oi/XqcAzWrlsqfx8hyoflR26+3pFm9dKQU7GD8YqBHK661bp5AOfV3WvwPfU3xVq50j179ftw9U/c83UYODljrmMycBmDd99XdVxr6tfK1/5fqWFQdkkLrcGiiMdtaJDL37xi1pai1SuBPA7qyvIh4u0lkXjFloI8HJr7dpGXmCt/awx5nxJL604fIkIAVCHyj51pY0PKhnaXnXNeH/KwRp/iMcphSfAnsgVAozP/XAhBAAAAJgdrkoAWgHtfUamtAMqbX5Em772j1XXfV9S/Il/IAia4tBDD9Xxxx+v3t5e9fb2qqenR729vbrqqqsyrze5LvmekTFGHYE/6Wec0Ydu1cj9N1a95idrYr3h5dUhgCQt7c5lhgDbhhoIAVqsBDj3iOUKfVPVMsqE2eGAjQrKLT+g6vjhR6/Ucccd19JapHIIkGVq4DUf7LvvvorjWN3d3erq6lJ3d7e6u7v1/ve/X6effvpcL29BWFB/6zUaAFT4jCaHAOe1vhosBMVo919MlaVblUbH5gYMFty9KlsdbgNgZjgrAfzaP1AUHGWmAAAAaK9TTjlFn/rSV/XRH/5RhWJJ1qZSmmjlog4VokQdIcOB9xbDU/6NXevf5MVikRBgik984hNVx6y1+spXvpIZpo1XAkhSZ25yCGCT7J+TujqzN9Ol8lyAh7dUD8BtqBKgxRCgJx/oktMP1JU37Z6TYIzU29ujLRnX26goa9OqNkhBgwOGXXo79o4QwFqrjRs3Kkmqfw52DW5H+y2oEKAFt0/5vNMY02+t3TkXi8H8UVkJMH0I4P5DvF1/gQDz1aNbh3XtHU9q00BR5x6+TM8+ZtUeUb7rbgdU+4dJKgEAAABmx6pVq7R16fHyD+lT99ixkYdu0ZPrHtGlb71M+/XnVCqVFEWRTjnlFL3uda+b0/WieSNTNkZNUDsE6OnpmeklzXvFYtFZTWNynfLH5mp0TNl8t3H2Q45dXZ3Or7WkO3vPJGsmwJOP3Kfixg3lVkNeII2/j5Y671+v91x0lA5a1qWf/HGTFnWEeslJ++hbPx7SZ7+cdbWVjUoyucnhRtCmBzm7c9nbtvOtHVCpVMoMACSpu7s78zjajxCgPlm/u7L/dAIqVA7+NUH2UJiRkRFJ0sCouxKAEAAL2d1P7tKrv3iLdo39Hvn6bx/Xm849WO98zlFzvDIpl8spn8+rWCypPHZmzFg7oI7QUyGqfkqFEAAAAGD2/PfNj036fOSBmzV813X6+pRuJa95zWsIAeaxRisBML3R0VHtt99+2rh1h6LCiGR3/2zj5ToV+OW9iqkVNTbOfliqu9MdAiztcYQAGe2AfvCpf9SO9Y9WHb8v/ifpktZayxhjdMkZB+qSMw6cOHbdTe7AyEYFaUoIELZpD8fVDmi4ziHYe4rxfa8sXV1ds7iShY0QoD6HTvk8lrR1LhaC+aWeSoDB4fIfhrUqAUoJMwGwcH3uFw9PBADj/vNXj+hPzz5IKxyDm2bLAw88oMFCpOMu/4lsmsgmsZTGMn7593t/Z04bo0LV60ZpBwQAADBnjJe9FeIaIoz5oerpaEKAli1evFiPP/64XvjvN+qOJ3bKxiXZ0qjS0qiC3mXyxza781NDgCT791J3d3YIYK1VWNylwmN/ULR9nfL7HKncioMlZbcDSpLs/ZNcbmae112+fLm6jzlPJszLhB3ywk6ZXF5e2CETVj/wOR6OtKrHFQKUYllr94jq+HoMD1e3eRpHJcDsIQSoz8umfH6btTa7ARlQoXImQM/xz1LnwU+VCXJjb3mZIKeLXlgeNzFQYybAaGl+lXoB7fT9uzZUHbNW+v4fNugNZx00ByuarDjWj9J4/lgboN3/COzvCrVxoDoEKFAJAAAAMGeMn70V4mr1iPlheOzn5sc++iIZz8t8Gt3r6ldnR17W8qBdI+K0vOFswrwU5uV390va3bWgI5zc/ia/z1HyOxfJJpFsHMkmJdm4pH1Wr5p03bve9S5df/31uu+++7Rr166J4/3nvHYiBNiWFQI4Arv8DM15WLVqlZZd9I66r29bO6B8dptZa6WRUuKsFNjT1AoBqASYPfPj/5Y5ZIzpkfSnUw5/ey7WgvmnWDGspue4CzKvOeDQwyXVrgQY4alhLFBx4s5bb398p95w1iwuxsE1lEqS+jqz/xFKOyAAAIA5RAiwVxopJrJpIqWxsh7bXHnxh9Sx37E6+9BlOvjgg2d/gfNYkmaHJuOVAB3B5M3qJRe8MfPaS9/w3EnH7rrrLt1yyy1V10bbnpj4eNtQddVG4pg5kM/PTCVAV66xAeLtagfkqgSQysOB50sIsGbNGn3nO9/R8PCwRkZGJr1fvHjxXC9vwZgf/7fMrQ9Kqowqd0r6Yju/gDFmhaTlDb7skHauATOjFE+/0Tf+RPBgjUqAETYMsUDtGHH/vpj6tMlcKdYIAfq7HCEAwR4AAMCcoR3Q3mm4FJfbczqM/3ePajxohGyxIwQYrwTorGOTPB9U//x25JFH6rvf/W7V8WjbuomPBwqxoiT9/9m77/C4qjN/4N/bps+oN9uy5d5wBwPGgOkOIQQChBSSEJJsSCGbbOpu+mZDOsmGNBJSfiSQZCGUUEKvNt0N3HBv6n009dbfH6ORZnTPGY2kabLez/PokXXunZkjq9173vO+L5SU3fUm5+vsdLJ7MU5UNp9fqmTD5InKtMgfiuuoy8mr5J/f78c73/nOYk9jyqMgQAaCIFwJ4NMjhr9qWVZPjl/qkwC+mePnJCXgxLEj0PraEh3rJSXxJiuAKA/Vbks2DQ1myASgBUMyVfVG+LuxRjafKpbRMgHirfvRv/kuWKY5uCvJwP0OAfv+UIlnn322cBMlhBBCCCEAALm8Hs4ZSwBRxobFDXA4HFAUBStXriz21MgEROIGYGa4dx7MAOEtaE9F7e3tqK6uhiRlvrfiZwKIePbZZ7H59h+is7MfphaHpcdhaXFI3nLUXj281MUKAixevJj5vFrPibSa971hFbWB4X5wJicTwFUqmQC56gngkqH1tqJ/050w42GY8cjQ+1W/iaOjrQ0uV3H75JHJg4IAHIIgrABwx4jhxwH8ugjTIZPUrV/+CDqO2zvWV170CfhXvx3AcFmQjJkA1BOATFHdIX4QgHURWQzxDBk/5R4HzEg/ogdfSxvvBPDS8fxcoBJCCCGEkMz8KzfCv3IjAODR77+9yLMhuZLIBODfVyd7QWQqOTrVLF68GAMDA5g5cyZmz56NpqYmzJ49G+9973vTSibpJvv/TBYFHDlyBPs2/8t2TAqkF7xwyvaF9EWLFjGf11KjMAa6IQeqAQBdofQgwLnfvg/72vpgGYPZH2bi/SmnnTn6Jz0OvCCAqcUx8PoDie+tlI2fO8W30H/WNJSVlU3odb0OGZYeR3j3s7ZjAwD6+/spCECyRkEABkEQZgJ4GIAvZfgogOss6h5DxkDj1JQU5OESIfHBIEAwSpkAhIyUKRNAM0rj13GmckBlbgWCzF7sV1UVpmlCzFGqKCGEEEIIIVNZOJ7IuuUZLgdUGvcRxdbf34/e3l4AwKFDh3Do0KGhY+vXr8fMmTMRCoUwMDAALc6+L5NEgdvY1dLSa/k7GeVcWUEA0R2AUjUDlhodGusZ0RzYkBwQnV7bYwP+AHMuE+VW2MunVjyCvudH7h8G7noY+Op1GyccBJBEAR6vn3u8v78fdXWTpSgQKTYKAowwWJ//CQDTU4bbAFxkWVZnnl72VwDuHuNj5gJ4IA9zITmka5wFTGk4CBAb3EUczJgJQEEAMjV1h/lBgFLJkOGVAxIEwO+SITj4OzPC4TD8fv5FHSGEEEIImZitW7ci9MYTgChBEKXEe0mG5CmDc/pixHWDuUOZTD4R1YDk8qH22v8BDC2xS9w0EtkBhg7JVwmAv6t9qjly5Aj32IYNG9I+XnrTbwHPNNt5siTAyQsC6COCAIxM7oqKCnzta1/DzJkzsXjxYtz4YCtCgv35usPpz8W7B3PkKVuclwmQKfMkV/0J/AF+IKG/vz8nr0GmBgoCpBAEoRLAkwAWpAx3AbjQsqz9+Xpdy7I6AHSM5THJumiktPGCAEJKECCqJv54DWToCUBBADJV9WYMApTGzwWvHJBTFuFWJIgON/exAwMDFAQghBBCCMmj+++/H93/+l/buHPmMtS/93sYiOlw+igIcDIIqzoE2QF308qM51FPgIRMQYCRtGgEYKz1j5YJkFrXnxds+853vjP079pXnkWoM2w7Z2SZWF42dr5KxhYzCBDw+wAIAOzft8FgMCevQaYGqkEwSBCEMiRq/i9LGe5FIgNgV3FmRSY7XY0zx1PLAcW00TMBkn0DCJlqRqZ9piqVMlncXSiSCLdDgqDwgwChUChf0yKEEEIIIQA0jX2fJQiJRb3+KP8+jEwukXh29wc6lQMCABw+bO9fyKPFIsxxOUMQAAAsffh+LpsF+move+F85H2hytmI5ZDys8zpLmIQwOd2QOBsLKNMADIWlAkAQBAEP4BHAaxJGQ4C2GhZ1vaiTIqcFHTeBSejHFDmTIDSKHtCSKFlCgKEi/xzcezYMVx//fXoi5vo6IgmaoxKCgRJRuUFH4PTX5XIBHB54V16HgSHB6LDBcHhhtPlwc3XrkVNTc3oL0QIIYQQQsZNVTmLdFJiUS9IQYCTRrb3B9QYOGEsmQCH//JfcM9bC8Hhhuhww9W4DN4l50ISRTQ0NODMjVfhzfYYRMUJIfkmOyEIw4vyrJ4AI1V62f3URpaJ5fV1yF85IBmmFoelRhLvtRgsNYbYiZ3cx+QsCOCU4VtxMWCaEJ1eiE4PBKcXbz91Dk4//fScvEahfO7v2xHTDKxsLMfKxnIsm1EGj4OWpgtlyv9PC4LgBfAIgDNShkMA3mZZ1qvFmRU5WXzo54/giZ3NsAwNRrgXWtcxmLEQzFgIkX0vwdJVvOA5jPef/umMF58xzYRpWhBFKgNFppZMjYGLnQkQDAbxzDPPMI9VnHdDIhNgsBxQ9WWft51zww2XUmk3QgghhJA8U3XOxiyRMgFOJoZpIaZlt7ivUTkgAMB///d/4/rrr8fhw4dx5MgRHDlyBD//+c+550cPDC+RCaIE75JzIYsCZs2ahRu/8WN844FEEQ3LsgBYaQEAgF8OKFWljx0E6BnZE4ATyMlXEEASBfQ+9nOEdj3Hft26ubB0DZaRePPIVk6DAJXnf9Q2PndtE6ZPn854RGkyTQtP7m7HQFzHv3a2AUj8vy6o8+O/Ll2Es+fTBrl8m9JBAEEQ3AAeArA+ZTgC4O2WZb1YnFmRk4nkq4RclrioVNsOoOfxX9nOufOFSvz8vz7JrWmXFNUMeJ1T+keWTEEjaz+mChc5CKCq/LkJkgKnIsLFSRsFEnUsXQrVnyWEEEIIyad4nBcESNxbBTNkZJPJg5cF0Pvsn6B1H0tboO2wDPxx2n/hwx/+cIFnWVoCgQBWrlyJlStXDo098cQT2LNnz6iPTZankQY3KrpSFvj1nma03H4jIMoQZAWCpECQHfiHx43vX/o6amtruc9bxcsESLkvNEwLBieQk69yQADgcLJL8ngWnY2ad345bewHVy3LWRCAtw4Ujk+e313PPvssXnljL9p2HB3MFnFBUJyQvJXYY1pw031xQUzZFUVBEFwA/glgQ8pwDMDllmU9X5RJkZNOasNQQWH/AdDiMQxk6AeQFFEpCECmnlLOBMgUBIAoDWUC8ERVg4IAhBBCCCF5Figrh1RWBxg6LMsATBOWoQ/dn1EmwMmB1w8gfnwn4i17bePNzc35ntKk9N3vfhexWAw+nw9+vx8XXXQRdN2+2Cw6En0A5MEgQGqpH8sYvE8ydViqDgtRAEBwAJDlzGsavCBAaplYXk82IH+ZAADgdPMaIMdsY7KYu3nwgwCl0SMvG7/73e9w11132cZ9yy9G3dv/HadMLyvCrKaeKbmiKAiCA8C9AC5MGY4DuMKyrKeKMytyMkrd3S/I7D9mmqpmtfuk2AuehBSaZVm22o+pit0TIHMmgAynImUOAmgGKvIxMUIIIYQQMuSLX/0G7hHO4h5PlmU1DAOqqsLtZu/2JaWNe28gK8zheDzOHJ/qrrzyyrSP58+fz8wMSGYCJEsWp25usjgluIDR6+RX+tjHu7MMAij5zARwsYMApmb/XpKl3JV99TnZ95QDkygTIBwOM8cFxYlFDX7aHFcgUy4IIAiCDOD/ALwtZVgDcLVlWY8VZ1bkZKVmEQQwDR29oeiozxXRJs8veEJyIaIaGS/wIqWaCSCIEEQJTlmEO0M5oKhGgT1CCCGEkHxjXU/Gju9E573fhWXq+OwtBm7SNViWBVEUYRh0jTYZ8e4bBImCABMRCoWY4+JgECCZCZC6+ckyxh8E4GUC9Ec1aIYJRRKx7+BBdP7zhxAkOVHWa/C9IMnAJ9ZmfP6JcJdcJsDkWSPKFARY2Vhe2MlMYVMqCCAIggTgTgDvTBnWAVxrWdZDxZkVOZllkwkAAF297D+sqYq94ElIofVkyAIAEhf6umFCzuNuj0yamprwta99DS/sbcXWI12JdFdDB6xEfUqnLGbc0UDZPYQQQggh+aezaodbFszYQOJ4yrBpmjAMA5JEu1InG91g14jnBQFiMfvCLbH71re+hZa2dvzooR2w1AhMNQpLjUGuaACQ0hMgLROAfR8nSvLo5YBSGgNblgVLjUJ0Jhbfe8MqagMutLV3ILKHXcVbEn6d/Sc3Ri4PKwggDN3/pcptJsDkDwKEeEEA2YmVjZQfXyhTKggA4A8A3j1i7L8AbBMEoWmMz9VmWRb91SAZqak9AVKDAKIEQXZAkJ3wetzoC0dGfS5aMCRTzWhBAACIaAYCRQoCzJs3D9/5znfw3w/uxpHNh23HnXLmngAxygQghBBCCMk7zbDvEBck/lKIpmkUBJiE1MGvs9Z9HNEj2xPNaCUZ0QOvMM+PUSZAVm644QaE4jpuD7ILZyR3vLtSewJwygHJCn9jZHt7Ox5//HHs2LUXnf/cDL2vBXpPCyCIaPz3vwJIlASqDbgQjfKX4rwe16if03gtXLcR7b55EBQXRIcbguKEIDshCPYFf6UAQYDQJAoCdPcNMMdFxUWZAAU01YIAH2SM/XDwbazOA/DshGZDTnqpmQBKVSMaP3d3YvFfHL6ovHBxHeD0j/pclAlApppsggBR1UDAxd7dUygqJ2XcIYtQJAGSKMBg7ECjckCEEEIIIfnHLBMj8pdCVFWFy5W/hUSSH8lgT7xlH3qfvI15Ttm69yYCQJKCK658VyGnN6kZnCwLgJ0J4JyxGHXv/R4sXYVlaEPvL1lSx32evXv34oMfZC3ZAUZ0AJLbP3R/GFX55YY8Tn6gYaIqq6vhqMlu4Z3KAaVTfOWQ/NWwtFiih8JgySi3x4M51d4iz27qmGpBAEIKKq0ngCgNNc9JFdMMBGP8P2JJkSI3QSWk0LIJApTChU9cY9cfdcoSBEGAW5GYuzQou4cQQgghJP9Y5YBGywQgk08yCMCrRy+XN6D87PcPfXz2hvMLMq+TgW7y+7Qly9645OEggOQOQJq5zHbuOW9bxH2e+fPn81+/twWSeyG6QonsjWiUk8UhyXDmscGsW8l+CTXZKyEX+OWAJs/95Dmf+RnCO9uGPrZMA5YWx/qFdUPNpUn+URCAkDyKZ2hqmpQIAoy+kEkLhmSq6Y1kUQ6oBH4ueD/nDimZGithIByBGQvD1KKw1ChMNYoXnu6Gt28uzjrrrEJOlxBCCCFkShlrOSBVHf0alJSeoa+zybm3FtMXh3k9BIgdK6s5KZkJoMfC0EM9sLQ4LC0GS4vD1OOQAzVQKqYBSJRL5WloaIDH40EkYi+VrPW2wDlt4XAmQJxdDkgQZTgyvMZEeRzZBxhy2bfO65RhGTqMcB/MeBhmPAIrHkY4HsavfnMMn7zx4zl7rXzZfrwv7WNBlCA4PVgzh58dQnJvSgUBLMui8BIpmB07duDoP38GU5AH6xEqiVJADhcCpw73po7pBoLRbDIBir/YSUghdWdTDqgESuowU8wBOAfrYrodIvo234Xgy/ekHf+fu4CXL7wQTzzxRN7nSAghhBAyVbGCAJKvCtXv/AoESYbf48Jvrz8DiqLA4XCgqqqqCLMkE6XqiYVqi1Oqc2TgR8uwu30q2LdvH5588kmUlZWhvLx86H1FRQWmT5+edi6zufag5I73D733ajS/YG/WW7buPSg/+zoAyLhLXxAEzJs3D2+88YbtmN7bAmA4U7yitgG+FZfAMnRYhg6YifeCpEDJYRmekcYWBMjd8qPXKSHeshftd33FduxTDwIf+fD1cDqdOXu9XGsPxtDazw7cUD+AwppSQQBCCunAgQPo3/ov27jg9KYFAaKqgYFsMgFKYLGTkELqnSzlgHROT4DB3R9uRYKo2EuBAUAoFMrbvAghhBBCCKAxdnyLTg+8i9YPfiDg/PPPZzb3JJPHUDkgk73BTpDS+4hN9UyAl156CZ/61Kds49OmTUNzc3PaWDaZAF6vh3nc0oZL92TKBACQIQjQCgDoCiXuD5sWLEXVxpts5ymSkNfSMm5GEKBv818xsPXhwU2fwxtAb+m6CH+5/dc5eV2fU4bo5NfN7+/vR21tbU5eKx+2HevjHqMgQGFREICQPInEOClqIy4+YpqJAeoJQIhNVpkAJZAhozJ2lwEpmQAKux8IAAwMDORtXoQQQgghBNBGKdFqmBbCqsGtu00mh2TdetHpg1I1E5apJXaJGzos07Atok71IEB/fz9zXNd13HPPPRgYGBh6O97eg57Nb6HiwhttwbJkA1yfl71IbeqpQYDMO+lXrFiBgwcPIu6pRYtVDqWiAXLFNCiVMwAAPeHEc/EysR05LMHDwsoEMGMhmJE+23jzUX6Pg7Ga7EGAkaWAkhor3ajylW4Gw8mI/soRkieRSHZBgLg+emNgy7IQVad2uiKZerLKBCiBIECmxsBAoieA6HAxz6FMAEIIIYSQ/PruF25Ey5YdEEQJECQIkgSIEvwrNsK75FwAQH9UoyDAJKcNlgPyr9wI/8qNo58/xcsB9fX1Mcc7OjpwzTXXMI+Vb7gBgpK+aJvMBPB4Rs8EGK1e/ze+8Q184xvfwC2Pv4WfP33APreBwSAAZxNWPvsBAIDHYf8dwWtE7XTlbnHb65QhOtn/vwD/a1kqth/vZY6vbKwo8EwI/ZUjJE9CkShzXJDTf+wSmQCJXf7d//o5tO4TMNUILC0GU000Ea244GOInv5veZ8zIaWkJ6tMgOJnyIx2Eep2SBCoHBAhhBBCSFEcP3IQWsdh27hn7mlD/w5GNUwvZ1+vkcmBd03OQ5kA7EyAGTNm4MSJE8xjlhoFRgQB5DEEAUYrB5RUV8beQNXal9hoyerzARQiCGDPBLB0ThAghzX6nbIIxe0FIACwf9/29rIX2UuBYVp48wT7e41KARUeBQEIyZNIlJcJ4Ej7OKoNZwLE2w5A6zhke4wZj1JjYDLl9ERKOxOgpaUFPT096Gk+Aq0vDkGShxqAiw730EWuW5EgMsoBSYqjpBs4EUIIIYScDHSds2lEHF7Q64+OXp6VlDbewnCuzj/Z8HaPNzY2coMAWvfxxD2Pw53IrAEgSaMEAczhn79sgwDTOAG59oEYNMPklwMqQhAAnEwAVw7v8wRBgM/lgOj2w4wGE4OSDMldhlnT6yFJ2TcsLrT9HQPce3YKAhQeBQEIyZMZs2bDs3A9LEMbftNVKOUNaecZpoW+cOIPB2uhEAAsjYIAZGrRDRN9kWx6ZRTv5+JnP/sZfvSjH9nGXXPWoO6abw9nAigSnDOWoOEjv4LocEFweCAqTlyzdjZ+fM2KQk+bEEIIIWRK0Tk7dYWUIECQggCT3lgX9fUMzW6ngpqaGixYsAA9vX3o7e2FMfhzMm36DO5j2v/6nwAA57RFqP/AjwEMZwJ88YtfxIvySpwImRBkBwTFmXgvDC/MO5XsFqt5WTmWBbT1x4rYE0BG5K0XoXYchhkbgBEbQGT3c8xzXS52NsN4+Zwy6t7zPxAUNyRPWSIQIwi4+apluOC0mTl9rVzazmkKrEgClk4LFHYyhIIAhOTLWedfjJod6b/4+zbdCa3zKDru/hYsQ4WlqTB1Ff5Vl8K/ciMETt1wU42WRANUQgqlL8sbsWKWA1JVdqaCICb+tA71BHBIEJ0eOJzpF2dRjX6mCSGEEELyTdc511zi8HIIZQJMfhqnvI+pxWCE+4ChzXk6LEPDllcErGy8tLCTLCHf//738ZmvfBPX/OYlNPdFYekqzHgY4QY/cM/dGR8rpGxeTPYEaGhoQOX02WhrDSJy4BXovW0QZGUoU1qQFRzdX4mVjWeOOjdeJgAANPdFEecEAZQ8BwGqfU6Edz+LyL4XbccE2YGKCz4GS9dgGSouu/zynL621ynBUTvHNh6Kl/Y9Ja8p8OKGAFxZBoVI7lAQgJA8YUWnY8feRPz4Ttu4MdANABAdnBQ6NYZICdQ+J6RQsukHABS3HJCmcXaVSYk/ramZACwxCuwRQgghhOSdwc0EGF4wDMboXmuy42UCRA+8hq5//sA2/vlHKvGRq7vzPa2SdvfrJ9Dcl+hlKMgOSLIDe4JARVUNfB4Xjh8/znxcagUDOeXnyKUk/h3e+TQib222v15ZB955/uhBAJ9TRplbYQbnWvqi3P4P2ZYbGq+6gBOiy8c85p53Ovwr3zb08cUXXZzT1+Y1Lg/HS/t3186WfkQPb0PvU79NZIcoLgiyE/vrK/HxN2fjtttuK/YUpxQKAhCSJ3HGjhNBdjDOBCw90SxHUPiZAFQOiEwl2QYBipkhw8sEgJTMBMgcBKBMAEIIIYSQ/Lvs+s/ggVf2wzINwNQH3xtQUnbVjqUckGVZsCwLopjfBUcyNrwggCArzHFVjTPHp5LXj/Ywx794x3P4z0sX47rrrsOdd95pOy6kbF4cTAQAgKGd3ZbOvk/yeLJvvj2t3M0NAvBKOeW7J0CFxwHZ42ceM6MDaR/LksA8b7y8kzQI0B6Mw4wGoXWnB5T2HgZ6DtZSEKDAKAhASJ6wUtS4QQBDQ/DV+2AE26FUz4JSOR1y1QwoFdMhuv2Qy2ppwZBMKb3ZZgIU8aKHXw4ocaMxFARgNZACBQEIIYQQQgrh1IuuxDPmW7bx8N5N0DoOwTINPN6zGdab1VBVFZdffjmWLFkCAPjkJz+JnTt3IhgMIhgMor+/H8FgED/96U/x6U9/utCfCsmAVw5IkNhBAI23oWcKGeBkwARjicX3UCjEPC46E4v5sihAEIYXu4eCAAb7eT3u7OvkTy93YU9r0Dbe3BeDy0qUeBIkGRDlwfdS3oMAoijAX1aBPsYxM5YeBJDE3AYBeJkAoRIOAliWhd6wClOLMY97vd4Cz4hQEICQPBlTEECLo//lu4c6vWtdR4eOVb/ji3DUNFEmAJlSurPNBCjiQjo3CCAlLn6TF6G8WofU54MQQgghJP94O8R7n/otjFBiJ/Sjg28A0NjYOBQE2LJlC1599VXbY4NB++IkKS5es1heEEDXNJimOaUzOnglh5PBAV1nH09WMBi50J0sB8TNBBhDEIDXF6ClL4p999+KEw/+xXZs85rzgI8+nfVrjEdlZSVYRZKMWHrAJNf9CXiZAKUcBAhGdeimBUtjZ914POxy2CR/KAhASJ7EteyDAGY8PBQAGEn0lAGgBUMytUyGTIDbb78dP7rlZzjjfx5LpJYbiTfRmbiYSTYG5vYEoEwAQgghhJC84wUBwFkcTt3oEQgEmOdQEKD0jPXrDADxeBxud/Ylak42YU5T2WQQ4KGHHoJpmvi/l/bjC3e9AkuLwVSjkDyJn4uRO+9dcjITgH0v5xvDom+5pCHeuh96bwu03hbofa0InH41Wmp90DT280tS/hvNNsyYib0zlkB0+RNvbh8klx+Sr2LoHEEoXCZAKZcD6g4nFv8tygQoGRQEICRPWM1qXDOXQ5Adg29OiMl/K05m4xwAkH1VABJResuy0tLtCDlZZZsJUMwMGa/XC0NyQPZXMY8PlwNi7wKhckCEEEIIIfnHLRMjshcMNW24DnlZWRnzHAoClJ5kEKDroZ8g3rI3UaJTkqF1HmGeLwgCBQG4mQDDPwOiKKJPl5n3PPWB9J39rsEyqHLFNFi6BsvQYOnq0L/9vtEXfS3LQlNTE44dO2Y75p69Gs3TZkPR2D08ZIUf8MmV1Weegz1iU8ZzlDxkl3id7N9XpZwJkOzzR5kApYOCAITkSZyxwOc75Xz4TjnfNh47sYf7PJK/EgBgWokSQ7zSIoScTHojpV8OCGBn/CSN2hiYsnsIIYQQQvKO2zBWYi+HUCbA5KQPBnv0YCf03lbbcd+KjSg/94MQJAWCpOCW96xGeXl5gWdZWni7yEcuLLf2RZnnNYwo2ZPMBKh5xxdt5zplETfd9LZR5yQIAvfnTuttRUQ1IEfZO8tlThPoXKoLjF7SKNdNgYFMjYFL954yubHPPW8tRG85LD0OS41DNOK4dlUt5s+fX+QZTj0UBCAkT1iZADxGqJs5LiguCI7h6GhUNSgIQKaEnqzLARU5CKDzX3+0ngAR1aDsHkIIIYSQPOOWiREpCHAyGbr/5jSllctqIbmHv55juF0/Kam6yc2SGdkwuKWfveg+rWxEJoDC3wHvHEPT3vnz52Pnzp22cb23JTG/CHtnucOR/yBArd856jm5LgUEAP5JWA4oeU/vnLYQzmkLh8anlbnw6/+8oFjTmtIoCEBIngyEIrAMLdGtfpRFPtHhhnPmMhihHhgD3UM10yRfZdpjI5qBCt6TEHISyTYIEOWksBYKrwEZMNwTIFm/MfTG41A7j8JSozDVKCw1inM2fR/vf9/7cOONNxZkvoQQQgghU42msxc6ZX8VzFgIgiRDkhUsnl4Bh8OB2traoXM2btyI8vJyBAKBtLcZM2YUavokS8lgj2Vy7g9GBH10k/19MVVkWjwOjQgCtPZzMgHKhjMB+vv78cT/+yl69rfC0uKwdBWmHoelxVH1ts/A6Z+e9dx4O8S1rkSJoFCEHZRQFHYPxlyqDYweBMh1U2AgkQlgWRb6XvgLzEgfjEg/zEgQ7fEgKm8O495778WGDRty/roTwbunr/Tl/+tE2CgIQEie/Oiz1+HYzq0ABAiyAgymHZadeQ0Cp74z7Vz3nDVwz1kz9LEZj8AIdcMcUTut2AuehBRKtkGAiFbc3fTxjEGAxMWf35XYkRLZ9xKiB19LO2fTIeC0U0/N3wQJIYQQQqY4zWRfr9Ve/c20j1/97ttsi3cbN27Exo0b8zY3kjvJXe0WJxNgZPknnfN9MRXce++9uOkz/45OVYbo9EB0eiE6vZAC1ag493qEVB2maUEc3NHe2sdedG8oH84EUFUVT/7tt8zzzFhoTJkAS5cuZY6rnUdh6RoqLvw3lK1/P2DqsAwd1uD7decuz/o1xqvWn579ENr1DARRGiozJcgORAMe9Pev5fYUGQ+vM7G5dGDLg7DUSNqxGICOjo6cvVaudIc4QQDv6IEUkh8UBCAkT7R48heeBUtXAV2FBSSyA0aR+ENsb5JSzCaohBSKZVlZBwEsC4hpJtyO4pTJypQJkCwHFHAn/tQKCrt+ZCgUyv3ECCGEEEIIAH5j4JGCUQ1VPlqcmqyGMgGyDAJk+31xMuro6EBL8wnbuFzRgIpzr4dlASFVR8ClIKYZ6A6rsKzEuoaoDP+MTE/pCZCpyaulxccUBFi9evXwB6IMR80sOOrmwlE/D5ZlQPZXA/5q2+Omz56b9WuMV2omgGVZ6H7oJ7Zz2gFsuXYZzj/f3g9yvJLZ5ZKnDPqIIAAAdHZ25uy1cqUnzC7bVOWlTIBioSAAIXmicTqgC9L469RREIBMBVHNyLjDfqSwqhctCDCWTADR4WaeNzAwkPuJEUIIIYQQaJqGIzteQuxYPyBKEER58L0IuWJ62oJmMKanBQHi8Tiam5vhcrngdDqH3ssyLaOUouTmnPJzPgAzOpDYfJeyS9zRsCDtfH0KNwXo6+tjjotOLwAgsv9lnLPuG4hFwujrD6Kjpw+WGoNcOR3TP/abofMbUnoCuN3sex0AsPT4UKnUbCxatAi/+93v8EyXD5u6XVmvoTik/N8TVnmdEAXAtADwSk8BcDpzG1BMNgYWPQGgz974uhSDAN28ckAUBCga+utFSJ5oKvsXXqY/YJZlQus8AlONpdUNN9UovIvORpSCAGQK4KUN8hTz54KXCSAKgDyYTu51SBAFQOAEASgTgBBCCCEkP4LBIB76waeYxxpu+AUcNU3D50bTM7b37NmDVatW2R4nSRI6OztRUUHd2kpJssa/d+FZYzp/Kurv72eOJ4MAZjyMHdu22o6PLEOT2hNAFEU4nC6ocXvpIEuLw5mhafBIsizjox/9KHof24vNzxzM+nGOMWQbjJckCqj2OdExEIel86s85DoI4HMmAhySh11iqBSDANyeABQEKBoKAhCSJ5rGCQLIGX7hmQZa//gZ5iFH3RzKBCBTQm9kbEGAYv5cxHX2a6fudBEEAT6njB7KBCCEEEIIKShN4y/SCWL6ruH+EUGAeJyd2W0YBlwudplHUjzaGHf2j/X8k8lomQC8DGZTHW4QXOFRbNnYTpebGQQwx1gOKGlaOT+7gKUQQQAAqAu4EkGADKWecx8EGMwud7ODAF1dXTl9vVzgBQGoHFDxUBCAkDwxxpEJIEgKIMkAo46hpcYQocbAZArgpQ3yhIv0c/GJT3wCB9v70H0kCEGUIcgKBFGGZ8m5KGtMr0cZcCtQqhrhnnsaBIcHosMFweHGRctn4Ypz13BegRBCCCGETISuZ7hOHBEECMbSF/RiMXYzVCD3C3xk4jL16mLRp3BPAF4mgDAYBBAc7Pr+lhpF/yv/QNnpV6VlASSdtn4DXnqrBYLihCA7E/c8shNK5bQxlQNKmj7WIIAkjPk1xqPW74RlWTBj/IxuhyO3C93ewUwA57SFsOJhiJ4ySJ4yiJ4yfOmK03DRGStz+noTZVkWlQMqQRQEICRP3vmVX+CpnccT0WFdhWVoMLU45PJ6aH1tsLQ4LF2FZaiwNBWuWcshiBJExQ3TsO8MNtUoohplApCTX+8YgwDFKgd05513MnfxOxoWwDl7ftqY36XAu+RceJecmza+8dLF+MA5c/I6T0IIIYSQqWoimQC8IICiKBDFwuw4JtkbcyaAOXUzAT796U/DM3sV7n15H8x4GGYsDDMehmvGEgD8TAAA6N90F8pOvwrTyu3ZMN+79Xa8+7aXmI8bTybAmIMABcoEeOuR3+PYvb9nbt5MynlPAIcMUQD8KzfCv3Jj2rEzLjwNaxbW5vT1JiqsGtzAXJWPggDFQkEAQvKkrHE+XH3+tLF463603fE55vmNn/0/CE5Pom54zL6waGlRKgdEpoSx9gQIx4uTCaBys31kW81Lv4v953Ygxr8xJYQQQgghEzOmTIBo+rm8ckBUCqg0aRl29vdtugtGpC9Rw93QYBka/t8zCtY6voYLLriggLMsDevWrcMOtQ5PGnuZx3m9zFKxSvW4FBFaTzPa//qfECQlUQpZUiDICh4p86H77Y+hqqoq63k2lGgQIOB1MwMAjoaFqP/Aj7F6ug8zZ87M6WuKooBKrxNdIfvvpc4B9u+qYupJuaePHHwNguyAKDshOFwY6JiJNqeKqqoqKEp2TZ9JblAQgJA8iWv2qGemfgCWHgeciTIhrKV+U6UgAJkaxloOqBgZMpZlcW8MIclwSOkXoAFOECAYoxJfhBBCCCH5ous6IIiAxbg3G2cmAJUCKk2ZMgFCO5+C0d+eNvYWgMOH35/nWZWuTBupZF8l/BVVGOjtth2TAjUAwCwH5FYkWFocRqjHdqy5JdErbSx8ThllbsX2s8njkMZecmg86mrYgQwzNgBBEOB0OfOSLVTj5wQBGGPF1h1OzMkyDXTe8+20Y+f9IfH+mWeewYYNGwo8s6mNggCE5EmckfokKPwLRktPLHwORd1FCaLDDcHhhuhwQ3R4EKWeAGQK6B7jRUw4XvggQKZdZYKk2Gpe+l3sHQ4ja88SQgghhJDcWbx4MS76ydN4qy0ImCYsUx98b0B0edPOHXlddtlll+HIkSPYtm0bWltb0dnZiY6ODvT39+OWW27BpZdeikWLFhXy0yEZZAoC8PrycTf1TAGZ+qqJLh/OvOy9ePzPv7Adk9wBAGCWA3IpUsZmuePJoplW7s4+CFCgTICG2hrmeLJHgJyncmE1fif2tNrHSzITYHBjn6Xx5+b1ernHSH5QEICQPGHVP8uUCdD8m4/A0bAAosMF3/KL4Zq1wlY/nDIByFQw1kyAYjTMznTDIEiy7QKUlwkwQJkAhBBCCCF5pRsWBEEEJBGCNHxNFnz9AYTeeAIwDViGjltvt/DHTwIbNmzAX//6V3g8HsyaNQvr1q1DS0tL2nP+5S9/QU1NDQUBSgivHJBTTv+6p5rSQYBRSqoODLCb3iY3LbIyAZyKOLS5kWU8WTTTy13Y0xpMG+vbdCcs04Agyomv7eD7zgtrgCV1Y36NsWps4AcBLMuEnKcGxTU+9v9fKQYBurMIAng87AbUJH8oCEBInsR1+4K9mCEIAABq677Bf70ByzRtQYBiNUAlpJDGXA6oCD8Xoijiwx/+MHYc7cLe5h5Yhg7L0AFTg+jy2Rpf8TIBqCcAIYQQQkh+qZwd4ka4D1rnkaGPQ4NvXV1daecFAgFbEAAAgsGgbYwUDy8TwOOQuJvxpnQQYJR7qLpFa/CxT1fgr5v3wVIjMNUoLDUKR90cAEBDGScTgBMEkGQF0jjK9aT2HjAi/VDbDqB/81+Z5x6/ej1w4doxv8ZYzZ7ODjQIiguWGs1bJkBtgB0E6CjBIEAyE8DUKROglFAQgJA8YZYDkrOPfEt+e505ygQgU8GYywEV4efC4/HgD3/4A773rz247blDtuMjMwF4jYFHNqAjhBBCCCG5xVscFkT29ZmmpW/SCAQCzPMoCFBaNMOEpauIHt6a+NpKid3hRpkXWtcx5mOmdBBglEyAmsVn4H2nvxuPe1+zHRMEoJ4VBJClxMYoBnmcDWB3PPhHdDy3GWr7QRgDXRnPdbkyb7rMlbUrlqL26m9CdPkguvwQ3X6ITu9QxolS4EyArhIOAlgau7cKQJkAxUBBAELyhFUOCJKMaR/5NQTFAUF2QJCdaLn9EzBC9oY7sq/SNlaMBqiEFFp3aKyZAMVbSGf+nANZ9wQYiFMmACGEEEJIPumcMjG8EjGqmn4tygsC9Pf3T2xiJGcsy4JmWDAiQXTe+z9px5LtgB11c6FUNQKSAkFWMKeuDGeccUbhJ1siIqP0VRuI6WjtZy/g1vqdUCT7bndFEuCqn4uqyz4PS9cAQ4Wlq7AMHecsYJfQGc2O5x5B9MDerM71OMfec2A8KivK0bjiLHRx7ltlxv9NLtT4J1E5oMH/G8vQIShOZlkgygQoPAoCEJInzEwAQYBS3Tj0sWVZMKLsi0eJFQSgTABykouoOjfYNaPCjRO9Udt4MTIBklg/5wBs5YACbuoJQAghhBBSDLxyQOCUJqFMgMkn2Q/AMvnX1jXv+irkQO3Qx2uX1GHjxlPzPrdSFRolEyAU19HSZ7/3Atj9AIDEeoe/qg6iv9p27PLLlox9kgBOWb4SR7MMArhdY+85MF61fhc3CKCIecoE4AQBBuI6oqoBt2Ps5ZbypSecWPR31s/DzP/4ByzLgqXH8Z5VdfjU2Y2IRCKUCVAEFAQgJE94i4OpzNgAwEmXYwUBIhotGJKTW6YsgMYKDzMIUMzgGD8TgN8TwNI1mFqipmZ3dwwvvujDggULUF1tv1gmhBBCCCETwy8HxM7U5GUCyLKMQCCAsrIyBAIBNDQ05HaiZNyGvsYGP8t25Ndb5wWHpojIKNnUAzENLX3sTIBp5fwd905ZRCgSg6nFYGlxWIM14Z3yKeOa5xlrT8XD9/4tq3M97gIGAQJO7G5lH5PyHASwLAtmPAwz0g8j0g8z0o+f/+oI1pyyEBdeeGFeXnusekb0+RMEAYLiwoyGOsyaNatIsyIUBCAkD06cOIHjT/8ZqpVoQiRIyuCbDM+i9RDERIRWdHjQcP3PoYe6YQx0wwh1wwj1wK0F03YpJFFPAHKyy9QUuLHSjZfs5fcRLmI5IG4mgMLuCXD81utgRvrSjp11O3D33Xfj6quvzsscCSGEEEKmMl45INfMU1Bx/kcTZYHERP34n753DWpr0suW/PznP8evfvUruFwuCEJ+FvfIxCS/xrx69ACAEeWfdJP9fXGyO3ToEF5++WU0v3kYMdMB0elNvLm8EB3DO/wT5YDGlgnwv//7v9j2rf8ArPR7JEfdXHg/cem45nv2mfxGv5K/OtFL0dBhGTrKy9hZO/lQy9mVD+S/HFD3Iz9DeOdTace+ch9w3XXXlUwQgHdfX+ktTN8GwkZBAELy4NChQ+h45g7msZmL1g/9W5BkOOrmwFE3J+2cL21ciB8++pbtsVQOiJzskmmDIymSgPoAe8dJMYNjqs5+bceIC7/AYBBAkDi9AQYGcjsxQgghhBACy7K4i72Ourlw1M1NG7vi6ottvZz8fn/e5kdyI1nyyTL59wXJjXhJvAyRk91zzz2HG264wTYu+Wsw45N/HPp4IM7vCdDAaAoMAIqi2AIAAGBqcaydXTWu+a5etTLRidga/jkWHB4oVY2ouuRTaWspy04ZX7bBeNT6XQjtegYDrz