{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"## How can we save dataloader IO time?","metadata":{}},{"cell_type":"markdown","source":"[Chunk based data loading with caching](https://www.kaggle.com/code/iafoss/chunk-based-data-loading-with-caching) is a great notebook, It helps us to train many \"batch files\" at a time😄, however the data process parts doesn't meet my needs, so I rewrite it, if you train your model like [Early Sharing Prize - DynEdge - 1.046](https://www.kaggle.com/code/anjum48/early-sharing-prize-dynedge-1-046), you may find it useful.","metadata":{}},{"cell_type":"markdown","source":"After we are able to train all data at one time successfully, **the next thing we need to consider is the IO time**, I notice the training part(I mean process in `forward` func only cost a little time, maybe because we use gpu to do that), but the iteration really cost a lot, below two screenshots are two experiments I did, my question is can we do anything to speed up it😧, I can't imgine how to optimize our model when even 1 epoch cost nearly a day😭(maybe it's normal in deeplearning domain?)\n\nmy computing resource: 128G RAM, 1T ROM, cpu:10900X, gpu:3090*1\n\nPlease leave your comments😁, I believe it doesn't just confuse me only","metadata":{}},{"cell_type":"markdown","source":"\n\nexperiment1: only use [batch_1.parquet, batch_2.parquet, batch_3.parquet]. and it need 70G ram\n\n![image.png](attachment:1849e704-b955-4522-9ff9-4b87917b8921.png)\n\nexperiment2: use [batch_1.parquet, ...... batch_50.parquet]. and it also need 70G ram(real workernum is 10, I change in `simple_timer` function after code started to run😅)\n\n![image.png](attachment:6522fc78-7961-4531-8d33-08f3362465a2.png)","metadata":{},"attachments":{"1849e704-b955-4522-9ff9-4b87917b8921.png":{"image/png":"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"},"6522fc78-7961-4531-8d33-08f3362465a2.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"hi, I have update this code, if you are interesting with that, please read [here](https://www.kaggle.com/code/roger92/can-we-speed-up-dataloader-io-ver2)","metadata":{}},{"cell_type":"markdown","source":"## Dataloader code I use","metadata":{}},{"cell_type":"code","source":"!pip install torch_geometric","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import os\nimport sys\n\nimport numpy as np\nimport pandas as pd\n\nimport gc\nimport random\nimport math\nfrom tqdm import tqdm\nfrom scipy.interpolate import interp1d\nfrom collections import OrderedDict\nfrom bisect import bisect_right\nfrom torch_geometric.nn import knn_graph\nfrom sklearn.preprocessing import RobustScaler\nimport torch\nfrom typing import Iterator, Iterable, Optional, Sequence, List, TypeVar, Generic, Sized, Union\n\nfrom torch_geometric.data import Data, Dataset\nfrom torch_geometric.loader import DataLoader\n\njoin = os.path.join\ndirname = os.path.dirname\nabspath = os.path.abspath","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"SEED = 2023\ndef seed_everything(seed):\n    random.seed(seed)\n    os.environ['PYTHONHASHSEED'] = str(seed)\n    torch.manual_seed(seed)\n    torch.cuda.manual_seed(seed)\n\n# seed_everything(SEED)\n","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"\n\ndef prepare_sensors():\n    SENSOR_PATH = ''\n    sensors = pd.read_csv(join(SENSOR_PATH, \"sensor_geometry.csv\")).astype(\n        {\n            \"sensor_id\": np.int16,\n            \"x\": np.float32,\n            \"y\": np.float32,\n            \"z\": np.float32,\n        }\n    )\n    sensors[\"string\"] = 0\n    sensors[\"qe\"] = 1\n    \n    for i in range(len(sensors) // 60):\n        start, end = i * 60, (i * 60) + 60\n        sensors.loc[start:end, \"string\"] = i\n        \n        # High Quantum Efficiency in the lower 50 DOMs - https://arxiv.org/pdf/2209.03042.pdf (Figure 1)\n        if i in range(78, 86):\n            start_veto, end_veto = i * 60, (i * 60) + 10\n            start_core, end_core = end_veto + 1, (i * 60) + 60\n            sensors.loc[start_core:end_core, \"qe\"] = 1.35\n    \n    # https://github.com/graphnet-team/graphnet/blob/b2bad25528652587ab0cdb7cf2335ee254cfa2db/src/graphnet/models/detector/icecube.py#L33-L41\n    # Assume that \"rde\" (relative dom efficiency) is equivalent to QE\n    sensors[\"x\"] /= 500\n    sensors[\"y\"] /= 500\n    sensors[\"z\"] /= 500\n    sensors[\"qe\"] -= 1.25\n    sensors[\"qe\"] /= 0.25\n    \n    return sensors\n\n\ndef ice_transparency(datum=1950):\n    # Data from page 31 of https://arxiv.org/pdf/1301.5361.pdf\n    # Datum is from footnote 8 of page 29\n    \n    TRANSPARENCY_PATH = ''\n    \n    df = pd.read_csv(TRANSPARENCY_PATH, delim_whitespace=True)\n    df[\"z\"] = df[\"depth\"] - datum\n    df[\"z_norm\"] = df[\"z\"] / 500\n    df[[\"scattering_len_norm\", \"absorption_len_norm\"]] = RobustScaler().fit_transform(\n        df[[\"scattering_len\", \"absorption_len\"]]\n    )\n    \n    # These are both roughly equivalent after scaling\n    f_scattering = interp1d(df[\"z_norm\"], df[\"scattering_len_norm\"])\n    f_absorption = interp1d(df[\"z_norm\"], df[\"absorption_len_norm\"])\n    return f_scattering, f_absorption\n","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"\nclass IceCubeSubmissionDataset(Dataset):\n    \n    def __init__(self\n                 , path\n                 , meta_path=None\n                 , trainbatchid_list: List[int] = None\n                 , valbatchid_list: List[int] = None\n                 , mode='test'\n                 , pulse_limit=128\n                 , cache_size: int = 4):\n\n        \"\"\"\n        path: str, dataori_path, subfile contains train, test\n        trainbatchid_list: list, batch file you want to use to train\n        valbatchid_list: list , batch file you want to use to valid\n        \"\"\"\n        chunk_size = 200000\n        self.mode = mode\n        self.path_meta = meta_path\n\n        if mode == 'train' or mode == 'eval':\n            assert self.path_meta is not None, 'Need to provide labels'\n            \n            if trainbatchid_list is None:\n                trainbatchid_list = list(range(1, 11))\n            else:\n                trainbatchid_list = trainbatchid_list\n            self.train_list = [f'batch_{i}.parquet' for i in trainbatchid_list]\n\n            val_fnames = ['batch_655.parquet']\n            \n            self.path = os.path.join(path, 'train')\n            self.files = [p for p in sorted(self.train_list) \\\n                          if p != 'batch_660.parquet']  # 660 is shorter\n            \n            if mode == 'train':\n                self.files = sorted(set(self.files) - set(val_fnames))\n            else:\n                self.files = val_fnames\n                \n            self.chunks = [chunk_size] * len(self.files)\n            \n        elif mode == 'test':\n            self.path = os.path.join(path, 'test')\n            self.files = [p for p in sorted(os.listdir(self.path))]\n\n            # make sure that all files are considered regardless the number of events\n            self.chunks = []\n            for fname in self.files:\n                ids = pd.read_parquet(os.path.join(self.path, fname))['event_id'].unique().to_numpy().reshape(-1)\n                self.chunks.append(len(ids))\n            gc.collect()\n        else:\n            raise NotImplementedError\n        \n        self.chunk_cumsum = np.cumsum(self.chunks)\n        self.cache = None\n        self.cache_eventdict = None  # index: eventid , in each batch files\n        self.meta = None\n        self.col_y = ['azimuth', 'zenith']\n        self.pulse_limit = pulse_limit\n        self.cache_size = cache_size\n        self.geometry = pd.read_csv(os.path.join(path, 'sensor_geometry.csv'))\n        self.geometry = (self.geometry[['x', 'y', 'z']].values / 500.0).astype(np.float32)\n        self.sensor_df = prepare_sensors()\n        self.f_scattering, self.f_absorption = ice_transparency()\n    \n    def __len__(self):\n        return self.chunk_cumsum[-1]\n    \n    def _load_data(self, fname):\n        if self.cache is None:\n            self.cache = OrderedDict()\n            \n        if self.cache_eventdict is None:\n            self.cache_eventdict = OrderedDict()\n            \n        if fname not in self.cache:\n            df = pd.read_parquet(os.path.join(self.path, fname))\n            \n            self.cache[fname] = df.sort_values('event_id')\n            df_event = pd.DataFrame(sorted(df['event_id'].unique()), columns=['event_id']).to_dict()\n\n            self.cache_eventdict[fname] = df_event['event_id']\n            \n            if len(self.cache) > self.cache_size:\n                del self.cache[list(self.cache.keys())[0]]\n            \n            if len(self.cache_eventdict) > self.cache_size:\n                del self.cache_eventdict[list(self.cache_eventdict.keys())[0]]\n    \n    def _load_meta(self, fname):\n        if self.meta is None:\n            self.meta = OrderedDict()\n            \n        if fname not in self.meta:\n            fidx = fname.split('.')[0].split('_')[-1]\n            self.meta[fname] = pd.read_parquet(join(self.path_meta,\n                                                            f'train_meta_{fidx}.parquet')).sort_values('event_id')\n            \n            if len(self.meta) > self.cache_size:\n                del self.meta[list(self.meta.keys())[0]]\n    \n    def __getitem__(self, idx0):\n        fidx = bisect_right(self.chunk_cumsum, idx0)\n        fname = self.files[fidx]\n        idx = int(idx0 - self.chunk_cumsum[fidx - 1]) if fidx > 0 else idx0\n        \n        self._load_data(fname)\n        event = self.cache[fname].loc[self.cache[fname]['event_id'] == self.cache_eventdict[fname][idx]]\n\n        event = pd.merge(event, self.sensor_df, on=\"sensor_id\")\n        \n        if self.mode != 'test':\n            self._load_meta(fname)\n            meta = self.meta[fname].loc[self.meta[fname]['event_id'] == self.cache_eventdict[fname][idx]]\n            event = event.merge(meta, on='event_id')\n            \n        x = event[[\"x\", \"y\", \"z\", \"time\", \"charge\", \"qe\", \"auxiliary\"]].values\n        x = torch.tensor(x, dtype=torch.float32)\n        data = Data(x=x, n_pulses=torch.tensor(x.shape[0], dtype=torch.int32))\n\n        # Add ice transparency data\n        z = data.x[:, 2].numpy()\n        scattering = torch.tensor(self.f_scattering(z), dtype=torch.float32).view(-1, 1)\n        # absorption = torch.tensor(self.f_absorption(z), dtype=torch.float32).view(-1, 1)\n\n        data.x = torch.cat([data.x, scattering], dim=1)\n\n        if self.mode != 'test':\n            y = event[self.col_y].values[[0]]  # one event_df has many rows,but the y_label is the same \n            y = torch.tensor(y, dtype=torch.float32)\n            data.y = y\n\n        # Downsample the large events\n        if data.n_pulses > self.pulse_limit:\n            random_index = np.random.choice(data.n_pulses, self.pulse_limit)\n            data.x = data.x[random_index]\n            data.n_pulses = torch.tensor(self.pulse_limit, dtype=torch.int32)\n\n\n        data.edge_index = knn_graph(\n            data.x[:, [0, 1, 2]],  # x, y, z\n            k=8,\n            batch=None,\n            loop=False\n        )\n        \n        return data\n","metadata":{"execution":{"iopub.status.busy":"2023-04-04T09:19:52.943631Z","iopub.execute_input":"2023-04-04T09:19:52.944031Z","iopub.status.idle":"2023-04-04T09:19:53.057231Z","shell.execute_reply.started":"2023-04-04T09:19:52.943994Z","shell.execute_reply":"2023-04-04T09:19:53.055695Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"class RandomChunkSampler(torch.utils.data.Sampler[int]):\n    data_source: Sized\n    replacement: bool\n\n    def __init__(self\n                 , data_source: Sized\n                 , chunks\n                 , num_samples: Optional[int] = None\n                 , generator=None\n                 , **kwargs) -> None:\n        # chunks - a list of chunk sizes\n        self.data_source = data_source\n        self._num_samples = num_samples\n        self.generator = generator\n        self.chunks = chunks\n\n        if not isinstance(self.num_samples, int) or self.num_samples <= 0:\n            raise ValueError(\"num_samples should be a positive integer \"\n                             \"value, but got num_samples={}\".format(self.num_samples))\n        \n    @property\n    def num_samples(self) -> int:\n        # dataset size might change at runtime\n        if self._num_samples is None:\n            return len(self.data_source)\n        return self._num_samples\n\n    def __iter__(self) -> Iterator[int]:\n        n = len(self.data_source)\n        cumsum = np.cumsum(self.chunks)\n        \n        if self.generator is None:\n            seed = int(torch.empty((), dtype=torch.int64).random_().item())\n            generator = torch.Generator()\n            generator.manual_seed(seed)\n        else:\n            generator = self.generator\n\n        chunk_list = torch.randperm(len(self.chunks), generator=generator).tolist()\n        # sample indexes chunk by chunk\n        for i in chunk_list:\n            chunk_len = self.chunks[i]\n            offset = cumsum[i-1] if i > 0 else 0\n            yield from (offset + torch.randperm(chunk_len, generator=generator)).tolist()\n\n    def __len__(self) -> int:\n        return self.num_samples","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import time\nfrom contextlib import contextmanager\nfrom tqdm import tqdm\n\n@contextmanager\ndef simple_timer(message):\n    print('Now processing→', message)\n    start_time = time.time()\n    yield\n    elapsed_time = time.time() - start_time\n    print(\"Processed→ {}: {:.3f} [s]\".format(message, elapsed_time))","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# dataori_path = ''\n# meta_path = join(dataori_path, 'split_train_meta')\n\n# dataset_my = IceCubeSubmissionDataset(path=dataori_path\n#                          , meta_path=meta_path\n#                          , trainbatchid_list=[1, 2, 3]\n#                          , valbatchid_list=None\n#                          , mode='train'\n#                          , pulse_limit=128\n#                          , cache_size=2)\n\n# sampler = RandomChunkSampler(dataset_my, chunks=dataset_my.chunks)\n\n# dl_train = DataLoader(dataset_my, batch_size=512, sampler=sampler\n#                       , drop_last=True, num_workers=8, pin_memory=True)","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Othe way to create dataloader I tried\n\nI notice the source code of Graphnet only recive one batch file at a time. So naturally my first thoughts is to merge many batch files to a huge one, in this situation, `num_workers` can be only set a small parameter to aviod breaking the memory limit. Without thinking, it cost a looooooooooooooooooooooong time in IO parts.\n\n","metadata":{}},{"cell_type":"markdown","source":"\nscreenshot1: in [graphnet_example](https://www.kaggle.com/code/rasmusrse/graphnet-example)\n\n![image.png](attachment:5177ebe7-0f53-4e53-9161-9b42ade2d40d.png)\n\nscreenshot2: in [graphnet_example](https://www.kaggle.com/code/rasmusrse/graphnet-example)\n\n![1dbe31436bfadc3bf8cdf850b4e08e9.png](attachment:df0f44d7-bc72-42ea-b632-a92650e14c37.png)\n\nscreenshot3: in [graphnet source code: training.utils](https://github.com/graphnet-team/graphnet/blob/main/src/graphnet/training/utils.py)\n\n![9b05e089f4e152d866045dcf006eaf5.png](attachment:90fb91f7-8672-4245-9bc9-c60fc4c3eb32.png)","metadata":{},"attachments":{"df0f44d7-bc72-42ea-b632-a92650e14c37.png":{"image/png":"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"},"90fb91f7-8672-4245-9bc9-c60fc4c3eb32.png":{"image/png":"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"},"5177ebe7-0f53-4e53-9161-9b42ade2d40d.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA3YAAAI2CAYAAAAcghpVAAAgAElEQVR4nOzdd3Qc1dn48e/MbG/qvVu2JfeCG5jeDIRQAgSSQCghpEFCEkjhTfKS8iaQAuGXCjYhBtOMAVPcwL3ginu3rN5WdbWr7VN+f0i25YplZMuG+znH51ia2TvP3p3R3mduGckwDAPA5/NhsViQZRlBEARBEARBEATh3CGyOEEQBEEQBEEQhHOcSOwEQRAEQRAEQRDOcSKxEwRBEARBEARBOMeJxE4QBEEQBEEQBOEcJxI7QRAEQRAEQRCEc5xI7ARBEARBEARBEM5xpv4OoO8Y6GqcSDhMVNUwDBnFZsfjsCL1d2h9yDB0YqEAoTjYHC7sFqW/QxIEQRAEQRAEoZ99ZhI7LRaice/HLFm6ir1NATTDSfLYa/j+zedhPriXTjTYQbs/jiM5CZfFjHyOZX1xXx2r33uNNb50Lrv+ZiYO8PR3SIIgCIIgCIIg9LPPRmJnxGktW8t7b82n0VXCeeePxW7SCdk9PZI6AJXG7YuYMa+aMV/9GlcOysDSTyGfqtq1r7NwTwI3fO8OJmRb+zscQRAEQRAEQRDOAp+NxE4N4K3YSW0olUtuuYErhqUdZ/KgQmLOECZfkE5GkuMcnGAYYOu2nUQLvk6hSOoEQRAEQRAEQeh2ehI7tYPynXvwhjRMVg+ZeYVkpTgxHTbsUaV5/07Km4MYJjtpOYXkZSRiOZBtBevYsqOOxOKxpGh17K+uJ4SdzNwictMSMCsAYSo3baahM0DlvkZCEZmG/TtYG7ACCQwcV0KaSSYWbqd61x6aY11FWz1JuKwK0pHDMA2NcLuXyuo6fBEdV+Yghjrb2FAJg8cPJOm0VFZvdBDqVJFTzZ+RjFwQBEEQBEEQhL7Q9/lB6y7ef+ctVlbESUtPw/B7CVmKuPiL1zKpJBObBBBlz4LpvLKsCiU5HY8RoD3uZtTlN3LZ6EKSbIB/LwtnvI3zgkaUhjL8WpRgewcRVynX3H4D5xcmY5Y72fnRAta1qHS2eGnzw+Y1Syi3SUAR1tEDSTNJRAPVrJv7IivqDwQ5mOsfTifd4+Dg0iNGnPa6rXzw9jy2Nuq4E20Y6jJW26LsqC3lgV4kdpqqEY7oqPrR22RFwmE3YfoU3YWSBGLJFEEQBEEQBEEQDujjxK6NDfNf5e2tbr70wD2MS7Wg+WtYv2AOK+avIif5Ogal2/FteJd/v7qDktu/zQ1jUlDi7WxfNYcP5r2LLeE2rijNwqqGaW/wUlkZ4qu33E6hW0Zt2M67s+azbFUJo7ImkGBP5ILbvsmooI9dS2ezcJeJi2/4EqPyHYCVRIsJkHAkDeLqe3/C+THw7vqAt95tIBjTDotcC/nZu/wD1tRbueKLNzBuQAKav4x5Lz5Lc1M+sV7UQn1ZjKfnBVnVdvS2nBwLj97h4fzEU6hezUtrrYnk8am4TuHlgiAIgiAIgiB8NvVtYle3hVVr68i/8GdMGZKDSQIjzcWICXWUr2yiubOTgvQO1i1dSHXxF/jpVaVkdu1EwsRmdm5/k22bGphYkIUVkBUTJeMuYsLAHBQJjPQ4Q1cs59X6OqKqClhJTM8hMWKlyW3HajGRlJZJTrb7sLAUs5PUnCJSAXNbIjZzwxGB6wSDDWzZV0f6yK9x3oTBXXFlpHHVhKUsrupdNWQUmvnxV1x8J370NrNFJsN99O8/SbyzlvWzZrPROZR7Rw8UPXaCIAiCIAiCIBzUt4ldR5DqeCJDi3IOzqeTJDsDxn+RH47v3kfbQUNZjKJLS7qSp66dsKWlkZdgYVNrI7F4V/+YhISimFAO7CbLSJKEYRxjjOOnoqHGm+mIO0jJSSf1YFwKJqX3KZTJopCaLKMbR2+TJAlzb4dh7pnPo3+dSUNLDl/7w3eYnCPSOkEQBEEQBEEQDunbxE4CCRdOxwkeDhcKETN0zOYjVnU0W7EpJsyShHTGHyluYGgx4mFQZOlT94a1VEd4c2WInR1Hb0tOt/Cla92M6s1YyuJLeewnKSx6awbv/2cmuY/cxdhksXyKIAiCIAiCIAhd+jY7sFtJMtdQUdGBNszenSCphHzNNHRopKRnkOBOJy3DwvyKfQTUQtzdEcTbfTR1qpgLPJiUM/0gAgWzNZ2UhBjRnbuImFs5kHaayryU+DXsa9ejnbCMQ9SqKOq6EJrv6G1augU12YnWy0lyKcCXx43EeGoela+nM2pseu8KEARBEE4vhwNlxLD+jkIQBEH4nOrbxC67lEklGcxaP5fNw75ISZYbo7OOdR/MZnF9Ord85WZG52QxcnIJiW8uY+6mYq4cko1N9bHv403sDaUxqjQPh12B9r4KykBXo3T6Oghr0NYRRNVihNtbafIqWLCRkJGAzZHNwBwP3hnT8M+WMRfnEWurp3x/PRfIuSS8FUE9ySOmAA/YAftxdviAky7rcEHGhr20ffgOocr0c+7h6oIgCJ9ZsTj6/v3Y353V35EIgiAIn1N9m9hZ8hh/3Q3UvDaXd155idzsJKSgj/aIg/GTLqA4xYUMDJh0M1+pe41F77xMw6Y8XFoHrW0RiiZdzKSSdGx9OoXMIBKoZu3777C5GSIdtTT6A0Q+mE3jGhsyo/jSo1dT7Exk1IWX0byugo2ah+pRQzDipUSLtrCuahKPPnk3WX0Z1impZeP/PsaWwrspvXcyp7AGiyAIgnAaGH4/kTvv6+8wBEEQhM+xPp+o5Skaz5fuSmJ3ZTWt7SpK/kAmFhRTlJeJ+8D4xoRiLrv1btJ3VdDQ4kc3FTD8wnwGFuWS7LQiAySP5KbvuLAP9vQoPYnSK2/mHjUJt61H6GYX+eOmcNMAiZx02xERSZisSeQPG4epE2AcFx62PYdEANlK8oCJuEdvR6+oR8oqxJmWj8m9n3W9XBXz9EnC5Tajx2On2OMnCIIgCIIgCMJn0WlYgcOEJ7eU8TmD0VUdZBnlGHPmFE8uIybkMEzTMKSufQ5bMsWZy5hLco94lZPMIWPIPKowGymFw0gpPFY8EhZHGiXjL6PkRGHrEVrqy2muCDGopJSSKVeixCp5Y24z0qBUzo4ZbU5GDh3KqhV72F87mfRcMRhTEARBEARBEITTkth1kSQZ5RPW9ZckCcV0lqzuqMbwl6+lft8y2qMlVL6u0bB7I1vrMrnpkcuPTib7SfYFX+WKuv+w4JUZcOstnD8gob9DEgRBEARBEAShn50lWdVZwOym6IJbydndwZrVG9lX7sUz4HIe/eZVDMm1nzUPBDcnZHL5XQ8zMaqh2Hq5tKYgCIIgCIIgCJ9JIrE7QJJQrAmY7GlcePkULrvnrv6O6JgkScJkc5Jw5FRCQRAEQRAEQRA+t870A+MEQRAEQRAEQRCEPiYSO0EQBEEQBEEQhHOcSOwEQRAEQRAEQRDOcSKxEwRBEARBEARBOMeJxE4QBEEQBEEQBOEcJ1bFPIspytMoymv9HcZRYrG1/R2CIAiCIAiCIAg9iMTuLCZJ9cjy1v4OQxAEQRAEQRCEs5wYiikIgiAIgiAIgnCOEz12/cxQY2gqKFYzaDE0TUaxmpH6KyAVOv0g2cFpP9GOBoauosd0JIsFtDgGCrJJQTqdwesqWkxDspiRZLn39WRo6LE4OgqKxYR0WoPtDR09EkHXD/wsIZnNyGZT/50LfUrvqnddQrGYkeRz610ZsQiaJiFbrchnye0wQ+86l1HMp/+6+7R0DT0ex5APxKqhhaIYigWT9ZO/hozu10uKBdl0lnwAgiAIgnCWEd+Q/Uzdv4ba91YTiWvoexdSu3AXan8GVG7mme+ZeeGtTzo1dNTWLTS+/SGB1gihLUtp2liJGj3N8bXswTv7Q9pbAyf5ApVI+Q6CjQEMgEgT7UvfpXrxTmIh7TQG2lt+WmZNo2LqgX+v4f24nHhfFR9pI7h7H+HO/nrPHQRWL6D6nXXEArGTe0mshcDGj+ls6P7szhQ9TLS2nGC9D13tOnJk/VtUv7EY/8medmeA3lpF65y3aNhURazPThTA0Im31hOqb6fPzpZAPe0L59CwqYq4ClCNd+o0qpZWndTLtfYGWhbOob28va8iEgRBEITPHJHY9TO1fDUtS3agqTpG2XJaFu097YldcIPC3Dky5W3H2Fih8NasOPOXfdLtfx21ZRct768gHIwS3rqYlk2VqCfZZj9lbfvxzV5BR2vw5Br7wd1U/e4xqld5uxO7FjqXvEvzkh2o4bMpsdPQ270YTV7U/TvwzXqdto1VfZbYxba9S9n/PUtz0+n+gI4nQOfqBTTNWU88eJIxBDaw/8cPsn/e3jOa2Olte/BO/QdVi/YQ7/4AohveomnmIjr7KrGL+wntXE/7zrpTvmb0tio65rxF26Yq4n3wsRrRAKE9G2ie8zY1/3yK8hlr6LOzpdNLcPF82jZVocYB6mie+hxNq2pO6uWar4H2ZXMIVnX0VUSCIAiC8JkjhmKeDRKTsZ3BcVStr5j56TKNn07TGZD8aUoyI1uSUZwnsauuEuiMYLbasFpMZ2zYWOzjmXTUZ5NzXsFZfhcjhcyH/o9MILp/PRW//GXfJfhGG+2r1hJPnURy1jl0ybtKybr/WxhDs87gcNQ4kX078HvBMyUdk/U0HTnsxTfnvzRxHQPvz8FlOT2HOWnBGlrfex/vkvWEYlGMvbuQJ53fz0EJgiAIgtAb51Ar7zPKbEdymLv/70DOSj7sQ6lfrrB0o8y423QqX5EpC4Ijy2DSF1RKcw8vKlYpM/8NhdpOsCQYDLtIY/xYA5MCILHhOYV1dRKta3Tq62DJs2b8GYAVLrhNZfgg49CxVWjZaGLRAolWHYZcrDFhgo7T2uOAJjOKy96VpFlTsLgdSMc8o1S8ZatYsHAd0YLLueXSESQ7