+QuMdLbvyUFTz31mLgXX/I+Wv6nTJcigjRzf6d1NnZmfPXHK+RmQBJVRQEKCoKAhCSB7EYpwO6INouPkZa0ViOpip2gxTKBCAnO15dxUqvAx4n+09WMYNj/EwAdmNg0eEGa7ahUCjXUyOEEEIImfI0ThYAT1Q1bEEAUvqGFvQtE4LDncgIMHQAKQvH0shyQFMzE4DX0Fp0ptdnV3UTR7vDzHOnl7MzAXg13n2SwX3MaPx+P8655mN4s0eAUtUIpaoRkq+SmZXjkPOzA5+lLuCEEeqG2nbAduyolZ8NXoIgoMbvRLunjHm8VIIAMc3grl1RJkBxURCAkDwIRdhpc4I8+gXlxUvquA1dKBOAnOx4PQGqvE54OT8XRS0HpLGDAPZMgMTPvuBg75qhTABCCCGEkNx78qmn0XHPtwFRSmzGGnwvugOovOBjtvNTF65+97vfYdeuXXC5XHC5XHA6nXC5XFizZg3OOeecQn4aZBTJIICzYQFmfu7uoXHLNPCeNQ3468uHqRzQoL6+Pua46LJvROT9FzWMMQggW/xeDdn4wn99Ezf9dduo5428B8unGr8Lls7+vBRH/noT1PicEN3sskelEgTIVOK3ykdBgGKiIAAheRDmBQGk0X/hLXCH8L0vfAkde07AVKOwtFjivRrF9Bt/D90w81ZjjpBi45UDqvI54HaUXiaAykkjHtkY2KWIkEUhrc5mKsoEIIQQQgjJvaNHjyJ68DXbuOSvYQYBotrwdeWDDz6IBx980HbOZz/7WQoClBh+82cJAV+i5v1Iujk1ywFxgwCM/yOeaZxyQLwgQCQSyfq5WVbNLM/qvEJmAtQGnNweFIKUv6XWGr8TUoZMAMuyit67pIezsQ8AKr2Fa95M7CgIQEgehKPsckCjZQLMqvKg2mnhiYfuYx431RgimoEABQHISYqfCeCAh5cJEC98JkA8HkckEkE4HEpc/IlS2sXWyAtQQRDgd8kQKAhACCGEEFIwcY29U1cQ2fdTqZkAvBKvLhd7AZQUj6rzd/XzNhJN1XJAEw0CKJKAah97ITdTEGAii9PTy92o9jnRFWJvGAMASRQgiYVb/K4LuACD/fvFFPNXUqzG74ToTg8CCLIDnkAFFjZNh6qqcDqLu9DezdnYJwpAuZvKrRUTBQEIyQNfoBzO6YthGRosXR18r0Pylmd83EWL6xAI8H9hW2oUUdUYKi1CyMmmi9dAyOfkBgFSd2wVyn333Yf3vve9KSMCIMmQ/dWY/vHf2TIBgERfgPL170dg7bsgOlwQHB6Iigv/ffWpuP6cBYWbPCGEEELIFBGLc3akcnbqpmaYxuPshSwKApSeTLv6efcQU7UxsMfjQWV1DXp6ewf7JiSwygGx1AVcEDmL7StXrsQTTzwBj8dje5sIQRCwamY5ntjdzj2nkKWAAKDr+CEEX72XecwQMveBnIganwuO2ibUf/AWSJ4yiO4yiA4XVswowwOfXp+31x0LXlPgCo+D+71DCoOCAITkwVnnXYT668a+UH/Rkjr4vPxdzaYapebA5KTGKwdU6XXAw9nFoxkWVN0saPqn/abQAgwN1uBukJGNgQEg4JbhqJ1tfy7IRU/ZJIQQQgg5Gam8TADOIl3q5hJeJkCxd9kSu0wL+h6HBMuyANNIbM4zNFi6hgGhH0eOHEFTU1PhJloCfvWrX+GDX/gOrr3tpcSGxXgEZjwEQcmuce+0Mv55lZWVcLvdaGlpSeuj4XK50NDQgBkzZox73isbRwkCFPBeEADe3MHvUVC24PS8vW6N3wnR4YazIX0TWecAP0ui0HhBAGoKXHwUBCAkD1R9fLsK1syqgBpnX2wCiUyASBGboBKSb7xyQNU+fjkgILFrq5AXfqrKnqcgJYJ/rJ0ofic7MDgQm1ijLEIIIYQQwhbn3TtxywENn88LAhzrp2u3UpOpHJBLljCw9SH0Pnlb2ngzgMseXIqdO3fmeXalJxzXIQgCBMUJKE5IvoqsHzutPHMmzM9+9jPcc889tvFPfvKT+OUvfznmuSataizPeLzQQYDKykr2AVHGDR/5SN5et9bPDkJ2huIl0Q8ASG8M3Pf8nxFv3QdBccKqCODf9t4Jr9eL8847D5dffnkRZzk1URCAkDyI62PfrV8XcEKWREhuN0RRhMlIaTS1WFGboBKST5ZlpV0wpKry8ssBAUBE01GGwpXJ4gcBEn9WnQqrHBD7T+5AjAJ7hBBCCCH5sOiU5fCfdkViF7hpDO4GNyD7q5jnp95rnX/++TA81TjY1ju0e9wyVNz/Vhg/iGnwU4nWksHLBFAkAYoscBu18ko+nezCE1hTaCjPnDGQr14ayxvLIQiAxYn3FLocEDcIYOo4Z7Y/b69bwwkCaIaFvoiGihLYbZ/aGFhtP4jYkUTWxDEAv3s1MS5JEgUBioCCAITkQaZMgMUNAexpDdrGv335UgCJenc33ngj/vJaMwTFDcHhgujwQFBcUKoaqRwQOWmF4jr3Z6fS54DXyf+TFY4X9ueCFwRApkwAzo1iMEq7yQghhBBC8mHFaWei8nz29aWpRqG27YdlGLBMHTB0PPfoYej7ynHNNdfgpz/9Kd7+8xcw0NyP7odvgRmPwFQj6H7xHsyf/zeY8QjuuecenHPOOQX+rMhIvCCALIqQRXEoW3ekKRsEiI9/E9K0cQYBJlpGy+eUsaDWj7faB9jPXyqZAABqHfm7v+MFAYBENkApBAFSN/aZGvv7YaJ9Isj4UBCAkDyIcxYyBQG49tQZ+NaDu9PGF9b5ceHiuqGPf/nLX+L5bz6GAcYfZwoCkJMVrxQQAFR7nXCPUg6okEbPBLDPdayZAN///vfR3t6Oz3/+8xOqn0kIIYQQMlVpBr9MjN7fjva//lfa2G/uA34D4JJLLkFNTQ12tQQhCAIi+16EpQ0vGCcrk/f19eV+0mTMMmYCSAIFAUaYSBCgsaI4mQBAoi/AthefRud934UgyhBECWY8DMlfjS6vH/jCoQm/RrYyBQF6e3sxa9asvLxulY+/yN85EMeCuvxlIWQrtc9f6u/NVF5vdo2oSW5REICQPOCVA3JIIj60rgkDMR1/2HwYAzEdp8+pxM1XLoM8Yuew2yExgwBRjUqHkJMTrxQQkMgEcGXY3REucK+MG264ARdffAku/dkzgw3GdEDXIDgSF7esTICAm9cTwD73YDCIH/zgB+jr68Mvf/lLfPCDH8SXv/xlzJ8/P7efCCGEEELISSxTw1hB5C+HaCMaCosODwzGYlYwaM/wJoXHC/Y4ZMoEYJlIFvWMisw7uPMVBAiHw7CObUH/i38DDB2WoSP5VTcGuhDX+b0V86G8vBxLly5FZWWl7a2mpiZvr+uUJZR7FPRF7NkGpdIcOLUxsEWZACWFggCE5AGvpIlTFiEIAm66YD4+sWEuREGAKLIbt/B2PSczAdr6Y/jhY3ux43gf5tX6cNP583HK9LLcfAKEFEF3iH3R4pRFeB0SBEGAQxaZP1+FzgSoqamBv7wSzoZm5nFWT4AAJxMgyGgMfNtttw3tLNM0Db///e/xhz/8AVdffTV++tOfYvr06eOfPCGEEELIFKFnyAQAp048kMj6tFKKjwtOLxDutZ1HQYDSkAz2hHY+jdCbT0KQErvEB1xOfO+lavRv28183FQNAkQmsIFqxiiZAIFAAJWVlYjFYojFYkO9DicaBOju7saPPn8D97gpFHZ5U5blojWVrvE5SzoIkFYOSGUHASgToDgoCEBIHvDKATnk4YX9kTv/R3IzyokAicXOgZiGq379Ipr7ogCAg51hbNrfhQc+fRbm1RY//YuQ8eBlAlT7nBCERLDM45CYQYBilMmKa/ydZayalNmWA4rFYrjlllts51mWhSeeeAJ+P/2ME0IIIYRkYyKZAGrKY0Une+GTggClIfl11vvaED/2xtB4FMDTuwClaibq3vd9CJICQVaG3r/69bcVacbFFRpnOaAavxMuzjpF0lNPPTX0b8uyoOs64vE4ZHliy4+NjY3wer0Ih8PM47zmzyej2oAT+ztCtvFOzqa6QlJ1M+3+NnD6u2BG+mHGIzh7lgcuqAgGg5g9e3YRZzl1TZ2fEkIKiBcEGEuzGk+GTIB/7WwbCgAkhVUDf331OL5+2ZLsJ0pICenhBAEqU5obeR0yc9dDocsBAUDc4Ace2EEATmPgEZkAf/rTn9DW1sY891Of+hQCgcAYZkkIIYQQMnWpmYIAo2QCxNSUIICDXbqCggClQR3M+LBM9j2B5KuAq/EU23hdfQPz/M6BOB7Y3owj3WGcOqsSl6+Yxs3gn4zGu4FqtCyAkQRBgKIoUBT2fdBYn2vRokXYsmUL87g4hYIANT52c+DOgTjC4TA8Hs/QJrpC642k39MH1rxj6N8/+ezZWFRP97LFNHV+SggpoNwEAdg/nhHVwI7jfcxj2znjhEwGXZydC6nNj3hlsgpdDggYLRPAPs+AS4EZDyO043GYWgyWGoWpRtGlRfHObb/G7bf/DjU1NbjjjjuYz+l2u/Hv//7vOZs/IYQQQsjJLqtyQMJgzXhRgtPpQIUvsdAZSenF5p5/BpTqmRAdHghOD0SnBz967+lYu2ZVPqdPsqQl778NzsYgTtaHZpiQxPTr9tb+KK697WUc64kAAP7y8jE8tbcDP3/PyqItrObaeDMBRusHkG+LFy/mBgH83ok3Hp4savxOGNEgwjufgR7sgB7sgNHfgV//sgs/C/Wjt7cX5eXlRZlbdyhDnz8vv6kxKQwKAhCSB7/4+k04/uLziTRDaTjd0HXm24AvbMjqOfiLnTra+tl11Zp7o8xxQiYD3gVDlXd4p4OX83NRjEyATDvLHJxyQKYaRe8zv7cd++cuoLv7+6ipqcFTTz2FP/7xj/jRj36EI0eODJ2z4Z3vhcNXnoupE0IIIYRMCZnKAYlOL2Z+6Z8QhOHrtrPnV+PPHzkdAHCwc7jcRupu1qR1l9Cu1lKR/DpbnCAAL+tDN+1Bov/34tGhAEDSgzta8JH1s7GysXxiEy2yf/3rX/ja176GEyELA6YyFNSSvBUoP+u9oz6+cYyZALm2ePFi7rH/+Mo3CjiT4qrxO2FpMfQ+/Tvm8aNHjxYtCMDL7geACg8FAYot+23JhJCsDfT3wYz0wxjogt7XCq37GNT2gzBCPVk/R6ZyQC2cIED7QIzblJiQUse7YJicmQDsIIDo4F84h0KJG023241PfvKT2LdvHz74lR9BqZoJiBLeqFiPy3+xCS19FOwjhBBCCMlGxnJAgpAWAADSrylHu75s7WPfk5HCGwoCcMoBcYMAjO+Pu145yjz3j5sPj3N2paO5uRlbt25Fx75tiB54FeHdzyK07RGE3nwyq8cXOxNg6dKlmDVrFtaefT7qzroKlZd8Ggs+8hP85rFt+OqnP1zUuRVSjd8JyVcFCOwl3aNH2d/DhTCy1G2S3yVDGaUvJsk/ygQgJA/UOLusieJg125j4QYBNANt/exFQMsC2oMxNFYW948zIePBLQeUkjbIK5MVjhchCKDzX5OdCaBAUPhpqskgQFLbgIbNwhI0fOQX0DoOQw7U4mh3BL945gBuvnLZ+CdOCCGEEDJFdLa3QetthSBJgCBBECVAkiFICkTFfm+WrJVumiaC4Sgsy+KWgBnZo40UjzZY9sk9Zw0klx+WqcMydNR5Zaxu9OPJDvb9scYoFxWMsQMJD2xvwf++Z3KXf+L1sMi0USnVWHsC5No73/lOvPOd7wSQaDrcHVZR7lYgT7HF5RqfC4IoQQrUwOhvtx0vZhCAFzzlrW+RwqIgACF5oKnsxUyHI7v0p2g0inhfB9TOo7C0GEw1CkuNAqKE3rlvQy+jMWrSid4oBQHIpNSdRWNg3sVDVCtCOaAMWTcOxoWo3yVDECUIshOWbv8dMTAwkPbxA9uboZsWBEGEo27u0Pjz+zonMGtCCCGEkKnjL//7XbQ88YBt3Lf8YlS97TO28ZiWWMDatWsXzlq+HIAAQXZAkGQIsgOQHWi4/n8huXxo5WzMIoWXzATwzDsdnnmnD42fMb8a3758KV75yXPMx+nm1Mqi5wYBnNmtHxQ7CJBKEARUcxrknuxq/InPWy7BIECMs1HOrVAQoBRQEICQPNBU9mKmI8tMgDvuuAM/vfFG27hc3oCDq8/O+FjakUImI9O00MsJAqRe3GUqk1VovAbgsigwd6O4FAkOWYTgcDODACMzAX7+1AEY0SCMgS4YkSDMaOJtZ6Qff6o7huuvvz4nnwchhBBCyMlK0zmbp8TM15TxocxuC5YeT1y7xcMAkMgmAJUDKiW83g+KJGYsQZKxcfQgS1fRt+lOxI5sx3mv/Bif+tSncPXVV497rsU0ctNRkujILggwvYSCAFNZbTIIUFaL+HH78aIGATglc10UBCgJFAQgJA80jb2Y6XRllwng9/uZ46YWRXuQnWWQRM2ByWQUjGnMxlxAek+AUikHdPvtt+P5bXvRv7MzUWNUUiBIMhz18+GZuZD7uIBLhrNhPsxYGILDDdHhguBwY8PSRsybN2/oPMuyoBom+l/6Pwy8dr/tef7s6qIgACGEEELIKHR9bDXiI2ri/FiMv8AvSAoA2nxVSlhlfYDk5hx2OSfA3hjYYNyPdN7/PUQPvgYAeLb9IJ599ln87W9/w7XXXjuBGRcHLxNAyKIcUF3ACadMC7mloMytQJEEOOrmQQ92QQ7UQi6rgRyoxVeuORvXXri2aHNLZlON5KQgQEmgIAAhebDhQ1/AszsOwTJ0WIaWeNM1NC7Kroagz+djjlvq6BeazX2RMc2VkFLQFWIHzoDSLAf0pz/9CZs3b7aNl61/P+rnLOY+zu9SUHv1N23j115xCk47bdbQx8d6Ej/HkqeM+TztnVQSiBBCCCFkNAYnCMBrqBkdXMDiBgEEcSiLoLWfMgFKBa8BtCKLkEV+JkA0FscjjzyHu+66C4Zh4LY/3pH+vB2HhwIAqW699dZJGQS49tprMXvuPPzwn9tgqlGYagRWPALntEWjPrbYTYHJMFFMlELSTr0cgVMvTzs2Y+kyNDY2Fmlm/CCAi9EzjxQeBQEIyYOGJafDq9l/8TbOz+6XMS8TwNLisExjKAWVhXakkMmoh1MKCACqvMPlgLzO0sgEUDklvwRJYTYFTvK72PMPRtNT1V8/0gsAEN0B5vldXV3ZTJMQQgghZErTNXY5IElmX5NphgXNMLlBAEFWhhoFt/ZHYZoWRJG/05wUhsYp0+mQRCgjMgEsy0T8xG6Edz+Hs377QfT19gAAZFnGV7/7o7RzB7Y8yHxe1magyeDCCy/E6jPPwW/7nhjzYxupFFBJqfE7mYHIjoHMlSPyLTUIoPW1wQz3QXB6YNaYCAaD8Pl8EDME5kh+URCAkDzgNQzNtDiYipcJACQCAUKGxj0tVJuSTELdIfbFitchwZ2y+9/LyQTojfCDCPkwXCc2nSApGdNkeUGAgVj6LrXXjyZuRiROEKCvpzubaRJCCCGETGm8ckBOB79Ma1QzMl7rJWmGha5wHLV+18QmSSaMV1ZUkey9utTW/Wi/6yv259B1PPzQQwCGN+45ZyxB6I3Hmc9tmuakXMwMx8eXQU2ZAKWlhtMUubPoQYDhtbDQ1ocRfO0+AMA9AO75QqKh85VXXol//OMfRZrh1EZBAELyIM7piO7MMghgzwQQIDhcEJMNRVOCAGY8gvDeF6BUTINc0YATEmhHCpl0ujiZAJW+9Bu0ugD7JqutPwbLsoZ2ZuUbPxNAzhjsC7gU5vhALH2X2mvJTAAPOwgQj0URiUTg8dDFOCGEEEIIz9Vf/DH+vGkfLNMATAOWoQOWgVnT6tHKWQuNqgY2bNiAG398J+597XCitKsWh97fDkuNIt7yFsx4BKYawa9vO4x//+h1KC8vL+jnRdJxywFJIuQR98WOhgWQyupg9Lfbzt+1axdQMRwEUKr4mfyRSCTj5r1SFVbHGwSgTIBSUuNnBwFailwZIjUTwFTtpaoty4KisO+JSf5REICQPOBdhDiV7IIAc+bMwf79+/Hv/9iLN9vjEBQnd3FT6zqKnkdvHfpYkJ1Yev88LFowH3feeSctEpJJoYfTEyC1FBAA1JexgwBx3URfREOFN7vm2xPFCwJAkjMG+1iZAJau4u/f/xxqj70DGzZswIw5C3GgI5R4OvdwTwDR5YPoDkByBzCnsQHxeJx+vgkhhBBCMnB4A5ADNbbx2voytJ7oR89Tv4Pe25Lo5WbqgKHj4sfc+PIXP4+6+Svg7kxcixnRAZz4+XsBAP0v/m3oeb51P3D5BWdh1arser+R/OCVA2IFAQRBgHPaIkQYQYCOjg6gIuXcDA1zQ6HQ5AwCjDMToLGS7jtKybRy9vfma0d6YJgWpCJtCo2mBgHi7H6VgQB7oxvJPwoCEJIHcY1XkzC7jugOhwPz5s3DwqYQdvU2ZzxX621N+9jS49i7exdOHDsKt5ui9WRy6A6z0xarR2QC8C52gERztkIFAc444wyIvioc6woCQw3AdUgu/yg9Aey7HuItb+HYq0/hs68+lTgnUA69bhFcM5fBt/xizPj0XyC6/Wm9QC5dMwMVFRW25yKEEEIIIcNUg10mJuBOXJPFj++E2n4w7dgbzUBLSwuiTacMjYkZyrEGg8EczJRMhMbNBBCYi6GSt5x5fldnJ7Bw+GPRMbgBSZQgKi54fT5Mr6mAz+eDYRS2J1mujLeXGmUClJY1s9j3gsGYjl0t/Vg+o7ywExqUWg6IlQkAUBCgmCgIQEgeTDQTIGlm1ejRdn1EECBp3rx5BSuNQshEdXMyASpHLOpX+5yQRAEGo+5nWzCKJdMKc0Fx55134pbH38LPnz5gOzbWTIDY8Z1pHw8E+4Dgy4gdexP+1ZdBZOxA6uL0UCCEEEIIIcN4i8NDJRpF9pKIqqqIpOxoFUQJguKEpdmvwSgIUHzaYLBH7ToGWCYEUQYkGeEeLzo7qyFZGgxheDOO5CmzPYeiKLZ7DMlfjZmfvw+QZAiCgAsX1+H2D52a308mz8aTCSAIQEMZBQFKyZpZFXDKIuKMLJhNB7qKFgRILY1tUSZAyaEgACF5wM8EGFsQoKnKO+o5Wl8Lc3zevHljei1CiomXCVA1ouGRJAqo8zvR0m9vgF3optisCy4AGRsDs3oCxI69yTzXNWNJ2u7/VMVu+EQIIYQQMhnonCCA1ylBEBL9nFg0TUNUTd8xLTo8MCgIUJKSm/A67/1O2ia5790GfA9A/aU3wbnskqFxz/wzIVdMw39ddQYuXbsIdXV1KCsrwx83H8F/P7R76DxBEIGUDT6t/cWtt54LYXXsmQD1AVfGbGdSeC5FwqlNFdh8oNt27MUD3fjkhuKsB6X3BGD/vFAQoHgoCEBIDnz84x+Hz+dDfX096uvr0bK7DarpgVzeAFEZXsQc6x/OiWYCEDJZ8DIBqhjlferLXMwgQBtjLJ94QYDM5YDS/+xaugq1ZS/zXNfMZdznoUwAQgghhJDRaZxyQA5ZhEeRuEEAVVUR1dJ3TAtODxDutZ3b398/8YmSCUkGeyxOiR5JTt+Io1Q3QqluxOJVq7FwYcPQ+Gi75At9v5EP48kEaKygfgCl6Kx51cwgwGtHehDTDLiU7MpR51JqT4CGD98KS4vDVCP42On1uHRROYLBIObOnVvweZEECgIQMkGapuG3v/0t81jttf8Dd9PKoY9ZC5qZzMqi+U6yWagZTd+BQkEAMpn0hLMrBwQkU1H7bOOtJRIEyFwOKP0GxFSjKN/wYQjBVnhatuLEiRPDzzNzOfd5ukIqTNOCWKSGT4QQQgghkwGvHJAsinA7JG45IE3TEGFkAgwRRIgON2SXFw5HYXpSEb6hYI/JXuCWFXs2LgC8fqQXobiB1TPLMafGh9AoC+TdYbVoi6u5ElbHHgSgfgCl6ay51QDegmUaMELd0Ps7oAc70d/fgfd84G+4+8+3Q+F87+dLak8AQRAgOFwQHS40zZ2P005rKuhciB0FAQiZoI6ODu4xyZverGX6GP94Vnod8DnljBcjde/+bwCAEQtB722B3tuKcr0b69atG9NrEVIspmmhN5J9EKC+zMU8ty1Y2PTc1HqHqTJlAgRGZALowU6Etj0Crfs4elLGBYcHjtrZ3OcxBv/PRpZLIoQQQgghw3hBAIecCAJ4FpwJpboRgiQP1ZG/dPkMXHrpJfj+9vRrvZor/xMQJIhOLwTFmVjgEoAPXv+2QnwqJANtKBOAHwRgHbl90+Ghf3/+ogUYyGKXfEcwnlXGfqnp6enBli1bsGd3D7SuXghON0SHB4LDlSh7lAEFAUrTKdPL4Ay1Yt+vPg5Y6b/rHgDQ/P1vo6mpqaBzSi0HlMo1xv6YJD8oCEDIBLW1tXGPSb4RQYDysf3xFAQBs6o82NUyep1JyeWD1LAAzoYFcLlkLF68eEyvRUix9Ec1MPr8AgCqvPZF7gZOEKDQmQDqOHoCjMwEkMvrYcQG7OetuITbDyCpK0RBAEIIIYSQTHjlgBRJgEeR4V+50XbswsuWYMP62fjma8+kjcuBWtu5lgW0B2NozCKDm+SPOhQE0JjHFcXBDAKk+skT+zC/1jfqa7X2RydlEGD79u24+OKL7QcEETO/cF/Ge48Z9P1dkiRRwLrl87HPYt+XHj16tAhBAPZcJnP2zMmEQjGETBA3CCDKEF3DFxFuRWLuah7NrHFcYAzEdARj7AsgMnHhuI6OgRh3JzgZmx5OFgAAVHjt6YvcTID+GCyLE03Ig/GUAwq402PvksuH6rf/B0RP+dCYq2kVAuuuHfX1qTkwIYQQQkhmmcoBuRzsRalkTeuR5YB4Wvomf7PYyW7o62yyv2aynN3+1/0dIQBAaOfT6H3+DoT3boLW2worZZG1LTg5+wIMDNg3HgFIZLWMsvmIMgFK13nLZqWtO6Xas/9ggWeTKROAggClgDIBCJkgXhBA8pSlpdVNr3BDEMZev3tmpXfUc0w1itjRN2CEe2FG+mFE+vCePX9ANNiD++67D+Xl5WN+XcJ2+wuH8LMn9yMU11EfcOE7V5yCi5bUFXtakxqvHwDAywRgX4RGVAPBmI4yd2HqHvIucJwZUh1HZgIAgHv2aky/8XaoLfsgurxQaudk9buiMzQ5b0AIIYQQQgpl6923oqcvBAhiogmwKEEQJfQs+iA8SjnzMRFVx3333YcTzz6COCQIsgOCpECQHVAqp8FROyft/JZ+CgIUm6YnNgLN+PSfYRl6oiyQqeMrl8zHefMr8cn7j2JgIPvNQuE9zyF2aMvQx8lSnb4VF6O1f1HO518IwSC7uoDoGH2BnxoDl651c6shBWphxkK2Yy/u2IsbCzwfCgKUNgoCEDJBTU1N+MAHPoC2tja0trbi0LFmRIK9Ey4FdM899+Dpp5/Gm0fa0XGgBZYag6lG4Zq5DBUbrk8714wOoPPe76SN/WvwmqW9vZ2CADnywv5O/M/De4Y+bgvGcNNft+LZL5zH3Z1ORscLAriUwYZtI/DKAQGJ9NxCBQHCnJqhPgf/T6vfxT4mKi64ZvEbAbO0dI1eJowQQgghZCo78uKD0KP2xbGujefAM2MN8zFR1cQdd9yBtifvtx3zr3kHKi/8eNpYSx9tzCg23Uzs1Bed6RvoZs2ei6VLp8H1eDfA2QnPorUfSvvYUiOIn9gF99zT0FbgEqS5wgsCCIMNr0+fXYlXDvcwz6F73dI1t8YLX1U9ejsO2Y7t3FvYTADdMKFz6vy6MmTLk8KhIAAhE3TBBRfgggsuGPr4w398FU/vboWppu8IGWtT4BdeeAG//vWvbeOSt9w2JnrKuM/T3t6OhQsXjum1Cdttz9n/sMY0E395+Si+cAn9H48XLwjAygIAgBq/E6IAZh+B1v4YFtUHcjk9Ll6KOCtwkaRIIlyKyK2VOJLXIcEXbcfOh/8IMxqEGQ3CiCTef+ZHOj6pa+PKMCKEEEIImQp4jWIdigyJWw5IRyTK3t0vSPbNJq2UCVB0vF5dipRYeJSl7K+XjVAvjHAv85ijbs6kLf/EzQRwDgcBDnaG0RVKLzn69uUNQ/+PpPQIgoBZTbPQu+fFxMcOD+SyWshltQj7Gws6lxjn5xCgTIBSQUEAQnKsuS8KQZIhuf1p42PNBPD52HXdzHjYNiYqTggONyzVfkHS0dExptclbOG4jlcOdzOPvXyIPU6ywwsCsPoBAImL+Rq/E+1Be038QuzM2bNnD9asWQMNEkxBTqSHSzIESUbd+38ArzPzn9aAS0FMy66e/1cuXYyHn+rCq3uesx2zAPT391OmDyGEEEIIh2mwN204nA6AsygVUQ1EouxrSkG293ijTIDi4zWAdsiJxX95DIvYKmNHdVL3o7/AX5//PR77uoWNGzfitttuG9tEiygej0MURZhm+kKtOJgJ4Hcp+OX7VuGGP72G8OBmp/m1Pnxl4+QsfzSVfOzjn8L/1J8JOVCb1h8gjsT9caEyOXilgIDMG+VI4VAQgJAcsiwLzb3snQFjbaZTVVXFHNd7W5njkqccOgUB8mbTgS7uxeWOE32IqDo8GcrAED5eEKCSkwkAAPVlbmYQoLUAQYB4PI4oZ3cYBBGeUS5w/C4ZHVk09V3bVIn3r52J7Ttrued0dnZSEIAQQgghhMPiNIp1ZsoEUA1EY2MJAkzOneEnE14D6OQOdkW0ZwKoXccQP74TRrgPRqQP5uD7+Ind3Ncxgh0IBYEQgNZW9n15qfrWt76Fb37zmzj75n/hSGs3rHgEphoZym7xOCWcPqcKL/7nBXjpYBcCbgWrGito8XYSeNeGNfjhS33MY8/v78S7Ty1MRkA0QzN1l0zfR6WAVqwIyaG+iDYUNR9prEGAJUuWMMeNUDeMaBCSO73kieQpg95nvxBpb28f0+sStmff4gdTNMPC1qN9WD+/uoAzOnn08oIAHn5t/4aACzsY420FSMdWVX4jY0GURw0Gzajw4GCnPaMnlUMW8f2rlkEUBcycXs89r6urC/Pnz888YUIIIYSQKcg0TcBiLw47HQ4onGu2qGYgyssEkOyP6eZcy5LCME2LW4dcFvnlgOLH3kTPE/byuwDgWXQ21I5D0HtakMi/tQuHM1/PlyJBEBCzFMi+SsBXmXbMN5jNXOZWsPGUhmJMj4xTfZkL82t92N9h73/y/L7CBQHi+vBaWGTfiwjtfBqiww3R6cUt+vNoqKlEU1MTrr322oLMh9hREICQHGrOsAtkerlnTM+1fDm/SajWeRTi9MWAKA3VA5cCNZAGuiF5yyB5yuEpq8RHL16Fs88+e0yvS+wsy8IzezsznvPSoS4KAowT78YpcyYAO6WxEJkAGYMAsgLvKLtl3r6sAc/ty/z99JWNizCnJpHKOaO2ApAUwNBs53V1dWUxY0IIIYSQqcc0TVQsPQcxTQMMHZZpAqYBy9RRVlEBK0M5oKa5C3CgIwRL12AZGixdhWVoQ01UU/VFVFiWRX2aikQz+XXIk+WAWDXteX31BIcbNe/8MgDAVKPo+ucPET34mu28UMi+4DoZhOPsTYteymqf1M5ZUMMMAmw60AXDtCAxsmFyLbXvndp1DNH9Lw99/L9bHwIAnHHGGRQEKCL6KSckh05wSgEpkoBaP39Bk6WhoQH19fWorq6GUDkLx4UaOGpmQamZDclfheBL/4f+V+6Bs3IaxLIGyBUNcM9eDaV2Npz18wAA3/rORmrAkgN72wbQFsy8uLxpbwu+eAnVSxyP3ggvCMDPBJhWXrwgQDzOK+UjAII4asrs1Wtm4FBXGLc9fxDWiI1Fc2u8+PBZs3HdGbOGxmr8LkjuAIyQvfdEO5X7IoQQQghhkmUZM9/9VfRF7Bsp5i9cghO9UZjxMIxIcDBIoMMydLTEnPjURz+JXQvTd3qbWgz9L92N7sd+ATMShBENwowm3m+55jmcupK/iYvkD69kK5DSGJixACp5y5mPsdQoTC0OUXFCdLjhmr36pAkCGKaFKKduu8dJ6waT2dnzq/H7TYdt430RDW8292NlY3ne55DaE8CKR5jnBAIB5jgpDAoCEJJDvEyAhjI3xDFGXgVBwIkTJyBJEv64+TC+/WB6bUKttxWWGkWs7SDQdnBo3D3vdNRe9XUAwPGeCObXpTcoJmP3DKMUkGVZ0DoOIbL/ZUQPvIpWAJFP7KW+AOPQHRpfTwCWQjQG5mYCSDIEQRi1MbAoCvjK2xbhpvPn4WBnCC5FQrlHQZlbgZNRK7HG74Rv2YWwDA2iOwDRHYDkCUB0l2H9BRtz8SkRQgghhJyUNJ1fK97tkBDa8Rh6n/lD2rE2AD1PLgcuuzltXBAlBF/6O/P5Dh9vpSBAkeicfgBAShCAkQkgecq5jzMj/RDLEn25RIV9TzIZgwARVece841yD0NK2+mzq+CQRaiM33nP7+ssSBAgNcBkquwgQFkZOwOHFAb9lBOSQ7ymwNPLx9YPIEmSEguCs6rsaad6XwvzMXLFcP2+Vw73UBAgB55NKQWk93eg/5V/IHrgFRgD6aVYHnl5J64+Z2WBZzf5jScToIFTDigU1zEQ0+B38R87UWvWrMHv77wbX7l7WyI93NBhGRqS9UJHawyc5HXKWD6jfNTzavxOlJ/zAeYxw+HLdtqEEEIIIVMOb5e4IotwKxIgspdE1Lj9+lSQFAgONyzVfs93vJX6sBWLmkUQQGH0BOBlAgCAEe6FPBgEUGqa4F9zOQSHG6LDBUFx4Z2nzsGVZ06+LHBeKSAAtJltknM7JJw+uxIv7LeXi31+Xyc+c0H++8illgMy4+y1McoEKC76KSckh070sqOdY20KPNKsKq9tTO+1NwEGAKVi2tC/XzzYlVZWhIxdf0TDlmO9MCL9UNsOwNLiCG17mHnunf93LwUBxiimGYhwmmlnzAQIsIMAQCIbIJ9BgNraWpx53sXwvMH+uc71BXSFxwFRAFj9zjoHeKWJCCGEEEKmNsuyuPXiFVGAxyExG/0CgKZrzMUSyR2AzggCtLRRicZiSQZ61PaD6Nv8V4hKYqFecLhwq74JM+oqIc+40PY4wemFXDkdossHyVMOyVsOyVMO0VsOyT/c683ZsADOhgVpj21a14TL37E0v59YHoTilAlwMjtnfg0zCLDteB+CMQ2BPN4jAyPKAXEyASgIUFz0U07IBHR2dkJVVdTW1kJRFG45oOkTDALMqHBDFgXog6uAphqFEe5lniuXD2cCvHSwG6ZpjbkUERn2/P5OGKYFtXU/Ou75VsZzX3z6MQD/XZB5nSx6OE2BgcyZAHUZggCt/bG8Z8BkSqXNNhMgW5IooMrnZC74UxCAEEIIIYTNMC1b/6UkRU6UA+IFAVRVZS6WiJ4A0G/f9d/W0ck4mxRCsuSTHuxMa0QKAD9/DfD5fPjY7RfZHicIAqZ/7LZxvWYhSpDmw0DM3h8jiXoCTH7nLKjBdx/ZYxs3TAsvHujGxlPq8/r6qUEA97zTIZfVwVQjcJoxrKhzIhgMYvbs2XmdA8mMggCETMDPfvYz3HzzzRAEAdXV1RgQfYC7HK7GU1C2brjj+XjLASU5ZQkXLK7FY7sSF5x6HzsLAEgvB9Qb0bC7NYhTplPdtfFK9gMwov2jntvx1la0dvagoaYy39M6aWQOAvAzARyyiGqfE10h+yJ4IS7Keam0kijAKdtrjk5UDScI0MXpp0AIIYQQMtXprDTKQbIoZCwHpGvsxVLRxd7F2tlp331LCkMbLAdkMjI0AMDr9UJmlAOaiNZJGgTg9WJTJAF+ygSY9BbU+VAfcKEtGINlWTCCHVA7DkMub8Dz+2cWNAjgXzncu25OjRdPf35DXl+bZId+ygmZgLa2NgCJVNPOzk4AiR0gojO9fM9EMwEA4L8uXYx97SEc7gpDrpiGpg/fgvctUiCFOvDWvv144Pmt0Po7IAdq0h734sEuCgKMk2laeO6txNfUjIweBICp48/3P4Yvfey9eZ7ZyYMXBBAEoMydOV2xoczFDAK09LNvAHKJV8LIo0gQhNxn3lT7nQAj9keZAIQQQgghbKPVipdFkZ8JwAkCuBqXQlScEN0BiJ4AJHcAojuA5eefm5M5k7FLfp0tjX1d7PP5mI2BJ6K1APcb+dAdZv8fVXmdebmHIYV17733Iv783Wjb9SbUjiNDJXkCZ16L5xcsgmVZef06p/YESOWSKcukVFAQgJAJSAYBRpJ8FWkfzyi3N/Ydq1lVXjx003q8dqQHAzEdZ869DNW+4Z3S7/ntS3j5UI/tcZsOdOPfzpk74defio50h9E9uEhtRILc81yzVsI9/3R45q0FGlcVanonBV4QoMLjgDRKGauGMhfebLYHZwqRCcArB5SvNNoaHzsropMRBCGEEEIIIcNlYlgcsghREOCeexqmf+IPEEQFkCQIogxBkvGuU2fhvu32HRhlZ76b+XzehqZcTZuMkT7YE8DS2PcAXq8XSo7L43aH1LwvqOZSa2srrrvuOnTFJXT1GxAdHghOD0SHB/5Vl6LaT3XaTwZ33303tj/2d9u41nEIJ3qjONwVxpwaX95ePzUTIJVLyX2mPBkfCgIQMgGtreyyPJJ3OAggCkB9Gb9++Vh4nTI2LKxlHjtrbjUzCPDa4R6ouglHHkqUnOxSd1kbnEwAV9Mq1F37naGPn9zTjv+4aEHOd5ucrPhBgNGbFjVwfq4KkZ4b5mQCeHPcFDip2u9gjndRJgAhhBBCCNNo5YCcigTR4YbosGdt90X5/Z9Y+iJUorFYhsoBZQgCZHNvZsYjMCL9kMtqIYiZN/bopoVgTB81c7lUdHV14emnn2Ye8y2/CFUZyrCSyWPFihX4+9/tQQC18wgA4Pl9nfkNAujse2R3jnvmkfGjIAAhE8DNBPCWD/27LuAqyAL8unnV+MkT+4Y+tnQVRqQPfeE+PPhCNa4679S8z+FkMxBLufg3dUAQASt9R5FcMS3t433tIfzimQP47IULCjHFSY8XBMjmQrS+jF1mqxCZAFFOJkC+LnAoE4AQQgghZGxiqg5L1xI7/IX0+zFFEuFR+Ndt3Rn6VrH0RvgNV0l+JcsBOevnw7/6MphqDJaWeFvb6MXSpUuz6gkQO7oDnfd9FxBlyOX1UCqnJ96qGuFbbm8s3BtWSz4IYAwGwoJBfla76PCgysfecEQml+XLlzPHjWAnjFgILx/qwfVn5a8xb1SlckCljoIAhIyTYRjo6OhgHpO8w41hJ9oUOKm/vx9vvvkm3njjjaG3W2+9FWvWrAEArJhRhtCzv0f/vpdhhPuH6r8BwK3hD+Oq8/6Qk3lMJQPx4Yv56ss+j6q3fw5mLIwyRPH1C6fjpj8+Bylgz8y49ekDOGdBDVbPrLAdI+l6OLumKrwTyQTIf41OXmPgfGUC1PjZQQBWTwRCCCGEEAJsef01HPvJlYMfCYPlfhLNgI3PHYebc32ldZ/Av35xHSxRgSArECQFguyAICuoueobkFz2nbSpmQDPPPMMbrrpJpx11llYv3491q9fj6ampklTOmay0QbLAbnnrIF7zpqhcUUS8Ox3LwUA/Pixt0Z/nt7mxD9MHXrPCeg9JxAFIJc3MIMA3WEVTdVe23gpiGkGvn7/Tjy6sw2CACw2DrJPlGQIspJWZphMXrwgAABonUew9VhVXstY8TIBXBkCrqSwKAhAyDiJoojW1la0tbWhra0NP7z3Zby+9zCMcC/kqhlD5020KbBlWVi2bBl27dplO7Z169ahIIAsiSgXY+jutZcoOnSseUJzmKrSMgEACIIIye1HbXU9rn3HBjzeXYGn9toDQYZp4XN/346HP3M2fE76NZtJT4gdBKjMKhOAHQQIxnSE4zq8efy/5/UEyGcmgB7sghnthxEJwowGYUSD6Iv0Y+fVjThlyeK8vC4hhBBCyGQVU1N351uAocMydABxuBwKnLIIUQBGVg0ytRj0cB/zOR2yBNYyV2omwAsvvIBdu3Zh165d+O1vfwsAaGhowOWXX47f/OY3E/qciB2v94OSUgIom0wAvaeFOS5XTmOO8zKaS8GX//EGHtg+/Pk8veco8zzRkehdWE2ZACeFGTNmoKKiAr29vWnjclkdzHgEHQNxtPTHcrZRdSReTwAn9QQoGbQ6Rcg4CYKAmpoa1NTUYNmyZfjlPg/Kyvps5030F6wgCPD7/cxjb7zxRtrHc2ZOw8GX7Od1dXbmfVH0ZDQyCJDkdyX+H//nylPw+s9eQH/Unv57tDuC/35wF3549Yq8znGy4108V04gEwAA2oIxzM1TvcPNmzfjxYefQOhYMLEzTJIhSAokXxW8y+rz8po1fidafv8JWKo9y+H5FzdSEIAQQgghZIR4nL9I63Y5IAgC3Ipk7/Vk8Ev7zKgO4Gif/XhvSibA5s2bbcdbW1vR0sJeZCYTk+wJMFJqEEDJoieA1sPeOKdUTIc+0A0zHk6UGVJjMLUoHrr3MGZKF2HhwoXjm3ie9Ec1PPJm+sZAMx5hnpvsh0E9AU4OgiDgfe97HyJxFQ8cU6DUNMFR0wTR6Rk6Z+vR3rwFAeIa+2fRTZkAJYNWBAnJkeY+dgmSGRUe5vhYLF++HC+//LJtfGQQYPn8mXiC8Xg90odXD/fgvEXspsKELRhj3wD4XYkF6oYyN26+chk+dddW5nn/9/oJfPq8+ZhZNfHvgZMVrxxQNpkAdQF+EOBgRyhvQYA777wTj/z617Zxz4J18Fx6Tl5es8bvhOSrgt5zwnbstS1bgI9+KC+vSwghhBAyWcVUThBAEOGQEotSbodsCwJYOj8IMK3Sj6N9PbbxgZgO3TABy8SLL77IfOz69euznDkZC43TADp14V8SM2cCWJYFtf0A+3kqp6Pj/74BrSt9N/3P/wHMDfxvyQUBDneFh0okJTlqZyNwxjWw1AjMeASmGoWlRiB6EuVrqSfAyeMXv/gFAOD8nzyLQ51h2/Gtx3rxjhXs7JaJinIyAagcUOmgIAAhORDTDHQOsGtzT7QcEMCv7fbGG2+k1XRbOqeReZ4Z7sPmA10UBBgjXiZAwD38q/Ptyxvw1N7puHcre+fIv3a24uPnzs3L/E4GE8kEcCkSGspcaGU0An7xYDcuXpqfXfkq74ZSVuDJUzmgMrcCV8M8hBhBgK1btuTlNQkhhBBCJjNVY1/LQ5SgDJaHYV27WTrnWk9SML3CA8AeBACAvqiG4/t3IxQKMY9TECA/eOWAHCklgGROEMCyTLTc9jHo/e3c55crp0NQ2JuPeF/rYmpj9EdzTlsI5zR+sIJ6Apx8Vs+sYAYBth3ry9trJssBGbEQzHAfBKcHosMDp0z9UEoFFWYiJAdYi5BJuUi1SgYBHA4HrrrqKlx33XU499xzUVVVhdbW4VS/uro65uPNeBivHOqa8DymGm45IGf6AvW3L1/K/Tqf6M1/k9rJyjCttCZqqbLJBACAM+ZUMcdf2N857nmNhhcEEEQFnjw1BhYEATWzlzKP7X1zOwyDveuCEEIIIWSqinHKAQmSPLQznFWmwuKUAxJkB6ZluLfri6jMUkAA4HQ6h3q5kdzilgOSRy8HJAgiTEa5zcRBEY5pC+Gsmg7RMZmCAPy1CR4KApx8Vs+sYI7vaunn1u6fqOTzRg+8gpbbb0TzLz+I4z+9Gv/59mWorKzEGWeckZfXJdmjTABCcuCttgHusVwEAZYtWwYgsfj4j3/8A5dccgm+8IUv4G1vexskafjCdcWKFfjQ57+Nh/dHIHnLIXnKIXrLIbq82NU6gFBcp0a1YzDALQckj/hYwTkLavDXV4/Zzm1l7MQgCf1RzdaILanSk11K6vp51bhvmz0L42BnGC190Yw3auMVj7OzfgRJhjdPmQAAsOa003D4Ifu4Gotgz569OOUUdpCAEEIIIWQqWrJqLere/yPA1GGZBmAasEwDsigMZVK7Gddujvr5qL78S7B0DZahwdJVWIYKQRAxrcwFy7JgxcMwokGY0YHE+0gQr7zuw1VXXYWKigps2rQJmzdvxs6dO2FZFk477TQ4nbTQmg/Z9ATI1BhY8pTDjAZt4xXn3YDAaVdgdrUXXQ72PUUpBgFag2MPAlR6qRzQyWbVzHLmuGZY2NUSxJpZ7CDBRMQGewKM7EFhmgZ6e3sRDNp/zkhh0WogITlwF2PxF0jU8WZdWI5VeXk5zj33XDz33HMAgMceewyPPfYYlixZgm3btsHhSPzRnj59Or72pf/As7c8Z3sO0wK2HO3FuQtqJjyfqSLIaPgLDPcESFXrk6F1n4DadRRa1zE4aprgWXBmxiyRqY5XCggAKrOsS7l+fjX32Kb9XXj3aewSWRPBzQSQlZz8vPO8Z+PZuOfbEmAaEGQHHHVz4aifD+e0Bei1vHl7XUIIIYSQycjtK4NrxmLbeOqmDcWIoefJ2xKL/YaRCBgYOixTR+UFH4ccSL/WLPc40HnXlxE9sdv2vI/PkfH+S8/F+9//frz//e8HAPT29uKll15K27jV2tqKbdu24dJLL83VpzqlqQZ7V1FqCSBF5BfBEL1lQLd93Aj3AQAaKz14rUTLAe1pDeJfO9tgWRYuWlKH5TPKx5wJEHDJcMhUJORks6DOD59TRihur26w7VhvnoIAiUwAi9OIOhAI5Pw1ydhQEICQCTrYGcLz+9ilR9bP4y9QjtXNN9+Mt7/97ejr6xsa+8IXvjAUAEiaW+NFldeBbsYC66uHuykIMAbcckApmQC33HIL7rjjDuzesxeaOrxD3LtkAwUBRpExCJBlJkBdwIWFdX681W7PxnnhQH6CALW1tXBVNkDTBneHGTpg6BAkBd48ZtpcvLwR9e/8IoSyBijVsyBIw6/1cksMZy/L20sTQgghhEw6WZWJgYGBLQ8yzzPXvx9A+v2cxyHB6fWDlevb2Wkvv1pRUYGNGzfitddewze+8Q08/PDD2Lp1KxwOB7q7u+Hz+bL+fAgb7+ucurA9WiYAixHpAwDMrHRDGFEOSFBckJ0ueL3F24jz9N523PiXrVAHeyL8+tmD+Mm7V4w5CEClgE5OkihgRWMZNh+wR7i2HuvNy2smgwCmSkGAUkVBAEIm6M8vHeUeu+6MmTl7nXXr1mHHjh34+9//jt7eXlx77bVYsWKF7TxBELB2diX+tbPNduzVw+wmVoQtmyBAR0cHduzYYTtH7Up8X/SEVcQ0Ay5GvdGpjhcEcCvSmHbUr59fzQwCbD7QBdO0IHIagY3Xbbfdhi2NV6MrZJ9/vhoDA4kMlIsuu5IZdHx8Vzu+eMmivL02IYQQQshko3HqTsopu8K9Hv4CqGXY7wU8DgmeQAX6GOd3ddsX244ePYrTTjsNnZ3p12+qquLJJ5/EFVdcwX19kh19MAig9TRDUJwQFRcExTWiHBB/p7vkLbeNCbIDsBLfPzMrPSg/54MoP+v9EBwuCIoTgiDC65Bw639vzO0nkyXLsnDzI3sRPLgd4T3PAZYFz4J1+N4jzowBDxYKApy8VjVWMIMA+WoOHNPZ5YCSKAhQfBQEIGQCBmIa7tlygnnslOkBbjOW8Zo5cya++MUvjnoeLwiw43g/LUiPQbInQP+Lf0f06HZI7jKInjI8EFyEjldmY8WKFTjllFOYj9W6T8AyDQiihLb+GJqqqVzLSLwgwFhrUq6fX43fbzrMfP7drUGcMr1sXPPLJKKymynlqzFw0sVL6phBgP0dIRzqDGFODe0mI4QQQggBAE3n7BBPWST1uTMsgDKCAC5FQqC8Ai2M0/t67IttjY2NEDmlaB5++GEKAuSAaliwTAMtv/t42vgJSUblV/146KGHoPhncx/vPeUCuGYug+ipgOQtg+Qph+BwD/WNmFnpheS2L16GVaNo99at/TFsf+ZBdD/8U8BKfJ+H3ngcev8n4F/99jE9V1WWZVjJ5LN6VjlzvLU/htb+KBrKcts/jzIBSh8FAQgZp5tvvhlbjvSg5WAQgsOV2HHgcMFZvwCSrwIfOrNp6MKh0NbOrmSOq4aJ7cf7cMacqgLPaPIxTAvhwYVetf0g4sfeHDp257aHcSeAj370o/jUpz7FeQINem8rlKoZaKUgAFNvJDdBgNNnV8IhiVAZqcCbDnTlPAhgmhY3CJDPxsAAcNGSOnzt/p3MY0/sbsfHz6UgACGEEEIIwC8Tk7or3Odm13oHAMtkZwKUV7DvpYJ99qxrURRx6aWX4o9//KPt2PPPP899bZI9zTBhaXHbuGno6O3thaIoGTMBnPXzgPp53OONlfyF0t6ImvOF1Gy09EXQ/8JfhgIASX2b7oRv+cUQZHsPOx4KApy8VjYOb0q1LBNq+yFY8Qhcs5Zj69E+vH157r53LctCdDAIUHXJTajY8GFY8ShMNYIvnT8TM/0CZsyYkbPXI+NDQQBCxunmm29GOBy2jde862uYsfIcvGPFtCLMKmFRfQB+l8wsZ/Pq4R4KAmQhlPJ/Z0TZXexramqwaNEiiKII07TfZKhdRweDAKyqoaSbUU4HACrGGATwOGSsmVWBlw7Zd1+9sL8TN547d1zz40le3LDkszEwkOiBsLKxHNuP99mOPb67HR/P8edKyGgsyypawJsQQgjJhFcOSEnJBPC4nAAEAPZz2eWAZFRWjbiXEmVIngAUD3vjySWXXMIMAuzbtw9dXV2ors5dH7mpSNPZQYAkr9eL0BhL5CQ5ZBH1AX6gqCdcnCDArrcOQu9vH/pYCtRCLku8mWoEkpz9JqgqL5UDOln1dzTDeeBpnNj5KmJHd8CMDUCpnYNpH/45th3rxduXN+TstVTDTFbQguhwQXS4AH/i47M3nIlTm9gbVUlhURCAkHGwLAuRCDvFSVBceO/axqKW3JFEAac1VeLpvR22Y9QXIDvBwVJAAGBG+EEAl8uFefPmYd++fYlBQYRc0QBH9SxI7sRfPWoOzMbLBKhiBAFM08TBgwcxf/78tHFd19Hc3Iz6yCHo/THIZXVpx1870pvzNF1eFgCAvDYGTrp4aR0zCLD1WC86BmKo9fNvVAgZryeeeALPPvssWltb0dLSgpaWFrS2tuLSSy/F//t//6/Y0yOEEEJseOWAUmvFe50yPAvXAYIIQZQASYYgyhAkGbLfvnHKrUg49ZyLsDVcBtEdgOQODJWO4WVjn3XWWcxxr9eLt956i4IAE6QZJkyNf7/l9Xohq+MLAvicMso9DgjCUIuANLzypvm2/8jxtI+NYAeMYAfix4GKC/4t7ZhlWVDbDkB0uCE4PRAdnsG+Bon/k2o/BQFORn/5y1/wgQ98wDaudRyCEenPeXPgmMb+fQuAylGXEAoCEDIO0WgUFusqAIDsdOO6M2YVeEZ2a2ezgwBbjvZCM8y0i19iN5CWCdDPPKempgYA8PWvfx0A8H8HgR0D3kQjqRSUCcDWzblorvDYgwBbtmzB2rVrsXjxYuzZswculwu1tbVobm6GYSQW5cvPvR5lZ1yd9jhVN/Hq4R6cs6AmZ/OOqOyG0UB+GwMnXbykHj989C3buGUBT+3pwHvX5q4hOSFJjz76KG655RbbeHNzcxFmQwghhIxOZ2TqAulBAI9DQs0V/5n1c7odEhqnN8DZsMB2rI+zwWXGjBmYOXMmTNPEWWedhbPOOgvr1q3DihUrIMultSRz77334uabb8bRo0dx5pln4he/+AVmzizta0vVsGBp/Pstr9cLI8ZfoMzE55QhiQLK3Qp6I5rteLGCAEdPsLpSJBoai870MrSWFkPbHZ8bcaII0eFG7Xu+i2rv6nxNkxQRL/gIALEj27HTX4G4bsAp5+b+NZ4hW56CAKWjtP7iEDJJsMoAJa1fPL0oKYEjjdyJog90QZAURD1l2NUSxMrG8uJMbJJINgW2LBNmdIB5TjIIcN111wEAdt37Jt549ZjtvDbKBGDq5Vw0s+pSPvDAAwCAPXv2AABisRiOHUv/v5bC9oa5QKIvQG6DAPwLnHw3BgaAebU+zKnx4lCn/ffQU3vaKQhAcu6uu+5iBgAAoLW1tcCzIYQQQrKjGaOXAxrL4pQsCnDIInPDCgDmInHS9u3bUVFRwT1eCp544glcc801Q2VOH3zwQbzxxht466234HSW7m5xzTBhqvxyQD6fD73Hu8b13L7BLN9Kr6OkggDNzewggOStsJVpNFVGgMQyYcbDEGUnqnyl+7Ul4zd79mzMnTsXBw8etB2LHd0Bdcm5ONARwtJpuemfl6lkrkuhDailgoIAhIxDpiDAmQumF3AmbIZhwOg8jNiORzBwdBfizXtgBDtQfu6HUHbGNXj1cDcFAUYxlAlgGqjY8GEY0f5EWaBYEMurRXR2dqKhIb2G3rQydhmWlj4KArDwLppZN1b333//qM/n1fqY468wegVMRLEzAYBENsBvnrNf0O1sZpeuImQi+vvZ2VAA0NLCvgklhBBCim3v9lfR/8qTiTI/ojT0vivcBCCxS5Z17RY7vhPGQDcE2ZF4kxQIsgJnZS0AoMKb3nTVsix0P/QTDNQ04rFTDZx22mmorKxET1jF03s70BdRce6CGpR2CAD47W9/a+tzdvToUfztb3/Dhz70oSLNanS6YcLZMA/TP/EnWFoMphaDpcVwdpMf166qhdPpxPxa/7ieOzUIcJCxAadYQYCO9jbmuOSzl6Sy4uwyxgAgON3UGPgkduGFFzKDANEj22BZFva1D+QsCEDlgCYHCgIQMg6iKMI/ZxXi0QiswYsMU4vD0qKoLB/fBUYuXXXVVUM7p1PFT+wGkOgL8G/nUAPRTJI9AQRJQWDtlUPjNX4nNn/1QuZjGsrZGSBtQQoCsPAumitH9ATYv38/du3aNerzGf3tzD9qu1qCOe0LEI6zdzlIogCnXJhdDmfMqcRvnjsIy7JgDHQh3roPaut+hGtnIxg7BwGXMvqTEJKlUCjEPdbX14doNAq3u/gZcIQQQkiqPa9vQt+zjIa8C1cD+A8A7CDAwOv/RGTfi7Zx8/TLAXwQ5SM2rOj97QjvfhZhABuf+zMAoLFpNiKBJrjO+hDkQDVufmQPfnj1Cly9ZsaEP698eeKJJ5jj3/rWt0o6CKAZFgRJgRxI762w8LSZuPqKZQCAxQ0BVHjsJX0USeBmjACAzzUcBGDhlTfNt+7O7IMApsoPAogOD6opE+CkdeGFF+K2225LH5RkKBUNsNQo9raxKx6MR4zKAU0KFAQgZBxmzpyJae/7LjPaOb2hvggzSrdmzRp2EKB5LyzLwquHe2CaFkRxfA2SpoLUngCp/C7+r80GTiZAT1jNeXPayS6qGtyUwZEX2azvZZae9hbUWJYtBVY3Lbxxop/brG2seOWAPIpke+182bP5MXT84xdQW/fDCA83dXLPPwP720NYM6vU95qRySRT9huQKAk0Z86cAs2GEEIIyY6mscvzSCl1+FnX55bBfpzDkVgsHZm1qrYdsJ17/MhhAIfReP6NAADTAr7xwE5cuqy+IOUjx4OX+XfkyBFYjGvsUqEao/d+kEQB379qOT5151boZmLRv9LrwFcvXYzP372D+9zeoUwA9kI5r7xpvlVc9ElIa66BPtADI9wDI5R4U6rtZUFNbiaAAIfbjUCG+1syuZ133nmQJAmVjfMRr10CV9MqOGcshqgk1i32FSoIUKCNcmR09NNOyDjohslNd0peKBTTunXrmONmbAB6zwkEqxpxoDOEBXXFz1ooVcmeACP5M+yw5gUBgERfgKZqL/f4VNPDaZwG2IMADz74YFbP6XQ64BXiiMD+ddhytDdnQYB/u+JctAVVCJIMQZQBSYYgKfC9/d9y8vzZaD92ENEDr9rG4y17sb89SEEAklOZMgGeeOIJ1NXVFXA2hBBCSHY0jb2pR5KG79dYC/KWzr5OdTiTQYD0+wG1dR/zfLlyelqT1ohq4JXDPThvYW3miRfJP//5T1x++eXMY/v378eCBfZmyKVAyyIIAACXLK3H4587B0/t6YDPJWPDwhrbOSMlywH5JA3dj/8qUQVAjcFUo7C0OP4qaPjc2ocK+n8TiuuIGCLksjrIZaNfg1mcTADB4Ua1z12ywR0ycVVVVejq6sJft3fjB4/utR3f186/xh8r3gY/RRIgj/JzRgqn+KuVhExCkQxRTm8J7Ow4/fTTIUkSDMM+z9iJPVCqGrHtWC8FATLgZQJk2imRqSF0S3+UggApekLZBwE+/elP47LLLkN7ezva2tqwa9cubN++HfPmzcMtt9yCWbNmYdasWSgrK8OH/vAqnttnbxC85WivbWw8TNPE8YPsGz3FKFzZpzPPPJM5bob78OqOPXjP2lkFmws5+fEyAa6++mpceCG7PBohhBBSbLrOywQYXsRnlQPiZQI4XYmNJgGXAlFI7O4HgHjbfvb59fNtY60l3Cvs7LPPhiiKtr4ADQ0NOH78+CQMAtgXt+fU+DCnxjfqY5OSWeAVXhdC2x6xHY8D6O3NzX1Gttr6x/Y95J5/Bho/+38w4xGYagRWPJIIYpg69QOYAsrLy7Gonn3v3dwXRTCm5aSULG+TrEumagilpPirlYRMQuF4hsagzuL/kvP5fFixYgW2bt1qO6b3NgMAth/vw7Wn2dMFSUKQGwTg/4F0OySUexT0Rew3DmO9WDvZ8TIBRAEoc6f/H19zzTXMc1lpyatnVjCDANuO9eYkjVlV+cELt6tw9TTPOOMMQBAAy17D9NVXXgY+trFgcyEnvxtvvBHnn38+wuEwQqHQ0PslS5YUe2qEEEIIl87LBEhZlGKWA+IED5yDmQCiKKDMnagvb1kmsxwQADga7EGAtv7oqPMerxdffBH/+Mc/4HK5cM0112DlypVjenx5eTlWrVqF48eP47zzzsOGDRtw3nnnYcGCBSW9W1zT2TX9R9vlnzzH75QxwLm/T27wq6/0AxAA2F8rU8ZkPnSMsd+cIIgQnB6ITo/tGPUDmBoW1PM3f+5vH8CaWRPPmI/riQ2oaucRBF+9H6LTDdHhgR4I4LbbjqCsrAzvec97Jvw6ZGIoCEDIOPAagwLDKYPFdtZZZ2Hnzp2onbMEwcAcOGcsgXPaIkjecgDAtmN9RZ1fqeOXA8r89a0PuJhBgFYKAqTpGogzx8s9DkhZ9qpg3YzwyuB0h1Uc7Y5MOBsjUxDA6+KXg8q1srIyTJ+9AM2H3rIdO/DmloLNg0wNK1aswIoVK4o9DUIIIWRMvFX1cNTPh2UagKnDMk3A1OGvqBk6h5UJILp8ED3lsHQ1kRUwmBngSrnWq/A4EkEAXUNg7bugtu5DvG0/zHDf0DmOevvO+ZH3BPF4HPfeey/+/Oc/480338TChQvxne98h5v1yfPHP/4RH/nIR2ANbhD58Y9/jLvvvptb3ofn0UcfRVVVVUkv+o+kmdmVA+Ip8yjcIECyMXCVzwXB4YKl2oM4wWDu6qpno40RBLAsC2akH1pvC/TeFgiSAu+Sc0d9LsoEmBqmlbm4wa69bbkJAiR7Auh9bQjvfHJovB/AjY/9Dl6vl4IAJaA0VisJmWQiaoZMAMaFZDF885vfxA9/+EP8a08XPvd3e7Ojfe0DCMX1kglalJrxNAYGgGnlbuwdbLBjGTr0/nZI/mq05nHXz2TEungFgFr/xHajrGgsS0vPTrX1WO+EgwDxODt4AQBud+GCAACw+rQz0oIAcuUMuGYsgTljFQZiWsb+FYQQQgghJ7uVl30Ixxsvso1vXDucDT3y3s2MR1C+/n1QO49A7TiCig0fhqA4AEPH6hXTh87Tm3eh9+XnYEaDMKJBmPEIRKcPclkdytZehXjbPjjqZtteO3kNbFkWfvjDH+InP/kJOjuHs1hPnDiBF154AVu3bsXSpUuz+jw1TcOXv/zloQAAkNi48qUvfQmXXXYZRDH7etzV1dVZn1sqeCV9HFkGASo8DpzoZd+r+Qaz/Ku8DoiKCwYjCNDZy26onC+p91HhPS8g+Oq90HpbYMWHyzc66uZmFQSgTICpQRAELKj3M0vk5qo5cLIckBEJMo9XVFDPulJAq3+EjEMoUzmgEugJACSawADAykb2L1vTAt440Yd1cyffhV4hjLUxsGEY+O1vf4udj7yIjt17ofU2Q+9rBywTde/7Plr7GvM53UmnnRMEqM/QXDkbfpeCBXX+oUBMqi1He/Gu1TMm9PyZMgF8nsJeRF97zVV47mgYzulL4Jy+CJI7MHTsYGcYKxvLCzofQgghhJBSoum8xeHhXe4uRYIZC6HrkZ9B6zwCva8t7VzfsgvgbFgAyA74PcPXqdHmvQi+fLftuZXaOfAsXAfPwnXM127tjyEej2PLli3o7+9PCwAkqaqKO+64Az/4wQ+y+jzffPPNoefx+XxYvHgxFi5ciEWLFkHXdTgcJ/dub345oOyyGco9/I0zPmfiWIXXAUFh36e09xQ2CNCekk1i6SpURk8Krbclq1KoVd6T+3uDDFvICQKw7pvHI9kY2Iyyfx5qamqY46SwSmO1kpBJJsIpB+RWpKxLmRRKU5WHW6d++3EKAvCMNRNAFEV89atfZTaG0npaqBzQCLweCfWBie+mXzOrghsEmKhAIIDzP/Jf2HakazA9XIdl6LAMDRWVVRN+/rF475WX4bs7FERU+++jfe0DFAQghBBCyJSmc8rEyCk7xJ2yCMnpRuzINliaPeNT7TiSCAIgvX9AZRX7HsqMsnfBJu3fsgllZZcws0tvuOEGXHLJJTjrrLMwffp0xqPZ9u3bN/TvUCiE1157Da+99hoURcF//ud/Zv08kxUvE0DOthyQO0MQIFkOyOuAe/7pMKNBCIobosMFQXFBVFyYu3TV2Cc9Ae3B4e8dpXIa8xxLjcIM90HyZd59TZkAU8fCOnZfgH3tAznpnZcsB2REKAhQyigIQMg4hDnlgLwl0BR4JEEQsLKxHM++xWqW2lf4CU0SwcFMgOiR7RAdboieMkieMm75JEEQMH/+fLz66qu2Y3pvM5UDGqGd0xOgNgdBgNUzK3DnK8ds4/vaByZcJsfv92PeuVfiYHW77Vgy+6ZQRFHAvFof3jhhv9A60FHYBmWEEEIIIaVGNUZvGCsIArwuJ5TqWVBb99nO1ToPD/07tXRQdTX7us+MBjMuqOn+elsA4JprrsEPf/hDNDU1cT+XTDo6OpjjM2bMGFMpoMlKNUwEX/8n9L5WCIpzaHH+efFNLHFcjNWrV2d8vJvRHDopWQ7IpUiYsfHjzM03lY32BtD5lFoOSK5gBwEAQOttHjUIQD0Bpo4FnCBAb0RDc/cAZlQHmMezlSwHZFIQoKRREICQceA1BvaWaH19XhBg+/G+nER9T0YDMR2WZaHj7m8B5nDQ57pfufD52hr85S9/wTnnnJP2mAULFjCDAFpPM3ojGqKqAXeJ9IwotvY8ZwKwmBaw43g/1s+fWPYL6+IfKE4pMF4QYH97YRuUEUIIIYSUmmzKAQGJBV5HTRMzCKB2Hhn6d2oQoL62lvnclq7C0uIQHOxrWrmsDnPnL8TB/cN9ne6++27cf//9+NjHPoavfvWrmDaNv7DLcvz4ceb4zJkzmeMnG80wEdn/EuLH3kwb/93TQL0cGTUIkCljIFkOCEj0DogwegL0hPnlQvMhtayq6A5AdHphpvQDGDrvrq+g/JwPwrt0A+QA+/uVMgGmjoX16UEAyzQQPfg6BrY/grc9IeLNLfZ1jLFIZgK4Zq+G4HDDjPTDiPTDbYQhqwOor6+f0POT3CjNFUtCStzPv/4ZHHvucYiKC8JQKqAb7tPOB3Besadns2ome1G0cyCO5r4oZlR4Cjyj0qYbJiKqAUuNpAUAAECNx3D8+HE4nfYLpgULFrCfr7cFQGLXxuwJNqY9GRimhc4QOxOgvmziF6Kzqjyo8jrQzbgg33K0d8JBgDCnJ4i3CAEe3o6Ofe2UCUAIIYSQqS2bckBAYnFfqbU38QUArfPo0Kap1HJADfX8Xa1mNAiREwQQBAE3fPa/8M1//wh0ffia0ul0wjRN9PT05CwI0NiYfU8yTdOgKOPPli0m3bBgqewNRl7v6PdemXoHpGb6V/kcaO6zBwF6I4ULApimhb2P/AFafydkXyUkXyUzAJDU9/wd6Hv+DjhnLkfZme+Gu2ll2nHKBJg6Kr0O1PidaG1tRWjHYwjteBzGQGKj6E4A27dvx8qVK8f9/MkggG/pefAtHV4Te8eKabj1vYUtmUX4KAhAyDgMDARhqVEYahRI+ZurLzyleJPKYOWMcu6x7cf7KAgwQrLxM6+eHcBOZ5s/n50Kqve1w7JMtPZFKQgAoCsUh2Gy07PrcpAJIAgCVs2swJN77CV7th6beF8AXiZAMbI85tf6mOPNfVGE43rJZieRycuyLPT09KC1tRUtLS1oaWlBa2sr3v3ud2Pu3LnFnh4hhBAyJJtyQEAim9tR05Q2JjjccNQ0QalpAgwNkB1pWZ8zpzXAOXMZJHcAojuQeO9J/Ft0sa/Pkuaddh6ee+45/OlPf0IsFsNZZ52F973vffD72Zs7RpOLIEB9fT1M00RdXV3a24033oilS5eOa16FohomLG38QQA5Q8kkf0omQCWniW53qHBBgK5wHJH9r0BtP2g75pqzBp65a9HzxK9tx+LH3oC56lLbeJWXMgGmkpmuGF7/9YcB034/e8stt+COO+4Y93MngwAjueSTvyTZZEKrA4SMQywSYY673aW5wFvmUTCnxotDnfZdAtuO9eGy5WPbbXKySzYFNqP8kirV1fbd5EuXLsXZZ5+NXSEPzEADlMppkCumQS5vgCCI1Bx4EK8pMGAvB3TvvffC4/Ggvr4edXV1qKmpgSwn/nTt3r0b+/fvx5EjR3D06NGht09+8pNYM+dcbhDANC2IE2jgzQsCFGPBfX4t/2bxYGcIyzMEAAkZj5qaGnR3d9vG58+fT0EAQgghJYVXDmjkzu+FdT7sqp2NsrOvg6NmNpSaWZDLaiEI9oyBpBn11ah/7/e4r91Q5kKl14FdLfZGwa39Mbz7wnVYt27dWD4drqeffhrNzc04fvw4jh8/jmPHjuH48eNYv359Vo9XVRU9PT0AgL6+Prz11nCpoiuvvDItCNDT04OKioqSKierGSbMCQQBGsr4m5BSMwEqPewgQE+YneGcD+39cRihHuYx78L1iOx/mXlMcHrhmbfWNu6gBdopZeXCOXh4+mLEj++0Hbvrrrvw7W9/G7Nns7OiRpPsCTASlUMuLRQEIGQcolF2yp3HW7o76lc2lg8FAcx4BOHdz8LSNWyfdX1xJ1aCkk2BTUbNRyCx05y1U2fZsmV4/vnn8bb/fQF7WlkX/NQcGEivY5lKkQTbDpsPf/jDCAaH/y8FQUB1dTXuuOMOfO9738Pzzz9ve57du3fj3eddwXyNgZiO3a1BnDK9bNzzj3Aag3uKcIEzo8INlyIyL7r2t1MQgExcOBzGXXfdBZ/PB6/XywwAAEBLS6LsGfWZIYQQUip45YBGZgKct6gW929vQfm692R8vtRyQBWcBeGki5fUoaU/xgwCtAVze0/gdDoxZ84czJkzZ1yP5zUWBoDXXnsNmzZtwtatW7Ft2zYcO3YMzc3NYy5ZlE+aYcHS2Avx2QQBLlvRgO8+ssc2vqDOl1Y6ipcJ0BPRspzpxDX3hGCE+9gHJRnRQ68zD3kXnQ1BptI/U93Cej/8qy9jBgEMw8CPf/xj/PKXvxzXc8d0TiZAhsbbpPAoCEDIOKhR9oWb11OamQBAIgjw14eexsD2RxHZ+zwsLQ7R6cWOUy+Fqpu0CyBFMhPAirMzPgKBQMZFrmllLk4QgDIBAH4QoNbvSvt/jUajaQEAILHA2NnZCbfbjaamJmYQ4OjRo1g+owyyKEBnlB16ck/7BIMApdMYWBQFzKv1YWez/fvt5kf24NXDPZhe4cYHzpiFCs6NCyGZdHR04N/+7d9GPe//nnsDt/c8BtUw8b61s/AfFy+Aj8pREUIIKSIty3JA5y6ogSgAnGqVQ1I3fIwWBLjklHo8urONeayY9wSvvvoqTjnlFHg8w5vX2tvt2bNJX/nKV2xjW7duLZkggGFaMEwL7nlrYcZCsNQoTC0GS4uj1g1UVVWN+hwNZW5cvKQOj+9O/3/4wJlNaR/zrqULmQmw/2gzAPY3qiApcDWtROzwNsBKD4B5Tzm/ALMjpW5hnR+eBWdCrpg21LcwSRRFhMPhcW/oiXLukakcUGmhuzNCxiEeYwcBfP7M9R+LZd++ffjuR96Ftj270sbNeBh9uzdhb9sG2jGcIhkEcC84E43/cQ+seBSmGoFiRPH7950CVc1c97Gek1JKQYCENk4QYOT/W6Ybkvr6esyaNYt57MiRI3ApEk5rqsRLh+y7lh/b1Y7PXshu4jwa07T45YCKlOo4v9afFgQw4xHEW97CwebdaG+9GHKgBn9++Sge/sx61Pon3nOBTC2hUHZNprfvO4zq+YnfnX/YfBi6aeK/31mafXIIIYRMDdt/9yUMtBwERAmCKA++l/CC4ya87/TPD51X7nFgzawKvHakF1pfG7ru/x4ESQFkBwRJgSArEGQHjPf9CUDN4GMyN9Fd21SJ7cf7mMcylcbMp1gshvPPPx+maeLiiy/GFVdcgcsuuyzjNTfL1q1bcdlll+VplmOjGYnF7upLP2s79o9PrMOaWRVZPc+t71uFHz76Fp7e24GAS8a1p83E+06fmXZOFScI0BsuXCbAwaPHuMdcM5fBu2g99FAPIrufQ2jX09A6DkMur4dz+uKCzZGUrvl1PoiShMDpV6Hn0VsTg6IM3ynn43+/903ccOn4S5TFOOXXnJQJUFIoCEDIOJz+oa/ijUPNMLU4LC0GS43B1GKYs3hZsafG1NjYiI7WZuax0PZHseXopygIkGJgsByQIAgQFBeguCChArV+Jy644IJRHz+t3M0cpyBAQls/e7fMyH4AbW3s3VMAUFdXxw0CHD16FABwydI6ZhBgT2sQx3siaKwce/muKKfhEVC8eofzar0I734OsRO7EW/eDa3z6PDuH9NE+TkfQOdAHLc8vg/fv2p5UeZIJq9wmF3+biRjIL0+7Z9fPopPnzcPtTlo9k0IIYSMhxrqY9ZPj4X6bWPnL6rDa0d6YakRZtNVAHCk9JRyKRKcsog4Y+FrcUMAsiRya82P5Z4gGo3C4XBAksZ2nWkYBt566y1s3boVW7duxZe//GW8/vrrQ3/XH3jgATzwwAMQRREmp2wSz7Zt28Z0fj4lgwAsDin7HchOWcLXL1uCr1+2hHsOtzFwATMBQpYT/jXvgBHqGXrTQz2AZUF0J8rVyr5KBNZeicDaK6F2HMJsr45mxs7uq1bPKNi8SWnwOGTMrPTgyNLzEXz1PrjnnorAaVdA9ldjwFEzoeeOc+6T3RQEKCkUBEghCMJsACsBTAPgA9AK4CiAFy3LKlx4l5Q87+wV8Mj2Bch5ixYWYTajc7vd+MAHPoBbb73Vdix+YhfueGQTrl/XRHWcBwWj7B93vyu7X5kjF7OTjvdEJtyU9mTAKwdUF8guE8DpdKKsrIwbBOjs7EQ4HMZFS+vxrQd3M895bFcbPnr22Oum7jt4GNFDWwBJTuwMS75XXEVpDAwAC+oC6H/5bmidR2zHBnY8irJ110KQHXjojVZ88x1LqTkTGZPRMgEqq2owIPkhV6aXBbAs4Ik97Xj/6eyfU0IIISTfTIPdx0lR7Lv4L1hcix88uheWzr/tL/enbyBZOi2Arcf6bOd94eJExml9gL0xqD+qIaLqzFKSnZ2dePHFF7Fp0yZs3rwZr7/+Ol555RWsWrWKO68kXdfx2c9+Flu3bsWOHTsQiQyXNr3gggtw//332x6TDAA8/vjj6O7uRnt7+9DbH/7wB+brbN26ddS5FIrOKfkEAIqc23uucrcMU40ObgAcfh81dETUiwpSGlT11qHywo+njVmWBUuN2BpZA8AHLj0Xa2ZV4Ev/eMN27O3L6/M2T1K6Ftb5cbQ7gmkf+SUEcfi+8Pn9nfj3C+eP+3ljnCAA9QQoLRQEACAIwtUA/gPAmZxTegRB+DuAb1iW1VW4mZFSFY6zLyhLuf7xxz72MWYQQJAd2LV7L7Yd78PqmdmlS57skuWARgq4M6f9Js2qYu8wD8V1HOgMYUGdvanwVMIvB+RM+1hVVdTV1aGzszNth1JdXR0EQUBTUxNkWUZjYyOampowa9asoTdBEDC93I1l08vwZrN9t9fju9vHFQT417/+hY67v2kblyumwfP99435+XJhfq0PvuUXo/ep39qOmZF+hPc8D9+yCxGK63hyTzvesaI0ariSySFTJoCqqrhvexvzxhIANh/ooiAAIYSQorEM9qKUw2G/pp9f68OMCjcOHM8UBEjv//aetTNtQYDTZ1fivIW1AMDNBAASJYHm1AyXkrUsC6tWrcKOHTts527atCmrIIAsy3jwwQdx7Ji9ZMxrr72Gf/7zn8zHffCDH8RFF11kG7/yyivxjne8wzZ+7NgxdHd3Z1VvP98yZQKM7P0wUds3P4XjP7U3jxYUJ3p+9dmCBAHaGVkkgiDg7KWzsOmAfanqklPqcOacajz4Rgte2D98/O3LG3D2/Int/CaT06qZFXh8d3taAAAAthztRUcwNu4sXl7GvEuhngClpHRXLAtAEAQfgN8BsP8mT1cJ4BMA3iUIwocsy3os75MjJS3CCQJ4SniH7bJly7Bi9anYsfX1oTHn9CWouvTfoVROx/978QgFAQYNcL6+fld2QYCl0/hNaV8/0jvlgwDZZgJcc801uOaaa2AYBrq6utDW1ob29nZoWuLmbM6cOYjFYhnToy9eUscMArx+pAfdoTiqfE7Go/jCUXa6ryApRWkMDACNlR5UrroYfS/8GZZq71cSfP2f8J5yAQRBwAPbmykIQMZElmXMnj0b4XAYoVBoaFdhXV0dFEXBoS5+kOCF/V3QDRNyjm/CCSGEkGzwMgGciv2aTRAEXLCoFvu3cnp/iRJ8rvRyMO8+tRGWZeG25w6hMxTHxqX1+I+LFwxl/fL6hAH2IIAgCAgEAsxzN23ahJtuuon7XKlWr17NDAL88pe/RFcXez/jFVdcwX0uAJg1axZWrVqF1atXD72vrKzMaj75puaoHFA26qvY98qWFkfXQAwzKsZeanSseJup3rV6OhbV+3H7psNDY9eva8L/Z++8w6Oo3jZ8z5Zk03snJARC771JFRAQsaAoiNgrduTnhx0LYu+K2BBQEUQQEOm995ZCSCCk9962zfdHSMhmZ9JIIGXu6/KSnTMze5JsmTnP+z7PiPbeqFQCP87sx7aIFCKT8+neyoVh7b1Qt/Du9JbK2C4+LPgvQnJsY1gKMwbWrYCn2GDGmJOCaDSgsndBpXNAEFRKJ0Ajo8WKAIIgqIHlwIRKQ2nAcSAHaAv0Aso+HX2ANYIg3CiK4p5rNVeFq6OgoABBELC3r78v5XyZReLrZQdSU2Y//ywzZsxA0NjgOuw+nPpMKleA159K4pUJnRT/Zq5kAlSmpnZAdjZqugS4cFIiDOxIbKZVyFRLolBvlO20kLNRUqvV+Pj44OPjY7Fdpar+wn5cV18+3nzOartZhK3hqdzVL7AGs75CQZF0KLig1lw3EVCtEhjfO4TF3W4k7+haq3FTfgamvHQ0zl7siEwjq0CPm4ynqYJCZSZOnMjEiRPLH5vNZgoLCykuLr0JjUmTtwvKKzZy7FI2/ds0joUCBQUFBYWWhWiW6QSQsAMCGNXJh29l7IAEjY2kpeLUfq2Z2k/62l6nVeNmryWr0PqcUrkAQ4YMYffu3Vbb9+zZgyiKNbJu7d27t6TtT3p6Ol5eXqSlpVnOUadj7Nixkufy8/MjIyOj0Sz4S2Gowg5Io67fRW5vdxfZsaT0HHq2btjfU7HBRI6Mba2vi47be7fi7v6tCUvKpYu/MyGeDuWvGRuNipu6+nFT1wadokIToK2XI6HejkSlWl/DbzyTfBUigInsPb9TcGZL6QZBhcremVmrfHlo5r288sorVzNthXqica9YNizvYykAGCi1BPpeFMVy+V8QhM7AD1yxCrIFVguC0E0UxaRrNVmF2pOXl8f999/P2rWli2KTJk3il19+wcnp6qqwRVGkUC99QdnYRYB77rmHVRt3ctCuH1r3AIsxo1lk2cFLPD+m/XWaXeMhV84OqIYiAECf1m6SIsCx2Ky6TqtZkFxFEFrlToD6INTbkWAPey5mFFqNbTybXAcRQL4TwFZz/aqdXxjTngPH7+TI0XVA6c2QjU9bnPrcgkOnGxA0pYv+RrPI+tNJ3FvHi7uKZBfq2RqeiiDAmM4+Ne6UUWjaqFQqHB0dcXQsrV68UEUnAMD2yFRFBFBQUFBQuOaYzSJuox/FrC8Es6lUELj8/+69+0keM6CNO1rPQNxGPohoNCCaDIhGPaLJAIIKmzpc6/m62EmKAFIV3UOHDpU8R2JiIqdPn6Z79+7VPl+fPn1kx06fPk1UVBSrV6/m77//JiYmhrFjx+Lg4CC5vyAIjVoAgGtrB+TsLL+OEJ+aCbSp1+erjFw3NVwppmrn7Ug7b0fZ/RQUAMZ18SUq9bzV9v0xGWQX6nG1r13BmNksUmI0Yy7MvrJRNGMuyOZCVDapqalXOWOF+qJxr1g2EIIghADPVtp8pyiKayrvK4pimCAIo4GtXBECPIA3gMcbdKIKV8WDDz7IqlWryh+vWrUKtVrNn3/+eVXnLTGaJW1eABwasR0QlFZUr1j8PSM/2sGlTOtF0WUHL/HUyHZ1usBtTshVqtd0kdNsNhOkK6To4gmMWYkYMhMwZiVi49eei0PuIS2vBC+n2tnQNBfkWlih6pbpuiIIAuO6+LJwV4zV2O7z6RSUGGsl3hUVS4sAao32ugZrt/F0YMubdzPu8DLMgprnn3uWr8LUJGRb/75XH0+4ahHgvzPJ/O+vU+XVSJ6ONvx0fz+6t3K9qvMqNC1MZpFYCYHNmJdBwdnt6FOi+elsJ54a+nG5aKDQ+Pjt4CV+3X+RrEI9w0K9eOOWLo0640hBQUGhJhjMZuxDB0iOte/YSXK7TqtG6+aPtv/t9TYPPxcd4Um5VtuTcqy7SwcPHowgCIii5b1mcHAwSUlJViJAUVERt912G4GBgQQGBtK6dWur0GONRkOXLl3o3bs3er2eoUOHMnToUD788EPOnj2L0Sh939NU0BuvnQhQ1bXM4agkHrmpXp/OiqqKqRriPkqh+XJTV1++2m4tApjMIlvCU5nSp1Wtzldy+X1oKrK24QXw8lLyJxoLLfUK/w2g4rfjL1ICQBmiKBYJgnA/cBook8QeEgThA1EUrVeWFK47OTk5rFlj/SddvXo1OTk5uLjIt/JVh1wXADT+TgAotQ65b1AQ76wPtxpLzy/h39NJ3NorQOLIloOsHVAN/77PPfecZAizaCxtMjoam8VNXX3rPsEmjFwFi4udtsH8Asd28eHTn5djzEzAud+t5dv1RjM7z6UxoZtfjc9lMJlBrYFKHrMaiYC5a42LvZa9W9aXZyTE20bw9fZoq/2OxGYRl1lIoHvdLNLWnkzkueUnMFUQQ9Pz9cz9+zRrZw29rmKIQsMhiiJ/HUvgt4OxlBjN3NmnFUNDvSy8eEWzibyj68jes7Q8n+JcxG4GDT7Igf17ZSsNFa4ffxy6xNy/T5c/XnE0ntjMQv58bFAVRykoKCg0foxV2MRoq7CJeefWrry6+ozV9hDPun2HyS3OSi3ourm5MWzYMHbu3ImtrS233347Dz30ECNHjpS0wYyLi2PjRum4wtmzZzN16lS6du2KTmc9B0EQ6Nq18XnDpOWVcC4lD18XHW29qi8gkCvOg/rPBJAVAVRqDkQl1diyqa7IFVM56TTXLZtMoWnSxd+ZAFc7ErKtxcj/ziSXiwBpaWm8//77zJ49Gz8/+Xvm4suhwKZCa8ETFBGgMdHiPikEQbADplTavKC640RRPCcIwmrgrsubNMA04J16naBCvaDX67G3tycnx1KJNBgMnD59WrbVsiYUyOQBADg0kS/fO/sG8vGmc5IJ7j/vvcDknv4teiFPvhOgZn/ftm3bSm7Xp8UiimaOXWrJIoB0Jb1cHkB9sPbnL0hb+RYAKnsXHLuMLB9bfyqpViLAzQ88y0G30aUVWmZjaau42UiQR+NY3KwYknxrzwBJEQDgn5OJPDWyXa3Pv+ZEAs8vP4HU/daZhNzLHqR1F1kVGi+Ldsfw3r9XQsTOJobR0fdKW7wxN420Ve+gT7F+zZ05fZKVK1cyc+bMazJXhZqz5ECs1bZDFzKJSM6lo690QKWCgoJCU6CuNjGTevjzyeZzZBZYBgSP7Ohdp3n4yVzjSmUCAMyZM4cpU6Ywbdq0aq144uLiZMfmzZuHnZ1djeZYUlLC+fPniYyM5NZbb61R7lZD8NOeCyz4L6K8qnjGwCDevKVLlQG2BpO59HpcNCNobCzuYasSe+qCi4sLn/3+Lx9siUWwsUXQ2qGy0SGoteQC51Ly6eB7ddbDVZEqcx/VEJaqCs0bQRC4qasvP1YIki5jd1QaOQXF/PrTIl5//XWys7P5999/2bFjh1VGXxnFxtJ1JXOh0gnQ2GkaK5b1yzigYvnjflEUpaOxrfmZKyIAwO0oIkCjxMPDg/x86bDCysJAbSnQVyEC2DZuO6AyXOy03N47gGUHL1mNnYzP4eCFTAaGeFyHmTUOyjoB0v75AEGlRmVrj2Bjz5aCthSdas3EiRNp3Vo+3LdDhw6S282F2ZQkRHLkYuP21mxI5NpYfRqohXXx4sW89dZb5Y8z/v0ctYMbdsE9AdgcllIr38Oiy+9/QRBArUVQl3YAuLg2vsWyUB8nOvs5EybRgv738QSeHFEqVi0/HMcfh0tvIsd09uHx4W0lb7ZWHYtn9oqTkgJAGdvCUxURoBliMJn5fpf1TUJEcl75vzXOXmjc/K1FAEGFo7s3ly5Zf98oXF9MZtHib1iRMwmKCKCgoNC00ddRBHCx0/LxXT148c+T5ULADaGezB4rfX1fHbXpBACYMGGC5HYp5L5bvby8qhQAMjIymD9/PhEREURGRhITE4PZXPr7unDhAsHBwTWeQ32wd+9eopJzeOeQEbNw5X56yYFYBrX1qLJgx2A0k3dsHVnbfwRBhaC1RdDaotLquCd6KCtWrKi3earVah649Ua+OLXZoiO2jJ3nUhtUBJDrBGjIYiqF5oucCJAdfZwePZ4nNjqyfFtERAQ33ngj27dvx9PT0+qYYoMZs6EE0SD9GlVEgMZDSxQBKju17ajFsbsBI1d+b70EQfARRTGlPiamUH+oVCr8/PyIj4+3GktISLiqc585G0be8X8vX1zYlV5o2OhQ2To2CTugMu4fHCwpAgB8tzOagSEeJCQkEBDQ8qyB8oqNiKKZwvDdlIWsAiw7AMuAzZs3VykCDBo0CBsbG/R6vdVYYcRuzgR1odhgajD7m8aMnB2Qr3PDZCT4+lbquDAbSfv7PXynL8DGuw16k5m1JxOZMSi4RucrKJEJBW+kXUC39QqQFAHOp+azNyqV8OQC3v33ijXYibhsknKKeOfWbhb7hyflMmflqSoFAICtEak8PTq0Xuau0HiIzSggPV+6+qwMQ2YChRF7yh+7jX4U+/aDUDu642xny8tzxzT0NBVqycETZ8gN34Pa3gW1vSsqB1dUtvaYSwo5ExFVaz9YBQUFhcZEXe2AAEZ28GbHSyOISsnD0VZ7VQu7fi7Si/EZBfqrvh+Q6wQIDAys8jgbGxs+/vhjybGIiIhrLgLMmzePTZs2IdjYY9emF3YhfdGF9EHj6M7yw3FVigB6kxlz2cKjaEbUFyHqizBTGqhc3zjrtPRp7cahi5lWYzsi03h0mHRHeH0QHZeEPi0WtaM7Kp1jedeD0gmgUBd6t3bD09HW4ho//8xWMtZ/Krn/mTNnmDJlCtu3b7dyjSjSm1BpbQl8YSXmwlxMhTmYC7MxFebyzBBv2rdv36A/i0LNaZyrFg1LZeO7/TU9UBTFAkEQTgO9KmzuAigiQCPE399fUgS42ouBA/v2krnpG6vtGjc/bH944qrOfS0J9XFiWHsvdp1LsxrbdiaOKdO/ZvO61Rw6dEi2sr05YjCZKdSbEPXFVBQAKuLsXHV1pIuLC+PGjWPt2rVWY8acFPQmM2cScugb3PI6AuQqWBri4rW4uJinnnrKaruoLyR1xRv43f8FagdXVh6Nr7EIUCjTCWTXSEPBJ/Xw570N4VTKl0M0GZg4+gY0wf1w6H8HKu0VEeaPQ3E8MyoU7wp/k5VH46v0XC3jZHw26fkleDq2zODr5sr5VOnOuorkHvyLip+ZWVu/p+jCUVwG3U1eq04cjc1q0R1mjZFVa9aSvnq+5Nhn3v68Of3qiiYUFBQUrid1tQMqw1mnpU/Q1V+rVxXYmppbQmuPumU0gbwIUFWxEoCTkxMBAQGSxXGLFy+mY8eO+Pj4YGOrY8n+i+w5n46rvQ3TBrSmd2u3Os9XioKCAnbs2AGUXqMXRu6lMHIvAO5jn2QnExBFkT///JOdO3fyzTeW9+EGkyhbfdxQWUTDO3hJigCHL2ZSUGJssMLAE7s2kvTHh6UP1FrUju5oHN3Zf7YH3PV7gzynQvNFrRIY28WH3yoUhtq3H0Lu4dUYUq07BABmzJghaRtdZgek0upQuejQuFyxT3tp9k2N9l65JXJ9zN6uL50qPbaOxK6ayma3na9iLgoNiL+/v+T2qxUBcnOlW+c1NnZNzkf/8eEhVtv0aRdJXvw8f/32K7m5udxyyy1kZ2df+8ldJ/Iv5wGY9YWy+9QkWPquu644h9n4tsN1+P34P/YD3ne8BpSGs7ZEUuTsgBpABHj//feJjpb2xHfoMgqVfamYczI+h3Mp0u/rysgFgzdWKzBfFx3DQq3bL3MP/U1ufBSZe34jcdHj5J/Zimgu/dmMZpEDFyxvbMISpUOeKiOKpVVQCs2L6LSCKseNuWnkn9lmtb0kPgx9UiSiaGZ3lPK6aGzEJSTJjuVnZZRmnygoKCg0Ua5WBKgvqhIBknKsQzlrw7hx43j66aeZPHkyvXv3LrfpqK4TAOTtS//44w/atGlD/wEDePTXI7y5Nowt4amsPBrP3QsPsPd8+lXNuTLbtm2T7J4GsPENpfjSKfr07c/dd9/Nt99+y4YNGyz2MZjM114EaC9tbWIwieyPzmiQ5wRITa1Qe2oyYMpJoSQhnNSYcPmDFBSqYFwXy655lY0On7veRuthLSR27txZNt+rWCJrsgxbTUtcdm68tKhOAEEQ3IHKcn5tTWor76/4HjRS/P39cXZ2xt/fn4CAAPz9/fH392fw4MFXdd5cmawBjW3NgpcaE4NCPOgR6MrJuGxEUST/xAaytv2AaLxyIXbu3DmmTZvG2rVrLUJHmytlocDmEnkRoLpOAIBbbrmF+fPnc0AM5USO9cX/0RYoApjNIql5NQsGXrx4MR988AG+vr74+PiU/799+/bcdttt1T5XQkIC8+dLVbgKuI95DKfeN1tsXXk0nrkTKmvE1siJAPaN1A4I4LHhIeys0PFjyE4mZ9/y8semvDQy1n9K7qG/cRv1MHbBPTlyMZNbelwRUqNqUAlexraIFMVGpJlRXSdAQdhOMFt2ydh3GILbqEfQOJcuSNRUSFK4diSnpMqOmQwl5OTk4Orqeu0mpKCgoFCPGK7CDqg+cbTV4KTTlN9jVESuQ7amTJkyhSlTplhsKywslF1Ur0jHjh3Zts1awC8jX3Bga4Tl90RJSTHzflrLlDZGjh07xvHjx/nuu+/o2bNnneYPWC3qVyR791KKLxy1sF149tlnGT16NDY2pXleBpMZs176/qKhRIDOfs5WNipl7DyXxo2dpcNTr4Zig4m8DGkDCl8/ebskBYWqGBTigaOthvySK59PagdXfO5+l+I1r5Mef6UjYMGCBWg00ve8JQZp0dVWo0JVRbC3wrWn8a5aNAyulR4XiqJYdXmbNZXvmK46AVEQBG+gtkkZDWc210z44osv+Prrr+v9vPn50i8Zra7piQCCIPDE8BAeX3qMwkhpmyMovTibO3cuCxYsuMYzvPbkXg4FFq9SBHB2dubll1/msy3nOLElymr8WGwWoig2ue6RqyGjQC9rKVO5SiomJoawsDDCwsIstg8aNKhGIoC/vz/Lly/n2WefLQ9N8/Lyot3tL5Do2s1q/1XHEpgzrgOaairD5OyA7Btxi2NlsS9ry0JEo/VNiyHtIqnLX8V97JMc9ru7fHtWgb5aP/iK7DqXjt5oxkap+mgWjB07loNhFyhBi6DVlWbgaHU49hiHLrDUYdF5wB3Y+LajOPYkmIzYdxiMbYClqCYXQKtw/UhLlRcBAJKSkhQRQEFBoRyj0UhycjLx8fEkJCSU//+OO+5gwIAB13t6VjSWTgAAPxcdecXWgnqSTIfs1WBvb4+9ffUWQ9XZvaYZdZTFf4qiSPKS2ehTznPJbGJThf22bNlSZxFAFEX+/fdf2fHiC0ettkVFRfHZZ58xZ84coGo7IEdHxzrNqzpUKoFh7T1ZdczaTmnHudQGucdLzinGmCP9vR0SHFSvz6XQcrDRqLgh1JMNZ5Ittqsd3ej44Ick//Yy58+fZ/jw4UycOFH2PEUynQAtMQOxsdPSRIDK3wJ16b+rfEx9xL8/CbxRD+dRqEBDVa3nF0iLALZNUAQAGNPZlxBPB6LbD8IupC9FMUck91u0aBEvvvgi3t7ekuPNhbIqHZW9M059JmEuKcRcUoCoL6Szp5aC/PwaXViX0VfGSzSjQM/FjELaeDZMhUpjRC4UGKztgFJSpCtdfHxqVlkjCAK33norN998M7t370av1zNo0CA2RGbzv79OW+2fnl/Crqg0RnWs+vxNsROgVOxry+NLj1IUdYCi6MNV7l904RjhSePJLTbgrNNyPq3mXQAA+SVGDl/MZEg7z+p3Vmj0nD17llwJGz1dcC+47DYgCAJ2wT2xC+4pe56knGKyC/W42ts00EwVaktWZtWWDtGX4unUqfoOKQUFhebP0qVLmTFjhuSYv79/oxQBCouKSzvVVGoEldri/8VFQ3Gwvepavhrj62LHuRTr66nkOooAhYWFXLp0iY4dO9Z5TgMGDGDmzJksXrxYclzl4Fr+b0EQShe1zdbXwStWrGD27Nl1mkN+fj6t2nXmUmKK1UK+U9/J5B1ZI3nc22+/zb333ou/vz8GkxnXEffj3G8yZkNJaSiwoRh3G5F77rmlTvOqCcPbe0mKAHGZRVxILyDEq34FiMTsIoy50iJAp3bWFr8KCjVlZAdvKxEAIK5Ex8o1/zH3uSd45513qhS25OyAdFqlKKyx0XhXLRqGyp/EdfnWrSwCNIy8rNBosbF3RuPmj2goLr3QMBSD2YStXd1Dna4napXAo8NCeHnVaTxveYmkX1/EmGkZqNy5c2fWrFnT7AUAgLzLnQBaN3/cb3ysfLu9jZqj826q9fl6tnZFJYBUAfyBmIwWJQIsX76cwvMJqHQOqGwdUNk6otI5orXV4eFguTCYnGx9IQLg6+sruV0OjUbDyJEjyx9P7G7Pm/+ESVYrrDgSX60IUFAi3Qng0Ig7AQDGdvahrZcDpyJMqOycMRdVsmZRa3DoPALnfrdi4xUMlHarjOjgTZTETSuAnVaNWiVYtI+WsTU8VREBmgly3W8qrbTHsYudlpwig+RYRHKeEg7ciDCrtAg2doh66ZqYiOhL3Cw5oqCg0NJ48cUXZcekwmUbA2mZ2aSv/VByLGHuLXhIdIY2FH4y2VfHLmVhNos1tsswGo0sXryY119/HWdnZ06fPi1rz1EdAwYMYMCAARw7dozTp60LZNQVRAAAu3b9KUmMsNrv0KFDXLx4keDg4FrPwcnJiYGPzSeu5wWK489SFHOE4pijGDITcBl8N+aSAgpOb7E6zmQycfjwYSZPnozBZEbr6guulvcIrb0dGT58eK3nVFNuCPVCEErzsCqz81xavYsA8VmFmIukuypDFRFA4SoY3kHelCQ8R82mTZtkx8solrEDslM6ARodLU0EqExdEs+UlLQWzpCpT3Cu1XiLbaLJwIjQpruwcVvvAD7ZfI5UwPuO10j69QXEktKFH6f2A9myYz1+XtIV7c0NKb9OACdd3T4uHW01dPR1JizJ2g97W0Qq9/S3Dt1pjoiiyHtznsRssl5873T/fFQqy/bCq+0EkMPRVsP4rr6sOm55w2rWF/HP+g083M2GPj3kbwrlOgHsGrkIoFIJPD68LS+lDUUX1J2cPb+Rd2IDKq0Opz6TcOo1EbWjm8UxRy5eFgFSpW84Ovk54edix/rT1uGiWyNSeO3mTi3K7qo5IooiBQXSIpCgtZXcPjDEnUMXMskqtBYCwpNyFRGgEdHtsU85n5pP1vafMBXmgCAgCCp0wb2wDehA96FjrvcUFRQUGgFms5mMDPmw0/j4eNmx60lmvny9n42N9hrOBALcpDvGT8XnsOJoHFP7VX0/IIoi69at4+WXXy63ykxMTOSnn37i0Ucfvaq59ezZE1tbW1JSUkhMSsZkLP3+VttbXhfadxxK9q5fJc+xcuXKOnUD6I1mNp5NRtBor3QUjnoYY34majsn3IbPpDByH6L+ik3rXXfdxYcffkjr1q3LzyFFQ1s+uTvY0KOVKyfisgEwFeeDKKK2c2JHZBoPDGlTr8+XlFNCq6eXYS7KxZibhjEnBVNOKi6mbLp3716vz6XQsvBx1tHF35mzEvld2yJSmTEouNpzyHcCNO575JZISxMBKt/J1sW/pfIxtfNJkOYbYEUtj2kLSPfHtXAyMzP5/PPPrQJFfX196yUcSKoSWFBrcXZquk0htho1Dw1tw/wNEWjdA/C6ZQ6pK9/CeeCduN4wnfUR2TzcYkQA6QpWZ13dbxZuaO8pKQLsiUqn2GBqEV+OBQUFkgIAgJen9WurvjoBpJjSpxUr90dSHB9GSdwZiuPOoE8+D6KZT51SWfr9F7LHnlr+MVmpCQhqLYJKg6DRgkpDTMBMuKFxV+FM7lkq9iUB7mMex6nvLRSE78K5982odNafX0diMwH5UNhQbyf6t3GXFAFiMwoZ//lupvYL5M6+gTjatrTLjeaBXq/HJPO+FWykL6FCvBzJLTKyP8Z6wSgiSckFaEykXLahcBv5oOR4WpH0315BQaFlkZOTI/tdAI23EyAzTz7fq67V83VlRAcvPtl8TnJs/oYIbuzkg4ejtLhuMBgYO3YsO3bssBp74403mD59evk9bk6Roby7YFh7rxothP/665WF/WEfbONiYhqmgmxU9pZ2SVo3f7TeIRhSY6zOER4eXu3zSLHnfJpkAZbGsfTeQO3ghuvQaWRt+4F2HTrz/bdfWXT4gnwAtE0Dhj+fPHmSo0ePkr1tNynHTmJIj8WUn4nL0Om4DrmH/TEZFJQYcajH69/E7CIEQUBt74La3gVb33YAjOnsQ/v27evteRRaJiM7eEuKAPuiM2q0XpGSkkxh5D5KEiMQzSbcRz8CgG0LWOdoarS0u/JGKQKIopiKdeBwlSjVlaUU6U0YzGaLBdoLFy4wb948yf3T0tLw9Lw6i4oCmUrg+vySvx5MG9Car7afJ6/YiF1IH/wf/hatewAAP+y+wH2DgltE0Gd9dwIAjO7ow8Kd1hfMRQYT+2MyGNmh+dssZWdny475e1tXBi9YsIC4uDhSUlJITk4mJSWFlJSUOrUaV2ZgiAf5W78l68xOq7G9e3ZXeWxWzCmKUy9abU+LG3rV82pobDQqHr4hhLfXlVaQad38cR18N6JRL7n/ibhs9EazrB1QqI8jIzrIt0JHJOfx1towvt0RzbKHBxDqUx8ROgrXkvx8+UscOTugNp4OFF/+bKtMeFJOvc1N4eooKDGSJ2NvVkZSdv0HViooKDQ90tOrzg9prJ0AWXnyn2Fa7bXtBOgW4MKw9l7sOpdmNZZdaGD+hgg+urOH5LFarZbAwECr7Z6enrz55pusXbuWu+++m6OxWTy17BjJlzO4WrnZ8fGdPRhQww68YoOJ+KwiVDpHyeIQAIeOQ8m+LAL069ePu+66iylTptT5+nzdKetCkso49b4Zla0Db7/+LCMHWlfXG2UCoBuyE+CNN95gzRrrekxD+iWgtDthd1QaN3X1q7fnTMyRtu7zd22auYQKjYuRHb35avt5q+0lRrPsesXx48f5+OOP2bdvHxcuXCjfLtjY4TbyQQSVGl0LWD9qajTtVcvaU/nu014QBAdRFKUNb6Wp/OrPvropKdSFxOwift0fy++HLjF9QGvm3HQlFEnORkStVuPufvXV7IVN1BO8Opx0WmYMDOKbHdEA5QIAQHJuMWtOJHBnX+sL0OZGrkwngNNVdAL0bu0q65O9LTy1xYsAAT7Wwtxdd93VYHNRqQQ69hrAfgkRIPbcaQoKCmS7hsxG6deHvZ30gmhj475BQeyITGV31JUbekEjHdRabDBzICaj/GayMu28HfFwtKVXoCvHLmXLPmdqXgmPLz3K+mduaBFdL80JOzs7+k6fQ3RSJmZ9EaKhBNFQhFlfYhEYWJG2Xg5kpiSTd3Ijptw0jLlpmPJK/59gMmJ6KgV1Db2PFRoOufd1RRKzpRccFBQUWhZVWQH16dOHHj2kF6+vN1kF8p9z17oTQBAE3p7chTGf7pK0r1l5NJ4pfVrJWua9/fbbLF++HL3+SuFGeno6kydPxtfXF1EUeeXv0xaf7fFZRcz48RCfTO3Bzd39q53jhfQCyQyzith3GgYqNd7dh3Pws/uuqjDRbBbZGl59HaSg1uDYfQzn0qS/kwzXQQTo2rWrjAgQW/7vTWEp9SoCJMh8JwcoIoBCPdAz0BVXey3ZEnaeOyKk1ysKCwtZtmyZ1XZRX0TGhs/RBfUgo6Q1mZkd6mUdTqF+aFGyjCiKGUBWpc21NeQOqvQ4qu4zUqgNoiiWVjj8dowbPtjOdzujySky8NuhSxRVqM6XEwG8vb1Rqa7+JV9QIt0JYN/EOwEAHhjSRrba/7ud0ZiruzJsBjREJ4BGrWKkROCOqSCbrWHJiFJl1M2MqkSAIF/5MKKGYviwYZLbRZOJffv2SY6ZzSImk/Trw7GJiABatYpv7+3D25O7MLGbHy+Oac+e/43EXkbE/OPwJdlzlVX239GnVbXPG51WwGdblK/Lpoa9vT10GoNzv1txHXIPbiPux33ME3hOfK68Vb8yIZ6OqPMSyfzvS3L2/UHBma0Ux57CmJWEMTeNyPiqK0oVrg1lVkBVIVd1qKCg0LIwmUy0b98etdryWsHGxobDhw/z448/XqeZVU1ukQGVgysqO2cEG/vSLBtV6fX8tRYBAII8HJg1sp3s+JyVp8gqkO7ODAoK4plnnrHafuTIEQDCknKJSLa23NObzMz67TiLdsVUe78hZ/9YEa2rLy4D7qDEzpO0/JJq96+KmPR8yQIpOcIlrFUB9DJ2QNoGrEDu2rWr5HZDZgKiqfRn2h6RKtulUFtEUZQV5pVOAIX6QK0SGN5e+p58e2Sa5OdHnz59ZLuqCs5sI2P9p2z97HlOnTpVr3NVuDpalAhwmcqGdfLfxNJUNn2umwGeQq3552Qid3y7j/WnkjBVWIzOLjSw+sQVL8qG9BIHKNDLLALaNv0KVy8nW6bILOhFpxWwJVxaYGlOxGdJX2BdTScAlHqB6tNiyTvxH+nrPyXh+0eI/+peLkZHEpnS/H2y9Xo9agc3UFvfdOnTY9m507oqvyG56Ya+qOycJcfWbdwqub3IYAJT0+4EgNJw5BmDgvl6em+eHh1KKzd7ega6Su7772npz1MHGzX+LqU/89S+gYzqWH03y/e7ojl5OTxNoWmQU2QgLa92N/luDjYM7NZBdnzvKWlPZIVrS0oVNhllJNVAKFBQUGj+DBkyhMjISNafjKf3Wxto9fQy/B/+ljvf+JESmVDWRoGLH4GzlhL4zG+0fv5PWr/wF0EvrebttWfx9r4+XbiPDQ8hxFO62/RSZiGPLT2K3mhGFEWyC/UkVRBj586di6urq8UxZSKAlJd3Rd79N5xB87fx0oqTrD2ZSLLE53t0Wu1cjmsiGlRFVV2kUoQl5UouRMp1AjRkJoCcCIDZhCEzEYCsQkOtf0Y5sgoNFBukf05/16ZzD6LQuJFzJ7iUWUh0mrV5ik6no3fv3tWe18vr2hf8KcjTEkWAM5UeD6rpgYIgOACVo9crn0+hgRjdyQcnmWr7n/ZcKL8okOsE8PT0JDExkSNHjrB///46z0MqGBjA3qbpdwIAPHpDCHJODZ9sPifZwtpcKNQbOXQhU3KslVvdqyyMRiOPjutD0k9PkbnxKwrObMWYVeqBWZIQXqNW2KZOrwFDaTVrCb7TFuDYfSxazytNWLOnT+Cpp566pvPp2dod28AuVttV9i6k5ktXYRXqTYhynQD2TfsCvG9w7Vo02/k4lbeAa9QqfpzZl2+m92ZoO/nMFbMIs1ecpMSohI02FWp7g18WAN0upHLT5BWOnlU6QhoDyTnViztJ2cUtogNQQUGhejLyS5iz8hQZhSbU9i5oPQLZk+vGsoPyHYPXm+xC6es5Nweb65avZ6tR886tMgvIwKELmbR/dQOjPt5Jz3mbGTR/G9MWHSAhuwg3Nzd+/fVXi872w4cPAxBWjQgApTZwK47G8/Tvxxk4fyuD5m/lqWXH2BKWgiiKtf7Ol1oUrA3Ha7lAnlNkkBSn5UQATT04AMjRvn172W6SslwAgM1h0sU0taUqez7FDkihvhjWvjTrTYr3/g2XvCYcPHhwtee9XqKrgjTNY9WydvwHPFrh8YhaHHsDlr+z46IoNv/S6EaCo62Gu/oF8uOeC1ZjUan57Dmfzg2hXgQGBjJo0CCSk5MtAko2b95MQECpz323bt3q3JYkFwzs2AzsgACCPR0Y382P9RJBTRHJeXy5LYoXx8pXeTZl9p3PQC9zIVnV4mZ1aDQaQkLakJZmvdhfEh/G1vAUnqqiPbg5UNZhYcxOJv/UJqvxqKgojEbjNWvPdrHTEtCxNxcSI7EN7IousCu6wG5oPFrR5YbKDV+lFOqNOPWZhKgvQjQZEE3GUlHAZKBtiHVQWVOiX7BbrfYP9bYMjBMEgQnd/JjQzY/YjALu+HY/6RJt4lGp+Xy59TyzxzXPz5DmRm2rAm/pWeo5bGdnh52zG0W5lR0YITzKOiT9ajGbzZw/f57Q0NDrtrDT1EipQSaA3mQmo0CPl5PtNZiRgoJCY+bv4wmS1i3/nEjgoaGN8xooS8LbGsDV/tqGAldmcDtPbu8VwKrjCbL7XEi/ssC+LzqDOStPsvShAUyaNImzZ8/y+++/YzAY6NevH1AzEaAySTnFrD+dxPrTSdza07/2IsBVdgIcv2R9jQAwuac/a04kSo6FJ+Va2d/IZgI0oB2QjY0Nffr0QRRFunTpQlixCxdM7mg9W6N2vJLrsDkshbkTOtXp2iQyOY/wpFy8nW3JLZIuQtKqBTwdle9ohfrB3cFGNuttW0Qqi3bH8NjwthbbBw8ezKeffip/UkFQ8gAaGc1j1bJ2bASKgLJvj0GCIHQURTGiBsfeX+nx3/U5MYXquX9wMD/vvSAZWvTz3ovcEOrFiy++yIsvvgjA0qVLmTFjhtW+CQnyF13VId8J0PTtgMp4YnhbSREA4Jsd0dzYyYceMvYhTZntkVcW6Q3ZyQhqLSpbe7zcnOkW4HJV5x4yZAgHDx602l6SEM7xuGwy8kvwaMYXcfFZhQBoPaTDpfV6PRcvXqRdu2snhkyYOpPVHW+yujA/IWNZk1Ggx3XIPZJjQwYOqO/pXVN6tXZDJWD12WoqyqMkPgxd626obO3Lt1cWASoS5OHAO7d24fGlxyTHv90ZzZ19WxHkId0Or9B4kLvBd7LVUGQwYaz0gpk+4EqHj6dvAHESIsDF2KurGhVFkYsXL3L48GGOHDnCkSNHOHr0KLm5ucTExNCmTeNcjGpsSFlBSJGYXaSIAAoKCryzXtoB92R8zjWeSc3JkukEcLWzucYzsWberV05m5hbY0vQveczOBmfQ89AVzp27Mhbb71VPmY2i4TJ+OXXlNUyi+4AOq1K0oqmtoUCFckt0hORnAtYL46P6ODFkYtZkkG44Um5jO7kY7EtOyOD7D3LELQ6VFodglaHoLUlXgig5PbO2No2zHfYgQMHyv/955E45qy0LjC8mFFIdFo+7bydanXujzZG8vWO81QXG+fnYodKroVfQaEOTO4ZIGtj9cHGSPoGu9En6Mqi/tChQ3nppZdYvu0ol45uszrGwcnVKk9G4frS4uyARFEsBFZW2vy/6o4TBKE9cFuFTUbgt3qcmkINCHS3Z0xnH8mxbRGpxFS6GCmr/K9MZmYmxcW197o1m0UKm3knAEDXABfGd5XOUDCazDz+9VoOHDpyjWfVsIiiyPaIKyJAyrL/kfDNTOI+vZPjb4zH3d2NoKAg1qxZU6fzy7XKGbOTMeZlsSMyrU7nbSqUdQJo3P1l94mMjLxW0wGgbxsvycqc0wk5klVFlzIKJc9jp1Vf96qyq8XRVkNnf2dMBdkUROwhc/N3JP40i/gvppG26m2K405b7B/qUyoCrFmzhtOnT1ud76aufkzs7if5XCazyMqj8fX/QyjUO3I3+Dd29uHju3qULw472Wr46M4edPG/IpZ26dYdG79Q7NsPxqnvZNxGPYLXrXMxtr2BvOKaBwFWJi8vj7Zt2zJ16lQ+/PBDtm/fTm5u6eJHmTeyQvUk16ATALDwo1ZQUGiZ5MsUQJVRX+Gn9YnRZCavWHrebo3gms3RVsMPM/vi4VBzQeLf09IFWnFZhdX+ja6Gm7pI3xNeTSfAVz/9Rtzn95C8bA4ZG78i98g/FF08gSk/i16BbnTyk140D0+yFk0iYmLJ2fs72Tt+JnPzt2T8+ynpa95n9ftPU1BwdZZFNWVUR29ZG5XNYbWzfT0am8lX26sXAEDJA1Cof6b2C6Sjr/T7z2QWmfXbcTIrBJj7+vrywQcf0Hb03Tj1noh9xxuwbd0drWcQKgdXXDwVK6DGRvNZtawdbwJ3A2VXAPcLgvC3KIr/SO0sCIIO+Bmo+C39oyiK0Q06SwVJHhzSho1npV2Yftl3kXmTr/gs+vvLLzgmJSXVumLwYlwC8d8+WFplYGNrUXFQeOcioO6WMY2NeZO7ciAmg6xCA8acVIpjT1J86RTFsSe5lJ/JjE2DiTq293pPs944l5JPYoXKSLP+yoKvKJrJyckhJydHMpCqJgwZMkR2rCTlPFvCO3GHTChzc6Csmkel1aF29saUa31BHBERwcSJE6/ZnOS6WUqMZiKT8+haqfvjUqa0CNDa3b5ZWJD0DXLnv1dux5SXbjVWfPEk9u2udDuEejtRUFDAQw89REZGBpMmTeL//u//GDToSszOvFu6sD86w+JCsYwdkWnN1lasInnFBk4n5CCKMDDEA3UTq9aSswZo5+3I5J4BjOviS16xESedBp3Wsspn0aJFDF2wXfL4cyl5FlVEtcHZ2Zn2HToQGWHdwHn48GHuvPPOOp23pbHji+cpystGbe+Kyt4F0WgAkwGtdxtUOkdM+ZmY8rPY4DaVm7o+fL2nq6CgcB3ZE2V9XVCRzAI93s6NazEyW8K6qAxX++vfCQClxW3f39eHe74/KGtHWpH1p5L4v/Edra45qwoF7hfsxrFL2ZiuIt9lTGdfyU6BxJxiCkqMONShEG7f0ROYi/MpiQ+jJD6sfLutRwBBX06nk58zWyQy08IrdDxkZWVx4OAhDq/4WvZ5HByuTdepp6MtfVq7cSTWugPy90OX8HKyZXRHb9xqIPr8djDOaltR9GGy9/6BxsX78n8+aJy90Pn0qJf5KyiUodOq+Wpab275ao9k8WtSTjEPLz7MkocGlL/3C0qMJNkE4j7mCav9547v2OBzVqgdLVIEEEUxRhCEz4HZFTavFAThBeB7URTLVywEQegE/ABULOPNAN5C4brQv407nf2cJdseVx6N58WxHXCxK9V3qhIBEhMTay0CpGRkYcpNRaoXwFbVvMLzvJxsefe2btz7wltkbVloNR59+ihHY1LpE9I81N2KVkCi2YSol65+dHGpmy2Qr68vISEhXIy9hMa7DbYBnbEN6IRtQCc0Th5sj0wlv8TYrDpKKlJmBwSg9WhlJQLodDry8mrWEl1fdPR1xkajkgy7PhGXbSUCxMp0ArT2sJfc3tS4tVcAH7bqQmH4TquxvKP/YMxJRhfcC9fQPvi76Pjqqy/JyMgAYO3ataxdu5bhw4czd+5cxowZg4ejLbNGtmPeujCr851OyCEtr6RZ24ycScjhgV8Ok5ZXmo0Q6G7HiscG4+vSuBZK5CgxmmSFr7ZepTfVOq3aavG/jABXO5xsNeRJVCeGJ9VdBBBFETxDAGsRQOkEqBkms0h+fBSmwmzrwXP7LB6ePN4WUEQABYWWzI7IqiuZU/NKGp8IIGMFBODmcP07AcroE+TOgindeH75yWr3TcguKrcEqohcHkCIpwMrHh9MbrGBfecz2Hkujf3R6VyUuZ6Vwt9FR/dW8vc+MWkFdKtiXI6ws9bXhgA+Qe0QBIFOfs6S42cP7mDibd8QdfYEUVFRVT6HWq3GxubaCT43dvaRFAEuZRYye8VJ1CqB4e29uL13ADd28pG8ftIbzZJhwoaMOPRJkeiTLLum/z0QDM/fZrW/gsLV0M7bkfdu68Zzy09Ijh+7lM3Di4/w8wP90GnVbDybTJFB2i2jy1VaKivUPy3ODqgCLwMbKjzWAl8CcYIgbBAE4U9BEI4AZ7EUAPTAbaIoSvfjKTQ4giDwoEwAVaHexJ+Hr6jnTk5OODpae1fb2NiQmZlZ6+fOyJZfpPRwk75YacpM6ObH6GHSNjaisYQXvlpZ58r4xkZFKyA5AQBKq1Dryvr169l8PBq/+z7FffQjOHQcisapNDyq2GBm4xnri77mQpkdEIB9u/449rwJt1GP8OT7P3LhwgUKCgp48803OXLkCM899xwLFy5k9+7d5YvMDYGNRkVXf+m/p1QuQJzMgmiQe/MQAXoGutJ7gPT7HaDo/CGytizkwrePEhjYiueee85qn507dzJlypRye5bRneRFwt1RzdcCKyO/hJk/HSoXAADiMot4ctlR2c/MwsJCzp07h9ncOGwVLqYXSubvQOnNQXUIgkBH2Xb+KwsWoiiSW2yQDJyUYuPZFFJtpa3+jh492mh+f42Z1NxCTEU1849OTZHuvFRQUGgZiKJoUSgjRXp+SZXj1wO5UGAAt0bSCVDGbb1aseCObtjWIMh2/SnrivyzidK5DJ0vX+M667Tc1NWX+bd3Y8dLI9n43LAaz62ttyMBrnayczsRHcfevXv5/vvvee655xg7diz/+1/VTsuiKJJ0UXoBv1OnzqX/lxEB9KkX+Hf1imoFACjtAriWnbo3dpK2LC7DZBbZFpHKrN+O0//dLbz3b7hV1uDe6HRyJWysjDnS70Fff+msNQWFq+XWXgHc3U/+9bU/JoMnlx1DbzTzt0zIuaejDQPaKKHAjY3mWXJaA0RRNAmCcBelVf5TKwx5AzfJHJYKzBRFcXdDz0+haib18OP9DeGk51tXefy09wLTB7bG3qb05T1//nzs7e3x9/cv/8/Dw6NOFwWZOfI3zV6uzVPl/OaZKax69wnMJdYLoCcO7GTtqVu5pYd8x0VTIKfIYFG5UdEKqDJXIwJ07NiRdiYzXk7nLBYHy1h9IqFZWgKJokhCBRHAqffN5f8eM7YnwcFXFvR2797N559/bnG8t7c3I0aMYPny5fU+t56BbpLhR1IiQGymtK9oc+kEAHjj0SmM+WV+tfslJcnr4E888UR5x0yQhwNtPB24kG79u9sRmcbtvZvf6x3grbVhZEjYIB27lM2e8+ncEOplNbZv3z7GjBmDvb093bp1o2Pnrvj5+1NckIder2fnzp0sWLDgmllmnU/NR58agyk/C8FGh0prh6C1Rauzx7OGBZ8dfZ05fNG6Ki4iuVRQj80o4P9WnWZfdAZqlcDknv68e2s37GykuwsMJjML/ovAxjdUcjw/P5/Y2FglHLgazsUmg1gzsSQzvXZexk2FzZs3s27dOjw9PfHy8ir/v7+/P6Gh0q8vBYWWSHhSHim5VS/yp+QUkZSUhJeXFxpN41heyJL4DobSkFu5DrbrydR+rZnUw5+olHwC3Ox48c+T7DxnXSzx7+lk5k7oZHEfKxcK3Fmm0KWDrxNtvRyITqveL7+dtyMqlUCIl6OFgA+QvWsJ9y2wvjYvKwSRIzolh+J06WyogX16AqUFNq3c7CyKiABs/NpXO+cyrpUVUBntvB0J8XIgpga/19xiI9/viiE8KZfFD/QvD/fdIJP7YJSwUQUICg6u83wVFKrjzVu6cCIuu/y6vTLbIlK594eDHI6VLq6d1MMfjbol1503ThrHt/R1QhTFfOBuQRBWAi8CA2V2zQSWA2+Ioth8SxebELYaNdMHBPH5VusqgKScYj7fGsX/je8EwKxZs+rteTOzZS5qVGpcnezq7XkaE14u9vQbOISDOzdbjRWdP8T7/4YzppOP7KJNU2BPVLqFV6aU4FHG1YgAABq1iknd/flp7wWrsb3n00nNLW50LdVXS26RUdISBKCVm+X7JizMuj04NTW1Tp07NaFHoLR4F52WT26xAWddact4scEkexPcupl0AgCMHtgLB1cPCrKr78CYOnUq3bp1Iz4+nu+++w4AW1tbnn/+eYv9OulyOBN5EIcOlrkYu6LSMJnFJueTXx2bzibzz0nrSr0yFu6MkRQBTp4stQIoLCzk4MGDHDx40Gqf7du3X1MRIO/oOvJPbbIaeypjGsuWLav2HHKdACfjsll5NJ4P/osg9bIgajKLrDqWgLNOy5u3dJE87o9Dl7iQXoCNTwio1Ghc/bD1C8XGtx02vu158JbhigBQA87F1jyYOy+zeV727tu3jy+++MJq+8CBA9m/f/91mJGCQuOkcheAuaSQ7N1LMeWlY8zPwJSXybQPMzGbTURERNChQ+PI+8kuNCCKolXRV2PrAqiIvY2mPK9qYnc/SRGgsiVQen6J7PVpF3/5ArVBbT1qLAKU/b+yCKB2ke72DAsLk/zdl/HfvpNglr4vGDe0DwAqlcCTI9ox9+/TFuO2flWLtBr3AER9MRpRj5ubW5X7NgTP39iep38/XuP9d0els/RgLPcNCsZgMrMpTLr7Tq4TIDQkuC7TVFCoETqtmh9m9uWu7/ZbZCdW5NBF+Xv023s1z2Kvpk6LFgHKEEVxJaWZAG2A3oA/4AAkA7HA3oo5AQqNg+kDW/PtjmjJIKUfd1/gtl4BdPStX4uenDzpkESVjR3aZqxyzrhzspUIIGht0bj6kpCRx6LdMTwzuulWzlW+wdF6BBLw5GI8bUx8N7UTeXl55OTkkJubWy8XlLf1CpAUAcwi/HMykYdvCLnq52hMxGXJiyqt3CwX0MPDwyX369SpU73OqYxegdJ/T1GE0/E5DGlXGvYtZwUEzUsEEASBG0cO598d+7Fp1YXCiN2IBuubS39/f9577z3mz5/P4sWLy7c/8MAD+Pr6Iooimzdv5pNPPmHjxo2odI7Yt+2PoLniw5tdaOBUfDa9Wl/7m7SGIqfQwKurz1S5z57z6ZxJyLHKnCgTAapi507rvIaGIjIlF7OMNVpNq+vkvoONZpHZK6R/3qUHYpk1qh2ejqV5EatWrcLf359O3Xvx2ZZS4V+l1RH47HJUNpaC6YaILN40mrGpgaVCSyYmTl6kqkxJbgYGk7nZXeOkpUmLG15e1gKdgkJLZt3uY8R//SQqe2fUds4INnYURR2Q3DchIaHRiABZhXpSls3BkJWI2s6ldP72Lpg9PNkxSM2IESOu9xSrZGxnH+aqBIwSvnzrTyWWiwByeQAAnWUsdQAGhniw9MClaufR1svx8v+tv/e1Hq0lj8nLyyMhIYFWraQXABONDvhMex9D+iUM6bHo0+MwpF/CXJRLr25XigDu6R/IgZgMi8IKla0DGvdWGDOtxWzn/rfjNvJBAP5vfEceG9622p+vvrm5ux/5JUY+2hgp2REqxYINEYzu5MP51HyyK9hY6VNi0KfGoHH1xZgjLQ507dCuXuatoCBHKzd7lj48gLsWHqiV9Vs7b0e6BjQ/u+zmgCICVEAUxQuA9cqcQqPE20nHPf0DWbw/1mrMaBaZu+o0P93fj/isIuxs1IR4Xr0voH+7zrjf9AyioRjRUIzZUIJoKEZn03gCphqCSZMmMWvWLNTOXti17Yd92/7ogrojaEqrab7dEc1dfQObTOBlRcxmkR2RlosBgkqNxsmD8f1bM3Bgt3p/zq4BzrLtomtONEMRILOQxJ+fRmVjh8rWAZXOsfQi3s6RwozO4FJauSuKomQnAEDnzp0bZG6B7na4O9iQWelC3ZCZwBuvvEx7Dxu++eYbLmUWIppNCCrLjhdBsBYymjp//LaMP44m8ebaMBJTYjCkxljtk5iYSPv27TGZroRAqdVqnn32WX766Sc++eQTzp49Wz5mLs6nKPow9h0sMwd2RKY1KxHgnfVh5ZXtVbFwVwxf3tPLYltNRIBjx46Rk5NT54Dy2hCRlIdokK76kcrakaJbgAt+LjqSZKqHpDCaRdacSOShoW0wm8088cQTpKamYu/kAq16YBfSB7s2vVE7WL9usgoNbI9MZVwX3xo/X0tE7eKP+7hZmAqzMRfmYCrIpjCi1OlSsLFD7eCK2sEdtYMbaicPknOKCWxGYidAenq65HZFBFBQuEJ2oZ6TUZcw5Wdgys+guuSW+Piadxk1NFmFBkz5mZgLczAX5sDlBsdCIDx8XKMXAVztbRga6ml1jwKWlkBnZUQAbydbvJxsZc8/MMSjRvOo2AlQGa2nvF94WFiYrAhwOqUYXWBXdIFdLbbf1tkFne7KvaQgCHwwpTuXMgstbDpt/UItRACVgyu2fu3RegWXb5OzQmpoBEHg5k5uXNhyhOjCLILG3M/m8GTiMuXz5gr0Jl75+zQ+Tld+9qydi8k9sMJiP+f+t2PKz8SYk4oxNxVTfgYdQq+90KHQ8gjxcmTpw/25+/sDFkJVVdzWK+CaZnIo1BxFBFBo0rwwtgP/nkku91cXTQZQaRAEgWOXsuk570r1eo9AV76d3ht/17rb9jh7+ePUY6zV9sqWJs2N1q1bExYWxu+RRn6VqBopMph44c8T/PJA/yZXgRmTXiCrao/qKB9qejUIgsBtPQP4ePM5q7HTCTmcT82vUfBmUyEmKQNDqrS+mpb2HCEhpSJASkoKWVnW/uHQcCKAIAj0DHRlW0QqoslI0flD5B3/l+LYEyQCOzUa3njjDWIzCsnc9A36lGjs2g3APnQAWq82BLjaN7nXfHXodDqmDwxi2cFLiPd9TEliJMUXjlN08Tj65PMgmnF0dCQ/37Iz6sUXXyQwMJDnn39e0g82/+w2KxFg57k0nh9Tc3/X+iCv2IDZDM52mnq9OD1+KYsVR2u2ALL+VCJzxnUoX1jV6/WyXTAVMZvN7Nmzp8EtgQr1Ri5kFGCWEQFq2glgo1Hx7OhQXl51uvqdK/DX0XgeGtqG48ePk5pa2qlVmJcD4bsoDN8FgM8976Fr3V3yWEUEqJpiW1ecelrGX4kTX0A0G1HZWF/PJDVDEUCuE8DT0/Maz0RBofGyKyodY2HNQsShtBOgsZBdqJcNQG8qYt+Ebn6SIkBCdhEn4ko7KWubB1CGp6Mt7X0cOZci3eUO4GqvxcOhtOCrrCOgImqdI2pHd0z51nYgYWFhjB1rfc9cpDdZ2QqVMahTkNU2nVbN9/f14dav9pbbkdi3H4za0R0bv/bY+rVH7eRpdT0nFyzckGRnZ/Pll1/y6aefkpWVhU6n48LcF3jt5k4cu5TNX8fiWXk0Hr3R2sWg4t+5OD7MSgAow3PS7PJ/d/SyY8CAAfX/gygoSNDR15lfHywVAgr1pmr3n9yzaWdGNmea18qFQovDxU7L6zdfWRxMX/sRcZ9MIf67h0ha8iKpq94hY+NXFEYd4GRcNs/+cRxRtG6rrCn5JdIfeA42zV9P69SpE8+P6YCLnXTXw77oDF5edeqqfr/XA7kLUZUAg9vWrEqmLkzuGSA7tuZE47mJqg+iE6RbWAFcXV3L/200Gnn44YcZPHiwxXZoOBEAoE+QG4bsZBK+e5C01e9RHHvCYk4//vgjsen5FJ4/iD75PDl7lpH08zOl+2/8ltOna7fA2RTQqlX8dH8/Wnk4owvsiuuwGfR79lv2nYlmxYoVnDt3jldffZWQkBDatWvHO++8w7vvvouDgwN33XWX5DmLoo9gKsyx2HYyPtuqC6OhKDaY+L9Vp+g5bzM95m1i6vcHiEmTv/mtLauO1fx9axZh4a7o8sfnz5/HYKhZZc21sAQ6l5KPKHLVnQAAU/sFMm2AtGWAHGFJuYQl5vLj76ukd1BrsPGVFo+2RaSSUYt25ZZISq7131XQaCUFAICkHPkKxqaK0gmgoFA9OyJSMcsspEvRmDoB0nPyEWUs7ZrK+3xcZ1+0aulihTIrn7OJOZLjXWpQCT+omm6Atl6O5YvrbTwdkKqb0HqUdgO4uLgwaNAgHnroIT7++GNuvPFGyXOeScyRtDgC6NXaVXK7t5OOz+6+0j1p334QbiMewKHDEDTOXlYCgI+zbbml4LUgPz+f119/naCgIF5//fXygqbi4mI++ugjBEGgT5Ab793WjTnjqrfLyj9pncUEkHtkDYaMuPLHrTydG00Qt0LLoHsrVxbcYV2AU5kBbdybXad8c0IRARSaPDd392NY+9KLOVNBNqKxBFNOCvrESIqiDpB/4j9Kkkorrg9fzGJ3lPSNX00olAk3dbBtuqG4tcHNwYbnb5T3/l91LIFPt1iHNTdm5ESAEC9HHGwb7sKqtYc9fYKkbVD+Pp7Q5MSUqohNkg+WrLjY36pVKxYtWsTevXvJzMwkMTGRrVu38t133zVodeZNXX3RuHgjaKRvGL7//nuOHD6EuSDbYrspN42oHSuJimpar/maEuhuz86XRvDbIwP487FBbHxuGIM6BzNlyhT8/Px4++23iY6OJioqildeeaX8RuS+++6TPqHZWG45UoYowu6oaxM8+sXWKH4/FFceAn7oQibPLz+BWeZmtLbIVePJsfTAJSa8+RszHn+O8ePHl293HzcLp96Wlf4aV186Db+FxYsX88wzz9TLfKviyueiClTW32817QQo4/lhAXTWZVF4/hB5x9aTd2xdtcdM+GI3Py1fLTmma9XVKg+gDKNZrDKYWQGSa2HPBKVVp82N0aNHM2HCBPr370+bNm1wcioNsW4qi4MKCteC43HZstX0UjSmToDkVPlri6byPnex15ZnU1Xm7+PxnIrP5kK6dLhvZ7/qbQMHVVPs1K5C9b9Oq5bMwHIf+yT9XllOSloG+/bt44cffuCFF16ga9euVvsCHLko3fHrZKuR7DYoo1+wGwE17OavKguhIdBoNPzwww+SXbDffvutRefZA0PalIc/y6H1DETjLmGlZDaRuXVR+T1igGvTs+FVaPpM6uHPg0PaVLnPbb3kix0Vrj+KdKjQ5BEEgXcmd2XMpzsxFUhfWKjtXcv//c2O8+WiQW3J18uJAC3nrTR9YBB/HI4jIjlPcvyLrVG0crXjrn7yPpGNCbmf41q0kd7a05+jsaWvWVNRHgVnt2Eb0Jl4QtkansqNnX0afA7XgoSUDNkxOW9zQRDw8/PDz8+PUaNGNdTUgNJKp87+ruT2vInsHT9bjcfGxpLxy3zJYzVaG8l25+aCRq1icNvaCTBDhgyhTZs2XLhgaQFl4+wBgnXtwa/7YxnR3hsX+4bLVinUGyXDuE/G57A/JkP2Jrs2yN2Idwtw4XSCZaVeSfJ5MjZ8QaxE3oKNbzucet6EfYehGHPT0LXuisbZG2dnHTNmjLom/poRl0UAv/s+Bkqt9syGEjp7avl8Sucai3LLly/n4YcftrKOUju649T75iqPNRfnU5IQITlmF9K7ymP/OhbPA9XcoLRkpDoBqiIpu3b7NwU++eQTAKJS8jh0MRN/Fzt6BThg1wI6OxUUakpaXkmVnQAug6aidvJA6+zJupcn0ybY2s7lepEuY/kFTUcEgNLFNClLILMIj/56FLmaoZp0AvRvU40IUMmadFioF0syLLP4tO4BpBph5bF4pg+o/u9/8IL0PUHP1q6oVPLXN4IgcFNXX37cU31847XOA9DpdMyZM4fnn3/eaqywsJBPP/2U9957DwC1SmDBHd24+Ys9sh0Rzv1vo+TSacnw4+ILxyg6fwj70AFXZXGsoHA1/N+EjpxOyOawhKhno1ExvpvfdZiVQk1ROgEUmgWtPex5ZnQopkqVumVUDBA8EJPJsUvSYkF1FLZgO6AytGoV393bB/fLHpFSvP7PGeIyC6/hrOqOXCdAR1+nBn/uCd38MMSfIX3tR8R/fR9ZWxeRd/QfAOZvCMdosvaMbIokp0lf8NvY2loEgJV5aT7++OPXamrl3NzdD8duN4Ja+r2cnxgtub3nwKG1skZpCahUKmbMmAGAvb099957L5s2bWL2T1tx6jXBav+jsVnc8vUe2fdifbAtIpVig/T7aXtE6lWfP7tQL2tr9OLY9nhXCudTO7hhSLsouX/B2e0A6Fp3w7HrKDTOpdkkybnFxGddm4rs8CRLcVRQa1HrHOndOZSOHTvWWARwcXGxEgAATPlZsnkD5fsU5aEL7lUeQF8RXZs+9Ah05amR0oF4ZxJyiZQReFs6RXoTucXSBQ0hXtIdHonNsBMA4Kc9Fxj72S5e+fsMD/xymJmLj5NfM1cuBYVmj95oJr/EiEOn4XiMfxbXEQ/gPOAOHLuPxS50IC6D78F12Aycek1A17Y/Qe274OHRcDaatUVv74X3nW/hcfOLuI16BOdBd+HYYxz9R4zD3d39ek+vxkzs5keIp/Rnc7KMoOtoq5Gs2q+Mu4MNQR7y+1UWAR6+oQ1qmYX6L7eep9hQtU+40WSW7QQY0Kb6v8lNXWuW91OTLoj65tFHH8Xb2zpLzs3NzapYqKOvM0+ObCd7LkFQYd95uOSYY4+bsA3oCICvi9IJoHB90KpVfD2tt2T4+P2Dg2XtoxUaB4oIoNBsmNHPD1EvvfCsdrS0Xfluh/SCXnUUyHQC2LcQO6Aygj0d+GFmX3Ra6Y+QYoOZxfsuXttJ1YHsQj1JMrYIDd1KumbNGob07UHispcpCNsBptKVh8LIvZiK84lOK+CPw3FVn6QJkFNkwODkj9uoR3AZcg9OfW7Boeto7EIHMmh4qV/okSNHeOihh/D39+eZZ55h4cKFnDtnHZrckEzq7o/a3gX7DkMsttv4tuOGqfKixE0Tqq5mbqk88MAD/PLLLyQnJ7NkyRLGjBnDqM7yN2+xGYXc9s1evtlxnqIahE3Vlg2nk2XHtkdevQgg1wUApTd7jw23XKzWOHlIhtoCFIbvQjRL/w4OX7QO36tvRFEkPFlakOnkVztxNDg4WO5Z6EocL43rwJFXb8Texvo7VOvmh89db9Hqmd/xvvMtnPrcgsa9FWonTx6adAPLHh7A1L7yWQN/HWs83tSNCblFI4BegdIWdRcy5F/fTZXE7CLe/Tfcoor2ZHwO3++27s5RUGiJZBeVCts2PiE4dh+Dy4A7cBvxAB7jn8H79ldxvWG6xf7pjSiLRRRF8sxa7EL64NhlJM79JuM27D48bnqa+d8uRq1uOvdtGrWKF8ZKZ+DI0cnPqcqq+oqEest/r1e25wnycOCuvhI2NZR+tyw7eKnK5zqbmEu+jLXugGryCQD6tHaTXHSszLXuBIDSopfZs2dbbAsJCWH//v2MGDHCav+nRralfxXCh0PnETgFdSl/bBvQCd+Zn+Fx0yzU9qUiR2ANhB4FhYbC21nHyscH0S2g9PWoVgnc1iuAF2v5eaVw7VFEAIVmQ2a6fNunMTeNgrAd5BxcRebWRSyb/wL9Bg7mhx9+qNVzFMhlArSgToAyerd24/O7e0mGRAGsOBpfbUXI9aYqD++GtgNSqVRERkZabReN+vJK4M+2nCOvuGmXJSZkFaF188O532Rch07H/cZH8Zz4PN63v8o33y+ib9++9OvXj59++omioivVpgsXLrym82ztYU+PVi449ZqAoLHFodsYfO/7FL+Zn3Ep+Gb8H/sBt9GPYNu6u4WlzfQ7b7+m82wqBAcHM3PmzHKfbYAh7TyrvHkrNpj54L9Ihn+4nSUHYjHUUydMkd7Etiqq/aPTCriUcXWdSxdlFknttGp8nG25f3AwE7tbtsY6dBkpeYypIIvi2FOSY1Jtt/VNQnYReTKV4rX9XAwNDZWtDA3MD+epke3wdLRlfFf5tmGV1ha7kD643/goMz/5m4NHjvH2rd1KKx097OkfLH0TvepYfLPppqpPqsoDGCzjD30xvaBBxLnryeawFIwGA4b0OIouHCPv5Eaydy/js9df4MYbb6SkpPEsaCo0DowmM7EZBS0meDy7sHbXn41JBCjQmzCYpK1WXO3lO5kbKxO6+tXq+7drQM0r4eUW9e1t1AS4WdvNPD0qFBu19BLSN9vPV3nfImcFpNOq6N6q+jmrVALjulRtlWpvoyboOi2OP/HEE+XXPIMGDeLAgQN06CAdBGyrUfPz/f34300d6d3aFSed5VpCgKsd33z1JQEBAfS671V8pn+Are+V7gFfZx3da/F3VlBoCII8HPhn1hBOvD6GQ3NH8+nUnthqmo7I2lJpeSuXCs0WX19f9u7dS0pKCsnJyaSkpHAs4gJbjp0j7+g69EmWC65HgEB/Xx5++OEaP0ehzE1wS8oEqMi4Lr7MGdeRBf9FYCrMQaVzRLgcIplTZGDtyUTu7Nt4swEikqTtItzstfg4V19pcjWMHz8ef39/EhOtAyzzT27EqffNpOfrWbgzhtnjpC8gmwJygZIalUD7Vj6y/ua//PIL77zzDnZ2187v8ubu/pyI60yrWb+isrVsvda6+qLtOxnnvpMxFedTHHMEIfMSHds2Hv/bxo5Oq+are3rx0OIjspVgAKl5Jby2+gxrTySyaGbfq24p3R6ZSlE1guT2yFRmDg6u83NcSJMWAdp4OiAIAmoBXhnhy519WvHNjmgOXcjEvv0gMjd9g2issHCi0mDXti8qW+kb2GvRCSD3uQjQoZY2aWq1mgkTJrBkyRKrsXXr1iGKIoIgcEefgGor99+5tSv3DrR+v93RJ4ADkfHoU85TknQefXIU+uTz5A24g93nezCyg3V7fkvmaKz0a8hZp6FXa1fJMbMI51Lyqg0zbEpEJOdizEoi8ccnrMa2AvHx8bRtK203pdDyOHQhkyeXHSU9X4+NWsVtvQJ49eZOOOmar+VBlozFnRyNSQSoau5uTVAEUKkEXhrXngd/OVL9vgLc3kt6YV+KYe29CHS3Iy7T8np9Sp9WktY//q52TBvQml8kOr4zCvTc/OUeFtzRnYESlf0HYqS/f3q3dqvxwuH4rn4sPSDfcdDRt+ZdEPWNo6Mjr776Kvv27WPx4sXV3sM42Gp4YkRbnhjRFlEUScsrISa9ABuNio6+TtjbaLgrJoZzaUVMXbifgsvrEDYaFXMndkIjI8YoKFxLBEFokuJqS0b55FBoNuh0OgYPHsxtt93GE088wZtvvsma339h+FMfYOMtHRC4bt06kpPlbSIqI7dw5SBhZdBSuLOnF0WHV5Kw8GHyT222GFtaTVvo9UbOg9x4ZAXPPvssr776Kh9++CELFy7k999/Jzq6bjZSUmg0Gh566CHp589JwZRbWrm8aHcMSTlN1485Pku6wtrPVYdGrZL1/8/MzGTFihUNOTUrJnb3QxAEKwGgMmqdIw6dRzBg6tPXaGbNhwEhHqx+aoiVz6wUhy5m8vTvxxHlUu9qyL+nk6rd52otgWJk7IDaeDmQm5vLb7/9RkBAALcOaE+31C2Ma2VCZWuPXegAAGxbdcF93CxazVqC9+2vYusvLfydT82XzR6oL+Q+F1u52eFchwWvSZMmlf9bo9EwatQo7r33XtLT03nttdc4duwYA4LdCagi4G7uhI6SAgDAig9fIu6zqaT8PpfsHT9RGLEbY3YSJYmRrDyqWAJVJCW3mG9l7BAD3OwJ8nDATit9PRMhYxHVVAlPykPtLJ9tERfX9O34FOqHghIj9/98iPT80s9evcnM8iNxTP56L+dTm2/2SFZtOwHyGva7qTZU1cXgZt80hZuRHbzpEyRt2VaGSoD3butGtxpU1Zeh06r54I4e+FXwlx8U4sGsUfKe9U+ObCtrCRubUcjd3x/g1dWnKTFeKcAwmUV27NhF4o9PkbHpWwrCd2HMK+0MkBIM5BjQxh3XKv6G18MKqCLPPPMMf/zxR62LmARBwNtZx8AQD3q3dsP+ssuAjY0NXQNc2PO/UbwyoROv39yZdU8P5ZYe/g0xfQUFhRaAIgIoNGsEQeCJEW2xa9tPctxgMNTKduTSyf0Unj9EcewpShIj0afFYsxJRSM2bcuWumA0Gvnhhx/o0aUTqdt+QdQXkbNnGWb9FauBk3HZnI7PuY6zrBo53+vkY1v58ssveffdd5kzZw6PP/4406ZNY+PGjfX6/A899JBVJbxd6ED8H/4WjUtpu2uJ0czb68Lq9XmvJXJBpmULfnfffTcuLtI3K99//32DzUsKf1e7am+wKlKT0DUFa9p5O7L6qSFM6FZ9wNuuc2msOWHdLVNTig1VWwGVsT8646rsTqQyAcwlBZz681M8PDyYPr3UOzknJ4fXX3+d75+eTOJPsxBUavwe+gbf6Qtw6nkTarvqK+2PNHA3QIRMoG5H37rdWI8dO5YZM2awfPly0tPT2bp1K61bt0av1/Puu+/Sp08f2rYNwf74Morjw62Of3pUOx4dJl+RHeDnC1gLRfrESDaHpZBTy4Ws5syCDRHkZqVTEL6b4kun0KdfwlSYgyiaGdnBC7VKoH2Fbg/RaECfdpGCiD0cP1/392Fjw2wWOZeSh8rGDpVOWpBURACFMraEp0h2AsekFTD5q71sqIHQ3BTJLmzCnQAyc1cJ1EnMbgwIgsBLVXQGO9lq+On+ftzdXz4rR45BbT3YPnsEvz0ygDVPDWHZwwPwdpIPnfV20nH/YOkCuzKWHrjEi3+eLC/kCEvMJTPmBIb0WPKPryf9nw9I+GYmCQsfYd/Sj2s8V41axeiO8pZA1yMUuCIqlQqVqmZLbPn5+fz555/Mnj2bmTNnMmnSJLKzsyX3dXOw4ZFhITw4tA3tfWrXlamgoKBQkZbpYaLQopjQ1ZeO/YeRudUHU06K1fi3337Lyy+/jK1t9fYvYX99RnFGgtX2oy7vwo2d62W+TYGjR49y3333ERZmuThtKsgi98hqXAffXb5t6YFYFkyRDsBsCBKzizgRl01+sZGxXXxk29OMJjPnUvKlx4qltzs71291SVBQEOPHj+fff//Fx9cX++GPYArqbyUM/Hs6mf/OJHNT1+oXTRsbcp0ArdxKF9AdHBy47777+PLLL8vH/Pz8eOSRR2pl1VVf3Nzdj6OxNfNdb+2hiAB1xdFWw9fTevPLvot8vOlclfZA89aFMay9F+4OtW813RGZJmvjVpESo5kDMRmM7Fh76xhRFCVFgMzN3xF3Od9DCkPaRUwF2XhMeK5Wz3f4YiZjuzTcZ4FcJ0DnWoYCl+Hi4sKvv/5qsW3VqlUWj2NjY4mN/YlW3QZCq1cB0KoFnh0dylMj5asRAQYMGCC53ZARR3FBPutOJzJ9gGLbdTQ2k1XHEyhJPk/6PwssBwUVny/z4/kLF0jZ/AOpZ8MwZMRhzE4BsTRX4WBIK7hn4HWYef0Tl1VY/rmgdvbCLPGdr4gACmVUlRlToDfxxLJjvHtb12b3OVPbToC0JiACuNhpr5tVTH0wMMSDCd18+fe0ZRd7oLsdP83sR+hVLA7rtGoGt5XvjqrMY8NCWH08ocqw+bUnExjfxYeJPQI4EJNBSdxZq32M2Unkptbu83Zid19ZC8Hr3QlQEzZu3MiPP/7IunXrLPLQANLT03F1db0+E1NQUGgRKJ0ACs0ejVrFg0Pb4tx7otWY1rsNT815TdaXvDJGvXRVs7NT9dYWzQlPT0/Onz8vOZZ78C9MBdnlj9ecTCCnqGErMYsNJtacSGDGjwcZsmAbTy47xpy/TnHDgu3sOicdGB2TXoDeKB0aWVIobe1R3yIAwDvvvMOjjz5KRHg4bz1n3RlQxmtrzjTJila5TIBWFcLGyiyBbrzxRv766y9iY2N56623CAy89nkSE7v5yYZdV+Z6BY81FwRB4L6BrZnmcJrx3nnYaKQvSTIL9Lyzvm7dMDWxAiqjJh0DUqTmlVgJDaLRgKCxoVVQ1ZVy9h0Gl+eo1JSGDAcu0pu4IBNy3LGewtLDw8OJiIiQHHv1qftZO2soP93fl78f7sVjNwRX+/0sJwKASEnSOf5SLIEwmUXe+Kd08cWUL/H6Ec2IZjNarZazO9ZQdP4QxqykcgEAIOpcxFVbczUWwivkXmicpBe9Ll1q3HaGCteOzBpUxL/5z9kmeY1WFbXvBGj8dkBNMQ+gMh/d2YM7erdCqxZQCaXe/aufHHJVAkBdcHOwYfGD/fF2siyiE0URY146RReOk3d0LXM++Bajycz+8ymUJFh3+wEMHzasVs89pJ0nno7Wf0sfZ1s61bFg4VqyefNmVqxYYSUAQKkdqoKCgkJDoogACi2Cm3v449RjLILWFgQV9u0H43PPfPzu/wJNp1HY2NhQpDdxPjXfwr+wMhWtbiri4tT4Lzjqk6CgIJ5+WtoPXdQXkbPvj/LHxQZzgy7C7IlKZ/iH23n2jxPsjkqn4hpFXomRuX+fplgiFFSu2lWNmaIi6aqvhhABevXqxcKFC3F1deWefoF0lAneTMsrqfNC6PWkOjsggM6dO3Pp0iU2b97M7bffjlZ7/Vq1vZ11jK9hx4ViB3R1nDp1ikGDBvHK/15i7y/vsfLR/mjV0gu+q44lyAp6cqTmFrM13Lr7S47tkal1WuSMkQgFFjRaPG56mtNhEVy6dInFixfzwAMP0Lr1lTZ9jUaLU++ba/VcZkMJh/bu4sGnX2L48OFs3bq11vOtisiUPOR+BZ3qSQT4+++/JbcLgsDgwYM5+N8KPnrhAXp3CGL7dvlOijJCQkLw9JReyNUnnePYpWwiZSyOWgp/HYvnTELpd54hPVZyH3//Un/hkHbtJcdzk2NJypGv+GxKHD0Xi2gsXbBUO3sBoHJwxcY3FPv2g/Ebcjvjxo27nlNUaETUJCDXYBLZH5NxDWZz7ZCrppcjPa/xdwJU5SXfVLC30fDxXT0In3cT0e9N4KM7e+DhWH03e0PQwdeJzS8M566+rcja/hNJS14k7rOpJHxzP6l/vkbW1kVE/P0lP207zc79hxEN0t8hw2opAthq1Myb3NVimyDAi2M61Dhg+HoydepU2bGsrIYr9FBQUFAAxQ5IoYXg6WjLDV2C2TTxRWx825b7rQOsO5mEl6Mt72+IwGgW8XS04bWbOzO5Z4DFOfRGk6wI4OrcsjoBAObOncuPP/5o5V0o2DpY/H4BlhyI5f7BwfXegpuWV8JDiw9TIlPRD6WL0PtjMhjZwdLmo2IlYEWCHAViZM4l511fX2jUKhbc0Z3bvtmLWWIhbsXReFYcjcfPRUe3ABem9GnFmM4+Ne5kudbklxhlq7HK7IDKuB5V/3K8NK4jm86mYJT6I1RAsQOqG0VFRbz99tt8+OGHGI2lNkCnT59m3dKFPDH8Dr7YJt1l9Mrq02x+fjg6meDSipyIy+axJUcoqIXPf3xWEdFp+bTzrp2oK2UFBODuYIOrvQ2u9oHcd999TJs2jenTp3Pp0iVcXV15/4OP+DjWX7YjqSK5h/6mMOoAJUmRYDLy8+XtP/yxhmEjRqJV109NR0QFcbQo9iQ5+/5ApdWhsbXjnbRVODo64u3tzSuvvFLn55ATAURRpHt3S+u4VatWMXbs2CrPJwgCAwYMYP369Qi2Dtj6tcfWrz02AR3LA5Zv/XovDw1tw2PDQ3Bqon7QV8Pyw1esFvQp0sHAZb/7nt26cOroQatxQ0Y8Ecm5+FcR4NxU+PylB0mLCUPQ6hDUWrRewWicPHHseRP2oaWWR+MmKiKAQikZNQxjl/suaKrI2QHZadUUXS6uEUUzxpxUDGmxnDoax937v+bMmTMsWrSIQYMGXcvpWtCcOwHK0NTT9/7V4mKn5YMpPTjzuy0bDkVajZuLcnlx9hy0HtLX+bY6O/r06VPr553QzY+1s4byx+FLaNUqbu7uR99g91qf53rQt29fQkJCiImxvuNURAAFBYWGRhEBFFoMN3f3Y8/5wVbbE7KLeGf9lfbE9Hw9L608RUdfZzpUqMrOziuyaI2viJtLy+oEAHB3d2fu3LnMmTMHABsbGwZNmk50wBjUdpYVoxfSC9gWkcqNneWDnOrCn0fiqhQAytgZmSYhAkh3ArT3dSTg3nvJzc0t/y8nJ4fc3NwGFwEAegS68vANIXy/S06KgKScYpJyitkUlkLfIDf+b0JH+gQ1vgvfsETp3zFY2gE1Ntp4OjBjUBA/770ou49WLeDn0nh/hsZKVlYWAwYMICoqymps3rx5HD56G+u8HCSr6+Myi/jrWHy1vst/HY3n//4+Lbu47qTTUFBilBTaNoel1kEEkM4QaePpUP5vk8nE3Llz0el0LF26lAkTJuDm5sahXw6ztQobIkdbDfklRkoSIyiJt/bSXfXvJs69t5VJPfyZPqD1VdkB6I1mftl38cqcc9MpuXS6/PFPYbuAUhitzscAAHVySURBVMHuakSAf/75hzVr1rBq1Sq2b99eLgRJsXr1ar7++mvU6qqFn/fee4+PPvqI/21O42SC9edOkcHEV9vP88fhS3wzvQ/92zS+z8uGwmQWOZ2QA5Qu2OlTpL9bevfuDUCPbl0kxw0ZcYQn5TGqikDGpkJedukii2goRjQUYy7Ow5B2Ebt2/cv3OZ+aT/dWrtdphgqNiZpWxMt9FzRVsgv16NNi0afGoLZzRmXnjNremTbtWnE21YggCCR8+xCmvCtdessv///kyZPXVQRITs8k58BK1PbOqOxdUNu5oLJ3wV5wQxTFRls805T5/P232LT2L0wG6/dL/qlNeE5+GY+Jz1MSd5bi+LMYM0sz9gYNGoiNTd3EmW6tXOjWqttVzft6IAgCU6dOZf78+VZjigigoKDQ0DQOCVlBoY7Mnz+fxYsX18jC4aauvmhqWImuN5pZtNvyRjk9Nw+VnTOCxvpCxcO14ReHGyNPP/00QUFB3HvvvURGRvLHj99g4yD9u/hxz4V6f/5T8dk12m+nhI2InAjQMzSQJUuWsGbNGrZv387Ro0c5f/48qamphISEXM10a8zzN7YnqIZV5kdis7jj2/089duxKsNVrzV6o5k3/jmLKIoURh+mOD4MfVosxrx0MBTj43x9WpdryrOjQ3HWyevkbvY2qJtwuNz1ws3NjZ49e0qOlZSU8PRTT/DerV0lxwEW7YrBVEWHxurjCby44mSV1fWTevjTq7Wb5NgPu2PILa6dr7Nc9WdFEQBgwYIFLF68mOnTp+PmVvr8Y7tUvaA6ulOpeKlrLX2Tq08+T1pWDr/su8j4z3fz6/6LtZo7lC70vLr6NL3f3kxEBdsc0SBt5eXg4CC5vab4+fnx+OOPs2nTJlJSUli8eLHsvikpKezevbvac3bv3p2OHTsypV/rKvdLz9fzxNKjDZ5T05iIyywsfz+IRj2O3UZj26ozgo2liFkmAnTq1Mn6JCo1Khs7zsQ1fbuTQr2RkvxsyTGV/ZXrl3MpzWtBV6HuZNbQ6745dgIUxRwmY93HpK54g+Rfnyfhu4fYMHscyUteAEBz2U6rMqdPn5bcfq1IiI8ne+cvZGz4grS/3iZ56WwSv3+Er+4fQmJi4nWdW3MlNDSUp5+fLTuef+I/HLuOxmP8MwQ8spBWTy1h0CPvMOell67hLBsPFS2BfHx8uOeee3j66afp0kVaiFdQUFCoL5ROAIUmy/r165k7dy4AS5cuZeHChVUu0rra2zA01JMdkTXzlf73dBJv3tIFR9vSt4lW50jgM78BIJpNiIYSREMJZkMR3bt2vsqfpmmi0+k4ffo0ThUyESZ082PtSesL7P0xGZxNzKGLf/0JJmclKs1FUcRUkIVoKEHj6osgCFxILyA2o4Agj9LFq4z8ElIreZea8rMovnSSBK840ru4yHpMXwvsbNTMv70b0xZZWzLIsf5UEglZRSx/bGCj8MP8dkc04Um5iIZi0la+ZTXu8IWGffv20a9fv+swu+pxtbfhmdGhFl1CFamvkNSWyBdffMHmzZutrMQAoqKi8NMUcE//QH4/FGc1fjGjkI1nk5nQzc96LL2AV/6ueuHBz0XHM6NC+etYPEdjrautMgr0fL39PP83XmIhVIaYGogAcpXsozv5ANJzvqmLL7NGtmN7RCr6QBlhxGyiJCEcuza9MZpF3l4XxrBQL4I9a7ZQbzSZmfLdfs6nWi94ytnfOTrWn/2du7s79913H7fffjuenp6UlFh7Sj/55JOcPXu2RpWbt/UK4MutUVaf7xXJKNCz+ngCMwcHX83UmwxRFf62Kq0O9xsfu/zIzNoZ7Th7+iTHjx8vtwPq3r07vUdNIsbohtajFVqPQDSufghqDVHpTT8T4ExsOqJeWuCq2MUYldKycyQUrlCTYGCAC+nSeVJNlexCPeZC6YIZlU3pd4zWK4iSBOu8qustAmSky9/rXc/r++bO/LdeY/GvS8hKrnj9JuDY8yZch8+02Fft6MaU0f0ZP0Y6h6a50717d1555RVGjRrF8OHDq+14VFBQUKgvlE4AhSbJhQsXuPfee8sfb9myha5du/LRRx9VaS1wc3f/Gp3fVJRL1oUz/HsqqXxbbvGV8woqNSpbe9SObmjd/HF3vrrKyKaMU6VQ5IeGtpHdtz67AXKKDFahs6bCHNL+mkfC1/eR+P0jJC9+DmNOqdVGxW6AiEohkcVxZ0j88UnS137EO7OfoFOnThw8WPMF+IZgcFtPpg+ouqq1MifislmwwdqP81oTkZzLV9tL7V7MxdILpEaj0eq109iYMShINvw31Lvl5YDUF76+vnz00UdW2++66y5Onz5NUFAQs0aFynZuLdwZbdX9ZTCZeW75iSozAHq0cuHvJ4fg66Lj9t4B2GikL4F+3nOR2IyaVXQaTWYuZUgv/FTuBJDC09GWfsHSXQkDQ9wJ9XFi9VNDGDO4Dyo7aeGpuIJlj8Ek8sdha/FEjnWnkiQFAABjlnS15NV2Akjh6OjI+PHjJcdmzJhRY+sGR1sNP93fr9pOquW1+B01deT+voHuDnTr0om7776bBQsWlIs7AQEBvPXpd7gMugv79oPRegQiqEuLIWLS8ik21DxnozFyJFI6GBksOwGiZH5vCi2LQr2RYkP1tpMA6fklte4ka6yIokh2oQFTkbQYprIv/T6y8ZK25ztz5kyNurRrQ0GJkfc3RNBz3ib6vrOFD/6LoMQo/XmUmZEuud3OwQlb28bdidqU0el0fPv11+WPbXza4jvjIzzGPYVaZ33dPLitx7WcXqNCEATeeecdRo0apQgACgoK1xRFBFBochQXF3PHHXdYVZEWFRXx0ksvMWnSJNljx3bxwaYGQUo5+5aTvPQlnn90BlFRURhNZj7ZLL+4aleDoMqWQs9AV/oGSS9qrT2ZSGpu/VQSSvnNZ23/maLow+WP9SnRpP41D9FktOgAqXisaDaR8d9XmIuv3Oikp6dzyy23kJycXC9zrStv3dKFe/oHoirJJe/Ef7JezhX5ae8FNoelXIPZSWMwmZm94iQGU+nNn7lEfiHF1dX1Gs2qbthq1Lx2s3SXz229AiS3K9SMBx98kBEjRgDg7OzMkiVL+OOPP3B3L/VqD3C145Ye0qLtyfgcDsRkWmz7cmsUJ+KyZZ/vjt6tWP7YIHxddAD4udjxyA3SgqXeZGb+vxE1+jnis4pkA6RrIgIAPDM61Gqbi52WO/q0AiDEy5HFDw1kxPDh5eMqnSN2oQNxG/UIjl1HWRz79/H4Ki2TKrIrSr5a0rH7GHRtrMP6GiobZd68eVY3wu3atWPWrFm1Ok/XABc2PT+MNyZ1xt1B2mc4LCmXM5d98ps7ciJAOy95IbOjr7TgZBYhqonb5JyKjpcdU1vYASmdAAqQWcNQ4DIuNhNLoLwSI0aziLlIuhPAzrH0vaL1CpYcz8rKqnfbnQ83RvLdzmiyCw2k55fwzY5o2e/q3Cxp6zJX95a76HytmHr7JPqPm4LbjY/he98n2Pp3kNyvf7A7A1pQPo+CgoJCY0ERARSaHM8//zzHjx+XHX/yySdlx5x1Woa1l/avLMOQnUze8fUAJJ7YSddu3bjz+bfZEyVdVeLjbItK8Qa3QK4bwGAS+XW/fBVebTibaLmAYyrKpeDsNuvnTLtI/pmt7I/OoNhgwmwWWXE0zmLcmGm9KJCamsqMGTMwm2tWAVbfZGdns3TJr5xY9D/ivrqPzI1fMUB/nK+n9WZ4Na/h2StOkpAtbXfQ0Px1NJ4zFYI5zSXyN8SNXQQAGNPZh7du6YK9TenipI1GxQdTutM1oGXmgNQXgiCwaNEiJkyYwKlTp7j33nutqr0fHS5v73bPogPsiUpnzYkE3vznLF9tPy+77zOjQ/nozu7oKom1T4xoh5eTdEXgf2eT2R9dvf95VR7QwR41EwFuCPXi7Vu74ulYumDd3seRXx7oh5NOa7Hfi08/zqeffsqSdTt45uedBN/9Bs79JqP1CLTYLyW3pMrF/YpUJZzYBnSi3Yx3WfTXRgtxfcCAATU6d23p1q0b27Zt44YbbqBt27bcc889/Pfff3XqGLLVqHlgSBv+fnKw7D5/HmkZ3QDn02REgCq6mYI97LGV6ZQJT5YPfG8KZGq88H/oW3ymvY/XrXNxHzcL1xtm4NTnFlQVKlXjs4ooaEQ5OwrXh9qKAM0lFyC7oLSjQU4EcHItXbzVel7pBNC4+NBjyI288sor/P777zg7159tYnp+CUsOWN8/LD8cZ5WHZTCZKczNljyPu4diBXQt2Lz6N7qNnYqgki6Sm9jNj8/v6akENCsoKChcB5RMAIUmx8yZM1m3bh3x8dYLt//3f/9XZScAwKQefmwJl6+Uzt69BExXLij1JSWs/vJN7DsNw2PcLFS2ljYDt/ZUKoIrM7aLL63c7KzsekSjgc+//pbpA+fj52Inc3TNCKsU7GvKy0DrFYQh1dpyKGfPMhy7jOLwxUxKDGaLwD8bn7YEPPETxbGnCdbHcGb3f+W+1Fu2bOGDDz7g5Zdfvqq51pYFCxbw+uuvo9db3nzu3byOFYu/Z2J3P/aeT+fZP46TXiGwriT5PFr3AHKAZ34/zu+PDJS1PGkoVh1PsHgsZwek0+nQ6XTXYkpXzczBwUztF8iF9AJCvBwaReZCc6Bdu3asX79edryjrzMjOnjJ5rjc+2P1ll1D2nnw3OhQyRtNR1sNL43rwJyVpySPfXX1aVY/NcRqMb4icnkA/i467Gxq/jqZMTCIu/sFIgAamW61CRMmMGHCBADuBbIK9Aycv5USiRDklUfjGdnBu8rnzCk0EJMmv2D1zq1dmdTdHxd7LQ/fPpYTJ07w/vvvc//999f0x6o1w4YNY9euXfV2viAPBwa39WCfhKCz6lgCno62/HkkjpTcYlSCgFatQqsWaOvlyOPD23Jj56qDmxs7oigSLdcJUIUIoFGr6ODrxKl4626JiKSmWyEviiJRGcVoPQPREljt/tFp+XRv5drwE1NotLRUESDrcg6CytYBlb0L5qI8EK9817i5e5AJqO2c8L3vE7TurVDZ2nP38La8PL5jvc9nd1SaZIdbkcHEuZQ8ere+0oGcXWhAZeeE1rsN5sIcTIW5YC69r/P2qrqIRqF+cNZp+fXB/ry7Ppz90Rk422np38adoe08GRrqiY9z07j+V1BQUGiOKCKAQpNj4MCBHDt2jOnTp7N58+by7aNGjWLevHnVHn9jJx/cHWwkL+xLks9TGLZT8rjC8F04dBqOfeiVKshOfs48d2PLDDSqCrVK4IEhbXh73ZWwMGN+Jml/v4s+MZJJc9uw5cMncLWXtmqoCZXtgGy82+Dc5xb0B38jL9Ny0dCUn0neyf/YEdme45esw0BNBdkUnttHQmG8VTDlq6++yvDhwxk0aFCd51pbgoODrQQAgLS0NLZv386YMWMY0s6Tz6b2YsZPBxFFMOalk/rn66jsnPGa/D+OUioEfDmtF9oaWGDVBwaTmZOVKotFox7UGgthDZpGF0BFdFo1nZQw4GvOY8Pa1jjMvTKu9lo+vrNnlZ1aU3q3YvG+i5Ih49FpBTz7xwkW3dcXtcw5LqRbLrAWhO1AZe9K4A1Daj3f2r5P3RxsuKmrL2tOWFsubD6bwrmUPDaHpZBTZGBoO09uCPW0EENOxGfLnnvP/0bSys1S8O7Zsyd//PFHrebYGJjaL5C959OthKD8EiOfbD5XYYtYLqgcic3i4V+PcGtPf968pctVfVddT5Jzi62qZMto5111h0VHGREgPKnpdgKk5ZWQVVhzz/ZzKYoI0NJp6SKA951vAiCKZszFBQglefxxXxe+P5bLjvhSP35bvyv3Qen58qHsV8OJS9myY9Gp+ZVEAD3OfSbh3GfS5bmLiPoiTIU5zH+y9t/NCnUjyMOB7+/re72noaCgoKBQCcUOSKFJ4uXlxYYNG3jttdcA8Pf35/fff0ejqV7XcrDV8N5tXam4HuBkq+HGTj5k7/hZ9jin3hMtBAAXOy0L7+1Tq2rPlsRdfVvhaFv69yhJOkfy4ufRJ5bmKoRv+ZMHfzlMURUhnlVRbDBJ+hzrgrpTJNMCXHhuHz/uucAxiRsJG682OJpySU5MsBobMGAA/v41C5SuL26++Wbs7aWDLZcvX17+76Ghnjw1oh2i2UT6Px9iLsrFmBlP8pIXydn/J/8ei+H55Scwmq6NpVFYYq5VVbJDx6EEzV7NwXNJJCUlER4ezv79+y1+DgUFOQaGuNMj0LVOx75/e/fyDAA5VCqB12VyH/SpF1jx2evMX39G9viKCz6iaCZj4zekLn+VP2eNJDAwkDfeeIMdO3ZQXFw/WSiVmXI5N6AyepOZsZ/u4sONkXy/K4b7fjrEnd/tt7D/kRJEAbycbAlwvbpOrcbEuC6+aNKj6hRSufpEImM/3cW2iOuXs3I1yOUBQNWdACCfCxCRnFvvgZ81oUhv4pW/TzPwva2M+WQnP+yOqfU8wpOr72IQzSbMxfno0y7y36YtdZ2uQjOhpYoA2ZXEMkFQobZzwisgmMGDBxPcWrqTpqFEgMMXpb+vwNryrLLQJwgCKlt7tG5+9OisFG4pKCgoKLRslE4AhSaLWq1m3rx5DBw4EFdXV7y9q7Y+qMhNXf3Y/uIIVh1PwMlWw5jOPrg72vDfprtIK85HnxJtsb+NT1vcRj5U/lgQ4PO7e9LaQ3qhVgGcdFpmDAzkw29+ImPDF2C6clFeGHWAQ2fOc8MHRXTxd6aTnzOTevjRxb9mPutRKfmSYZwaFx/uuncmv/3yg8U2lyHTcOgyQvZ8gkbLz4uXcfeEYeTnl95MCILA3LlzefPNN2skLtUnDg4OTJo0ieXLlzNgwAAmTJhAWFgYYWFhrF+/Hr1ej41NaWXqczeG8uNn71ESf7b8eNGoJ3vXr+Qe/IuVaa+jUQl8fFdP2Wrm+uJorPRNmk6roleIN1q1Cl9f3wadg0LzQhAEHh8WwhPLjiGaTRizktB6SC98V2Rq30Bu6lqz19qAEA9u7u7HulNJ5dvyjq0nc/N3gMinX7elk//L5UG9FblQwU7HkBaLqC8sfxwfH8+8efOYN28emzZtYsyYMTWaT20Y3NYTPxcdSTnViwxHYrO49eu93NrTn7kTOsnmAfQKdG3yPr1ms5nIyEgOHjzIwYMHydn4H8bWA3AdNqPW50rNK+HBX47wwR3duatf9RYyjQk5EcDLyRYXO3mbK0C28ymr0EBSTjH+11gomvXbMbZGpAKQnAvvrA9HFOGRYfLZIZWJkOli0KdEk7XzV4ovHLXY/rPGhkUvz2zy7weFulNrESCtAFEUm/xrRu7ndrUv/dyQy9NpCBEgp8hQZRZJZcuzsi6Gythp1VbZQAoKCgoKCi0NpRNAockzYcIEBg+WD/+TI9jTgRfGtOeRYSEEezrgrNNy5y0T8J35KW43PlZqYQIINnZ4Tv4fguaKHcCLY9ozohq/ZQUY7JJDxrqPLQQAAEQz+Sc2kJ5fws5zaXy3M5qJX+zh+13R0ieqRFiStUUBgK1Gxfx5b6DT6VA7eeI+7in8H/kOx26jZcOpAG4I9WTiDb1YuHAhAL6+vmzevJl33nnnmgsAZUydOhWAgwcPcuLECRYuXMipU6eIi4tDrb7ys2zdspnIjUtkz2Pj1YbVJxJ579/wBp/zUZnK4h6tXK+ZJZFC82NcF18Ge5tI+X0uycvmYMzPrHL/Cd18eWtyl1o9xzu3diX4sqhbeG4fmZu/BUqFxpw9vzH794Ms3nfRovI4Pb+ExAqL75XF4zK0Wm2dvqNqglolcHvv2uXSrD6RyIQvdsvaLPVs7VoPM7s+nD9/nrFjx+Lu7k7nzp154IEH+O6778hIuEjO/uXkn9pc/UlkmPv36Sor6xsjcvNt51V1FwCU2gHJIWVB1ZDEZhSUCwAV+XHPhVp1A0TKdAKIZpOVAABgNupJS6ubHZlC80BuQVluETyvxEhGLYWDxki2zM/tdtkarSzIvjLpefX/sx+NzaSqt3l0pWwb+blXLXwqKCgoKCi0BJRVGQWFCtzZpxWCoMK5zyR87/0IjasfHjc9g9btih3MfYOCeHJEu+s4y6bDkIEDaBsaKjmWd3IjotFSHHjv3whZi4qKSPl3Q+miRevAVmzcuJFRr/+OU8/xCOrqL/qfGNEWgGnTpvH5559z8uRJRo8eXe1xDcn48eNxcipdhPn777/p27cvp06dQqPRlIsAoijyxhtvyC6COPWZVB5k/eOeC1Z+/fXNMZlOgD5BbpLbFRSqQxRFli5dwro376Uk/izmolzyN3+Jg40aQShdBG/v48idfVrx9q1d2fLCML6Z3qfW1X6u9jb8MLMfduYCMjZ+YzFmKsgi6+DfvPHPWV5aeYpiQ6mN2Xc7LBf9bf07SJ67f//+ODg41Go+tWFKn9pXp1cMFK9Mr8Cm+35t06YNcXFx5ORIC8UZG7+i6OKJOp3baBZ585+z18UKp65EXRYBzCUFFEbuw5iTgiiK1VoBQWnmRIin9etWNBlZeiBWMqSzoTgpkU0ApZkHNemCKUPODqhtcJDsMbfNX8mSA7HoJQK4FZo/chXxfau4rmkOlkBy2Rmu5SKAtAiSUVBS75+Rhy5UfV8Qm1FAifGKvWh1c1dQUFBQUGjJKCKAgkIFBoZ4cEOoJwC2vu3wf+hrHDrdAECv1q78cF9f5k3uWmXQpMIVVCoVz8yaJTlmLsymKOaw1fZ568KqvYGoHApcRufLdkLDhg1jTLfqLUMAegS6MijEo/zxM888UytrqYZCp9PxwgsvlD8+f/48AwcOtAjmFASB//77jzvuuMPqeEFri9PlULQy3lx7FnMDLdwkZhfJLsYoIoBCXcjIyODOO+9k5syZ5OVdWbzLOXeYWX4XiHlvAlHvjGfT88P58M4ezBgYVG3YaVW083bE7+xvmAuzrcZyD/6FqSCLlUfjmbpwP6fis/n1QKzFPnkn/pM879ixY+s8p5rQxtOhygWp2qASoHurmtmyNUbUajVLliyRzVTBbCJ9zQLMxZYV8h19nfh+Rh++uKcXIV7ygs2e8+n8ezq5PqfcoJTZZJQkRJC2+j0SvnuI+C/uYdW7jzNnzhx+//13zGbpxe2cnBx6aBLJO7GBzC3fk7L8NeK/fYDkpbNJyC5ia/i1y0mobPdRkYgqbEIqYjCZOZ8qLQLcMaQLqKS7/g4seoVX/jzCxC92k1tc81BhheaBnAjQztsRZ530a+ZCWnMQAaquppcTAQwmkZyi+n2fHLqQUeW4WYSL6Ves+GTn7qB0AigoKCgoKCgigIJCBVQqgU/u6sn4rr6oVQLODvaM6ezDiscHseqJwdzY2ed6T7HJMXPmTMsqWEGFfYch+NzzHnahg6z2P34pu0qrAbNZJFzG17ez/xUP4/sHt8GhBqHNT45o22i9W1955RVmzpxZXvkfGBhIp06dLPZxdXVlxYoVfPXVVxa/Z8ceN6G2t1zMO34pm9UnrMOP6wO5PACAXq0VEUCh9nz33Xf89ddfkmMvvvgiUVFR9SrI7tixg+3/rpEcEw3F5J8uDQk9GZ/DLV/ttagMFkUzhVEHrI5zdXXliSeeqLc5ylEWEGwuqdvikyiKiCYj7X2ccLBt2nFRffv25bfffpP8XNfYOeE+7ilUuiuV8Lf08GfVk4MZ28WXW3r48+8zNzBzkHxl+NvrwigoMTbI3OuTrAJ9uS1JRasqc3E+YUf28uGHH/Liiy+iUknfCqxevZrPnp9O5savyTv6D8UXj2PKTcOQEYcomvl1f6zkcQ1BdJq8CBCeVH3YL5RWZxtM0iL4mC6+2PlLB4Y6dBiCykZHVGo+n2w6B0BkZCS//PJLjZ5XoWkjJwK4O9jQRqJTBiCmGXQCVA4GLsPN4XIngIwdEtRvLkCR3sQpmU6gilT8jMguUDoBFBQUFBQU5FBEAAWFSng52fLtvX048+Y4Tr05lkX39aVfsHujXShu7Li4uHDvvffi4+PDk8/PYcxbK/C69f/Qte4u+zt9f0MEhXrpRZbYzEIK9CbJsS4VRAAvJ1t+e2SgbLghlFa8junUeIUdrVbLL7/8Qnx8PAkJCYSFhdGjRw+r/QRB4KmnnuLixYu89tpruHl44dz/Nslzvr8hgvwGWMA6JmPjFOLlgLuDcuOlUHteeuklevfuLTlWVFTE7Nmz6/X5hg8fzsKFC3F0tLZKse88HOcBU2SPFQQV/g9+TdCtzzNixEhatWrFzTffzP79+/Hy8qrXeVZEFEWOHz/O6X8WkbHkWRIWPoIoXhEnegS68sldPfB11lV5npKEcOK/vo/UDV+xe/du2erwpsLkyZP59NNPLbaNGTOG3QePMvm223Gz19LWy4EPpnTn87t7Ym9zRfjQadW8eUsX+ge7S547ObeYL7ZFNej864PzFRbF9CkxkvvIvb8AK8G5DNFQgiHtInvOp8tW1tc3lT2/KyLn818ZueIBjUog1MeRUXc9CFhek9i26oLbyIfLH/+6dhu33n4HnTp14qGHHmLbtm01em6FpktdRICLzUAEkKumLwsG9qjiuu6H3VeyOg4ePMiFCxfqPI/jcVkYa9DBWjH/JE1GhFAyARQUFBQUFKBpl3spKDQgdjWoIleoGe+99x5ffPEFNjalNw0pucWEJ+XyzY5oDl2wDvlMzi1m4c4Ynh9jXZl3NlG6IkgQrIMMewS68u8zQzkVn8PqEwmsPZlUXqHUwUvHd/f2aRLWTr6+vjXaz9PTk3nz5vHaa6/xyNLjksGfqXkldH1jI9MHtKbEaCYhq4iE7CKMJjOhPk68dnOnGluqlBhN5BYZcXewkc8DULoAFOqIjY0NS5cupXfv3hQXW1pN6XQ6WrVqhclksgjKvhoEQeDRRx9l3LhxPPzww2zZUlr5r/Vojef4Z6sVglU2OubNeYb7BgXXy3yqIiUlhffee4/Vq1dz6dIli7HCfb/R4eZHmDkomAeGBKNRqygxmvm/Vadlz1cYvhNzUS7HN61g2KYVBAYGMnXqVKZPn07Pnj0b+KdpGJ599lmio6NZtGgRCxYsYNasWahUKgZ2q/5YQRCYd2sXJn6xR9L7/sfdFxjTyYe+MkJBbdEbzXyy+RybwpLRadRM6dOKB4YEX1XxQVRKRRFAOrS6KhGgY8eOsmN5R9fhMf4ZluyP5a3JXes8x5pgNovEVNEJUFM7oIjkPMwlBWTv+hWVnQtqe2dUdi4EB/hyLjyQD55/gKjUAi7tWY25KBddm164DpkOag3FsafIObCC4ovHKVvOFEWRu+++m+PHjxMQULtw7uaC3mhm6YFYziTm4OOsY+agYHxdqhYcmxIms0i2jLVNqQggna3RHDIBZDsBLlfT67RqXO21kvv9fiiWtLP7iNryG7t37+aRRx7h+++/r9M8pO4RpCgTAcxmUbYoxdup+bw2FRQUFBQU6ooiAigoKDQ47u6WCyU+zjp8nHW0crPnps92SVb5LNwVTWd/Z8Z29rFYCKkYCmzITMCQFosuuCehrbwsqjnLEASBHoGu9Ah05ZUJnbiUkc9nHy3gy9nvETAb/ve//zFx4kQGDBhQLlI0dbRaLa/d3Jk9UdK/W4BlBy9ZbUvMKebYN1n8+digKjsoAH7df5FPNp8ju9CAi51W1gNWyQNQuBo6derEhx9+yNNPPw2UfpbMmjWLp556qsGyO4KCgti0aRPff/89L835H4F3vkSBpvrPhgBXO+7u17pB5lQZnU7Ht99+i8Fg/b5L3/MHXzx5C/cMG1W+7bZeAXy0MbLcHqYiotlEQcQei21xcXF89NFHnDt3jjVrpC2SmgIff/wxs2bNon17aauXqujo68z9g4P5cY91FavRLHL/z4dZ8lB/ega6ciYhl5j0fFq729OjlWutxeX//XWKv49fsWqbty6MlNxi/m+CdDV+TShfFCvOx5idJLlPVSKAs7Mz3bp14/Rpa/Eo//QWXIbczcqjamaP64CTrn4qbM1mkbWnEll1LAEbjYoZA4No4+lASRWhvNFppaGgtpqqxcDI5DxMeZnkHVtvsT0d6P4tXLp0icOL/o9Fu6ay/lRSuaWLaDaRvuFzTDnWGQhpaWnceeed7Nixo9lcP9QUURS5/+dD7Iu+4te+8mg8658einc1nUdNhexCPXIRVW72NgR7SmePRKbksepYPEazyOC2HrRyk8koacQkx57HIKrRuHgjCFeMAypW0/cPdmdT2JX3hWg0UBC2g9xDq/gpI658+6+//sq8efNqXNBSkcMXayYClNkBhSfnygoYvZWiFAUFBQUFBUUEUFBQuH6083ZkxqAgft570Wqs2GDmsSVHGdHBizcndSH4ctt1xVDg3IN/kX9qE6jUmDv24kPzXYwfP54uXbpI+0GrVYR4OzPmhoGcOTKS+Ph4FixYwIIFC7Czs2Po0KGsWLECF5emG4xZRlsvRx4YEsyi3VW3YYsmI4Xn9qML7oHazpm8YiOzV5xk9VND0KqlHePWn0ri9TVnyx9XFQKniAAKV8tTTz3F9u3bGTlyJA888IBlxkgDIQgCjz32GNOmTaMILQ/9coTTCVX7Ej97Yyg2mmvjsuji4sL48eP5559/JMfvv/9+QkND6du3L1BatXnvwCA+32ptY1N88QTmQumf7Z577qm/SV8HtFptnQSAMp67MZR/TiaSlmdtL5FfYuS2b/ZZbfd2smV8V1/Gd/Ojf7B7tYJAck4xaySyWhbuiqF3kBvjutR+4Qyu2AEZ8zPRuPlhzLIWAqoSAaD0vff4449bbLPx74DbsJlonL0p0JtYdvASjw9vW6c5VuaLbVF8tuXKa3RzWAqTevhXeYzJLBKdWmCRCSRFRFIupiL597Cnpyd2Oi0vju3AC2Pa89baMH7ZdxFBpcZ91EOk/f2e5HH79+/n1Vdf5YMPPqjy+Zsb/51JthAAANLySpi3LoyvplX9umoqyFniAHg42iCK0p0AAC/8eRIAnVbFp3f1ZHw3v3qfX21JyythyYFY4jILGRjizuSeAei01uJZidFE0qZFFMUcQdDq0HoGovUMwsYziPRhTtC19Gd5eXxH9sdkkFdcajFZeG4fGRs+tz5fSQlffvkl7777bq3mqzeaq8ybqkh0Wj5ms8j+6AxyDqwg9+AqVPaXO37sXdDau3KsVSxDQ5+s1RwUFBQUFBSaG0omgIKCwnXludHtq/Tp3BGZxrjPdrEtIoWcQkO57YypIJv8s9tLdzKbSAg7wpw5c+jWrRv3339/lc/ZunVr2rZtS0zMFZ/koqIizpw5g7Nz1QsJTYmnR4fi6ShdnWjMyyB7zzISvnuQ9H8WkH9qc/nY2cRcvt8l7SGdX2LkrbVnJccq46g28uCUCUyaNIkZM2bw9NNP89prr/Hxxx+TlmZtVaSgIIUgCPz111/MmjWrXgSAwsJCK3shOZycnPB20vH7owO5IdRTdr8QLwdu73VtLUHeffddbG2lwxlvv/12una1tGmZMShIUqQoCN8peQ4HBwcmTZp09RNtwjjptLw6sXbV+Kl5JSzeH8vd3x9g0ld7SMguqnL/Y5eykLO8fmnFSeIyC2v1/GVEX+4EsPFsTcCjiwh8bjk+097nzlmvMGPGDIYMGUJgYGCV53jwwQdp27Z0gV/n0wavO17D996P0AV1L9/nsy3nuJRRtzlWJCW3mK+3n7favvZkYrXHVmcJlFNoIDGnGHOh9H4ODg7Y2dmVPxYEgWkDrnT12LcfjFOfWySP7dy5Mw8++GC1c2xurDkh/Xf593RSnV+zjY2MfHkRoKpOgIoUG8y8svoMecXyxRLXgvisQm7+cjdfbI3i7+MJ/O+v0zz7x3FJu7PsQgP69NLgb9FQjD4pioLTW8ja/iMn9u0o3y/Ey5Ef7utb/r1i32EIaifpDJxvvvmG/Hx5Wy8pziTmUGyoPp9GNOopNphJyC5iX3QGpoJszMV5GDPjKYkPo+jcfnJPbGDD+rW1en4FBQUFBYXmiCICKCgoXFdc7LW8MKY9xtxUDOlx5WFiFSkxmnli6TFeXXOGvMuhtnnH/wWT9E3V+PHjJbcnJSXx9NNP079/f3744QdMJsuA4ZEjRzarAGhnnZY5N1n6OpckRpK2ZgEJ3z1Izt7fMeWXtlrnH/8X0Xzl9/H5liiiUqwDF7/cGkWqRFWsFJ3c1ezZs4d169axdOlSvvrqK9555x1mz55NZmbNWrwVFOoLo9HIE088gbu7O3Z2dowePZqoqJoFvDraavhxZj9ukalK/t9NHdHIdM40FF27dmXJkiVW2+fOncuyZcvQ6SwtOTwdba2ECtFsovjiCcnzT548+Zp0XTR2bunhz+296ybwnE3M5aFfDqOvws6mYndbZXKLjcz67RgxafnkFBkkvx+lKCgxWokPKlsHdIFdefypp/n111/Zs2dPtd93Wq2Wzz77jGXLlvHmz+uwbzfA6phig5n/+/tUjecmx39nkjGY6naOiGrCgSMvf5eZiqR/11Lh3e19nOjV2rX8sdvIB7ANsBSE7rnnHg4ePFhlfkJzpEhv4r+zyZJjZhHJ7s6miFwngL2NGp1WjZNOi5eTtBBbkcwCPVvDU+t7erXi570XScm1vHbbeDaFFUfirPaNS0nHlCtdqNGrh2WoyoAQD768pxcqAQS1Bud+kyWPy87O5ocffqjVnA9XkQcgmk0URR8hbe2HxH05HWNuKudS8jh0IRNjtvRrU+p9rqCgoKCg0NJQRAAFBYXrzj39W+NxaReJPz5BwrcPkL7+U/KOrackMRLRWHoTVmI0l1cEikY9ecfXS54rMDCQO+64w2r7Rx99REhICF999RV6vfSN3SOPPFJPP1Hj4c4+rbh/cHD546KLxymM2A1mSwHEmJNC0YVj5Y/1JjMvrTxlUSV2PjVf0h9bDocs66rOMlxdXWt8HgWF+mDOnDl89913lJSULoRs27aNwYMHc+LEiRodb6NR8dnUnjw7+ortj41GxUvjOtTZsuVqufPOO3n//fcB0Gg0/Pjjj7z77ruoVNKXdw8NbWPxWFCp8X/0ezxv+R9DRo+38DWfNm1aw028CSEIAh/c0Z2JdbTziEjO45sd8p+FYUlVV7GfjM9h1Mc76fHWJm74YDvf7YyudsE9uoog3XZeNQt+L+Pmm29m2rRpPDAkBAcbad/9veczWHEkvlbnrYyUJVJNCa/md1jWKSBne+XpKd3lc3e/K50SglqL5+T/obJ3AZWGJ+a+y7Jly3B0lLeEaa7siqq6k++Pw5fIkfFlb0pIZahAaShwGW08aiaUbgqTXpi+Vuw6J/03+2hTJMUGy+vB4yfluz379+5ptW1cF1/eva1UHHDsPhbB1vp3MmLECHr06FGLGSMZ8FuSdI7MLQuJ/3omqSvfpDBsJ6K+iIKwnfx9PIHc3FyKL52SPJ8iAigoKCgoKCgigIKCQiNAo1ahSSoNHzTlpVNwZiuZm78lecmL5BxYYbV/YdQB2Zv5Z555Bq3W2l5o4MCBqNXSCxhqtZr58+czYsSIuv8QjRRBEHhjUmfWPzOUl8d35MnHHkWllo6DyTu6zuLxibhsbv9mL9sjUskpMjD9hwOyQcNS9OscIjvWHHIXFJoOZrOZ2NhYq+3p6emMHDmSAwcO1Og8KpXA82Pas/d/o1j91BD2vzyKp0a2q+/p1oo5c+bwwgsvsGHDhmptSUJ9nBjf1VKwUGl1tBs4hq3/rSUlJYUff/yRW2+9lTFjxjTktBsdGzZsYP16aXFZo1bx2d09GdfFp07n/mrbedmF6qo6ASoTn1XE+xsiqhVj5Z7LVqMiwM1Ocqw6vJ11vDxevuL97fVh/HcmifzL3Xq1IS2vhBNx2XWaF5SG/lZFWaeAxtUXu3b9sfHvgMbND61d6QK+3OLgxO7+2FcQPjROnnhNfhnfae+zmf9v777jo6rSP45/z6SShPTQIfSO9GqoFuxYEex114Ku7IquK7vrz13L6rJ2V9de164orooNC4jSBAEFDL1DQijp5fz+mBAyLZlJmSTD5/163Zfee88tIU9OMve55zkDdOHT3+uV7zeppLT6kiWh5BMfowAOyysq1as/bA7S3dSfff4kAVL9SwLMW7PH42F7sJSUlmndbu+Jwb2HivTyQtffjStXek4GLkmOyGbq2rmj131ThrZXl7RYOaJi1HzgKc6NxqGYHhnK+MN/Kub1CcSKrZ5/52d9/IgOLvlAZXk5LttzV32pD5Zv16Hln8gWeS/BNnjw4ICuDwBAKGJiYAANbs+ePVq2bKnXfZGtPSd1jOk5Wi2im+vA4vdUsH5Jxfa4uDhdddVVXs+TkZGhdevW6d1331V2drYSExOVnJyslJQUDRs2TElJoTuBrTFGfdokqE+bBEldtOl/k/Xqq696tCvYsETF+7YrIulIyZPlW/fr8ucXBXxNh5GmnHacdv/lL7rzzjtd9sXExHiUKgHqk8Ph0Ntvv63FixfrjjvucHnYm5OTo+OPP15z5szxOxGY1jzKrzIQwWCM0axZs/xuf+/Zx2hzdp5WlT98TomN1H3nHqOo8DBFJSbqiiuuOKpqnOfl5WnGjBl6/PHHlZaWprVr13odqRQR5tAjUwfpuleW6LMAS3uUlFnNeGu53rvuWJeyUVmHCrXzgH/zU1T2r0/X6rzB7ZXgYz4dX5NpdmsZp7BqJiquyoXD0/X+8u1atNHz/AcLSnTNy0sVGebQhJ4t9KdTeqlDSvU10yXnW9IB5Jc97D5YqKxDhUqJ8/4z+Ut5UiS291jF9h5bsf2SkemaeXJ35ed7f2gYFxWu049po9crlUyJ7uB847m41GpBZpYWZGbp1e8365lLh6pVQuj/XisuLdNnq3dV2+75BRt0ZUanoE2WXh/8GQnQraV/I0Hyikq1IHOvJvSsWSKxNjZXMUdDWWGuHv30Z00Z1kFxUc7HAlu3eh+VE9Oyo88SYsYYnTmgrWZ9ulbxg8+QLcpT8yFnKiKptbbIOTqpS5r/o2Z2HSjQjv2efWNs73HK2e2ZBC3eu1nFezYorv9ESVYHFs1W6aEjE1cnJydr0iTvpYoAADiaNN2/zACEjM8//9xneYOolp5v2Rpj1KzTQLU87//0t5c+0dVXX62oqChdccUVVZaZad26ta677jrNnDlT06ZN0wUXXKCJEyeGdALAm+uvv95jW1hklHMYt8P7aIlAndG/jVLiY3X11Vd7lCYZOXJknVwDcFfdhL9DhgzR22+/rX/+858V226//Xa98sorR01d74SYCM25IUNvXjNSr149XJ//YaxGdzs6yyQsXrxYgwYN0uOPPy7JmZC+6667fLaPDHfo8QsH68+n9Vb75GbqkByj43u10L8m99d3t03QQ1MG+JzofuW2A3rSbcL16koB+ZJXVKpXfvAc2XLYYh9JgMEdave7zuEwuvecY3w+2LWlJcpa8qE+WrldEx/8Wt+vz/Lazt1HP9W+VIqv0QBlZdbnvp6t4hUZGVnlyLTJQ6uePFlyzv1w6bM/hEQJnOp8vz5bBwqqH+2x60ChbvjvUr28cFOV5akaM58jAWKOJAFO799G4X4m1j5ZWX3ypD5k7sl1Wbdlpcpd/ZV2vDBdWx48X8v/drqOu/VpPfFVpp78KlOJGReo/fQ31eriWUo5+UY1HzJJ0R0HqmX3gVVeZ9IA59wpYXFJSj7hWkUkHSmhNntZYOW+lpePDDq06ksdWvGpygqcMRTba6zPRETuqnlyRMUoftjZanvN00o5dboiUtMlOf/uZY4bAABIAgBoBObOnet1e0R8qsLifD+0aJvYTDOmHKf//Oc/2rJli26//fb6usWQMnLkSA0c6Pww16VLF82aNUvL16xXh0nTFZ7g/S214uxtKty+RqX5B1wSNkM7JunpS4aoVfyRNyD7t0vQjPIJidu1a6fTTz+9Yl98fLzLA1igrrz44otq1qyZ5s2b5/XNXmutpk+frtjYWN18882SnOUBhgwZolNPPVWtWjVMXf+GYIzR0I7JGtUlVYmVHmgdTe655x6NHDlSa9ascdn+8MMPKzMz0+dxkeEOXZnRSd/cMkFf3zJeT186VGcPaqfWCc00aUBb3XFGH5/HPvTZOm3Ye+SBXCClgCSprPDIG73Pz9+owhLP8iLZuUVa7/bQ77DBHZMDup43XdLidNPx3Ty2W2uV9fEjyv7kMe2dfZ/y8vN15QuLtWJrTpXny84t0nc+kgWluTna++G/VFpQ/UNkX5MDb8vJV26R9zIsPVtXPz/CoA6J6tmq+nZrdh3UVS8uarCSL8Hy8aodfrf9ZNUuzXxvpY6b9ZVueWu5iptY2aRsH0mdyiMBWsZHa9bk/moW4XyBoqq5tj/7eZfLPEvBcjgJY8tKdXD5J9r+9DXa+8H9Ktq5rqLNDpOiez/6Rfd89Is+/2W3HJHNFNWmh+KOOVHJx12tluf/TSOn3ljldTqkxGhQpcm0K5u9fHtAk4cv35oja632z39VWR89pC2PXqTd796l5gfWq3d/72V9CjYtr/h/ExahuL7HqfUVj+qRF97QtGnT/L42AAChjHJAABrcgQMH5HA4VFbm+gFx0OAhqur9wOkndFdUuPODFxN++c8Yo3/84x8qKSnRxIkTK97Uf/SCcF37yhIVFHt+UD+4dI4OLvnAeXxUrCISWykiqbX6XTVZx/cepYxuqVq0MVtR4WEanJ7kUnLi2muv1ZdffqlLL71Ut9xyi9q1axecLxRHhUOHDun666/Xiy++KEkVdYdPOeUUl7I/xhjde++92rBhg2bPni1JWrJkic466yy1b99e1157ra666ir6kqPE/v37VVLi+UZzUVGRbr31Vr311ls1Ou8Z/dvog+XbvZYMKiot03++ztQ9Zx8jyfdIgOgIhwanJ2npphzlV3qovOfduyRHuFJOvkG7lar3f9yu84a4vqm+1McoAEkakl43o96uHt1ZH67YUVFSSpL2f/Oycld+LknKW/OtdhcclM67Q5c8+4Ne/81I9fDxIP3T1Tu9Phgt2pWp3e/8XaUH9qj00D61OO+OKkeqHZ78111VkwZ3b1n9w31jjO45u5/Of3Khiqp5iL1o4z5Ne3WZnrhokEvZp6Ysr6hEz367QYs27lNMZJg+WlmzURtvlE8c/Y9zjvH5Jndjk51b6HV7Uqxr4nTSgLYa2z1NmXty1TI+Siu3HdA1Ly/xOC4rt0hLN+/T0DpIxgUic/chlRXla/ebd6hwq+ekv+HJbeWIqr50V5IfCeMzB7bV0s05Hts3ZeXpxy05GujnaKQVW/eraOc6lewrTzqVlih/7Xf6Ze13Lu1MRJRiuo1UbJ/xiu44wOM88dERuubCU0Lm5xEAgNriNyKABvfWW29p7969euutt3TTTTcpIyNDMTExOv24DJ8TMXZrEaezBrYN8p2GjhNOOEEnn3yyS6me8T1b6N3rjtWEni082ld8EJNkC3NVtCtTub98q61rnBPIRUeEaXS3NA3rlOxRc/qEE07Q9u3b9fDDD5MAQJ1atmyZBg0aVJEAqKxfv34e26KiovTmm29q6tSpLtu3bNmiP/3pT3r22Wfr7V4bg23btumGG25QUZH3MhdHk5kzZ/oc/fH2229r/vz5NTqvMUZ3ndVPzaO9v2fz7rJtFWVGVvkYCXD5sZ30ylUj9PPfTtK3tzqTWqW5+1Sw+ScVbFiiHc/dqPz1S/T0Nxs83q71VQqoTUK02iTWbFJgdxFhDj1x0WB1LK/5f/DHj7T/u9dd2hRsWq6c+a8pJ69YFz3zvTbu9T46wdtD5dyfv9bOl29R6YE9znNtXKZ9X1b9s+lrJICv7R2SYypqoFdnYIckffb7sbpgeAe1jK96LpDPft6lv3/4s0pKSvTYY4+puLjplgiy1uqqFxbrn3PX6qu1e2qcADjsjcVb9cBn66pvWK6opEwvfrdRkx6br3P/vUBvLdmqsiC+Sb8v1/v3LiXW82F4YkykBqcnqV1SjMZ0T1WUj5JZf3x7he54f5X+9O5PmrNiu9fRPHXt1z2HdOCHd7wmACQpqrXnyB5vfJU6q+zUfq19zjsy+8ftfl2nrMxq+ZYcHVzqfaJ2SWrWtqdSTvuD2k17Wamn36xmnQd7TRIO75xMAgAAgEr4rQigUUhKStI555yjBx54QN98840OHDig6dOn666z+qmt24OLyDCH/nZm31pNcAjverWO17OXDdXs612TAcU53j/8d+nSpdpzOhwOarGizi1ZskQjRozQunXeHyoNHTrU6/aIiAi99NJLmj59uksS7PTTT68oExSKli9fruHDh+vRRx9VVFSUpk2bpoULFzb0bTWYuLg4r/X/4+Pjdf/992vIkCE1PnfL+Gjdfkovr/sKisv02qItyi8q1XoftdJ7t46v+P92STG6eES68tYskKzzTfSy/APa/eZftfCNR/XFz65985JN2c42RQUqKzoyR8agOhoFcFj75Bh9+vuxurx9lvbN/bfXNge+f0tFezZqz8FCXfHCIh0scD5ULSsrc5b6yCvW/F/3VrS3tkz7vn5Re9+/T7bE9S3sg4tnq2Drzz7vZ83Ogy4jCg4/fPc9H0D1owAq65ASo7vP6qeFtx2nOTdkqHOq799pz8xdpuEZ4zRt2jTdcsstAV2nMZm7epcWZFY/r0NkmEMn9/WvnNrDn6/Tq99vrrbd/rxiXfLs9/rL7FVaviVHizft081vLtez8z0nha0vWW4jAay1KtqzSYs/e0833nijzwRPTGS4z3lWMvfk6vkFG/Xq95s17dVlGnH357rzg9X6eOUOffTTDs1ZsV3fZWbVWVkpa61+3XVQh1Z85rNNZCv/kgD+lI5LiYvSmG6pXvd9sHx7RR9Q+f7cE5kbs3KVtXOrcld96fU8EydO1MQ/Pa24PuPliKw6sTmyi/d7AQDgaEUSAECjFBYWppiYGKXGRend60bp1H6t1TohWiM6J+vJSwZrROeUhr7FkNa/faKevWyovp4xXk9fMkjmkGdpC0nq3LlzkO8McBo4cKDGjRvnc39VD3HDwsL0r3/9SytXrtTrr7+u+fPn6/3331dYWN1MjN3YfPTRR8rIyNC2bc7JGVu1aqX+/fvX6kF3KLj00ks1YMAASc5k5bXXXqtff/1VN998s6KifL/xnZmZqV9//bXKGtfnDG7n863xl77bqNU79svXS8192sS7rF+Z0Um5P3/t0e7Awjd1zjnn6tY3l+njlTuVV1Si5Vv3S3K+Tb/lwcna/vS12vvBP5X13duaN2+ecnJyfN5zoCLCHBrZrZViY32UEikrrXiDf/2eXP3hjeUqK7N66aWX1KNHD13822k6uPEn2TLnA09bXKj8td4TU5Gtuiqqre/JuwtLyvTq95tUXFqmsrIynXnmmbrhhhu0cster+0DTQIcZoxR37YJeuGKYV6/vwVbVmrH8zdq6ffOkSQPPvig3nnnnRpdq6HNWeFf/f/R3VI1a3J/ndi7pYp2b1Be5qIq28987yd9tXaPz/1bsvN0zhMLtHB9tse+Bz5dq3wfczzUpfyiUpfSiIXb12jH87/Tjmev16zbf6dHHnlEq1ev9nm8r1Gs7vblFevZ+Rt0zctLde0rSzXt1WWa+tRCjbv7Y/3l3lm6+OKLdd555+m8887TQw89FPDXsfdQkQ7kFynpuKsU02uMjJeH5uEJLWVt9fM1+DMSQHKWBPImK7dIf519ZDRCcXGxfvOb33jME7V8a45yV35RkfR0d9lll3n0kb6M6sJnBQAAKmNOAACNXov4aD124aCGvo2jUoeUGCl3r4p9lA/xZyQAUB8cDodefPFFDRo0SNu3u5YZSEtLU4cOHao9R69evdSrl/c3tkPFk08+qeuvv16lpc4HZ7GxsXrzzTeVkZHRwHfW8A4ng+677z7985//VJ8+vif1rewf//iHnnrqKSUkJKhbt27q0qWLunTpokmTJmnYsGGSnA/ILx6Rrn/OXetx/Pb9BXrws3XKmf9fxXQfpci09Ip9MZFhSk9xfcs8ojBHhdu8P3Dc/8sC/efxh/X68HNdthftypRsmYqztqg4a4teWz1Prz16t4YNG6bvv//er6/THyeeeKK++uornXjiicrKcn1rPKZHhpKP/23F+tzVu/TYl79q3vvva926dRWjeBzN4tWsyxDF9h6vtHNmaucL01VW6Fo+KDyxdbW15Ge+t1J3PvCEdnzyhHIPOJMhkS0+VOoZtygixXXuhJ6t/XuI6Ev75Bi9cMUwTX7iOx0oKJG1VgcXvad9857zeHh55ZVXavDgwUpPT/dxtsanoLhUX/y8y6+2E/u0UkxkuP6Ykaz3ZvxdWVl7dewNf9Pq2AEqLPF8kFtmpb/OXqlPfz9WEW6lWpZvydGVLyzS3kPe/+bILSrVN+v26MQ+dTeR+5bsPO08UKB+bRMUXT7Bb+VRAKV5+7Xnnb+rNNe11NaiRYvUv39/r+c8rldLOYx8JvqqUlaYpx9f+ou+3/6Ly/aICP8ewleWueeQjCNMsT2OVWyPY2VLipS/YZny1s5X7sovFNmqq8Lj02RM9e8Fus+F4MsJvVsqJjJMeV6SNe8s26axPdI0rlOcJk+erLlz50qSOnXqpHPPdfZhy7fsV8KxUxXZqqv2L3hNRTuO9KFdu3bVueeeq147DunV7zdX+e+bnhKjHn7M+wEAwNGEkQAAgCrt2LFD0dHRXveRBEBDatmypebPn68TTzzR5QHJkCFDmszkk/UpOztbM2fOrEgASFJubq5Gjx6tAQMG6MEHH9SePb7fyD0ajB8/Xh999JHfCQDJ+fBPck4uvHjxYr3++uu6++67tXjxYpd2U4d1UKSX2uC5P3+t1289T/u/fUU7nr1eOd+8IlviLJPRs1Vzl1J31lrnJMU+Rh006zpMzQec4rG9aNevXtsPGlT3CfVBgwbpkUceOXJPiWlKO/vPSjvzjwqLcy1D9M+PV+p/H3/ssq0s/4ByV36h/PWLFZHURqmTbpXcHkqGJzof+hojtU/2XgLEGKP1HzxWkQCQpKLdG7TjhZt06KfPXEZu1HQkQGU9W8XrkQsGVXwN+79/y+vbyzk5OZo6dWqTmh9g/q97levHG/cpsZGa2KeVPvvsM40aNUp7du9SWWmp3nvwTxpX9IN8dcMbs/K0xG3+irmrdur8/3znMwFQ0W61f8mJ6uQXler3b/yo0fd9qfOe+E4j7/lcLyzYKGuty3wABxa/75EAkOTx815ZcmxkjScA3vflsyp0SwBUtm7XQc14c7kmP/GdZr73k3buL/DZ9tfdriXHTHikYroNV+czb9L69eu1bd1KLXvoal09ulO19+VPOSDJWQ7p/KHtfe6/5fkvNHzkqIoEgOR8u//wyIrlW3NkjFFM12FqdfEstZh8p6La9pYk3X777QoPD1f/9ol69IJBapfkvS8IcxjdfkovOSgbCgCAC0YCAACqNHz4cOXm5mrHjh3KzMzU+vXrlZmZqR07dighIaGhbw9HuY4dO+qTTz5RUVGRsrOzlZ2d7TNpdbRJTk7W7NmzNWHCBBUWuta3Xr58uaZPn64ZM2botNNO00svvaS4uLgGutOmIz8/XytXrvS6z708WkpclCb1b6M3l2x12Z63bqGKs7ZUrO9f8F/l/vKNUk6+Qb1HnOzS1hij6667Tlu3bvUomxE/crISR1/k8RavLStV8d7NMhFRssWu3/f6SAJI0pQpU/TKK68oPT1df/zLnbrkpZ+0wctkwAUbl6sgL0+SZCKbyRblV+yL6TZckjTt4nP0wN7N2vfF0xX7whNbS3LmQo7r2VLPL9jo9T4iktt5PEC1xYXK+t+DKtm/S4kZFyo6wuEx2qKmxnZP0xn92+j95VLq6TO0+42/eE0ErFixQitWrNDgwYPr5Lr17WM/JgGOiwrX3Wf307TfXqGXX37ZY/9/7r9Dp11ynVa0OtlrUvabdXsqSjs+N3+D7pyz2leuy8XnP+9SSWmZy4SvBwqK9dJ3m7QlO09xUeFKT4lR++QYdW/Z3OuE2NZa/eHNH/W/n458nfvyivXX91fpu8wsnXKMM97KivJ1aJn3CWqrSgJI0in9Wuv7DZ4ljapSsPknHVr+sc/9L363UX+f87OKSp0x9sPGbH24YoeevnSIBqd7Jh0yfcw70q1Nijp1OvLg//yhHfTUN1XPt+BvOSBJ+sOJPfT5z7u1OTvPZXvhzl+19a3/80iq5Obm6pxzztG3Cxa6TJhujFGzToMU3XGgLumUrwsvPLNi3yn9WuukPq20KTtPa3Ye1JqdB7Vln/P7f96QdurThr9PAQBwRxIAAFAth8Ohtm3bqm3bthozZkxD3w7gITIyUq1atVKrVnVXJiIUjBo1Sh999JEuu+wybd7sOSFnSUmJ4uLiSAD4acWKFSopKfG6z9vIqEtHdfRIAhiH59wTJdlbteuVW5WZmCOd2c9lX0REhO6//3617TVIf7juKtnSUqWc8jvF9vLeF5dkb1fycb+RjFHW/x502VdfSQBjjN577z2Fhzs/Wjx58WCd+dh8j5Igeb9+r/DE1mp16g3a8+WLFQ/sHdFximrXR+EOo2vGdtHT30ySbJly5v9XtihfEeUjAZJiInRlRifNWbFDew+5JjgkKTyptde3qE1EtGJ7jZUkDU5PchltUVszT+ulL9fsljoOUMKo87V//n9d9id36Ka5H7yjwcf0rbNr1rWS0jJl5xUp3OFQfHS4PvVRCmhM9zRdNLyDCkvKNKpLilLiorRm6FCvSQBJmvPi4xpxcXPtaDPaY9+36/bqDydY/e3D1Xpu/ka/73VfXrEWb9pXkUBYv+eQLn7mB23Lyffa/ph2CTpvSHud0b+NEpo5H2Q/8dV6lwRAZR+v2qmPVzn3FWxcprIC7w/SlyxZosLCQp/zh0wZ1l6vfL9JK1euUu6qL5QwaqockdFqFhGmMIfRoULPfqRwm+/JrxdtzNaCSjX1D9uXV6wLnvpeD00ZoJP6tnbZl7nHMxEnSV3TXPv7ri3iNCQ9SYs3eY54OCzJz5EAkjNB9PDUgTr33wtUUqlmT0n2Nq+jKiTpl19+0YWXXK7C3ld4JI2MMZpyxokeJZEcDqNOqbHqlBqrk/ycnBoAgKMZSQAAAIAQNn78eK1fv14rVqzQ4sWLtXjxYq1YsUKSdPrpp2v69OkNfIdNx+FSQO4cDofXmu992yZoWMdk/bDRnzeCjU45cYLPvTddMVVhkdGavXq/Mm2az7emw5NaKyK1vUoOuk6KGx4err596+9B9OEEgCR1b9lcs87rr2tfWVqxzVqriNR0JU24Wo6IKBXnHHkI26zLUBlHmAa0T1Ra8ygN7JCkH83Zaj7oNBXt2VhR0/+8Ie3VPjlGc27I0N8/XK3//bTDpS744bJB7pJPuFYRKe0U7jC6cUK3Ov26WzSP1i0n9dSf31uphFFTVLD5JxVucY4WaT74dMWNu1w3z92rJ1ocVA8fZYjmzJmj3/3ud+rSpYtatmypxMRElYTH6IRTz9RJY4YqJrL6j2xr165VYmKikpKSAqofv3xLjqb9d6m2ZOcrMsyh9JQY7TuYp4Ktq9Us3bXm/cUj0nVCb9dJb6+55ho99NBDWr9+vce5x44dq4uuuFx//9izPNWKbfs187/f6tWfDnjsq86nq3dpROcU7T5QoEue9Z0AkKQVW/drxdb9+vuc1ZrQs4WsVcVD/urEdB+l1lc8qgM/vKPc1V9JZUeSWlOmTNGhQ4d8JgGiwsP00hXDNHzUH7Rj9RIV/PSJRk04WZNOHKMRI0dqs1po9o/b9POOg8rOdZZAShg5WVHt+yjro0dUku2aPNy+L09pPu6zsKRM176yVH8+tbeuyOgka62MMcrc7T2B0aWF50iY84e2rzIJkBjASABJGtA+UdNP6K77P1lTsS2291gV5+zQ/m88k0bR0dFq3W+EfinzTNBFhTvUnfr+AADUGkkAAACAEBcWFqaBAwdq4MCBuvrqqxv6dpqsrVu3yhjjUl9ekjp06KDISO9vyl5+bEe/kgDxg0/TeSePr7LNDRedpRskZecW6Zt1e/THt39SfrHr2/YmzPnnfXjzVEWkdlDxXucIkBEjRvh8YFkfTu7XWr8d21lPfuV8OGyMUfzg0yU5Jz8ty8upaNusq7MU0Mguzre7zxvSTj9uyZEJj1RU6+4V7SYNaCNJapUQrUcvGKSNe3P15NeZemvJVhWXWq9JgPhhZyu27wTFRIbpsQsGaXj5G+R16cJhHfT2kq36cUuOUk+7Wbte+5OSxl+hmG4jJEkb9ubqzMfm6+Wrhnkt27JmzRqtX7/e40H6G6sPKeHzbHVr0Vz92iVocHqSMrqmqn1yjEu7srIy9ezZsyIuo5vFKC01RUlJSXrmmWfU55iBem7BBs1bs0fNo8L1mzGdNbxzitbuOqgp/1mo/OJSlRXmaf+OtVr09c/K/ekzlRzYo9aXPaTIFs6yMTGRYRrdLdXj3iMjI3XXXXdp6tSpLtsHDBig2bNnK6sozCMJYEuKtX/Ru7rn3heVOOYSxQ8/x+sImdjIMK9zE8xdvVO/O76bLn1ukbbu850AqKywpEwf+VHmyF1kWkelnvp7JY6+WLHr5mr7wg90/fXX695776322I/efV2bVi+RJBXlHdK8OW9q3pw3dcopp+jDDz/U5CFHaufPeHO53lyyVdHt+qjN5Y9o/8I3KkaVhCe1UbNOVY/isVa6c85qHcjaqXdm3ao77vy7z+RIlzTPkV+nHtNaM95a4fP8cVGBPza4ZmwXfb12j0tZpISR56to56/KX7ewYltMalslnfFHfVnmfW6Cvm0TPCaRBgAAgSMJAAAAAPjh3nvv1e23367ly5dr3bp1yszMVGZmplJSfD9YPqF3S3VMidHGrDyfbaLa9tagc65VdITng1BvkmMjNWlAW+3LLdIdH6z22a5N7+Ha9LUzCXD77bf7de66dO3YLnrmmw0uJUEkqWT/kYexJjyq4gHn4STA+UPaa+6qXfpq7ZGJq387trNHne+OqbG65+xjdPmxnXTTaz9q2fZ2imzZReGJrZwPTrsMU3S7XkqNi9Jzlw1Vv3b1Uyfc4TC6+6x+OvPx+VJ8qtpc9W+Ph9r5xaW65uWl+vLmcR4PVDMzM72et6zgkMqstGbXQa3ZdVBvlZeWSk+JUa9W8SoqLVNhSak279jrkpgqyM/Tli152rJli9f695//sls3HtdNH67YXpFEOrjkA+V885LL9bM/eUwtL7pPxjg0vkcLn/E5efJkzZo1q6JO/nnnnacnn3xSCQkJirdWbRObVTyQzt+0XNlz/13xpnvO1y8q59tXlHLKTYrrcyQJduOErmqfHOP1wfSW7HyNu39exRv0wRAen6YJl/5B97z5uEcS0JusrCzNmDHD676hQ4d6bJs2oaveWbZNpWVWJjxCiRkXKqZHhvIzFylhxLl+3WP+xh918yP3qTTvgI4bP1YRLTqr1QX3yhHlmjTylgSIiQzX8b1a6jMvpaBaNI/yOq9DdcIcRg+cP0ATZs1TQbFzHgNjjFJPuUk7XpiukpwdatZthFJOuUmOaN8l6fq3Swz42gAAwBNJAAAAAMBPzZs3V0ZGhjIyMvxqHx7m0ENTBuqy537QvrxiRaR1UnQnZwkUR0SUotr1VtyAk3RMp8BrWl8ysqM+WrnT5wSkI8aMU8yelZo1a5ZOOumkgM9fW4kxkRrdLVVfrtnjsr1k35EH0vEjzpUjKkaR4Q4N6pAkyflv9vzlQ7UgM0u7DxaoS1qcjqniQWD3ls317vWj9MCnaXqybQ+XUkld0mL1/OXDPN6er2u928Tr8QsG6cbXlinPx7PpPQcL9cS8TN08sYfL9qqSAN5sysrTpkpJpeIc7zX8JWnTIYfX+vcPf76u2msVbv9Fh1Z8qub9J2piFTXXHQ6H7rvvPs2cOVP333+/Ro0aVbHPGKMx3VP18hcrtO/LZ5S7ep7nCcpK5YhwTuge7jC6++x+mjykvfblFslh5FLy6eDSD3Xop8+0KzpOjkpLZFq6YnuP83mPFZcqzFPemm+97ovpkeHxwLyypNhIJSYmVnsNSbrtttu0d+9er/uGDBnisS09JVZnD2zrModIZFq6ItM8y4y5s7ZMB757UznfvCzpyD9W8e71Ks0/4PI1RYY5fP4s/O64bl6TAGO6+ypEVL02ic104fB0PfPtkYmHHdFxSjvrNuVvWKb4YWdXm2Do355JfgEAqAskAQAAAIB61L99oj65aYxueXuF5ulsJQw/26NNRlfPUivVcTiM7j+3vyY++LVHWSBJmnrOJL32t+tqdM915bRj2ngkAcqK8hTVpqdi+05Q3ABncmJwhySXN82NMTo2gH+TqPAw/fHknjqpbyu9sGCj9h4q1JD0ZF01upNia1DKpCaO791S711/rK55aYnW7/U+KetT36zX1OEd1DaxWcU2b/X0Jak0/6Bf1/WVLJCk//6Y5dc5Sn2cI2fe80rsOUrje1T9IHj8+PH69ttvvT7Qzeiapudn73HW1fchPMk5qe3vT+xeUSYnKTZSwzola+H6I0mu4n3bVbRzncfx0Z0HVyQBmkeF66CXiXclqazgoLI+etjrvuj0/lUmAVJi/Zsc98CBA/rwww997h88eLDX7ZVHA1SlS1qsxnRP03PzN8qWFmvPu3crP9P7fCXusdEpNdbnxNj92iXounFd9Pi8I0mptOZRunp05yrvpzq/HdNZLy/cpMKSsoptkS06K7KFf+cd2D6pVtcHAABOFNcDAAAA6lmL+Gg9d9lQ3XVWXzVzK6vSo2VzTRrQtkbn7ZASoz+f1ttje9vEZjq5b+sanbMundCnpSLDXT9yxPU7Xq0u/qeaDzxFxjj3HS4FVFsD2ifqgfMH6KUrh+t3x3cLWgLgsO4tm+u9acfquJ4tvO4vLCnTfR//UrFeUlKijRs3em1bVuj74b5LO5/JAqPFOwv9O0eB93OUFRxU5PK31Dy6+olhfb3RfWzXFEW36a64gSf7PDY8oZWiwh2aOrSDy/YTe7uOQPCV8HBExyk9JUaLZx6vn/5voubdPE7Xj++ilvH+z4NxbJeqk05JMf4lAeLj47V69WrdcMMNLhNmS1Lbtm3VurX3n8v0lFidNdB3PxDmMLp4RLren5ahv57eRzNP7SUTFqGwON8/O+6x4W1S4MpuPrGHXr5yuC4Zma5bTuqh96cd63NCa3+1iI/W1GEdqm/oxbFdU9QhpX5H8QAAcLQgCQAAAAAEgTFGFw5P16e/H6Np47vqxN4tdeNx3fTu9aM8HpQH4oLhHXTP2f2UnhKjqHCHMrqm6rXfjKjVOetKfHSExvlRTmRUHSUBGoP46Ag9MGWAzzfHZ/+4Xcs275MkWWv12LMvKeW4K9V88BmK7TtBzboMVVTb3gpv7t9ICN8PxmMrkiw1PUdsn/GaPuM2v87hS2JMpI5pm6CksZcqItWzvE1YbJIckdE6c0BbJbn9m53Qu6V/99k8QS9eMUypcc6H/h1TYzVjYk8t+ONxevnK4frtmM7q0ya+yvv8vzP6qH/7RJ/7WwSQUEhISNDDDz+srVu36qWXXtLvfvc7jRo1SmPGjKnyuFsm9nAZJXLYSX1aae70MfrbmX0rEltXHNtJIzunKPn43yiyVVev53P/9/I2H0BlDodRRrdU3Tmpr64b11WtEzzvpSauHdcl4P5oWKdkPTB5QJ1cHwAAUA4IAAAACKp2STEedeFra+qwDpoytL3KrHyW+2gop/Vvo7mrfdetj4kMq7Lmf1MUHx2h6Sd018z3Vnrd/4c3luvacV2U1jxKn+WmK27IWV7bdW0RpzHd0rRwfZZW7zjgtU1M9xFqe+3zKis8pLL8g84JhQsOypaVeW3vjS0fdeBoFq/I1t0U1aq7Ynoeq/SuPXXBhP5+n8eX0d3StHzrfrW84B4dXDJH+ZmLVLR7g1RWovBE55vxF4/0TBC0T45Rr9bx+rn8a/eVBDh7RA+lp3i+5R5W/lA7o5szofLj6pYa+IT3e4yODNMzlw7R2Y8v0OZs14m8wxxGo6oZKeBNy5YtddFFF+miiy7yq32L+Gi9fNVwPfXNei3fkqO+bRI0eWh7DU7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"text/plain": [
"<Figure size 1800x1200 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.metrics import r2_score, mean_squared_error\n",
"times = [va_dl1.dataset.input_times[ix].max() for ix in va_dl1.dataset.input_times.keys()]\n",
"\n",
"lstm_r2, lstm_rmse = r2_score(lstm_test[\"y\"], lstm_test[\"y_hat\"]), mean_squared_error(lstm_test[\"y\"], lstm_test[\"y_hat\"])\n",
"\n",
"lstm_test.astype(float).loc[0:365, \"y_hat\"].plot(label=\"LSTM\")\n",
"lstm_test.astype(float).loc[0:365, \"y\"].plot(label=\"Obs\", color=\"k\", ls=\":\")\n",
"plt.gca().legend()\n",
"plt.gca().set_title(f\"Trained on {STATION1} Tested on {STATION1}\\nLSTM {lstm_r2:.2f} -- {lstm_rmse:.2f}\")"
]
},
{
"cell_type": "markdown",
"id": "c925ce4c-2cb5-4b6e-8d51-72a0ffb6bb9c",
"metadata": {},
"source": [
"# test out of sample"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "f3cc9796-315f-4653-8f2c-b556ead37790",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating Model: 100%|█████| 1462/1462 [00:19<00:00, 76.52it/s]\n"
]
}
],
"source": [
"# test out-of-sample (oos)\n",
"lstm_test_oos = test_model(lstm1, va_dl2)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "7871736b-7dbd-4b08-85a7-56230ed16b66",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Trained on 16004 Tested on 15023\\nLSTM OOS 0.79 -- 0.23')"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1800x1200 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"lstm_oos_r2 = r2_score(lstm_test_oos[\"y\"], lstm_test_oos[\"y_hat\"])\n",
"lstm_oos_rmse = mean_squared_error(lstm_test_oos[\"y\"], lstm_test_oos[\"y_hat\"])\n",
"\n",
"lstm_test_oos.astype(float).loc[0:365, \"y_hat\"].plot(label=\"LSTM OOS\", color=\"C0\")\n",
"lstm_test_oos.astype(float).loc[0:365, \"y\"].plot(label=\"Obs\", color=\"k\", ls=\":\")\n",
"plt.gca().legend()\n",
"plt.gca().set_title(f\"Trained on {STATION1} Tested on {STATION2}\\nLSTM OOS {lstm_oos_r2:.2f} -- {lstm_oos_rmse:.2f}\")"
]
},
{
"cell_type": "markdown",
"id": "285e5114-9d72-4426-8916-cb60f151a74d",
"metadata": {},
"source": [
"# Test trained directly on that catchment"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "95fae973-5ba6-4dab-ae6e-525b2edbb75e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1999-12-31 00:00:00 2005-12-31 00:00:00\n"
]
}
],
"source": [
"lstm2 = LSTM(input_size=len(variables), hidden_size=HIDDEN_SIZE)\n",
"\n",
"# initialise training auxillary\n",
"lstm2_optimizer = optim.Adam([pam for pam in lstm2.parameters()], lr=loss_rate) \n",
"loss_fn = nn.MSELoss()\n",
"\n",
"print(\n",
" max(tr_dl2.dataset.input_times[0]),\n",
" max(tr_dl2.dataset.input_times[max(tr_dl2.dataset.input_times.keys())])\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "3bf8ea5a-4d24-4b08-b969-8e1c5a3ef4f1",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|███████████████| 30/30 [00:30<00:00, 1.00s/it, 0.06196065]\n"
]
},
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7ff4555c5e80>]"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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AAAAkA0IFAACQdIwxystMV15mumaV5IzY3ue3OnqiUz/duF8/e2W/2r0jbzTt81s9sfmwfvfWYV21uEKfuGSeTptWEInyAQAAAABIWK54FwAAABBvbpfRtEnZ+vw1i7Thc5fqnssqVZCV7qivtdIz1bW69nvrdeuPNmnT3uYoVwsAAAAAQPwQKgAAAIQozPboH66Yrw2fu1Sfe9dCleRmOO67dmeDbrx/o278wUat3dkgax2uqQQAAAAAwARBqAAAADCI3Iw0fWzVXK3/7CX68nVVmlKQ6bjvpn3NuvVHm3Td9zboma218jvdsAEAAAAAgARHqAAAADCMzHS3bl02S2v++RJ9432na7aDPRr6bDl8Qh/72Ru6+rsv6XebD6vX549ipQAAAAAARB+hAgAAgAOeNJduXDpdz316lf7v5rO0sCLPcd+ddW361GNv6dL/XqtHXz2g7t6RN4IGAAAAACARESoAAACMgttldO0ZU/T0PSv00IeW6szphY77Hmju0Bee2KJV31ijH67fqw5vb/QKBQAAAAAgCggVAAAAxsAYo8sXl+uJu5fp0TvO17K5xY771rZ06T+efEfLv/6i7ntxt1q6eqJYKQAAAAAAkUOoAAAAMA7GGC2bV6JH77xAv717mS5bWOa4b3O7V99cvUMXffUFfXP1djW1dUexUgAAAAAAxs9Ya+Ndw4iMMbMlnSlpiqRcSUcl7Zf0srWWj/Y5ZIypkrS173jr1q2qqqqKY0UAACSnd4606L41u/WnLUc1ml+1stLduvm8GfroyjmqKMiMXoEAAAAAgIRWXV2tJUuWhJ5aYq2tjlc9oRI6VDDGvE/SpyVdOESTZkmPSfqitbYxRjWlSaqSdK6kpcHvp0lKD2n2Y2vtbbGoZzQIFQAAiK2ahjb9vzV79MTmw+r1O/+dy+N26a/PmaaPr5qrGcXZUawQAAAAAJCICBVGyRiTK+lBSTc57FIn6VZr7eoo1vRxSbcoMGMia4TmhAoAAKDfoWMdeuClGv3ytYPy9vod93O7jK47Y4ruvniuKsvzolghAAAAACCRJHKokHB7Khhj3ArMPggPFBokPSvp15LelBSahpRL+r0xZnkUS7tKgRkTIwUKAAAAA0yblK1/v36J1n/2Et21ao5yPG5H/Xx+qyc2H9YV335JH/vpG9py6ESUKwUAAAAAYHgJFypI+pqka0KOeyR9UtI0a+1V1tobrbXnSFoiaWNIuwxJvzPGTI5dqZKk45IOx/g9AQDABFSWl6nPv2uRNnzuUn3q8koVZKWP3CnomepaXfu99frQjzZp097mKFYJAAAAAMDQEipUMMbMkXRP2Om/sdZ+z1rrDT1prX1H0mUaGCwUS/pSFEtsk7RO0rclfUDSfElFkh6K4nsCAIAkU5jt0acun68Nn7tUn3/XQpXkZjju+9LOBt14/0bd+IONWruzQYm4lCUAAAAAIHmlxbuAMF/SwA2PH7HW/n6oxtbaTmPMbZK2SPIET3/EGPMNa21NhGu7S1KDtfaUhZCNMRF+KwAAkApyM9J016q5unXZLP3q9YO6f22NDh/vdNR3075mbfrRJs0ry9XVVRW6qqpCS6bm83vJOBw90ak/v1On57bVq6ahTTOLs/XXZ0/Tu0+fIk9aQn0WBwAAAADiJmE2ajbGZElqlJQdcnqRtXa7g76PSbox5NS/WWu/EuESh3v/ezVwhgQbNQMAgFHr8fn1xObD+sGaPappbB91/6mFWbpicbmuqqrQubMmKc3Ng/DhWGu1q75Nz1bX6tl36vT2EHtWVORn6raLZunm82aMaskqAAAAABirRN6oOZFChfdIeiLk1EZr7TKHfa+W9HTIqc3W2rMjWN5I73+vCBUAAECE+PxWT289qvte3KNtR1vGdI2iHI8uX1Smq6oqdNG8EmWmO9scOtn5/FabDxzTs+/U6dnqWu1r6nDcN8fj1vvPnaHbL5ql6UXZI3cAAAAAgDFK5FAhkZY/ujrseM0o+q6T1KuTf56zjDHl1tq6SBQGAAAQS26X0btPn6K/Om2yXther++9uFubDxwf1TWa27361euH9KvXDynH49bFC8p0ZVW5LllYpvzM1Pq0fVePTy/vadSz1XV6bludGtu8I3caRLvXpx9t2KtHXt6rd502WXeumKMzpxdGtlgAAAAASHCJFCosCTveOGirQVhr240xWySdFXK6ShKhAgAAmLCMMbpsUbkuXVimjXuadN+a3dqwu2nU12n3+vTUlqN6astRpbuNls0t0VVVFbpicblK85xvEj2RnOjo0Ys76vXsO7Vas6NBHV5fxK7tt9JTbx/VU28f1XmzinTHitm6fFG5XC72swAAAACQ/BIpVFgUdrx7lP33aGCosFjSC+OqCAAAIAEYY7RsXomWzSvRmweO6fsv7tbz2+s1llUse3xWa3c2aO3OBv3L77Zo6cxJuiq40fNEX9Knb6PlZ6vr9EpNk3r90V/mc9O+Zm3a16zZJTn6yPLZ+uuzpynLw1JTAAAAAJJXQoQKxpgiSUVhpw+M8jLh7SvHXhEAAEBiOnvGJD1067mqa+nq3xdg456xPUC3Vnpt3zG9tu+YvvLUNi2anK+rqgIbPS+syJMxif3Je6cbLY/Wwoo8VZbn6dnqWnX3+h312dvYrn/93Vb997M7dMsFM3XLhbOSdhYIAAAAgNSWEKGCpMKw4w5rbfsor1Efdlww9nIAAAASW3l+ZuDh9QUzdaKjRy/sqNPqrXVau7NBnT1jW+pn29EWbTvaou88t0szirL7A4azZ0xKmKV9xrPR8lBcRlo6s0hXVpXrisXlmlmcI0lqauvWz145oJ9s3Kemdmf7MBzr6NH/vrBbP3ipRu89a6ruWDFb88ryxl0jAAAAACSKRAkVcsOOO8dwjfA+Sf23N2NMmaTSUXabG41aAABAfBVkp+uGs6bphrOmqdPr07pdDVpdXafnt9fpeEfPmK55oLlDD67bqwfX7VVpXoauWBwIGC6cUyxPmivCf4LhRWqj5VAZaS6tqCzVlYvLdemiMpXknjqroDg3Q/dcXqm7Vs3RE5sP66F1NdrT4OxzL95ev3752kH98rWDunRhme5YMVsXzilO+NkfAAAAADCSRA0VusZwjfBQIfyayeZuSV+KdxEAACCxZHncurKqQldWVajH59dre5v1THWtnq2uU23LWH7Fkhpau/Xoqwf06KsHlJeZpksXlumqqgqtml+qnIzo/DoZjY2WC7LSddmiMl25uEIr55co2+Os9sx0t24+b4bev3S6XtxRrwfX1eiVmmbH7/vC9nq9sL1eVVPy9dGVc3TNaZOV7o5tMAMAAAAAkZIooUK4seyqF/2d+AAAACaQdLerf4Pne6+t0tuHT2h1da1WV9eqxuEn7sO1dvXq928d0e/fOhL8tH+Jrqyq0OWLylWU4xlXvdHYaHlqYZauWFyuK6vKde6sonE9zHe5jC5bVK7LFpVry6ETemh9jZ58+6h8DuusPtKie375lr729HbdftEs3XTeDOVnpo+5HgAAAACIh0QJFdrCjrPGcI3wPuHXBAAASFkul9GZ0wt15vRCffbqhdpd36rV1XVaXV075g2Ou3v9em5bvZ7bVi+3y+i8WUW6qqpcV1ZVaErhyL/ORXOj5SurKnTl4nJVTcmPypJDp00r0HdvOkufuXqhHtmwV7/YdFBt3b2O+h490aX/+tN2/e/zu3XTudN1+/LZmurgnxcAAAAAJAJjbfw/4G+MmSNpT8ipDmttziiv8RlJXw859RNr7a2RqM/Be9+rgUsR/dhae1uU33Oseyr8vu9g69atqqqqimhdAABg4jl8vFPPBmcwbNrbrAhMENDp0wp0VVWFrqoqH7BRcdQ2Wp5VpCsXl+vKxRWaUZw97muOVktXjx7bdFAPb9irIydGt8yU22V0zWmTdeeK2Tp9WmF0CgQAAAAwoVRXV2vJkiWhp5ZYa6vjVU+oRAkViiU1hp3OtdY6npdvjPmWpH8MOfW/1tp7IlGfg/e+VzEOFcbCGFMlaWvfMaECAAAI19zu1XPbAg/8X9rVKG+vf9zXnFOaoysXV+h4hzfyGy1XleuyhWUqHmSj5Xjo8fn1py1H9eC6Gm093DLq/ufPLtKdK+bo0oVlcrnY1BkAAABIVYkcKiTE8kfW2iZjzDFJk0JOz5C0bRSXmRl2vGvchQEAAKSYohyPblw6XTcuna727l6t3dmg1dW1emFbvVodLu8TrqahXT9Yu2fkhiMY60bLsZTudun6M6fqujOm6JWaZj20rkbPb6933P/Vvc16dW+z5pTm6I7lc/Tes6cqM90dxYoBAAAAYHQS6W9i2yQtCzmep9GFCnMGuR4AAADGKCcjTdecNlnXnDZZ3l6/Xt7TqNXVdfrzO3VqbOuOSQ2R3Gg5lowxunBusS6cW6zd9a364fq9+s2bhx3P/KhpaNcXntii/352h/72gpm65cKZKkmQ2RgAAAAAUltCLH8kScaY+yV9NOTUV621X3DYN0fScQ0MSSqstXWRq3DY979XLH8EAABSRN++CKura7W6uk4Hmse/L0KoWGy0HA+Nbd36ycb9+tkr+9XcProloDxpLv312dN0x4rZmluaG6UKAQAAACQKlj9y5hkNDBUuHkXfFRr4Z9kcq0ABAAAg1bhdRktnFWnprCJ94ZpF2l7b2h8wbDs6+n0EEmGj5Vgoyc3Qp6+Yr7svnqvfvHlIP1y3VzWNzrYQ8/b69YtNB/SLTQd0+aIy3bFijs6fXZQ0gQsAAACAiSORQoXVkjolZQWPLzTGLLTWbnfQ97aw4yciWRgAAAAGZ4zRosn5WjQ5X5+6fL4ONHUEA4ZavXHgmIaaFJuoGy3HQma6Wx88f6ZuPneGnt9erwfX1WjT3mbH/Z/bVq/nttXrtKkFumPFbF1z2uQJsywUAAAAgIkvYZY/kiRjzE8k3RJy6hFr7e0j9JkvaYskT/BUr6SF1trx7wboEMsfAQAAnKq+tUvPvVOv1dW1evPAMWV73LpoXklCb7QcL385eFwPrqvR01tr5fOP7vfzqYVZuv2iWXrfOdNUmO0ZuQMAAACAhJfIyx8lWqgwR9J2Sekhp6+31v5hiPaZkp7XwA2e77fWfmyE9wn/Q19irV0z+or7r3evCBUAAAAwTgebO/Twhn167LUDavf6Rt1/amGWFk3O08KK/OAMkjzNLM6R28UySQAAAMBEksihQkJ9PMxaW2OM+a6kfwo5/bgx5tOSHrDW9u9oZ4xZJOkhDQwUmiR9ORq1GWPSJE0b4uXCsONcY8ysIdo2WmvbIlUXAAAAksf0omx98drFuufySv1y0wE9vGGfalu6HPc/fLxTh4936rlt9f3nstLdml+Rp0UVeVo0OV8LK/K0cHK+CrLSh7kSAAAAAAwuoWYqSJIxxi3pj5LeFfZSvaQ3JbVKmiPpbEmhH7nySrrcWrvOwXuMeqZCMCTYO9K1HbjdWvtIBK4zasxUAAAAmFi8vX49teWIHnxpr94ZwybYw+mb1RAIGpjVAAAAACQSZiqMgrXWZ4y5UYFZCO8PealM0tVDdKuXdKuTQAEAAACYKDxpLt1w1jS958yp2rinSQ+sq9GaHQ0RufZwsxoWhyyhtHBynvIzmdUAAAAAICDhQgVJCi4PdJMx5nFJ/yjpgiGaNkt6TNKXrLWR+dsVAAAAkGCMMVo2r0TL5pVoV12rHlq3V09sPiyvzx/R9+ns8ekvB4/rLwePDzgfmNWQHzKzgVkNAAAAQKpKuOWPBmOMma3AckdTJOVIqpW0X9KG0H0WMDyWPwIAAEge9a1d+unG/frV6wdV19Id8/fPSndrQUXegCWUmNVwkrVW1kp+a2Wl/p8V8rMNtvNbSVayCvxsg6/5rQ2eD7bv+9k/9HXSXEaTCzOVkeaOy58bAAAAkZHIyx9NiFABkUGoAAAAkHystTp6okvbjrZoe22r3jnaou1HW7S3sV3+OPyqP21SlhZW5AeWUJocWEJpZlG2XFGa1eDzW3X1+NTZ41On16fuXp86vf7AcY9PXcGvTm/fsb//fKfX19/35Hf/Ked7/YGn+eEBgZUGDQPi/VcsT5pL586apBWVpVo+r0SLJ+dH7Z8/AAAAooNQAQmBUAEAACB1dHp92lnXqu21Ldp2tFXbjrZo29EWtXT1xryWk7MaAksoTZuUpe4ev7pCAoDwh/+dPT51BwOAk4GAb0CA0NXjj/gSUMmoOMeji+aVaHlliVZUlmhyQVa8SwIAAMAICBWQEAgVAAAAUlvorIZtR1u0rTYQNuyL06wGxMfc0hytqCzVisoSnT+nWLkZCbnVHgAAQEpL5FCB3x4BAACAFGGM0ZTCLE0pzNJli8r7zyfSrAZE356Gdu1paNcjL+9Tmsvo7BmT+mcxnD6tkA24AQAAMCxCBQAAACDFZXncOmN6oc6YXth/zlqrIye6tJ1ZDUmt12+1aV+zNu1r1v/8eafyM9O0bG6JVswv0Yp5pZpRnB3vEgEAAJBgCBUAAAAAnMIYo6mFWZo6wqyGvo2hmdWQHFq6evVMda2eqa6VJM0oyg7MYphXomVzS1SQnR7nCgEAABBvhAoAAAAAHJtIsxrcLqPsdLcyPW5lpruUle5WVrpbmcGvrHS3sjx9xydfz/K4ldHf1qU0l0vGSC5jZKT+nxX4X+C8kYyMXEbB8+Zkn2A7E/JzaB9jdLK/K7SvpNDrSKf2MYH37DtXe6JL63c3at2uBr2x/5h6fOP7F3CguUOPvnpAj756QC4jnT6tUCsqS7SislRnzShUuts1zn9LAAAAmGjYqDmFsFEzAAAAYqlvVsO2oy3aXhuY1bCrrlXtXp8y01zK8gz+kD8r3a2MsIf8A9u4lJkWCAtCg4KsdLcyPa7+41R/4N3h7dWre5u1flcgZNhZ1xbR6+d43LpgTnFwP4ZSzS3NkTHsxwAAABAJibxRM6FCCiFUAAAAAFJXXUuX1u9qDM5kaFRjW3dErz+5IFPL55VoeWWJls8rUXFuRkSvDwAAkEoIFZAQCBUAAAAASIElq7bXtgZmMexu1Ks1Teru9Uf0Paqm5Af3YyjV0lmTlJnujuj1AQAAkhmhAhICoQIAAACAwXT1+PTG/mNat6tR63c3aOvhlohePyPNpfNmF2lFZYmWzyvVosl5LJUEAAAwjEQOFdioGQAAAABSXGa6WxfNK9FF80okLVRTW7c27GnS+l0NWr+rUUdOdI3r+t29fq3bFVh2SdquktwMLZ9XrOWVpVo6c5JmFGXL5SJkAAAAmAgIFQAAAAAAAxTnZui6M6boujOmyFqrPQ3tgYBhd6M27mlSu9c3rus3tnXrd28d0e/eOiJJystI0+Ip+VoytUBLpuZryZQCzSnNlZugAQAAIOEQKgAAAAAAhmSM0byyXM0ry9VtF81Wj8+vtw4e17qdDVq3u1F/OXhc/nGuqtva3atX9zbr1b3N/eey0t1aNDkvEDRMKVDV1HxVluXJk+Ya558IAAAA40GoAAAAAABwLN3t0rmzinTurCJ9+soFOtHZo417GoP7MTRqf1NHRN6ns8enNw8c15sHjvef87hdWlCRpyVT81U1pUBLphZoYUUem0BPQNZa+fxWXp9fPb1WVlYFWenstQEAwARAqAAAAAAAGLOCrHRdvWSyrl4yWZJ0sLkjuH9CgzbsblRLV2/E3svr82vL4RPacviEpIOSJLfLqLIsNxgyBJZQWjw5XzkZ/HXXWqsen1WPzy9vr189Pr+6g9/7HuZ7fT55e/se7gfOe0O+94R99/rsKee7Q/oO1W7gNQJfNmyGS25GmuaX52rh5HwtrMjTgvI8LazIV0F2enz+AQIAgEEZGz6KI2kZY6okbe073rp1q6qqquJYEQAAAIBk5vNbbTl8Qut3NeilXY3afOCYenzR/zuoMdLskhwtmXJyj4aqKQVJ8XC6x+dXY1u3Glq7Vd/SrYa2vu9dA46b2rvV1eOPd7kRMbkgUwsqAgHDwoo8LajI09zSXJbCAoBR8Pmt3j50XGt2NOj1/c3y9vpVUZClFZUlWllZqoqCzHiXiDDV1dVasmRJ6Kkl1trqeNUTilAhhRAqAAAAAIin9u5evbq3Set2NWrD7kbtqm875dPq0TS9KCsYNBSoKrgxdEluRuwKGIK1Vm3dvapvDYYF/d+71BD8ue98c7s33uUmhDSX0dzS3EDYMDlPC4Ohw+SCTJZQAoCghtZurdvVoDU7GrRuV4OOdfQM2XZ+ea5WVpZq5fxSnTe7iKUFEwChAhICoQIAAACARNLe3avttS3aerhFWw+f0NYjLdpV16re8e78PAoV+ZkD9mhYMjVfFfmReTDt81s1tZ0MCUKDgvAAobPHF4E/DfIy0/oDhsDshsDMhrzMiT9LBYmlud2rXXWtamr3KiPNpSyPW9meNGWlu5XtcQeP3cpMc8vlIuhCbPT6/Hrr4HGt3RkIEgLLBY5eRppL588p1srKEq2aX6p5ZbkEtnFAqICEQKgAAAAAINF19fi0s641EDQcOaHqwye0rbZV3t7YLeVTnONR1dQCLQnOZlgypUDTi7L6H6h0eHsHLj3U2jXILINuNbd3K4b5CIYxtTArEDZMztOCinwtqsjT7JIcpblZQgnDO9bu1a76Nu2sa9WuulbtrGvTrvpWNbY5nzWUme7qDxz6wobQ8CErPU3ZfSFE8HzgtVNDipPXCPTJSHPxsDfF1bd0ac3OBq0NzkaI5F5GfSYXZGplZalWzC/R8nklKsz2RPw9cCpCBSQEQgUAAAAAE1GPz6/d9W3aeviEqo8EZjW8c7RFHd7Yfbo/PzNNRTkeNbZ51dYd+Qc2iD2P26W5ZblaFJzNsKAiT4sm56ssL4OHtCnoREePdta3BsODQIiws65NjW3d8S5tWMYoLKAIhBHZwXOZHnf/z1meNOVlpqk0N0OleSe/inM8BGwTSI/Przf2H+ufjbDtaEtM399lpNOnFWrl/FKtml+iM6YV8t9PlBAqICEQKgAAAABIFj6/1d7GdlUfORFYOik4s6E1Cp/QTAXpbiOP26X0NFfgu9uljLTAd0+aK/B62qnnQ/t4Qvr29Rl4jWCbkPbp7sDPnT292lHbph21LdpW26odta060Tn02t/RVJidrgXlgYChL2xYUJ6nnIy0uNSDyDrR2dM/42BnXat21Qd+bmhN7PAgmoyRirI9A4KG0ryM/vChLC+z/1x+ZhqhWxwcPdGpNTsCsxE27G5UawKF2/mZabpoXolWzi/VisoSTZuUHe+SkgahAhICoQIAAACAZGat1cHmTm3tCxqCsxqSdXPjNJcJPvDrewiYGfJzhvIy0gY8zB8qKPC4E2/5FGut6lq6ta22RTtqW7X9aIu217ZqT0ObenzxeY4xoyg7MJuhIk+V5Xkqy8tQca5HRTkZKsxKZ938BHOis0e760PCg+D3+hQODyLBk+ZSaW6GyvIzTpnxEDgfCCBKcj3KSGOj37Hq7vXpjX3H+pc12lHXGrFre9JcumBOsWYVZ2vjnibtqm+L2LUlaU5pjlZWlmrV/FKdP6dI2R4C2bEiVEBCIFQAAAAAkGqstapt6Tq5GfThE9p65ITqWhL3wWJeZlpIWHAyKDj5PfDQLhUfZPf4/KppaNf2vrAhOKvh8PHOuNblMtKkbI+KcjwqzvWoOCdDRTknj/t+LskNnJ+U7ZE7xf7dRUtLV4921bUN2O9gV12balu64l1ayivISg8JG04NIVL5/8sGc7C5o39Jo5f3NEZ0ib/ZJTlaNb9UqxaU6oLZxcrynAx8jhzv1LpdDXppZ6PW726M6Cwxj9ulc2dP0srKUq2cX6qFFXkJF2InMkIFJARCBQAAAAAIqG/tUvWRFlWHLJ106Fj0Hky7jFQS8mCt72FaWf7AsKAkN2PAwx44c6KzRzvrAiHD9qOBwGFHbWtCLRESyhipMCs9EDr0BRC5HpUEw4ei3MA694HXPZqU41F6iq9Z3trVo131bQOWLtpd36ajJ+IbHmR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"text/plain": [
"<Figure size 1800x1200 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"lstm_losses = train_model(\n",
" lstm2, \n",
" tr_dl2, \n",
" optimizer=lstm2_optimizer,\n",
" loss_fn=loss_fn,\n",
" epochs=30\n",
")\n",
"plt.plot(lstm_losses)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "1d5ea00f-8eee-4471-857c-e8ad96015477",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating Model: 100%|█████| 1462/1462 [00:19<00:00, 75.59it/s]\n"
]
},
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Trained on 15023 Tested on 15023\\nLSTM OG 0.88 -- 0.13')"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1800x1200 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"lstm_test_og = test_model(lstm2, va_dl2)\n",
"\n",
"lstm_og_r2 = r2_score(lstm_test_og[\"y\"], lstm_test_og[\"y_hat\"])\n",
"lstm_og_rmse = mean_squared_error(lstm_test_og[\"y\"], lstm_test_og[\"y_hat\"])\n",
"\n",
"lstm_test_og.astype(float).loc[0:365, \"y_hat\"].plot(label=\"LSTM OG\", color=\"C1\")\n",
"lstm_test_og.astype(float).loc[0:365, \"y\"].plot(label=\"Obs\", color=\"k\", ls=\":\")\n",
"plt.gca().legend()\n",
"plt.gca().set_title(f\"Trained on {STATION2} Tested on {STATION2}\\nLSTM OG {lstm_og_r2:.2f} -- {lstm_og_rmse:.2f}\")"
]
},
{
"cell_type": "markdown",
"id": "52ced251-518a-4000-8d0b-52258cda3d51",
"metadata": {},
"source": [
"# finetune on full 5yr training data"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "737382cd-9f04-4a9f-9124-d42ed819e4f6",
"metadata": {},
"outputs": [],
"source": [
"def copy_model(model):\n",
" W_ih = [pm for pm in model.parameters()][0].detach().numpy()\n",
" input_size = W_ih.shape[1]\n",
" # 4 gates\n",
" hidden_size = int(W_ih.shape[0] / 4 )\n",
" model_clone = model.__class__(input_size, hidden_size)\n",
" model_clone.load_state_dict(model.state_dict())\n",
"\n",
" return model_clone\n",
"\n",
"\n",
"def get_finetune_model(model: nn.Module):\n",
" # copy the model \n",
" model = copy_model(model)\n",
" # freeze all model weights\n",
" for param in model.parameters():\n",
" param.requires_grad = False \n",
"\n",
" # unfreeze the regression head\n",
" module = getattr(model, \"fc\")\n",
" for param in module.parameters():\n",
" param.requires_grad = True\n",
"\n",
" # check that frozen lstm; unfrozen fc layer\n",
" assert not all([pm.requires_grad for pm in model.lstm.parameters()])\n",
" assert all([pm.requires_grad for pm in model.fc.parameters()])\n",
" \n",
" return model"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "33f60702-00ee-428d-8cc8-87e55c9714a7",
"metadata": {},
"outputs": [],
"source": [
"lstm_ft = get_finetune_model(lstm1)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "0e228631-285b-4830-a79b-e157a9246880",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1999-12-31 00:00:00 2005-12-31 00:00:00\n"
]
}
],
"source": [
"print(\n",
" max(tr_dl2.dataset.input_times[0]),\n",
" max(tr_dl2.dataset.input_times[max(tr_dl2.dataset.input_times.keys())])\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "aa36f9ca-627f-42da-8948-091867a4fcb3",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|████████████████| 10/10 [00:05<00:00, 1.75it/s, 0.1280213]\n"
]
},
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7ff4416ecb50>]"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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IystI0fduOk333rxEhTn9d1P86c0SXXb3Kr28s9KD6gAAAAAAQLgQUAAAgKjwrjmFevaOC7R8SVG/aw9VN+kj976pf3loo6ob6aYAAAAAACAWEVAAAICokZuerO/ccKp+87EzNCE3rd/1D649oEvvflkvbi/3oDoAAAAAABBKBBQAACDqXDBrrJ6543x94MzifteW1zTrY/ev1Z0rN6iqocWD6gAAAAAAQCgQUAAAgKiUnZas/7l2gf74iTM1KT+93/UPrz+oS+5epWe2lHlQHQAAAAAAGC4CCgAAENXOnjFGz3zhfH1k2eR+11bWNuuW372lz/5pvY7V000BAAAAAEA0I6AAAABRLzM1Sd+8er5WfuosTR6d0e/6JzYe0iXfe1lPbTrsQXUAAAAAAGAoCCgAAEDMOHPaaD39+fP18XOnyqzvtUfrW3TbH9bptj+8pSN1zd4UCAAAAAAABoyAAgAAxJT0lER9/b1z9dCnl2namMx+1z+1qUyXfO9lPbbhoJxzHlQIAAAAAAAGgoACAADEpNMnj9JTnz9Pt5w/TQn9dFMcb2jV5x/YoE/97i1V1DR5UyAAAAAAAOgTAQUAAIhZacmJ+uqVp+gvt56tmQVZ/a5/bmu5Lrl7lR5ed4BuCgAAAAAAIoyAAgAAxLxFxfn66+fO1e0XTVdiP+0U1Y2tuvPBjfr4b9aqrJpuCgAAAAAAIoWAAgAAxIXUpET982Vz9Oht52jOuOx+17+4vUKXfO9lrVxTQjcFAAAAAAARQEABAADiyoJJuXr8M+fqc++eqaR+uilqm9v05b9s0j/d+6YOVjV6VCEAAAAAAJAIKAAAQBxKSUrQnZfM0mOfOUfzJuT0u371riO67O5V+sM/9tNNAQAAAACARwgoAABA3Jo3IVeP3n6OvnjJLCUn9t1NUdfcpq89slkf/NU/VHqswaMKAQAAAAAYuQgoAABAXEtOTNBn3z1Tf/3seTp1Um6/61/bc1SXfX+VfvPaPnV00E0BAAAAAEC4EFAAAIARYfa4bD1869n68uVzlJLU91ughpZ23fX4Fq245w3tO1LvUYUAAAAAAIwsBBQAAGDESEpM0K0XTtdTnztXi4rz+l3/5jvHdPkPVunXr7yjdropAAAAAAAIKQIKAAAw4swoyNZDnz5b//aeU5TaTzdFU2uH/vOvW3XTL17Xnso6jyoEAAAAACD+EVAAAIARKTHB9Inzpulvnz9PS6fk97v+rf3HdeUPVusXL++hmwIAAAAAgBAgoAAAACPatLFZWvmpZbrrfXOVnpzY59rmtg5962/bdd3PXtOu8lqPKgQAAAAAID4RUAAAgBEvIcH00XOm6ukvnKezpo3qd/3G0iq954ev6Cd/36229g4PKgQAAAAAIP4QUAAAAPhNHp2pP37iLP3nNfOVmdJ3N0VLe4f+95kduuanr2rb4RqPKgQAAAAAIH4QUAAAAARISDB9+KzJevoL5+vcGWP6Xb/5YI2u+vEr+sHzu9RKNwUAAAAAAANGQAEAANCLolEZ+t3Hz9C3r1ugrNSkPte2tjvd/fxOXfXjV7X5YLVHFQIAAAAAENsIKAAAAE7CzLTijGI9e8f5umDW2H7Xbztco2t+8qr+79kdam5r96BCAAAAAABiFwEFAABAPybkpev+jy7V/95wqnLS+u6maOtw+tGLu/W+H72itw9UeVMgAAAAAAAxiIACAABgAMxMNy4p0nN3XqCLTynod/3O8jpd85NX9e2/bVdTK90UAAAAAAAEI6AAAAAYhMKcNN3zT0v0/eWnKS8juc+1HU76+ct79J4frta6kuMeVQgAAAAAQGwgoAAAABgkM9M1iybq2TvO1+XzxvW7fk9lvW742Wv67ye30k0BAAAAAIAfAQUAAMAQFWSn6WcfWqwff2CRRmWm9Lm2w0n3rH5HV/xgtdbsO+ZRhQAAAAAARC8CCgAAgGEwM7331Al67o7z9Z5Tx/e7/p0j9brpF6/rG49vUUNLmwcVAgAAAAAQnQgoAAAAQmB0Vqp+8oHF+vmHFmtMVt/dFM5J97+2T5d/f7Ve33PUowoBAAAAAIguBBQAAAAhdPn88Xrujgt0zWkT+l1bcqxB77/nDf3bo5tU10w3BQAAAABgZCGgAAAACLH8zBR9f8Ui3fNPS1SQndrv+t+/UaLL7l6lV3Yd8aA6AAAAAACiAwEFAABAmFwyt1DP3XGBbjh9Ur9rD1Y16kO//oe++vDbqmlq9aA6AAAAAAAii4ACAAAgjHIzkvX/blyo+z66VONz0/pd/6c3S3XZ3av00o4KD6oDAAAAACByCCgAAAA8cNHsAj1zx/lasbSo37WHq5t0831r9KU/b1R1A90UAAAAAID4REABAADgkZy0ZH37+lP1u4+foYl56f2uf+itA7rk7pf1/NZyD6oDAAAAAMBbBBQAAAAeO2/mWD1zx/n60FnF/a6tqG3WJ367Vl94YL2O17d4UB0AAAAAAN4goAAAAIiArNQk/dc1C/THT56polH9d1M8uuGQLrl7lZ7eXOZBdQAAAAAAhB8BBQAAQASdPX2MnvnC+br57Cky63vtkbpmffr3b+kzf1yno3XN3hQIAAAAAECYEFAAAABEWEZKkr5x1Tw9eMsyTR2T2e/6v759WJfevUp/ffuQnHMeVAgAAAAAQOgRUAAAAESJpVNG6anPnadPnje1326Ko/Ut+swf1+vW369TZS3dFAAAAACA2ENAAQAAEEXSUxL1tffM1UOfPlvTx/bfTfH0ljJdcvfLenT9QbopAAAAAAAxhYACAAAgCp0+OV9Pfu48ffqC6Urop5uiqqFVX1i5QZ/87VuqqGnypkAAAAAAAIaJgAIAACBKpSUn6itXzNEjt52jWYVZ/a5/flu5Lv7ey3rorQN0UwAAAAAAoh4BBQAAQJRbWJSnJz57rj77rhlK7KedoqapTV/680Z99P41Olzd6FGFAAAAAAAMXkwEFGY21cyuNbPbzezLZvZPZnaBmSVHujYAAAAvpCYl6ouXztZjt5+jU8bn9Lv+pR2VuvR7q/TAmyV0UwAAAAAAolJUBxRmdoOZvSZpr6SHJf1Y0rcl/UbSS5LKzOynZjbGw5qSzGyhmX3CzH5uZm+ZWYuZuYDH/R7U8emg1+x8TAn3awMAgMiZPzFXj91+jr5w8Uwl9dNNUdvcpq88vEn/dO+bOnC8waMKAQAAAAAYmKgMKMwsy8z+JOnPkpb1sXSUpFslbTazy8Jc063+sKRG0gZJ90i6RdJiSZ52cphZkaTvePmaAAAgeqQkJegLF8/SE589V/Mn9t9NsXrXEV129yr97o396uigmwIAAAAAEB2iLqAws0RJKyWtCHqqUtKz8oUW6yQFfnddKOkxMzs3jKVdJl9Ykh7G1xion0vq/6cRAAAgrp0yPkeP3HaO/vmy2UpJ7PttXX1Lu77+6GZd//PX9Oj6g2pqbfeoSgAAAAAAepcU6QJ68W1JVwaMWyXdKemXzrmWzkkzmyvpV+rusEiV9KiZLXDOHfaqWElVkuolTfTixczsw+r++6mVlO3F6wIAgOiUnJig2y+aoUvmFuqfH3pbG0ur+ly/vqRK60s2KOexJF27aKKWLy3W3An83gMAAAAAwHtR1UFhZtMkfT5o+kbn3I8DwwlJcs5tlfRuSa8HTI+WdFcYS6yTtFrS3ZI+IGmWfNtM/SqMr9nFzAokfT9g6qtevC4AAIh+swqz9ZdPL9NXr5ijlKT+3+LVNLXpN6/v15U/XK2rfvyK/vCP/aptavWgUgAAAAAAfKIqoJAvXAg8z+F+59xjJ1vsnGuUdLOkwPDi4/6gI9RukZTrnDvfOXenc+5PzrldzjkvN3L+iXyBiCS9IelnHr42AACIckmJCbrlgun62+fP0+mT8wd83dsHqvW1RzbrjP9+QV/680at3XdM3r7FAQAAAACMRFETUJhZuqQbgqb7PQjaObdT0qMBU0nydTeElHOu3DnXEer7DpSZXafuv59WSZ+MZD0AACB6TR+bpQdvWaavv3eu0pIH/navsbVdD711QDf8/HVd/L2Xdc+qvTpa1xzGSgEAAAAAI1nUBBTyHUKdETB+3Tm3fYDX3hc0vi40JUUHM8uXr3ui03ecc5sjVQ8AAIh+iQmmj587VU9//nydO2PMoK/fU1mv/35qm8761gu67Q9vadXOSnV00FUBAAAAAAidaDok+/Kg8UuDuHa1pDZ1fz6LzKzQOVceisKiwN2Sxvn/vFPSf0WwFgAAEEOmjMnU7z9xprYeqtGDa0v18LoDqmlqG/D1re1OT20q01ObyjQxL103LSnSjUsmaUJeehirBgAAAACMBNHUQTE/aPx6r6t64Zyrl7QpaHresCuKAmZ2maSP+IdO0qecc+y1AAAABmXuhBx946p5evNrF+v7y0/TWdNG9X9RkINVjbr7+Z065zsv6ub73tTTmw+rpY0dJwEAAAAAQxNNHRSnBI13D/L6PZIWBYznSnpxWBVFmJllSfplwNSvnHMvR6oeAAAQ+9KSE3XNoom6ZtFEvXOkXg+uLdVDbx1QZe3Af//BOemlHZV6aUelxmSl6PrFk3TT0iJNH5sVxsoBAAAAAPEmKgIKMxslKfjX+EoGeZvg9TOHXlHU+I6kYv+fyyT9SwRrAQAAcWbqmEx9+fI5uvOSWfr79gqtXFOqv++o0GCOmjhS16JfrNqrX6zaqzOmjNLypUW6csF4packhq9wAAAAAEBciIqAQlJe0LjBv23TYFQEjXOHXk7kmdl5km4NmPqsc64qQuUAAIA4lpyYoEvnjdOl88aprLpJD71VqpVrS1V6rHFQ93lz3zG9ue+YvvHEFl1z2kQtX1qk+RNj+i0ZAAAAACCMoiWgCN4PYHDfDfd+TfYQa4k4M0uT9CtJ5p96wjn3UATrKZA0dpCXTQ9HLQAAILzG5abpM++aqdsunKHX9x7VA2tK9czmMrW0D/ysidqmNv3ujf363Rv7NX9ijpYvLdZVCycoNz05jJUDAAAAAGJNtAYUTUO4R3BAEcubIP+HpFn+P9dKui2Ctcj/+ndFuAYAAOChhATTOTPG6JwZY3S8vkWPrD+oB9aUaGd53aDus/lgjTYf3Kz/fnKrrlwwXiuWFmvplHyZWf8XAwAAAADiWrQEFMEGsfPxsK6JOma2RNKdAVP/6pw7EKl6AAAA8jNT9LFzp+qj50zRhtIqrVxTqsc3HlJDS/uA79HU2qGH1x3Uw+sOatqYTC1fWqTrFk/S2OzUMFYOAAAAAIhm0RJQBP8qXvoQ7hF8zeB+vS8KmFmypHsldZ4q+Yakn0auIgAAgG5mpkXF+VpUnK9/e+9c/XXjIT2wplQbSqsGdZ+9R+r1rb9t1/8+s0MXn1Ko5WcU6fyZY5WYQFcFAAAAAIwkBBTR5V8lLfD/uVXSJ51zA9/wOXx+KunPg7xmuqTHwlALAACIAlmpSVpxRrFWnFGs7WU1WrmmVI+sP6iqhtYB36Otw+npLWV6ekuZxuem6cYlRbppySRNys8IY+UAAAAAgGgRLQFFddA4w8wynXP1g7hHQdC4anglecvM5ssXUHT6jnNuc6TqCeScq5BUMZhr2FcaAICRY864HN31vnn68uVz9OzWcq1cU6JXdx8d1D0OVzfphy/s0o9e3KVzZ4zRiqXFumRuoVKSEsJUNQAAAAAg0qIioHDOHTWz45LyA6aLJW0bxG0mB413Dbswb31NUor/z4cl/d7MpgzhPpOCwoFjzrmaYdYGAADQr7TkRF21cIKuWjhBJUcb9ODaUv35rVKV1zQP+B7OSat3HdHqXUc0KjNF1y+eqOVLizSjIDuMlQMAAAAAIiEqAgq/bZLODhjP0OACimm93C+WBG5RNV7S9iHeZ3XQ+A5J3x/ivQAAAIakeHSGvnTZbH3h4pl6eWel/vRmqf6+o0LtHW7A9zhW36J7Vr+je1a/oyWT87V8aZHec+p4ZaRE01tYAAAAAMBQRdN3d5vVM6BYJumJgVxoZpmSTu3lfgAAAIigpMQEvfuUQr37lEKV1zTpobcO6MG1pdp/tGFQ91m7/7jW7j+ubz6xVVedNkErlhZpwcRctpUEAAAAgBgWTQHF05I+FTC+cBDXnqeen8t651x5KIoCAABAaBTmpOn2i2bo1gum6413jmrlmlL9bXOZWto6BnyPuuY2/fEfJfrjP0p0yvgcrVhapGtOm6jcjOQwVg4AAAAACIdoCiiekdSo7q2OlpnZHOfcQLY6ujlo/EgoC/OCc+6aoVxnZsH7JEx1zu0bdkEAAABhkpBgOnv6GJ09fYy+2dCiR9cf1ANrSrW9rHZQ99l2uEZ3Pb5F//PUNl0xf5xWnFGsM6eOoqsCAAAAAGJE1AQUzrkGM3tI0ocDpr8s6aN9XWdmsyRdGzDVJumPoa8QAAAAoZaXkaKbz5mqj5w9RW8fqNYDa0r1+IaDqm9pH/A9mts69OiGQ3p0wyFNGZ2h5UuLdf3pE1WQnRbGygEAAAAAw5UQ6QKCfENSa8D4ZjO76mSLzSxN0n2SUgKmf+2c29PXi5iZC3pcOPSSAQAAMFxmpoVFefrWdQv05tcu1ndvOFWnT84f9H32HW3Qd57ermXfelGf+u1avbi9XG3tA99CCgAAAADgnajpoJAk59xeM/uBpC8FTD9kZndK+qVzrqVz0sxOkfQr9TxY+6ikb4ajNjNLkjTpJE/nBY2zzGzKSdYecc7VhaouAACAeJOZmqSblhTppiVF2lVeq5VrSvWXdQd0vKG1/4v92jucnt1arme3lmtcTppuXDJJNy0pUtGojDBWDgAAAAAYDHMu+AiDyDKzRElPSLoi6KkKSesk1UqaJmmxpMANhlskXeycWz2A1wj+pC9yzr3UzzVTJL3T370H4KPOuftDcB9J0XsGhZnNk7S5c7x582bNmzcvghUBAIBY1tzWrue2lmvlmlKt3nVkyPc5d8YYLV9apEvnFSo1KTGEFQIAAABAbNqyZYvmz58fODXfObfFi9eOqg4KSXLOtZvZTfJ1RywPeKpA0uUnuaxC0kcGEk4AAAAg9qQmJeq9p07Qe0+doNJjDfrz2lI9uPaAymqaBnWfV3Yf0Su7jyg/I1nXLpqkFWcUaVZhdpiqBgAAAAD0JdrOoJAkOefqnHMrJN0o6Y0+lh6T9DP5Ep2nPSkOAAAAEVU0KkN3Xjpbr37lXbrv5qW6bF6hkhKs/wsDHG9o1b2vvqNL716la3/6qlauKVF9c1uYKgYAAAAA9CbqtnjqjZlNlW9LpwmSMiWVSdov6dXAcykQPdjiCQAAeKmitkkPrzuolWtK9c6R+iHdIzMlUe9bOEErzijWwkm5Mhtc6AEAAAAAsSiSWzzFRECB2ENAAQAAIsE5pzffOaaVa0r15KbDam7rGNJ95ozL1vKlRbp20UTlZaSEuEoAAAAAiB4EFIg7BBQAACDSqhtb9fiGg/rTm6XaerhmSPdISUrQ5fPGacXSIp01bbQSBrmVFAAAAABEOwIKxB0CCgAAEE02H6zWA2tK9Nj6Q6od4lkTxaMytHxpkW44fZIKc9JCXCEAAAAARAYBBeIOAQUAAIhGjS3tenLTYa1cU6I1+44P6R4JJr1rToGWLy3WRbPHKikxIcRVAgAAAIB3IhlQJHnxIgAAAEA0SE9J1A2nT9INp0/S7oo6Pbi2VH9564CO1rcM+B4dTnp+W4We31ahguxU3bhkkm5aUqTJozPDWDkAAAAAxB86KBAWdFAAAIBY0dLWoRe2leuBNaVatatSQ317fPb00Vq+tEiXzRuntOTE0BYJAAAAAGFCBwUAAAAQISlJCbpiwXhdsWC8DlY16s9rS/XgmlIdqm4a1H1e23NUr+05qtz0ZF27aKJWnFGkOeNywlQ1AAAAAMQ+OigQFnRQAACAWNbe4fTK7iNauaZEz24pV1vH0N4zLyzK04qlRXrfwgnKSuV3gwAAAABEHzooAAAAgCiSmGC6YNZYXTBrrI7UNevhdQf0wJpS7a2sH9R9NpZWaWNplf7zr1v13lPHa/nSYi0uzpOZhalyAAAAAIgddFAgLOigAAAA8cY5p7X7j+uBN0v15KZDamrtGNJ9ZhZkafnSIl23eJJGZaaEuEoAAAAAGJxIdlAQUCAsCCgAAEA8q2lq1eMbDmnlmlJtOlg9pHukJCboknmFWrG0SOdMH6OEBLoqAAAAAHiPLZ4AAACAGJKTlqwPnTVZHzprsjYfrNaDa0v1yPqDqm1qG/A9Wto79OTbh/Xk24c1KT9dy5cU6YYlkzQ+Nz2MlQMAAABA9KCDAmFBBwUAABhpmlrb9bfNh/XAm6X6xzvHhnSPBJMunF2g5UuL9K45BUpOTAhxlQAAAADQEx0UAAAAQIxLS07UtYsm6dpFk7S3sk4Prj2gh946oCN1zQO+R4eTXtxeoRe3V2hMVqpuOH2Sli8t0tQxmWGsHAAAAAAigw4KhAUdFAAAAFJre4de3F6hlWtK9dKOCnUM8a33mVNHacUZRbpi/nilJSeGtkgAAAAAIxqHZCPuEFAAAAD0dKiqUQ+9dUAr15TqYFXjkO6RnZakaxdN1PKlRZo3ITfEFQIAAAAYiQgoEHcIKAAAAHrX0eH06p4jemBNqZ7dUqbW9qG9Hz91Uq6WLy3SVQsnKDstOcRVAgAAABgpOIMCAAAAGCESEkznzRyr82aO1bH6Fj28ztdVsauiblD3eftAtd4+UK3/+us2vefU8VqxtEinT86XmYWpcgAAAAAILTooEBZ0UAAAAAycc07rSqq0ck2Jnth4WI2t7UO6z/SxmVqxtFjXLZ6o0VmpIa4SAAAAQDxiiyfEHQIKAACAoaltatVf3z6sB9aUamNp1ZDukZxoumRuoZYvLda5M8YoMYGuCgAAAAC9Y4snAAAAAJKk7LRkvf+MYr3/jGJtO1yjlWtK9cj6g6pubB3wPVrbnZ7aVKanNpVpYl66blwySTcuKdLEvPQwVg4AAAAAg0MHBcKCDgoAAIDQaWpt1zNbyrRyTale23N0SPcwk86fOVYrlhbp3acUKiUpIcRVAgAAAIhFdFAAAAAAOKm05ERdfdpEXX3aRO07Uq8H15bqz28dUGVt84Dv4Zz08s5KvbyzUmOyUnT94km6aWmRpo/NCmPlAAAAAHBydFAgLOigAAAACK+29g79fUelVq4p0YvbK9QxxLf1Z0wZpeVLi3TlgvFKT0kMbZEAAAAAoh6HZCPuEFAAAAB4p6y6SX9Zd0APrClR6bHGId0jOzVJVy+aoBVLizV/Ym6IKwQAAAAQrQgoEHcIKAAAALzX0eH0xt6jemBNqZ7eXKaW9o4h3WfehBytWFqkq06bqNz05BBXCQAAACCaEFAg7hBQAAAARNbx+hY9sv6gVq4p1Y7y2iHdIzUpQadPztfi4nwtnpynRUX5ys9MCXGlAAAAACKJQ7IBAAAAhFR+Zoo+du5UffScKdpQWqWVa0r1+MZDamhpH/A9mts69Nqeo3ptz9GuuWljMrXIH1gsLs7XrMJsJSZYOD4FAAAAAHGODgqEBR0UAAAA0aeuuU1Pvn1ID6wp1fqSqpDcMys1SQuLcn1dFsX5WlScp7wMuiwAAACAWEEHBQAAAICwy0pN0vKlxVq+tFg7ymq1ck2pHl5/QFUNrUO+Z11zm17dfVSv7g7oshib2RVYLJ6cp5kFdFkAAAAAOBEdFAgLOigAAABiQ3Nbu57dUq6Va0r1yu4jYXmNrNQknVaUp8XFeVo0OV+Li/KVm8Hh2wAAAEA0oIMCAAAAQESkJiXqfQsn6H0LJ6jkaIP+/FapHlxbqvKa5pC9Rl1zm17ZfaRHADK9s8vCfwj3zIIsJdBlAQAAAIwodFAgLOigAAAAiF3tHU4bD1Rp3f7jWldyXOv2V6mspimsr5md1tll4QstTivKU246XRYAAABAuNFBAQAAACBqJCZY1xkSnQ5VNXaFFetKjmvLoWq1toful51qm9q0etcRrd7V3WUxsyCr6xyLxcX5mj6WLgsAAAAgnhBQAAAAAOjXhLx0TchL13tPnSBJampt15ZD1V2BxbqS4yHdFkqSdlXUaVdFnVauLZUk5aQl6bTifC0u9gUWpxXnKSeNLgsAAAAgVhFQAAAAABi0tOREnT55lE6fPEqS5JzToeqm7m2hSqq0NcRdFjVNbVq1s1KrdlZKkswCuiz8nRbTxtBlAQAAAMQKAgoAAAAAw2ZmmpiXrol56Xrfwu4ui80Hq3tsDVVRG7ouC+ekneV12llepwfWdHdZLAoILE4rylM2XRYAAABAVCKgAAAAABAWacmJWjJllJZM6e6yOFjVqHUl3Qdwbz1Uo7aO0HZZvLyzUi8HdFnMKsjW4sl5XcHFtDGZdFkAAAAAUYCAAgAAAIAnzEyT8jM0KT9DVwV0Wbx9oLPLwrc11JG60HZZ7Civ1Y7yWv3pTV+XRW56shb5z7FYXJyvhUW5dFkAAAAAEUBAAQAAACBi0pITdcbUUTpjaneXxYHjjT0Ci62Ha9Qewi6L6sZWvbSjUi/t6O6ymF2Y7e+wyNPiyb4uCzO6LAAAAIBwIqAAAAAAEDXMTEWjMlQ0KkNXnzZRktTY0q63D1T5toYqOa71Jcd1pK4lZK/pnLS9rFbby2r1pzdLJEl5GclaVOTrsjh9cr4WFuUpM5VvnwAAAIBQ4h02AAAAgKiWnpKoM6eN1pnTRkvydVmUHvN3Wfgf2w7XhrTLoqqhVX/fUam/+7ssEkyaPS7H12FRnK/Fk/M1ZXQGXRYAAADAMBBQAAAAAIgpZqbi0RkqHp2haxb5uiwaWtoCzrKo0vqS4zpaH7ouiw4nbTtco22Ha/SHf/i6LEZlpvi6LCbna1FxnhZOossCAAAAGAzePQMAAACIeRkpSTpr2midFdBlUXKsoSuwWFdyXNvLQttlcay+RS9sr9AL2ysk+bos5ozL0eLJ3QdwT6bLAgAAADgpAgoAAAAAccfMNHl0piaPztS1iyZJkuqbu7ss1pf4DuA+FuIui62Ha7T1cI1+/4avy2J0ZooWFef5D+DO18KiXGWk8G0YAAAAIBFQAAAAABghMlOTtGz6aC2b3t1lse9og9bt7zzLoko7ymoUwiYLHa1v0fPbKvT8Nl+XRWKCac64bP85Fr5Oi+JRdFkAAABgZCKgAAAAADAimZmmjsnU1DGZuv50X5dFXXOb3i6t6gos1pcc1/GG1pC9ZnuH05ZDNdpyqEa/e2O/JGlMVopOK+oOLBZOylN6SmLIXhMAAACIVgQUAAAAAOCXlZqks2eM0dkzxkjydVm8c6Re60r8ocX+49pZXhvSLosjdS16flu5nt9WLsnXZXHK+OyucywWF+eraFQ6XRYAAACIOwQUAAAAAHASZqZpY7M0bWyWbgjosthYWtW1NdT60ipVhbjLYvPBGm0+WKPfvt7ZZZGqRcWdh2/n6VS6LAAAABAHCCgAAAAAYBCyUpN0zowxOiegy2LvkXp/YOHbFmpHea1cSLssmvXc1nI9t9XXZZGUYDplfI5On5zfFVxMyqfLAgAAALGFgAIAAAAAhsHMNH1slqaPzdKNS4okSbVNrdpYWu0/y+K41pdUqboxdF0WbR1Omw5Wa9PBat3/mm9ubHaqFnd2WUzO14KJuUpLpssCAAAA0YuAAgAAAABCLDstWefOHKNzZ/q6LDo6nPYeqdO6/VVdocWuirqQdllU1jbrmS3lemZLd5fFvAk5WuQPLBYX52liHl0WAAAAiB4EFAAAAAAQZgkJphkF2ZpRkK2blvq6LGqaWrWh8/Bt/9ZQtU1tIXvNtg6njQeqtfFAte5/bZ8kqSA71d9h4eu0mE+XBQAAACKIgAIAAAAAIiAnLVnnzxqr82eNleTrsthTWecLLPydFrsq6kL6mhW1zXp6S5me3lImSUpONM2dkNtja6gJuWl0WQAAAMATBBQAAAAAEAUSEkwzC7M1szBby5cWS5KqG1u1obTKfwD3cW0oqVJtc+i6LFrbnTaWVmljaZXue3WfJKkwx99l4e+0mDeBLgsAAACEBwEFAAAAAESp3PRkXTBrrC4I6LLYXVnXFVisK6nS7hB3WZTXNOtvm8v0t82+LouUxATNnZDTY2uoCXnpIX1NAAAAjEwEFAAAAAAQIxISTLMKszWrMFsrzvB3WTS0an1p9zkW60uqVBfCLouW9g5tKK3ShtIq3fuqb25cTlpXWLGoOF/zJ+YoNYkuCwAAAAwOAQUAAAAAxLDcjGRdOLtAF84ukCS1dzjtqqjtOsdiXclx7a2sD+lrltU06alNZXpqU3eXxbyJOVpUlK8547M1uzBbMwuzlJHCt5wAAAA4Od4tAgAAAEAcSUwwzRmXoznjcvSBM31dFlUNLVpf0h1YbCipUn1Le8hes6W9Q+tLqrS+pKrHfPGoDM0qzNbscVn+j9maNiZLKUkJIXttAAAAxC4CCgAAAACIc3kZKbpoToEumtPdZbGzvNYXWOz3bQ2190houywkqeRYg0qONej5beVdc0kJpqljMjVrXLbmFGZr1jhfx0XRqAwlJljIawAAAED0IqAAAAAAgBEmMcF0yvgcnTI+Rx88c7Ik6Xh9i+8sC//WUBtLQ9tl0amtw2lXRZ12VdTpSR3umk9LTtDMguwTOi7G5aTJjOACAAAgHhFQAAAAAACUn5mid80p1LvmFErydVnsKKvt2hZqfUmV3glDl0WnptYObTpYrU0Hq3vMZ6clabY/rJg9zh9gFGYrPzMlbLUAAADAGwQUAAAAAIATJCaY5k7I0dwJOfrQWb4ui2P1LVrvDyzW7a/SxgNVaghDl0Wg2qY2rd1/XGv3H+8xPzY7VbMLe3ZczCzMVlYq3+YCAADECt65AQAAAAAGZFRmit59SqHefYqvy6KtvUM7ymu1rqRKG0urtLO8VjvLa9XU2hH2Wiprm1VZ26xXdh/pMT8pP/2EjotpYzOVmpQY9poAAAAwOAQUAAAAAIAhSUpM0LwJuZo3IVcf9ndZtHc4HTjeoB1lvrBiR3mddpbVak9lndo6XNhrOnC8UQeON+qF7RVdc4n+g7mDOy4mj87kYG4AAIAIIqAAAAAAAIRMYoJp8uhMTR6dqUvnjeuab2nr0DtH6rWjvFY7y2p9H8trVXKsQS7MuUV7h9PuijrtrqjTk5u6D+ZOTUrQjIKsro6LWeN851uMz+VgbgAAAC8QUAAAAAAAwi4lKaFr2yUt7J5vaGnT7oq6Ezouymqawl5Tc1uHthyq0ZZDNT3ms1OTNKvrQO6sruBidFZq2GsCAAAYSQgoAAAAAAARk5GSpFMn5enUSXk95qsbWrWjvLZHx8WOslpVN7aGvaba5ja9tf+43go6mHtMVop/iyhfYDFrXLZmFmQpOy057DUBAADEIwIKAAAAAEDUyc1I1hlTR+mMqaO65pxzqqxt7gorOjsudpXXqqGlPew1Halr0ZG6o3ptz9Ee8xPz0rsO5O4832L62CylJXMwNwAAQF8IKAAAAAAAMcHMVJCTpoKcNJ03c2zXfEeH08GqRm3vDC38H/dU1qm1PfwHcx+satTBqka9GHAwd4JJU8Zkak7XVlG+jovJozKUlJgQ9poAAABiAQEFAAAAACCmJSSYikZlqGhUhi6ZW9g139reoX0nHMxdp31H68N+MHeHk/ZW1mtvZb2e2lTWNZ+SlKAZY7NO6LiYmJfOwdwAAGDEIaAAAAAAAMSl5MQEzSzM1szCbOnU7vnGlnbtqew+mLuz8+JwdfgP5m5p69DWwzXaerjnwdxZqUmaWZh1QsfFGA7mBgAAcYyAAgAAAAAwoqSnJGr+xFzNn5jbY766sVW7ejmY+3hD+A/mrmtu0/qSKq0vqeoxPzqz+2Duzo6LmYXZyuFgbgAAEAcIKAAAAAAAkJSbnqwlU0ZpyZSeB3MfqWvpcbbF9rJa7SqvVb0HB3MfrW/R63uP6vW9PQ/mnpCbplnjfJ0WneHFjAIO5gYAALGFgAIAAAAAgJMwM43NTtXY7FSdM2NM13znwdw7e3Rc1GlPRZ1a2jvCXteh6iYdqm7SSzsqu+YSTJoyOlOz/NtDzfZ3XEwZncnB3AAAICoRUAAAAAAAMEiBB3O/+5Tug7nb2ju072hDj46LHeW12nekXh1eHMx9pF57j9Tr6S0BB3MnJmja2EzNHufrtphdmN11MHdCAgdzAwCAyCGgAAAAAAAgRJISEzSjIEszCrJ05YLxXfNNre3aXVHXo+NiZ3mdDlY1hr2mlvYObS/zbU0VKDMlUTMDDuT2fczS2KxUmRFcAACA8COgAAAAAAAgzNKSez+Yu6apVbvK63p0XOwsr9WRupaw11Tf0q4NpVXaUFrVYz4/I7nrYO7OjouZhdnKTedgbgAAEFoEFAAAAAAAREhOWrJOn5yv0yfn95g/Utfcc5sof8dFXXNb2Gs63tCqf7xzTP9451iP+fG5aV3BxSx/58WMgiylp3AwNwAAGBoCCgAAAAAAosyYrFSNyUrV2dO7D+Z2zulQdZP/QO7aro+7KurU0hb+g7kPVzfpcHWTXt7ZfTC3mTR5VMYJHRdTxmQqmYO5AQBAPwgoAAAAAACIAWamiXnpmpiXrovmFHTNt7V3qOSY72Du7QEdF/uONqg9zCdzOyftO9qgfUcb9OzW8q755ETT9LFZJ3RcTMrnYG4AANCNgAIAAAAAgBiWlJigaWOzNG1sli6f3/Ng7r2V9T0O5t5RXqsDx8N/MHdru+s+mHtj93x6cqJmFXYHF9PGZqogO00FOakanZmqRMILAABGFAIKAAAAAADiUFpyouZOyNHcCTk95uua27SrvLPTok47ymu0o6xOR+qaw15TY2u7Nh6o1sYD1Sc8l5hgGpOVosKctK7QorDzY04qQQYAAHGIgAIAAAAAgBEkKzVJi4rztai458HcR+uatbO87oSOi9qm8B/MLUntHU7lNc0qr2mWdGKA0YkgAwCA+BETAYWZTZV0mqQJkrIkHZa0X9JrzrnWCJYWVmaWKGmmpKmSJknKlZQmqUFSlaQ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"text/plain": [
"<Figure size 1800x1200 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# new optimizer\n",
"model_optimizer = optim.Adam([pam for pam in lstm_ft.parameters()], lr=loss_rate) \n",
"\n",
"lstm2_losses = train_model(\n",
" lstm_ft, \n",
" tr_dl2, \n",
" optimizer=model_optimizer,\n",
" loss_fn=loss_fn,\n",
" epochs=10\n",
")\n",
"plt.plot(lstm2_losses)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "2d27ce3d-7cfb-45b2-bd17-cc0443e96621",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Evaluating Model: 100%|████| 1462/1462 [00:09<00:00, 155.79it/s]\n"
]
}
],
"source": [
"lstm_test_ft = test_model(lstm_ft, va_dl2)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "120154a4-d2b0-4c7d-b2e9-9020a1119ca7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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