T7ElK5uR05Iwm0/m1K3HO3MJ8qRfkVpgPu5ehqYS3raUtgYZ5/CJJOV1Z6q6Snjfetp2NGBICkpKIYljh2F3HX5svWU3TWt2osbNmLMH48yGcF0EZ+lQHIndx9U7CaxdTkdDFNmTibs4C7W+EYoG48lORulFFRhqhMj+LbTvrkOXE3AMHUlCQRrKcapEr9lKx1YVxy0TsFtMGGoM/7rFxJPPI6U0DamznvZdLZiLi3EmO5E6dtC4sgb7hGtISAP0EKF9O/DvrUONy5iKx5A+Iu/wuWaRJnybthE2DyJtqJ3A2jUE2+NI9gRcYy4hIfPYscUr19K0vQN7yWiSBqUjhetoXbONSHuoq5fOkYT5qLmUzfiWbyaSMIrModC2bA2hgIQpq5iEESXYnT1rM05oy0ra97eDIwXX4ELkjgai9nwSBmZz1GkUbqFz+x7U9KF4irKOmE+nofpqaN21kXBAwlw0lKQhhZhth+ZBGnqcuHcfvs37iIU15OSBJI4txe62IEmgR4L41yygs76Rjl3VRKU1NL0fxecEyCTpSxdw8D6JESNatQvfzkriEQ0ldRCJ54/AfoxTWWvZQ/PKvURDcUz5E0gZm4u5N3cy4iFiShKJU24nc6AZ7y8eIdSLlx+jwEP1bkvAmSQfu9fV0IhVrKNlUy2GNQnH8JF48lJQjoxdMWHyJCA7+jsDFgRBEISzl0js+pnlvFsYPNiKYjXBxHsYPCrpsA+lYrnO3/4jkzUL6qoUEkwa1RGdouUKP31U49LRXft1zDbz0B9Vttco5CUZ+HwawRkyd/0U7r5dIxGJdbNkpm2GWFgjGIHlsxQ2yYBLwjVRoqQ7sTMMaNxq4gff1KlvlQmENMKvKnzrKYP7Lze6e75MWHIvoeDhKJYEF1z1VZyKB4vtWO9Sp7Ollt1b1xHQRvKFCww4mV6+Y8mbSP4PR6BkJ31yL86uJTSssZHw9ws4UcdL5KN/s/cfH6Fc9E2SLupuOOqtNE//f9TP346WNQyT3EC0rJWWMdeRff/XScnr2i++YzZlf56B3xtHyc9EDgSRFAM9bQIF3ynuSuz0Ohqf/h31i8tQnXmYEqN4Ixq6P53ER76LqxeJnRGP0Pbab6ieU47uSUKKtWO87MZ9xw8purYUs/XIFnGUwKb1dCrZ5A1NR5YljFic8Jq3abVacZVehlK5iaYXlmO++9vkjy/CtGs+tS+0kzPhGhJUH75FM6n57zxizjxkqZl48wxaLrqPoh9eg/PA4cIN+N5/jVbTSAKvbsa/vQI1qiNnDCQj57JjJnZ69Xvse+xFYqW3UXShu+uXnZW0vDad9j0NXT+bbDhuyyVjVM8CvLS/9TKttm34Q5vo7HRCtA7V78Fz8zfIue1y3G6ACK0v/ZbqWR8TM6dgTjLTFItjhCzYbrgfZ8HRiV2ssQr/7nps467FlmbrcY7paE3baX7qZ7RpCno8iB42aLn2+wy880KsDhOGGiKycRb7n5lHzJ6KkhAlVt2ON30yOb/9DunJVoxoEP/SV2jcGkFr9qJJa2hq24WsAIzHeiCxUzvwL3+T2hfnEJIzMdlDxGs7aCyYQsEfvkXywetHI77lLSp3RNDjEmpjNbr+Fh13PsaA24Zy/NsZR3AVknZdPorNiqRU03LSLzyWCO0zn6Dy5TXElBTMqWbo7ERvVrEMPnxPfct0dv9SI2aygL8NnEPJeOgBss4r6r4h1cWcOYicux9CTkz/NIEJgiAIwmeaSOz6mZKUgzup+4fkAlxHbI9FDNqaDZzjYdq/otg12Pq+icef0nlrokLpaI1MVeG5v2vMrzXzxtwoeWbwbZaY8QeFN2aoTBwFk0p1bv1HnMvCUPeEhbs2aHzjN3FuHArIkF5gcKAzTtegvh0e+Huci/Mk4hsUnvyjzoy/Ktw2ViXJBSCh2FNxFne/KD3nBI1IE7kjp3D/jyageDJI83yKVqM9GcdJjh9tX7GAWOH1ZI4+fhYZXTeN3X94A330tym8bSIOV1ds0Q1zaXx3C9KNP6P0ygIkI0B4xxwqn/mQtqHj8Nw+GjNVNE5/lfb9yWQ+/RMy0szoDXtpmv403vZODK174Y3lM6iZvRb5+icYeutgZKMF3/yXqX25Hi2q9Wr+mLrueSpf34bj5p+Rd2UestZIy4xnaXz5dVonPUJmpvvwF4RqCGyrRBn0BZzJiSCBJMs4PG7qtlUQil6Eqb6CcPkSIru+jD6qiODOjajmSdiSYoT3rqbh9Q+RzrudohsnY7PEiWycxt4/P0N5dg7DvjKiK9HXVTS/j8j6WeiXfpWiPz2KzQKYrJiyju460mvnsetHf6HTOYWiO6fgTrB3JVGJoyj4+e/IicSBDey54xm00JEzDTW0Dh+xNavRf/0rSgZ7IFJP++yXqF+0FM+IIbjGZyGVvU/19IVEhz1EyfcnY5UjBJa/Qd2LS1BDMYwjK94IEK3fRiiYQmrJYCyH/XU0MCQd86DbKLp9FCajldaX/07DGy/TMHkUhcOS0Dr2UDf1deLZN5D/netwWnW0rbPZ+/R71Lx3Lel3lyC7ksh84ElSmivxzphGm3QZBXdcgSMBwEnX7QKdaOUWGl97h2jedRTePgVHAmiNK9j3w39RPX04nu9O7o7LT9TnJO3uu0guzUCKB2j+63fxvjmTtsmPk5F9kieWyXp07+WpqlpE1bQFRId8j5KHLsBqihPcMJfaqfOP3rclhuNHv6O40IRWs5a651+m/s2lJA3IwJnqOJhYyzYX9rwj/zoKgiAIgtCTSOzOBYbMxb+OM7zUAANS0Vj/hollazT2Xg+ZeRq3PCFzTUKMYYO6VsQxPBLVq2DpQmhukKDUIH2QQTpgT5Ew2ySyBhoMGXn04WQTjLlY5d6rwawYGKUGFy4zWLRSJhqFo7LPTyRjdaZQNCgF4Mw8YiD0EQ3vVmC/9Uk8x+xFhNj659n15H9Rh/2A0l/cSoL90GMmzKXXMeDpKzFnpmOxKWBkoshX40qdQ7iqliijMe/+mLbt9Zhv/R8Kxw5ElsDIdRGrmUT73ANH6aBlwWJiXE7x96/AaVeQjHyUyXV0rJrTyzfVSd3r09GSv0bGnefjtMpIRi45N5TRvmEGLes7yfzi4YldZN9uAuUSzrsGYPYoXe9PUTCVFKCsqCXS2IxS3olhcxKtrUSPjcC3dxvKmAdIjDbTvn4x/vhACq6+lqSBCUgS2HN+TMb8K/C+soC2L48gtWd3Y9E1DPz+HSRmde17VPIEGNXvsutPU2mPXsKgf/yItHTroTmXZhe2wgMnWCMKHDfxNUbfyKArh6MoEoaRhjp+C+b1G4g0taKRhX/5XMKtBWT+8A4SC01IhoHduITwpir8xyhPb20ivHIbWtpEnIOSj5iTKWNKHUnKHdfjKTIhGQXYbr6Ojo//RevKegqHJaF4BpHzP//GcKdgT3Z0vf/Mi3BOm0PL1n1ACZJixpJdjMWlYvE4kKV07IXFOHveq9ACRPZ+REdzLllfv4bkYfnIkoSRk0PW1S9Su3knASZ3X4YJOCdfQdL543C6ZSTJwHLtRTQ+s4NwE3CyiV0falv8JqHmPDKf61HvSgehlds5cukT+dL7GHDxQGQZjPwkUss30/nqBtp912FPdfRqiLIgCIIgfN6JxO4cYbLR1SiXIDEBSgsN3qvTCDQCAyB3iMGel2x85zaDbTUGfsMgGNEw8o/Tuj4BCVDMYO5uVUkmgySn0bs5O0cVKp3BBTB0Yqs/ojM0gexbjr3whl7xDvtWVRNTJ1H0+9tJcBz+vDjJlYBVLaPp5Rk0b1hDuDYGagy92cA1rOthc2qrFy2aiHPsAA48lk2SZSSTCelgOtJEuCYKI8aSYu9OrCQZSVFO4VluW+j8OIqavp26x39B3YFfxxqI+FoxVbcAWQf3NvQWgvu2EU4sIKMgG/PB7g8FObsIk2U7sc37UVoNnOMnoNVV0BneTXC3gf2+kRBpQfO2oqRPwJKZcDD5kkwpJI0cRMPe/UQagB5zPU0Dh+JwOw7te+RbbFvDnl9WE/WmkvbqY6T3TOp6y2RBUaTu40hIigKSAYaBQYhIYztG5riu5KI7GElRkI+awAUYGtGWSlqrG3FfPQqX+8igJJAUpAPPFZRklEHF2DxOQi3N3fE4sCQF8X80k/IFqwhXNaKpMbS6Joz8XlyDahytrR0S07CkpiN3V5Akm8n61YcHP+Gufszu802Wu+tRQsrJRGZ3by/7PtJBqKIVo+giUnrWuywjHaveTZaD8xglOQFHfgFmeR3xSLwr/rP52XyCIAiCcJY5uxcKFI7JsIAjETzQ1fAJybz4VYVr/ydOqAju/jn8/Acyt01ScH9CWZ9JsQa8SzcgXXE12cepAL2iFnn4WOyutdT870wCvuhhPUNq+Tz2PvgotasacF5+P4WP/IS8B+7Glddjn1gYw5CRT7ieQwgjoINs7YOLTUcLGRD0o/na0Q/8C9mwDRuLI73nEQz02n0EN9ZiHTIWW46nxzYFxT4Ie1qIzq0bCKOTMGEirkANvsqtBMuKcAxJQtcM1IiGJCtH/aUwOzwgyb3/C1JXiZY7GldBJ80//zPNjZ3on/yqUxDGCGpgsp9Ur48RDxLdtoxI51A8Y4afXE9Rd0Kl+bueraZ3VFH/xLfY8++lmAZfSfaDP6Hwka/hTk84pXcgWcxg+VST3fqBihEzIH5qZ7usKEhyJ2qrinE2PY1EEARBEM4BosfuXNGj9Rv2Q3kZxNIkbB4D1iu8t1ml8CqJl17rekK4USNjr1eYX3+c4lSDWPgMxH2AoRGJxFHMZkyKclofd6CWrcG3z0LCt8ccN++QR9xM8a8ewLLzb+z8zV8on5pM8f1X4k4yATH8q1cS9BWQM+1X5GQngqETq91C50w48Ax2W3Y+Jmsr4R1N6BNcXcfSNIx4DOPgjMM87CV22LGF9uAtpB5YcFPTMNTePtAgH0eJlVjGFyh+4uu47Qd+r6FGdJSek8L0CMH92+hoNUi8biBW6+ElKXY7jmQ3rau3oE84j9TSSbgGzqRtzmYi7lHkFYMStGPNSkDbX0OsKYiR6uzqQDH8+PbWICdehs1D7+RdTOFPf0qiupidP3iCij+kY/7510jMcvRx50wK9sIUpPm78DWrJKR11Y2uqujxo+tdC3ppW70XZdg9uHOP2gwYYEQxoj1eU1VFrDOMpWAAAGrTMppWRUl48GeUfLkUCTAiFnz242f+hqqCrnNYhiybUNwuaPcS8zahD8ju3qoS2rKMiFqM+7zCXtZH39NDfjTDgcnZs7c7BWdxCtKHh9e7oRvo2jFS+GgEDboSaT1EqKGWuJ5CcrYdWXw7CYIgCEKviB67c4LGltcUtu2VaK2WWfymxLtlOmPHyQwuBsyAAi21MivWyDTtklk6S2L+au2Yc4mUPLC06GxarFBZJVG7TaahhdP4YHQNX90Olsx9mw827KczehofwW748W/YTCxtEmkjjj8ZUE7LxmK14rzim+R/eRzR+f+i+p1NROIAKrJsQdKbCW7aS7gjTKhiM60fzibYM1HOH0NCSRrhuc/TuL6aSGeA0L6t+Nfv6FGXySRdPg5L00fUz1xJoMVH1FuO7+ONhLw9F5SPE62tIFBeQbC2ATUaR2v3EiqvIFBeRywax6CAtJsvgF1zaXhvDYEmP/GOZgKbllI/Yw6+xkOZuh5sJrRtN5pnJM6SnKN6oGS7A1tWInptE5KjAEtqNgnD84hv2oQ2ZiRuGXAmYR0xHlt0D22LF+FvaCfmb8S3ZAbedWFsV15FQm/nWyZm4/RYsQ6/kaLv34Rp5wvUvLSUULB7uxokXFdDoLyCQHkTuqGj+b1dP1c3EjvZh5sD7gsuw+bcRsvU+fjq2oi11uL7eCP+ipaj9tUqV+D3JuC6ZDz2Y/5V1NE6KggsXkXA2060fg/Nc5fQGUon+bwcACRVQjaFiZXvIVDXQrh2Ny3vLCbUdoyr0GxFcdrQy3cSqKol1tlBuKaOaAwwO7EOHovT3Uz78qX4q1uIdfoIbl5I+f/+gIo5ZafxWj1JsTK8/3mW6lfexd90+Kae9d5e00asrZ6OzZsIVLQdVYy+eyGN68qItPsI7iYhC9sAACAASURBVFhG6/KdGIPG4PG4ev3lFPE3smXVQtbvaiBw5Ho7giAIgvA5IO6JnhMM6l838avVGi4zlK2WsE80+NoNOrk2YIzG/V9S+Pm/4eGHYUiSRFujiSgqRgg6I2BgHLyr7p6ics10mUX/MajfAqaAwsT74f6bdJJOFMYp02it2sryD98hMCyJ0SX5uG2n59QzWvbQsbEB89hrcTqPs2pKT3I6aXf/mJjvSRremkZDvoecS0twTb6GpI27aZr6/4ivHAid9cRUO1KighYOoIUARzEZ932dyF+nUfXEk/iGpkDUR6QhhtxjBJ3rovvIvSNIzcwnKN85AotJQ21rROu5E+00/+cJWuvACHUQrfdhhGZTW70CmWLSf/ENMvJS8Fz3INkNz+J94+9UrC3AaokS8bZA3qU9niChEW+qoGOPH/uksbhSj1HXFjtKTg7WlP3Ys/Ow2kEZMhLZvxzr6LFdK6TKLmxDriT7i9XUfjCTyv0fYbNHCZY1YrrqO+TeNOrkl9M/ipXELz5IfmuAqlkzqC/OIu+LY7AFy/BOn4m/qgWDdqJ6HGP1a5TXz4X0EWR/+cukjTi5I5iHTKHgG/upePVvlDeswOEGzd9KLG7hyD60jkXz0DOuI3lYynFKk5FwoVa/ReWf38MU8xKsDOK47h4yh3d1Wyr5k8m8fi21H/6H8vqVWOQIMYsFbAq0egkDBztZbWm4x03AtmY29f9qpiPLhd5h4H7wCfIGm7EUTCLrpkpqZs+l+k+bsCSaiFdXExvybfK/dj52Dsyx6yfRPXhffJFw8ijMk79EQo+nEPSs94r6FTgSJLSONqJR+ah6l9NMtL/8D/x2G6q3nIiWTfo9l+JMsve6BzfUVsWKOTPpHHIvGXlZuM+1UayCIAiC8CmJxO6cYGLiIyrjYwa1DXDhFzRGjIYxw7uTNbvOVQ+CbazO/gqJsMWgqEQlzWXQ2GQwcvjhpblLVH7wtMz5ew0aO8CVrDJsqIFNBobHefx5sA/sOWxKZ8Kd8JfLVVJPKfNTSB84iRvuyIS0ISQ5T1eLSyW0ZweBaCIpI/MwWY5xz9+RS8ptD+AwcrF2P2hccheTed8PsI1txJTlRgZMBePI/uYjuHdXEfXHMHnOx1JYjClcgWouwNbdBWYfcQ35D6eQtLeeWFjHkuomumcpTVt7HNNZTPo9D2IZvo1ocwjDkYwc3kdz88c9A8Nz0bWYj1w2EIAUHJ7uhq6rmIyvfxf78J1Emv1ohhnPhanYR4zGk9GVNhhqhOjejYTUXNLHlB5aNKUn2YZ92BQKfj4Sy4AiTIBUeCkFP0/GKM0/uJuSkEnSF+7BXLiNUHUbqm4i8ZJc7GPH4k7rmb0WkH7nd/GYizHZjjVDLZmkL9yFZbIba2J3wi0nk3zLd5GzdyNlJnYtomHLIPGCS7AP7e7NvLZHEa5MnOkOII/0b3wfj6mox0YzttJLyH9wKJaBuV09lHIGybc+gJx7HhFvAM2cgEX20hZZymH9fqENNH/Ugv2rl+I+Tg+k46qHGDTEiaVQI7KtCjUqkXRtDq7zRmHrfmi27Cgk7c7vYy7ZSaw9DLZErEOKUVqnEFWzD+81lZw4xk4h/4dZhCpaUDUzJrcLR2J31ThS8Fx6G4XppYQqm4jHFZQJV2IbM4nE3K4UXsksJeO+76GmlR421FbOv5KiR4ZjyweCtbTMnUP75upjrC7qwjb2ClJvmYDjsN+nkvngr0lxjTh+4m4bQ97//IKInEnikUNXj6x3xYMtJw3ZUCG9GIsFYBB5v/sd2qAxWFp2EKxvx1AmYikagmdoEcqxrt2TYsJiNWMSSZ0gCILwOSQZRtfaaT6fD4vFgix/vkdnxv/7EgDme+7q50jAZHqUFY//nW//1cLd2+M8lm8QCYFiP7Ri5ZHUIGgyWOyfsKCcAVocYnEwW8HUixQ/EjmFyXmGgaYbyLJ0Gh93oKO21hFuU7Hl5GByWD79vC1dQ1N1JJOZY10aoRWzaU2+lLwhLjTVwGivoP6Z/6EpfBnFP36ApFwTBLdRM9tH2h0XYtFV0P343v035TNqSX/sJ+RMLOr9su6G3jVPD7lrwQmp5yYVrbmacIcFa0EuFuvxi+nFATFUDd2QkE3ymXlkxaelN9D46lrsN96Ix6piEKNz2UtU/m0xlq8/StFN47EqgNpMYFs9StFwHImf9EkYGJqOoYNkOvZcUUPXMTQNZAVJkT/hHNQx4hq6ISObj12vhqqeer2HG2hdvoL23Y3HSOzs2IaMJ/Xq0Yd6EnvB0FR0Q0YxHfs7wzAMUFUMSUEyHb8eDMPA0FTgxPudOJgIddvn8+JrGym+/l6+OLHoOENqTx/D7ydy533Y3511Zg8sCIIgCN1Ej925RAbbJ8xpMjlP8kOVQLHACdZ16FuSdHBp+tNHxpSSh/t4o+lOqUgFxXK8xn6EyN7l1L06lebxF+FI1IntXEGoNY3UBy7BldW9YEdzFe2znqZhdinOifng3UdwfSWWq79F4uC8U5voKsnIx2lQS7IJU8YA3BmnUvBxD4hkMp1bzxULNdKx4Bmq3ngH16QhyP5KQmt3oA+9mayxQznYKWRKwz0m7SQL7XpkgnSCipBkGemkb5DJSGb5hPX6qerdlk7SpTeQcNGx1h6VkBTTKU+0lpQTxyVJEpjNn5ioSZKE9Gm72NQ4kaBE7uhLmTAir2v0gSAIgiB8zojE7iyXWWTmurEyw89UAib0go3kbzzF6ImzqHp9MYHltSjjvkThozeSMTz9YINWLryeka8Np3bqdJo3riEulZDyk++Qc9l52E6lq0Q4Oa4xlLwwi5ZXp1K3bAuRUAqJ3/0d2Zef37366eeApCBblc/+KllmN8WTbqR4Un8HIgiCIAj9RwzFPMLZNBRTUX6PyTS9v8M4SjS6p79DEARBOKuIoZiCIAhCf/uc3LY+N2naY2jaY/0dhiAIgiAIgiAIZ7nPd/ecIAiCIAiCIAjCZ4DosTsGbfkq8Af6OwxBEAThHGFEo/0dgiAIgvA5JxK7IygTxvV3CIIgCMI5RsKN+f57+jsMQRAE4XNMLJ4iCIIgCIIgCIJwjhNZnCAIgiAIgiAIwjlODMUUBOG0kuV5mM339ncYR4nF3sIwLujvMARBEARBEPqESOwEQTjN4khSR38HcRRJUukaiC4IgiAIgnDuE0MxBUEQBEEQBEEQznGix66f6WE/sZCBOcmDHPERjVqwJDlPc8ZtoEeDxGorCDf50XUTcko27gFZKBYT0mk99rnL0FQ0fweaYsfscfTLXRG1rRFVd2BO9aD0w/HPJcE6GW87pA3XcX/Cvpq/lbhux+I2oQdDGGYHJrvltF4LeriTeETD5HKhmHv/aRrxCHF/J4bVhdlh46xZ90oNEmntRNe7u0NlEyaXB4vT0r9x9RFDjaL6A+hmJ2an/eyp95MSJeb1oVkTsCfa+juYbnrX91FHHMXtxmw393dAn54WQw0E0BRH9znSu3o31DhqwI9h9WBxfAbqQxCEM0Z5/PHHHweIRCIoioIkiWb9mRTfvYTaxbXYhhWi7JlDzToV9/CcYzfam7fRtGwLqisHm/vUc3IjHiG45m1qX3yJ+g9W075hE75mC0kjB2J2nN7G7LnMCLbh++Ad2rwW7IOy+uWuiO/tp2ncaGAbP5BzpZksSXtQlFln/Libn1X4y1QTmV/TKDjGdk27C8Po2hJc9ipNZRZcORBYvZZg1I09M+G0Ju+RvR/RuKYca2buySU98QbaF60j7i7A6pTRm/fTMncuHZEk7FmpmM6W23S+rVRNfYO2devp+PhjOnZWojvzcOd4+qT4eMMeOnZ5ITEBUz/ciNLbamid9x7tPif2vIyTqvfo7hW0rqlFys3Hcgbb6VpHI4Fd+1AVJyanFYkqGv7+Ei2BLFKHpJ65QE4oTrR2HfVvrMNIzsWZ7vyU5UWJlG2jY/M2OvftJ7i/+19lDbG4FUuq+/Dr2tCI1e8jUBvFlObpm2u+sxHf4gW0Nlm6z5He1bvW0Uzrh+8QMfJwZbn6IiJBED4nzql7jZ9FWu0W2jdVI2kGRvXHtK+tQjvezg3LqfjjX/Hu+nQPT1ebN1D33Mv4I4PJ+vr9FNx/FzmXjsBiN4uk7gSMaIDw2qX4NlejnsLr9X3LqJu9nM7OU4+hc+0btH24E/EoZACJJc8o/HfmsXu7qtepvL5AYv9JlBTbuZSOvT6ksI/w1i0Eq9vR+zbYo8Trd+LbsBk1EDu5/bfPZv+vX6Qt0NUTpnfU07l8IR276lHjpzPSXpId2NNScaYnY7M10fH+B3RW+PqmbMOH/4OXqZj1EWF//1wFeqCZ4MqF+LZVn3S9R9a+RNlvp9PaR9VwUowI4R2LqHnpbTpqA3SdNc20v/M2bZsa++wwmq+RtkXv07a38fjfXScuAbV5N23zlhGu/xR/HA/qxL/4VSr++HvK/vRn9v/lL13//vov6pbs4sBHZoQ76Ny0hLoXnqXyqT9S+co6Tu5KPAkRH+ENq3qcI72rdz3sw79hMcGas29usiAIZ7ez5R7v55vbg+VkekoLp1D88xLMQz5pYNmJ6fUb6aiz4/ne7eRcP0hk92eIvmseNS9JyBMvxiVuwvYBmQ+eMHj/PBP3fPnUmpSHilKQXR5OpjNFj4QIROKYnW4c5jN19QRom7+Q6OCbSMs/y/9sJw4l+5tDgTixurdpm/tKnxVttOzDv7ERy5gpONyOc+ZGlOOSbzAoVceZeOaOaYRaCW/bgWovwpmTetqGbqvtdTS/+xrKxdm4B2eeBUPEQ8Sa2jEyJpP3xQuwerqvasWCObek6xr3l9E86y0al2wj5rLBtrVow6/oz6AFQRD6xFneQvgcsDiQ3BaQJLC6UPLSDm9cendQv2IzEV+ke38nTr9KQlaPfTrLaJi3DmPELWSkVuD9YBWRmAPrwJGkjhuG1QbQSduc9/E1BNFqNqCG2wmtm0Olzw0k47lyMkmF6V1fyoaBHmqkfeliOhpiKBmDSDl/LM7UHg0pLU5024c0VFpIGj8Oatbg212HptpwXnUbGQXdQ8sMlVj9HtrWfEyo3cBUPI6MiYOxOLp6B7VAK+0rlqBlj8eT3EH7mq1E/Brm0gvJubD48KRT8xPcvpHWLRWoMQXz4AlkTC7FckRLwvBV0rxqLcHGTgxXAenXXonrVEaB6Z10rl5I065WJGsCtkElx+zF0VvLaVq4hFBAQnKm4plwAUlFqd1zb7rqvaMxiLZrN5rXoOX15wm7AFsOyZdNwpOTePB9xmu207R8LdGwjJJRTMrEsTjTXByW9xtxolWbqFu+kajmwj5iAqnDCzBbD9WWEQsT3v0xrVv2EI8qmApHkD5pBFanpUdZOlpHHb516/BX+TAsibgmXUnq4COGIBpRIns30vLxHmIhGfOwS8g5v6B3NwTaZZbPNFFmU7nQqTB/uUR7BHLHadx8n0Zyz79EKux/z8xbH0iEdHAXGnzhrjglud3bt5j470yZqmaJdf4otdslfv1A1/mWNEzjqps1huQfKk6LSqx5zszCbWDNNLjoJpXxY49YDtPuQbIoIJuQUpIxJ7qO3UANt7FzyTvMWt3G8C/czJRxAzjVUdGyxYE5Veo67iepX0fTRzHcD32RE0+5CdE6+3U641kkXXUNnu5Ewoi34l/zEe37WzA0A0vpFaRNLMByWOwqkR0r8a6vQMeEbcTFeGzVdDTYSZw8Doe9ay/dX0XTvEWEgwpK2iA8I3KI7tuNrWQiCfm9y1wMNUTgowW07WsHTw4JE7rKkI+ZsakEd24mEE8ibUwRZocJKKdh+keYLr2TtAKI1+3CVxvBMXAYzhQL0e3zqN9gIe2eK3ABWqCejnWr8Vd2YNjTSDj/QpIKEpF6HDBWv4+2j7aijDoft7OB1iU7iEVU5NTRZNw49jiJy6F6T7jyGhKTILp/E60bNhE92AmVgBIFp+PQq+I1W2he24Dtssk4/RvxLt6PZrJhH34JqWNyMPW4yPRADS0fLiHo01HSBn9CvevEm2vw7WvANeFLOFOtR1Y80d1LaVxVjm5PxTV6HEml2Ycdz4gH6Ny8nLatXnSTHevgcSSPKsbqkJEA3buO2ve3E2urobO8Don3qfJtRgGUodeQf372obIiPjq3rKFtdz265ME++nzShmWjKEd80FqAwMcLad9RgyYn4br4atLyHfRKPIgWiCJlDiXl0itxHPneAQwJqWAMWd+6AluuRt3Dq/l0fWNxQuvn07S1GcORjCsnhWMuuGuoxPcvp35pGbotCdeYiUfVO4AkmzAlJqN47J8qKkEQPn9EYtfPrBfczfBxJhSrAhc/xLAL7Ic3HFp20TpzOv7ytq6f3WkkJ19CRkmPLp9AJa2vvUh0UxWNW1eiJqUgtdUSD6USuPchCu64CLslQHDdPLwbWiHSgh6KEF43l9gOCzAAhg0joTux07yL2PPw7wn4PCgFmeh1M2h4/UIKf/Vd0gdldDW6dJX41nk0vttEx6qFxFYvJRZRgXzSxt3UldjpEUIb36Dsd/8hYspHSVCJv/ZfGgbczOCnvk2Sy4IeaKF97lT8nQuQjQ40w4zWXIsWeJ62b/+HEXcORAYMfzXeV/9J7ez16OlDMEm1RKY/j3fCg5T+8TZc3ZUW3TaPyr//m7ZaJ7ZBDmJbptHyxvtk/vIP5I/qzZdkC81T/0Tla8uJWwdhzQ4Qf6kdoi7s1xzaK/bx82z/xStErEU4Biehlq2n8bW5ZH7n++ReMxQzXfXetLEVvbMBPaATmP82nQqQMgbryGG4c7oaZdFlv2frbxahZ5ZgSVGJl02n4fUrKPjpfaSPODDvUiNe9QHVDy9BNidixJrQX5hO832/ofT2sVhsMkbER9vrv2P/K7shtxizuYXo6y/QUHQHpc98gwS7BdCI7FtD7d/+SMteMBdnQW0Z3uf/QcM3nztY78RbaZvzH6qem0s8ZQgmpZ7I9P/gvfB7lPzuNtwne3u+Q2Ljhzqz1sr8RYVEp4TcpLJjls78TWb+8q84+QCqzMvfhiffN7C5ZfItsP31ODM+MPHY4yq3XgKUyyybA+urDHxRCDbovPFGVwMxpxGGTKZHYqez+HqF/7ddwiMZ1HRqvLhI5qk/6Vw87lB4iXc8jltygV0i/cs5YLYfuzdIixNsaaCyrJnMzjDap+gycky8lUFjDEyOT55T5Fs5l5D5PAZckniCXqoQ3qe+S+V7HST+77M4uzv2jZaPqfn7czSuasE0ejBKYDuhF2fReuU9FDz6ZRJsAFHa3/kblVPfJxxPxlbgJD5zOrKUgDLkamxjuxI7vX4Re372V3xlncjFAzCF36QhYGBkDiT/W0N7l9hp+6n60ffx7jKQiwcgt72Jd0YR6Y88TO4FAzlqPZlIPZ2btqEmjcOZeeDGSZzAgmnE3ZeQVpBCaPtS6t5tIOPeNOwpufiXPkfDli+TcQ+o3r00/PNX1K2NYMpPh9Zqml54iYRH/0Hp1WkHD6M27qHtzdfRNy2jtnw3kXIfhgHmST8m7ZiJ3eH1ntt9EylWuYGWV6fSWX9gv0EYl91CSlKPKqjbStvMxWhbZhHb1oScmYlavhPD9iHBB35OwfWDMdFV72W//idt29uQBhRjCr914nrXIsTKV9PZnEzGkCGYjghaW/s3tm0w0JM9SG0NeF8sJPUHD5N/1YjuZL+Tut/eS/2GOMrggSiBGmLTp+G95mFKH5iCPdGC0bqdltlvE4tH0Fo7kPwriJV3LQxi1UcdTOy0jnq8035F7fxGpKJs5EAD8f/+C++df2XEfSMO3SBSvTS/9jdaImEMcyfxqha8/51DaNpUCgpP5oTq1hlCC0eQs5OI1++mYWsA+5AJeLIsh47lLiD54nxkxQRyDcqn6mYM0/bSr9j33Ep0Ty6WNIXmpmaMoB3rjYfvqa39G1vWa+ipyUjt9Xhfev+Ieu9iSisg73u/RbL2zbxUQRA+P0Ri189kuwfrgXzDnnj0ghjDbmXEzFu7/r/vWdbc+SqGdkS/kaGhR0KElnspfmcO2SlgNO/CO+33lC9eSsqEUdhLs8j79XTygOjKP7Hp1+tJ+tEzlFybdcQB66j4yY/oiN/BwNcfIy0B1LIPKPvtn6l5YwJJP5iC1dV92qhR4jv3gWckRVPnkl6ajKSD3v3tGW/bTtWfn0Ub9RClP70djwNi6/7F9sems/+1qxl3fymGoWP4aojGR1L08yfJHJ2MpNVR9dOvUf3kszR95U9kKmECG+bR8PYuHLc/TtFXL8JuBX3Xv1j7lScpe3Uko+8swahdS+NL/6XdNIWhz96NJ9eJpO1i921fp2naLBKeuYuEk+xmUj+eT/27KzGueYJJP70EWY8S2f4uu3/8z0M7aVuo+MNrBPPvZfyzd2IDtIbd1P3pERoWLCFhxFCScw7Vuzr7R6yfKlEw9S9kZx9xQG0lux6cgX7TXxjz22uxALFNs9n3+6eoXXABiQU52D0ABrgsJD/wLAOvzUMO76H6yT9Q+/x0vFcOJC8nkXjzAiqm7sT1wG8Y9PVxmIHIwv/H9t8+T/mCrzHmJguE2wgue4Ommhzyfv1rciemIWkd1P/fnez//f9RO+UF8tOiBLctpHb6Eqy3/YbS7nqPLPolHz/yRyonXMiIm488f47DADVuUOZX+L/5cb460cAuS7x6sZnvvacy8yKJR75qUP5Pmadmywx8KM6Mn6k4LFD1kZm7p2jM+sDMhZfEybw5xgs3Ayj8JBVmjpPYPv94s2Pi1CUrrG2IYtckVk+T+dnPZP67FoqHQ3b3Bae4kw822E2uE3SJuTIYd8cj/OtWHZPVdnTy0QuyzYXlZBYm1HbgW16O6dJfkHaMzocuYZr+8UP2v1SJ8/FXGHRpencjtoOWd2fRtAky//w0OSPzUSQIv/ljNj33Fi0XXkrCZelQtQzvrA8J597LyKe/isumEK1cSdmPfkI4Gu9+3l+ApldewLdLJnXGEgaVgN7ZQNMLv2T/ghiG1ruHAnr/8A3q1ueTO2MaBcUWjLZtVP/pSepfmUfqoHsxZboOS2LjNZV07tdxTxmB7f+zd99xcpT1A8c/M7O93N7t3V6/XC69koSEDqH3XkRFQRQUVFDRn6IgggiIIoIKSgfpoUsLIbSQUEIgIY3062Vvd297m92dmd8fd0ku5JLcpQDR5/165fXK3s48z7PPzszOd55WvnGSp7HYG5Ik16ylkB+P2t5IdkEH8eOCeGfIJFfEkMZNwJ6NEnv5DjpWlFF3/XVU71+GpPXQ+efLaPr1L2mZ9BD1feekoRfQs58RnQe+X9/OxOPHYzFL6FrvoPQth9Vtq97BffT32efo7wOQfOyHfPrH4NbrJmoF9MwqksGLmPLohbhcZrRoC61XX0zPnNcpPmgMpaW99R5ZplJy58uM3de5w3rX0ymSH65AHn0yRROdWz0MkBIefE88TP1wKLQsoO3vt9L1zKuUTajDXF+M8fofaHkrSvmNLzL6cAfoMUJP3Ezz3c/Qdcp0hnuqUSZ8j31f+h7qhkU03fJnlCN/zfCvT9+yx0k+QXbhg7S+Gqf0J3+i4dSJmOQ8sceuZOWtV7Nh/xcZPalv20AU+fBvMfLyr1NUoqC3PsPyr/+RzrteovrmUwfVTRqASIxCMkn68V+x/NG+vykWbKdczfjrz8apALIJZXf1ot7wKs33z0c76Aam//kYrIZK+tNXafz9nVuNxZYSHkoffZiGkaB1fEzrX2/cot43fk+SYsbs8e6mAgqC8L9EDK/6L2I+57tUl/b+X/KVYhk3DiUSRU8MfkC6/vETdC+zYT/jHDx6hFwkgl46BvfkEWgrFpPKZLfYXho+mYrvXET5eG9vFz+FTd2oCh8+S6SnGvfBB2BTe9Ni9JGUTCgh+/a7bC5VBc6ph+Ke6u39YVNqKJ06DrRGMq1APED200Woww6m9MB9sffd3MrjT6Hq5H0wxbtQyRFfvZjI2hzFh0/G5MiRj0TIxSupOnUG+dYFJFYPdjqMBOGPPyZb2Jeab0/pPUlkK+bqGZRNqd28mTSBhnufYsafzkCJ9KD6/eRVFVN1DXokjJaID7reYX/GvzWfKb84FHqCqH4/ut2BqbiEgt+Pnts4UYQJc9mxlJ5Y11su+1gqjjsUh2M5kQ/TAJgrT2fSfx5jxGmjMUK9aVFegclmI9vc1JuMbiDpoFgUjGyWXCRGIe+g4pePMGPerdR4wYj7ySx8m5R9Ep4JDSjp3u9Q3vdreIcXSM97n8wQPiFAzbgCh1Ya2GUAg2PuN5gWh6XLTeSB2vM0Xp5X4J8XQyII7a0QV/PUF0MwBYEh5gdWLpxVwA6gGEwcAfsOl4m0GqipIScGgGKxYHfsWlA3eAa59+YRba+m5KiBmi0MjEyQwL3X0PRMJ+4r72Dy6dX9LuwuvOdexaT7/0TlMDeFYDdZv5/CqPFYMlm0QBAwiK9aQSboouz8I7FbzSDJWEtHUXlov2bNyHJii3vg2O8zcmzvn2SXF9f+R+EsH+LHirxE+5MhTCddQKU3RS4SIS/V4po6BkvrcsLRJFvEK3qc1PpPSOglFDfUYukXqZSM2w+tqYlksAc1mkMZViDX3kUh3Epmg0TRflPQUl0E5q/Asd9xFM8o67vOlFL9jTOxmpcReHn95wpYiuubP6TuyAlYzL2ZyVt83wZke7ZT70NRS8lZx2Dvm+ZfsbrxTqynkOwiH2VTvRuHXEDDhN6L347qvRD9iOCKBK4ZU3ENUCj52O9tagUz1U+jeObB2DrXEumJohvAYVey7/NPUD9VRQ0GyAYyWDxVmFwJsu0qxiAvpVo6ReSt+ZhGH4r3yIl9XQ7NeI46iZIZPgot3Zs3rh5L6UEHUlTSW9HysGMo3s+M0dEztElN3MXYx06l+Du/Y8LL73DAuy8y8oJ9yb93Ny2PL2aIzx92QKfn3bnkcqOoBgnZFgAAIABJREFU/vkxWAEkK46aMZRMHLnV1vKx36Oh789KzcSt610QBGEXiRY7YQuZtevQNYnc/DtZ+dHmv2v+ZrSAlVShQP/niIrLjaWicsDuYZkNTb1dLZ+/jcTL/dJqSUCknRQMbsr+QgEjVcBUWo6puH+3tTqG3/hA3/9DJIJd5ENRci89wtr5m7tdGvFW0EspRBOAZxAZ9pDzx9FrpuG1b6eEsgypThILZhNY0k6+O4auqxT8LejVtdvebyCKAokmwvPmEFrWRSGSwigkyDV1YBy0/V2ttbWYnDJqbGOYpaO1fUxo/gJia4MUEhmMXJhsMLH5xtNZguPI0/Gtf5jAv35FqLoB9+QD8U4Yjm3MBBQFtHQatd2P3t2B/6FbCPS7WuRTZoyOTjLArowCMdl0qu0QSfQGbdVWiAcknr3WzCeroSdnoOUN2oMaI3Yhn42KnOAp2lum3AAKYXoWfYo2/gAqagfqspkhO/dB0pkYes1p1B424nPBhQJaivyqD+h+fymp5g40VcNQg6ib2ihVCrE4mqMWV6UNaVvRSSRMXlWxjh63608E1zSSBaS1L7Pqus0XByPaRi5mRg3lMEax6RdKjwZJL2vGNPwo7MN8WyRlmzgO+am1RNeNIKcW4d7PTiHWQmF5gKy0D2WTwMh3kks6sdbV9j1U6NMwEqdDIdreDozq94YXW40bZZu9ZLNk332CTC6+jXrfjfrq3TxiDLI8uKcJ6gdvo1pnULXvYM4aJ7byasy2ZRSSOQwDFLNEfs0CuuZ9RNwfQU/lMGIdqAF5SMusGJpGLpnC5Ktji16FVccw/p5j+l5s6/FQMeZiCSJDyBDAN426K6dRt+kPZVT86Caya88lvPAT4ufuS8k2W76HKoHalcComkRx5VD3tW9V73vNbECCIHxlicBO2IKkFYACkqUEe/8IznsgrgnDsdsGvwiTpBVAApO9pK8b4ca0jsHFOIb222pGUkxI27mvMQwJQ1cwOd3YvO7Nv5He/XBOrcZRMthHogpIMuQL23+6m+3Ef/eNtC9zUXrSCZSdPQxTrof464/T3TrIrDZKNdH6hyvoSc/Ad9pJuEaXoyTW4n/wUXa8uIUMSOiZ3i0LXZ/Q8pdbyRQdgveYM3HWliCHP6bllof7Pfk2Yxt9OPXXjKH4w/mEP1yKuvAZNjwWwHLqNYy55BCshgF6Hkm2YHKVYO03h4H9oFNQikcMvnvUNkgYWM299zMSEHpH4bc/N2gboXHa12Um1xgk/QazbmcQ9fDfp9CxmNjyHI6T9sfiGKjfZhZNrcS931hyS+ey4dGpjP/xCTg3DsE10iTnz6L5sQXIo2dSes7x2IrMFELv0PbHBX0baaDpoPUeR9ukAbvt5rOAASgmB7aSfqFCSTH2hhJcJY7NE6gYBXL+DURb07hOm4D9c5MCSyPHYVXeJvnpaOSsD+8B5UTmtZBYuZ581XCKvYBfxVANDM3YclILwwx2kD4/e8UOqWiql6L9xw1c77vTpno3Blf3+U4Cby3FMuMPeAbdkqojoaJnNDAgv/oZ1l83C/mgsyg99STsJXbyn82m67HFQyu7BJIsISkS8hcSuOho6ST5jIHZ7ULpm5hIkp04a8sINYUpxAHf9lMZsoy2k8ujbFnvgiAIu0oEdsIWrKNHo5jWYJt5EaPPrdv0TN/IpNFMFpQhrIJsHTkCU5GN4rN+TP1hvk1PtI1UgoLNhRkG18XGakUqsVBY3Ibqj2OUF/XdH4ToeX4OhdrD8O3nw1JajqWqDOcJ51N/8tRNCwEbeo5CWsK8vbFTWyjFNsyLsnA1kR4VV6mjLx0DLd9v1ETHJ4QXtWI+52HGXtz7ZNxItKF9bINtBXZ6Gn2g5bca3yawsAf3jb9l5Jm9/WmNzhwRp/lzAY2BoaXRNzWVFcg2NZJPWLCN6n1krK16k1jIS+WPfkrDwb0RtbGhnQ6zvKm+9VSE+Advk7OMw3PkN/Ae+w30RAc99/6a1ff8Af/xr9FQ5cBaU4vSVk7FhVdQPnHzbJl6Iobm9Aw5sNMMaYtxRuoahQ3pAsOLDNzA/Pkai4MWLp2V46fTCliA7pUSr90hbTOwM3KQBL6oFSSMvEomp6FY7VhNe/JONUNyyRIylpFUTvKhDFjZDmxHn8uwiw5Be/0W1v3tLzSWehh5wUE4LIDaQWLxcrLOAxl70Xfw1PeeO+rqT2nflIYTS0Ulpvwa4q1xKhrKQJYwdJ1Ctl9rSkUFVo+d1LKl5BjV23Jj6BiFDMZQFwAb1oDdCsbY0xjxqwOxbDywChkKmgnZbO6bHAWMfJrsyvfJ5kfiG1e31eQlknkcjpoegktWUzTpCFz7VZB5cxXhT1fByKNwAbp5OPYKjVTzBtKZ6bj7mpm1ls/IhGRsI+oYGju2w05n2GXHDVzvu9PGel+1knxhMiazabv1rq19hvCaKnw/mrTt8zOdokDfDYAWJ9PZjqp5KapwISkQe+0JVGM6w3/xI6qKAXRSiUV0m7YRfWgF9Hx+q+BGUkzYSooIta8lFS7gKO37/Qh/hn/OEpT9v4Zv6x6Lu8Agu+Z9/Av8FB1/IqV9k30ZhooaSyFZ3Mg72cVAT4TIax4sxf3Xe/XgbKhEfmk14ZYc3r7ZoHVNRy8MsARLOkUeer8XLblVvQuCIOwqMcbuqy4dIrFuNZEVK4lsCKLrBfKd64msWEm0sQs1vTNLZW+bMukMKmdYSTx9Ox1vrSATiZFpXor/8btpeu4DcpnBr4RsnnYqxZVhep75N4HFTWSjEdKr5tN+9+00zV41+Cecdi+OKftjzywlNPs1oi0h1HAXPS/dR+Ot99DTBmDHMWE6njEWYv95hq73VpGNJMh1rcH/+N20PvImyUGPqXLgnjEdu6mN7n+/QKgthBpqJjrvJcKf9Vth2G5DMckUPplL92o/atcGQq+9QPDdNQN/tgofUryZ+IKPSYUipFraycTTvdu6HJgkyC16g54NXaTXL8H/wqvE1/k/9yBXR+tZTOj5ecQDAVLL36XjpXfIFu1L+fjeAFRyOZCSPaSWLCTa0kVy+QLaZ80lE948qtEopEh//BLNd9xL1/uryISTFDJZ9LwBNheKFSSXD/uMI3DoK+h+9lkia7pQYz2kPp1Dy+230v5uy5CfUve0wnMvKqzZINHygZn7bzRoK5XZf6aGG3DbJMxoLHzMxMoVEqvmmnjkNon3wgOlplNVKpNoNHj6ZZmWNTKffSLjDw2xUEOhxmle9DqPPfwcC1Z3kd7F5fO2x4g2k1jaijxpOu5K7zaWALBh8npQHD5KTvs+dadXk3jor3S8vaF34gbJjOw0IwVWE16ynky4m8SiV2m///UtHqrYJ07BVZ8j/vgzdK/oIBftJrbwDYIftW3eqGgU3gPHYCx7huYXPiIVipFZ/yk9b83vN6U/kOsh/tkqIitWEVvbha6p5PxNvdew9Z3kswWoPJja0yeQm/tPWl98j2QwSbarkdDLD9P88KukoqlNx72e7ia2qBHrPgdSVLt1q6WklOGq81Lo7sbcMAxbeQOO4Sq5DUGsDb2zuyrOGopnTiG/dC7dcz4i0R0j0/gRHfe8TKZ4fyqObBjit2NFKd5OvQNaNEBizUoiK1aS7E4CWXIbVvbWS5Of3GAvpX31Lq15mZb/fEAqlBi43gGI0/PMbPQJJ+Ibv+1HHfqKF2ifu4x0MER80RyCb3yMPmIKbl8JMmByF6NnWogvWEyys5v4orn457xPtmfrp1KyxYLFkiO1bDGxDQHUQBux1t4TVra7KDr8eJSehYReeJd4VwTVv4rux++k6Y7XSO5cM9d2KJhMWdRFr9Ix6zUizSHUeIDYG08SXJPHNmnqzrWqqitov+VPNN31IOH2Ld9yHnQ4Dm8rPX99hOC6btTuJiLvv0NkxdaLkesrXqBt9hLSwTCJJW9uVe9DkY118cHsJ5jz/joiAz0sFAThf5Josfuq6/yEzn8+RbItDrkQWiZO6rnbaHzTjDzxeGq/9XV8u7OpwjWOmv+7GuOh++m67Toi5cWgJshbh1H2TS/KELosmar2o/bS79L26LO03bSY7mI7RjJC3jOVmiO3N23758gOHFOPp/rMAB0vP0vjNbMxm3TUhI7jwmupP2oYMiBX70Pldy5Au38WgTtuIOpxIBXiZAullH7rGMxDaF6yjjmW2u/6aXrwCZqueherTUbDCcX9biwr9qfmghPYcOdjNP/uA+xOg4LVjVxRixyIo6XTGBRt+pzyuLMo3/8juh++gXVvl4Lmoeg7P6Bu5jjkumNouHwRTY/+k8amVzFbZCgvRnKXQLgHPZ/HwAqSglxai77icTa8kUOKB8kWqim7+BxKKnsHBJkmnEr1MWvoev6vbHi/HFkxoTR4MVnsZLu60JmC7PLhPe18ssknCd3xe2LuIiQ9QTauUPqL66ioAxQn9snHUfutKG1Pz6b5unmYXQp6JES+/jiG1xQNuWeVVZKZd5fBG8+BltDoaFU46Uqd0w/rvY2feh58eyE8+pDOpe+BOQl23USDzyDWpZPsAjZNxGlw9u/NvHCpxvU/N3jIJ2EqkrnsCjjzuN1+x9grn6F7/TLeezdIYdQ0po+rZoirbA1adsMqEn4Dz+GjsHp23AwkFY2m4pLfkAtfgf+BO3CU/pbqGVV4TziZVNMjBB+4mcTLTvQkSJPGYbV9RCEaRgWsFVOp/s7XUe94jPYbP6PHY8aQbBiu/v2xSyg+8yKqA7fT8Y+byLxUjqRoFMwm5P6VEF5C680PoWZVjFyUXDJM4eV7aHzPBqNOYMyPzsFcW0nZpdei2e+k4983k3yxBllPkSu4cJ/yTUzWzSdroeV9ws0mSs/ed6s1KwFQFByjR2P6KIl1+ChM2HCOKUWWhuOY0Ft+yerCc/y3qOx5iMBjfybxHy9yrgfVNpG6q76Nr2anvqIB693quYq6A31kV8+j45GnSQXBiLQCBWL//D1piwXLpGOpufw7gzx2+uo99i/aH7yV7NwKZKWwdb0DdC+k4/Ug7l8ft931DpVxI0g//3fWPWGgx4Lk3WOo/OaxuH29a5W6T/015Uv/SM8dN5Cp8IDJiqnYieJuJx/Mb9Ft0FRWQ/ERhxB95BXafvcx3dYC+WFnMOG6s7CZ7Nj2O53a03vomHMXG+Z7UKQ0qlFO+a9/RfUoC9seY7dzLKMPo+Zr7bQ+9Qot176L2WaQ7+xEmn4hNWdPGeIQgD45P5G5s0l7unGc/gNK+71lqj+c4T9pZ/3tD9N87QKsLjMoCgWbc6tgTRk3guxLd7DuaQk9ESTvHL1FvQ+pSKkeVn74Bp01lYzfZ/RuHDcoCMLeTDKM3o5R0WgUi8WCLItGvK+UTIRMVwhN3bplTnKWYPH5MJtSZNq60d21OH0b+5kUKERDqGENS2U55n6/8noyQMafRimvwVa09a+/oWsUwl2o3RHysTTYHJjLyrFVlKJYTL2zXxo6WriDbELCXFm7jWnbDYy8Si7kJ9cdIZ8uoLhdmLwV2KpKUGQJI59F7WzHsPmwVHg2dbPSwm1kuguYRzRgtfampadj5ILdqIEYBd2CtdSLuboGq2Pz3Z6hqxR6QuQCIbKxDJLdg7XEg6WqCrNVgs7FtD/wAIHFnVsX11aO59SLqPvmflgAPRtD9XeT7+ohbynCVlaCLOfAUrKprHomQrYjQCEYJq+4sVZ6MVkMtLSBpaIck9Oy6Qfb0HUKoVYynWHyGR2Ty4O1rgZLkQNZBj0VJNMaIB9NoduKsFUVI+Wy6IYdW1UZskUh37GGfKEYxZIi1xVB002YSnzYanyYrGYkqff706LdZDuC5JN5JJcHa5UHYnE0axnO2t6g2iiovcdIIEgukUEyuzAXl2Cp7v99GujZJLlgkHwgTC4LZq8bU2kNNp8LWcqS/OgV2u96jHR06yqVfcOp+MURNLjP4y8/g8fb4S836bg0iUBGp36sRGWdgc+zKTuibdDVIdHUJuGo0an1SVh0yFgMamrA1f8GRpVo+sygvUUmazYorTOor4PSEog2Q0tUonaqsflGLAX+TomUw6C8ZA5meeZAB+62aXkSPd34wzmKqqopK7Lx+TWWd4t8kNCTf6dtaTn1l19MSf3W6+oZ2QS5QAjdUYalxL1pLa5CsAk1amCqqMVSZIFChnwoSK4rgJoBS1kpJp8HwhEoKsfqc/euFVlIk/P7yfmD5DQHZrtK7Kl/0B3bj4brLqO0FECnEO5G9QdRY1kUj51c4+u0PdJIxWVXUnPYMMhFSTd3ow80zZ+tBHtVKYq195miHveT6eqhEE2gK1bMJeVYqnyY7Zbe6wwQ/NuFtLUcwcibLuxbc+/zFaGjJ7rJhjXMlbWYbaAng2S7Myg11VhtvXkZRgEtHkbt6iIXzyBZXJjLqrBVebdYKFtPx1C7w0jeCiwex1Y354aaIhcIoFu9WEo9W9W74qvFWty7RmcuEELbqmVOQnYUY6muQFZ7ULvjSGXVWN3W3s+sF9DCnWTTZiwVVZitffUeDaB2BVEjaZRix9b1DsSf/BnLHixh3HPXUjbgxC8pMmvb0YsrUNLdqKEouuzEXF6OzVeKYlX6jjONvL+NbCBCPmOgeEqxlljQU0nw1GH32jZ9Pxg6WjqK2t6OGk2DxYXZW4m9vqz3et73fq7LjxpJYigOzF4f1hofZrNM77i4MGpXGlN5BRb35hM837WWXK4Me72X/PqP6Lj7T8QaB/hYTi+e793EiCN6B88Z2RhqIEQ+FCaX0TB7yzCXV2Mt3fr7hBxqUyMFUwX2um20nGlJMqvXktGLcY0ZgeXz673nE2TbO8kHoxQUN9ayImRJB5un7xjpV++ZAGoogo4Dc0XF5+p98OKdK3jq7jvoGXkBF3zjYKp2dxdgQRD2SiKwE7bJMAwwDJAkkKRdGvfemxZ9s2TsSlpG7xitvrQkaRspGUZvnpLMFpvEOwh/upREV3rrfUwO7GMmUzp5y3E8hq73lnlbeW3cBgnkHXw2o2/yhm2Uf9B1bvSfBEJioKINts63yHMbaX0+vc3lLqB2rCO8aCW5AboDSc5ivAenKVN7A7sn/AaPP6kzph50o3cK+QGzM0DXAZltdEHsXy5A7yuazDbL/3m53Bx0fYiBHX31AGyvrnaZoaPnVHRdRrFakHZUCYNJcuP3N9AxqgcIPDcfph1OWYMXCYNc85usu+JWtOk/YOTVZ+NSILd4Fs3t+zLq1FFIhoGR7CJ4329oWlJHw5W/pmKSe4CcB1OubR9/ejaFbphR7JZdugYNNr+votziWbR1TGLY8eMxmdhmvetqGj2voLisO6wrY8sL6dbbb3Gt2nE97bBeDQNj8wVpyPVe6Okg+vEHpGIDvGm245h6BL6GLaNZw9h8YdjV73njeb/D34EdXLt3WO+DKkwO/9rZPPTQR9SfejFnH9SwxRIggiD87xJdMYVtkvp+oHZfWrslpY33DTvKcOAf4KIavDNrGMrSr9IgHnYMZptN5YJtln/QdT6IG4LB1vlg8xw4PRPWmvFU1Yzf5n6y/CJ0gKxIKIrRe1sns9UkGFtm9vl1w7ZXLnonMh3c5rtsezd2uy8TGdlq362DoLd7PKgpcutn0/nPe2ibMg2zqQf1g2UYo0+k+pyTcfV9F7m4n+Q/LmThk1Nw1TnIdywj01lC2UWnUzxh6EHd5nJtu07lAbq07YrdeV37ouTifhJ3/5OPHx2Hq6GYfPuSAetdtjqQB9klT9rRhXQH16oB09tevUoSu/JIz1RaQ9nx51A2hH0kSd5tF4bBnPeD+q0Y1A/YDug6WtbGiANO5JDpIqgTBGEz0WInCMIeJcsvYkl+kzcfNvFxSuPCSzQqhnJ3tofsbIvdfy09SfKDuXS/9wmpVgn7zJmUH30kntItn//pXUtoe3Ueqc8aMaqmUnrU8ZRNrWHIKwYIQ6J3L6djzjySn65Gr95X1LsgCIKwFRHYCYKwR0nS+5jN133ZxdhKPn8LhjHlyy6GIAiCIAjCbiECO0EQBEEQBEEQhL2ciOIEQRAEQRAEQRD2ciKwEwRBEARBEARB2MuJwE4QBEEQBEEQBGEvJwI7QRAEQRAEQRCEvZwI7ARBEARBEARBEPZyIrATBEEQBEEQBEHYy4nAThAEQRAEQRAEYS8nAjtBEARBEARBEIS9nOnLLsD/Oj3RQyZuYKvyIqcCpFN27JWePRNxpwIk/KnNry02LKU+rI7/psNAJRfoQTOVYC02ke9ox/A2YHPu4WxzYVJdOczVlVjMey4bI9tDqjOOsfEPZhe2smLM9j2Y6RdIT0XI9KSQS8uxOSxI0sDbFcJdZGNZjL6KkKwurBU+zDt7KBsaWjJCNilh9ZVi+m86JQRBEARB+J8gbl++ZPnVb9I2T6L2sjOwr3iJtmVjabhkJtY9kdmGN2j8xzubXkqV4/B9/SKqJnn2RG5fkh4irzxBsuwUhh1XTPCBP6KdeQ/1++zhbIMf0HpnI2W/uhxf2Z7LRu+YT/OfZ6Nt/EPdwdSdewreMaV7LtMvUGHdfDqeWobl7IsZNq1ym4Fd6v3HaZuzFi0HYMJcfyCVPzwfb8lOZqypZJe9QcdCmfKLzqX4v+mUEARBEAThf4II7L5keqiJZGc5Jh2M4HqSa0rQ91Rm1dOp+UYFFDJkPn6etg+WU3R8fk/l9iXJoq7rQLVlQcqSWbqA/BFfQLbpDpKLPsOd3bPZSGWTqT7XjUGc+Dsv41+6nvwJ6p7NdLBiq+icNYfClAsZdkDxTiWhRVpJffIphSMym1rjBmKbeCTVrqkYGiSe/wvdS8vw7ko1GBpaoJnkComS3C6kIwiCIAiC8CURgd1Xgc2OaRstE7tV2VjKjh4L+QTx1EI6Pmj/AjL9MtiQrQoMpk7zCVo6MtQMK8e0F4w4lT0j8R49Egigdy5GXv1ll6ifbIDYvLmonnN3OrAbLGvDvlgb+l588i+6g3s0O0EQBEEQhK88Edh92axu5GIbSBLYPJhGV2/RDTP10Ut0farjO2M0iVnPE4spmIdNpvyk4ygu6xtXFVtBy2NvoI45lzHHVPftGSO5dAGd72UoP/FoihsG30fNMDQKoWX4n5lLPJRH8Y2l7JijKRlRgtIv+DFySZIfz6Fr/mryig/vsSfjm1jTNz6ph467/k3WNwVnegnhaC3lR45CXbaIeFMC61EXMeKgvu6DhobaupLuuW+R7EphuOooP/VUfKP6ypyLElv4OiG/D0+Dk9TH75EKpjGNPZFhZ++LTelfehm5uAilb8yZXDYdR+22PmmCt+/7BQ8s1Jhx3lX89LiRg66jrcgWLFV1WAeo5szCx2h520L5ZfuTffopop06lpHTKD/2MNyl9r74cw0tNz5LburZjD55bN+eaaJvvUpojUzZ147DU+YaVKwKgK6iNi4m8PZ7JAI55JJxlJ1xHKVVri26NxrZCLEP3yL40RrycimeE79GzUTvkD662ryM7tkvk+xsI9keQnv9Dj5b7wJkzBUzqLr4GFybitVJz6uv0LMmiK6BbdrZVB87FtvnhwjqMcJP/53ghiSKpw7vaWdQOsy9U2NPC11LaH9qNumMDduEg/DN3A938ecvfRKSzY21yonZNWAygiAIgiAIX2kisPuS2Y/6Efse1ffiuKuY+rn3c40fEHl1MeFHu8gX7Yu1pIvIrFlE3lnK8N/+gooRVkh1EHvlOdK5I2FTYKeSa/yUyJwwnv0OhiEEdvnFd/LpJfeQdzdgHVuDtuAlgg88Q9WtNzL8kJGYZDDUFP6/nM/65wKYx41BSb9J5NFH6P7JnUw+fzKKOUrilfsIBkoxV3mhu5Ge+83I9fXI4VYKTy7H9OYjDPNlSS58kvVX30bGNQX7CCfqvBcJP/AQ/tv+w+Rj3FBIk1v5HsEnluBX7CgVpSg9LWSffIzQG79lyj3nsXlulOHU/urXm16NvOeR7X5WWYNsNouEbdD1M6CRFzLl8YHf0tYvIPxUkMQnfyCfmIylNEbkmccJLbiYsb/8HiX1TiBI9InHyckzYVNgp5Jd+S6Rd+wUnTATygYZcegZUh/8mzW/uYusfRT2ER7yb75I6O4H8D04i7H79taWFliF/96baX6+BfOUBuTQ60QevoeunzzGvhePG3QQpcf9pD+dR2xDBi2ehbULibWbAAXLiDJ8F/dtF3ifDVfdTGC5ju2wSZjiSwg/9QLhNy5l5I3fo8S+McUgkRsuIGyqwz7Sjbr8cXrmvEX61zcz7JCKwQe3QPatm1h8xZNQPgHbKIg//xiBF89i5K8uo2yMZ3NaZhfuE3/MxBOHkLggCIIgCMJXiAjs9gahNJafPcWMc8YiaRmSHzzC2utfJTx/EUX1h2LfcQpDEKfzvvvQhp3L2Ed+R5kTjJ4ltPz1ToJzPqJun1pMHjOZV66l6Q2Z6lueYcRRVUh6kO47rqHp0XvpPPnP1FUAtmKKzruJST8aRuCOW2hdM4ZxV38PT+pZFn77NmLLQZsWJP7GAqSZVzLux+dRUgbkV7H+wh/Q9bd/kzjmMtx9JdNMo6j4+RXUnzgZs5wn9vBPWHH77bTMPpHxJ5YM6Ya/l5vDf3gn0y6AoqI9PatkE+bT/sP08xuQ9RTR1x6g6a9v4V9yGM6aqVh245moJeKEX3gVfcoPGP27H+HzgZ5YRtNvbyb8yCtk9j0XW7aH2OuP0LnQSu1fHqT28AYUKUPw7z9kzd9voO3Yf1Nfr+w4M8C+z3GMu/s48L/DZz/9I7kzH2DqN2o+t1WcyNvvkjKmMnLWT/DVl6FIkHn5Kj792xzC751EyTGVfdvmkPe/in1uOgenVUJteYcNv7iR8Ctz8Ez8NsXFgws59ZZnWXX1i1i+fQf7/HwmFqVAauFztNw2C/+8JbjqDsdu/yL6QAuCIAiCIOx5e8GoIgFGUXyQDxmQFDuOkYdSPlkmvb6RTHh352WguHygZ1HXriLZ1k17Gm1jAAAgAElEQVTePo7a39zOPr86E4vbAvjpeO515Or9cdZnSTU2kWxO4hgzDpOxlMiHmd6kJBnJ4kAxm5EsVmSLFUlWwO5E7ruflj3VlF9+C2MvPRJLfA3x5cuIfZZDKZdgQwv9FmdAqWvAWVeHWQYw4/nWBbisBTKLF2+eJXKoFPMXENQBNOA+uKH3hJOdePaZgWe8QXJlF4Xkbp4uR5aQHDakXBS1ZRWptm4KyliG33A3k687AysGhWiAyILFSLWjsfgg29xEqsmPY8b+mPRPiX3o371lwknxqZcz/uafUKQkSX+2nNjSpaTtZZhUFa2np9+2NXhOOACb2QSSgqV8EhXHTyDfsQ61MzPI/ApEXnuVTKGe4iPryLc2kWpqA0cJtno7mVUbKES/IpPOCIIgCIIg7AaixW4vpNjtWHxOtO4EWgqw7M7UPVRc8GMy/55L4K+3ECirwjlmLO7RE/HsN6F3LCBryKzW0UoX0/mnps27FsLk83kI9jD4ZwZ5CoGVBOfOJ9bSTUE1QIPCuuSOd1XqcTToxHoi5Nm7DmbJ48Hk8aDHIhiF3TszqeLwUHbmt8k8MZvQP28h5KnGMXY0RSPHU3TIdGQM8mqIrL+HvPoRXf9oZHMYF8NwOMgH24HPt7rtUqkwkn6S784lsLSNfCqNoRkY2U529Oklmw1lWC3S3AB6OgkMZlHCOOnWEIZJJXbfn0ls+nuWQleQQmUUPZeFXe2CKwiCIAiC8BWxN90LC30MAKkvxpIAmxVZ3n2Nr+ZJZzDy9wcQ/2QpqQ2tqI2f0PHWG4Q7L2b01w7GYreCSUYpG0XJoeO2PIiOAGVSETCIwAzQ4wFCT95NoLWO0rPPwlNbjmyWidy/lLbWQSQgM7jZL79qJEAy+k1kYkdxb2f7oVCs2KacREPdFBIrV5BqbCPXsoj2l1/D3vVzRl8wHZBBtmDyjcRzyMQtnw0cAqZxuzOoA4wY8beeovnFJjzHnIxv2hjMDoVC4HUar35j+/vqBuR6w7/trIDwORKSDBilOA85eOtQsGwMVo8I6gRBEARB+O8hAru9QoHNi9vp5GNBEuuCmIaXYioGnG7MZhNaoBudvrayXB49nRr6mnjxRTTf8grSEd+l/uiTKDlMpxBZg+m2m+ic+z7pk6ZjsY/DvY+NTLaEolPOp3TTJIo51LCGpdjG4AI7HS3RTnx5N9aZ51N+/EwcEqBHSAwUqBp6703+xr1b3yfepKDMqGWnO1MW0viDKmUVJXt4uYPCFlFJrrOLbEcM06QyZKsJKMZaCelQN5vakYwMeiaHkR/aKMpC9BM675uH6aDTqZh5MiWH6WjRNpSbfkT7v98gfsEMiu1lOOu8ZPRqio/9BqWVm2tQDUQwl+/sSt+gJ1Nb/zHTRWrVWvIlB1J58rE4KxxIQFZ9c4AUEuhxbVN96akk2c/WgHci5kGvQO7GNaoG6fUApmlfo27S5iCukMqAIqPYrNvZXxAEQRAEYe8iAru9wmqC976A67tn47S0EXr8PkJ+L74zJuNyA/JYPDO8BF97lKYPx1E9XCb5/lN0vfAeGjM2JxNeR2BVCLQMmcYQeiZOevUnBKQipLLhlDRUYLKVo7fOpfvOFLL9MnzjnBRa15Hu6IGyGiwmE+Ck8uIL6Pnl87T9rQz9WyfgdiWJzfsP3W8kKb3mSmqGD+ZzSUgWD9YSjdCiN+n5YDgFb4TYnKfo/mDrwYP6mkUE57yJ1TMTm7GajlvuJ5ufQPXx++zkgZzm4+dv4alPCkw9/RLOO2ib6yLsBp2E732EokuOxkknoWeeJRKspGL6CMwOBaih7NCRBGe/SOdbk6gcbyL53vMEFqwknzt4Uyp6opnw8i50YiSaghhpiK9cgpRrAc9wyidWIVGE3vYmHauiaFyAd7wPo30VqfY0Un0dDiSUkiqKjzuC6F2v0nG/D+Pco3C6syTemUXnC+2UXXsrteOHGC4Xl2IrthGf8ySdMy/G6zXIdacwjxqD3eLGXOZG/uAdOt+aQtWRVeSXvUnng8+S4/OzfcZIPHoXrZWXUjXWTOL1f9PxbgzHSdNw1fS2LeZaVhLviqPrkAqk0VMBkks+IOAxY66px13jw33ityl5+QpCf7gO8+WX4hvnIL9uIcFX5qOPO4NhZxyIzTWEaD6fomv5Wzy9IMTk40/hyLG+odWPIAiCIAjCHiQCu71CFWbtI5oufwHJyFHIWXCe+SMqZ47ua2VyUfatSwivvgH/by8lYrci147APGk/LKv7NROtm0PT714AdPRMHC1ZIPLQzSSsCspRl+H84UmYvLXUXnM9+l//Tue1PyRgUzA0HaP2IOovOBKru/fG2jblPEb+qkDzPbNoXPgMiqJRkDy4zr0cb/lgAwIJU+lwyr5xHol/PEL7NUvxm8EYMZPi/WrJvNqE2gb0LXcnldrIrZlN088fxsgmUaOllFx1DTWjHDtZrxpJfxtNzRmqE4Pv5LdzvJity2j5xVOQU9EowX32JfimDUNRAGwUXfBbvJ/9hu4bryDstCOPnIp9TD35ts2p6K1v03Lt4xTQ0VMJtAyEHlhL2KLAgT+h/A+nIrvrKb/oMtR7HqTzhp/QbbFAXsWoPJbhV52IHZBMLtwzv86wnIm2x5+g8b0nUBSdQs6C47yrKR02uBkxt2AdTcW5xxK5+Rlaf7aILrOEVDqeyqv+hH1UBd5TziKx9k567ruW+ONmdM2D7YQTcbzyOvmeIJunMhlL0WEmem7/BeGchpbOYJpxLlVnHYa1r5EtOf9BWmYtpZAFIxFCU0MEb1lPj+LF9fUfMPybR+P0TWfEH2+g5c//pPO6HxN0KBgFUCYcRc20MZiHOiOmUSAb7WL9unYqDhETrwiCIAiC8NUiGYZhAESjUSwWy24dqyXsusiTV7H+ji7KHrmBuhIrajiNUlyK2WVFNps2j9EyNLRMhkI8RF61Yy0rQjZJGAUD2WpFNslQyFJI5wbOyGxDsZqRZAnD0DCyGbR0ilwsj+R0YXbbUWwWJFlCAgzDAD2PnkqTTyTI61Ysbicmpw3ZJCNJOloqDSY7ilVGV1V0Te5NgzyFlIpkc6OYDAy9gJ5KoMaSYHJidruQTQWMnIHkdKGonQQf/hMbPiih7seXUD5MR82aMHtdmBwOFNPODrIzKKTjBGMG3rIirOY9c+wnH/shy24NUP7YI9RXJsjHCshFxZjdVmRT/+9QR0snKSTiFAoKlpISZEXH0CRkmxVJkUFT0VLbCCpMNkwOC2Bg6Dq6mkVPpMglVZSi3rqS7RbkjRkaBoaWR8+kycWSFHQzNo8T2eFANstIGT+Rl+5i3W1zBph11ISp6ixGPHfFxri7N0kth5ZJkO9OUDC5sJY6MNkdyAoYuoauZtEiYdSsjNVXjGI1Qy4HZiuy1Qx5FU3VkCwyhpokH0hhFHmxuq3IVsumutLVNHquMMCgO7l3BlaruXfbvvNCS6fIJXLITjcWt6P3/b5jedByMZoWzOLelwPM/O4lnDBZtNgJgiAIgvDVIVrs9goSksWOqdjbO6ZuwE0UFIcLxeFii5FD/V+YbJiKdjxhhCQpSHYXst2FuXRb20igWFCKLChFxQPMLaigODfPBiJb7f3mybRgcm+crkNCUswoRV4cRd5++1u3nrBQUpBtdsyVxTs/pm7LBDE5PFTtbIPfEPOSLA7MJQ7M2xomJskoziIUZxHbHP2lWDEV7WhsmIQkKyh2J4rdibl8W5tJSCYLituC3T3AgWUuwn7AGdT+7qABxmpKKPbKrSYlkRQLJlcpJtfWB07/Mm0xWYul3yuzFdPGL9diw+QuG7DostWBPJghcv3OC8vASQ2SQT6ToaOpG71yEg21IqgTBEEQBOGrRQR2X3GSxY5S5ESW98apH3cTSUKyOlCcdiRl76sHyeJA8TjZ6xrDTQ5s9VOprv+yC/LVoMtgqx/LKQcfwdidn1tGEARBEARhjxCB3VecbcIxVHw3ics9tJkR/6uY3dhnnEBVjRNn+d43Rb1p0klUX5LB5d3xtsJXlYTVXcmMY879sgsiCIIgCIIwIDHGThAEQRAEQRAEYS8nojhBEARBEARBEIS9nAjsBEEQBEEQBEEQ9nIisBMEQRAEQRAEQdjLicBOEARBEARBEARhLycCO0EQBEEQBEEQhL2cCOwEQRAEQRAEQRD2ciKwEwRBEARBEARB2MuJwE4QBEEQBEEQBGEvJwI7QRAEQRAEQRCEvZzpyy7A/zot3EEipOMcWYMSbSYec+Me4UP5sgu2A+r6pWQKpTjH1WL+sgvTR4sGSXeGkCtqsZe6t/HUokCuu5O0P4Km9/5FUopw7dOAZWfz9a8jGnFSPMaHHmonqxXjrC7Zo09N9FSMdHcPptJqbB7bHsxp76WFmol1qNjGjsWxnSpSG5eSjG18JWPyVuCoKce8s1dHLUu2208eD/aKEkxf9ZNZEARBEIT/CqLF7kuWXzWX9sffJpMroK94ifYXlpL/sgs1CJHnbqb1vndIf9kF6Udt/Aj/vfcSWNZKYZtbZUh++B/abr2B5hv7/t06m+Su5PvhIzQ/+D5qPk124Wy6312/nfx3j7x/Ld0vPkWsMbKHc9p75T59gdY/309PaPvbxV68keY/bvx3Kx0vfkgmswsZq2ESb79C19sryKm7kI4gCIIgCMIQiMDuS2bEu8mmwGpIEOsk2x7FGGjDpU/w6aU30NX1RZRKpxBdQdOfr6f13eYBt8h1rCTTGNx9AYx/OR3/+CuNb65B3cmbYT3Zg9q4ATWaHrgOAXBQdOjZjPjt9Yz9w/V4q5rIrO7apc+h9TSRztqxGhpajx81mNxO/ruHnomjdrZRSH4xjwFSHz7N2r/cS9gf2+OfDYDueay94ic0L9n5JPRIO+lVjTsMrorPvZ6x11/P6Mu/Q4k3TLajB21XDgg9R6G7E7U7hq7vQjqCIAiCIAhDILpifhWYLSjSDraJNZOY/yme7BdRIAMjFye99BNM9Wd/ERmCGiX72UrSJYeiaXsyIwVTaTWm0moA4p7d1E/OYh1U91k9pxLvCZEvqsDn3HtOv3ygkeTyCMWZL6g9WQ0R/+B9bKfu+aws1eOwVEOhSMNStLMdcgVBEARBEL5ce8+d5X8rlw9zZRFIErgrse4zHOumN5NEZr+A/72V5P3LwAgSuv03JGyArRLv8adQcfDIvjFuYTr//jfCxqHUf6OB5MvPElodxigdT/VZJ1M6xkf0mZtpW1hN3S0XUNKXQ77lEzpffAd92unUHDAKy6pZLHtsCUY2QKbFDy/8g2WLe7e2HfV9Go4YgXljAfU8uZaltM1+jWhTAtPYQ6g7dSbOMgeStKNIFUAnH1hF+32PkvB3k1mzFiNyD2uXPo8sA74jGf1/x2EHDL2AFmolPO9NQstbKORlrNNPZPjx07G4LUj90jRSrfgfeo/EugC6uZKyr59PxehiFNNgyrSZkc+SXz+fpqffQc2ZMNdMoerMEyny2ZD7ReJScR2WKjtICrKvGltF1cDj9bQcHe/czbX3L6P+uPP47nlHMcw+pCJtIttc2OqHY/Y6tnov8OB1RLKTcbhbia2H4iMOQPEvJ7KiGWmfbzHqrEmYTWDoGnrCT+TdNwgtXkeeEoqOP4eaabUoVgUpFyax6DXaXl6B2rGCbEuW9r/+kW6XFUxWHMddxsjDSgEDI58hu/59ul79iHQkjWGpwHvaeZRPLMFsHnzHgOR7z9Dx9mJyPU3ksjnyT1zF8rkAbpyHHEvVKTP6joc8hfAq/I8/TzRQQLIV4z7oFCoOGoHVbmbz4aejRdbS/o/HiXTpmBv2wXfsUZTUlSApEoM9IgzDwMhESK14j645H6IW3Dj2O5qqQ/fB7rFsebzLJkxl1TicpZjE8EdBEARBEL4gIrD7ktkP+x5TDut7ceQVTN7i3QJGPo6eiKAnskAeIxpBtwN5J0ahf3+xFJmPXiUajcHqRjIdSm8gkytHyoMEqGveIPbKNMpv2byXEesi8/775IsPxdhvFBSy6LEohprAyGlI6ST6xokl1P75GRT8y+j622coWimyFiLx8DWs/OznTPr9uTgH2Rpl6BmMVAQ9loRcDiOVQI+aQAHc2d5uf0aB/IZ3ab7tn0S6i3FNn4C5sIbkv37Kxy98i4l3/5Ri58YUO+i571+k68djGyajr3qJ5u+/QeKauxh1XPWOW0Y3lisbIzzrRtY9thLLqOk46lSyb97D2rfnU/V/V1OzXxlyX1qus2/igL79ik65lKJtpiphcVdQX1dLla8I2y7MOmMddQAjRh0w4Hvpxc/Rs2Ix2SkjMPzLaZnzAtZJk7HRReLGH7K++k3GHyJTaF5Ex313EViu4Zg+EiW6ksCVz9B9wp+Y8n8zsRo6qCmMaAQjlYVcHiMeRS9YkMw2yOV66yqfIPriPTQ/+g7GiP1xDXeS/+h12n78JOHv383470xi0DG1lsaIR9CjGQzDQEpE0E0ABsam1sI8uaVPsOrKR8lX7IN7/1qMlsV03zyP2Ck/YPh3T6SoaGP7aSeha3+Kfdg4LEU5Ui/8ndi8RQz7+RVUTK1EGmzMmfYTuOtammcHse8zHrOjk9idV9LzzrcZ9+vzKCrrF8E5avFd8GN8g0xaEARBEARhdxCB3VdaMd7TfoT3NGDeTcz/4Sf4rruLhoZt72G0r0A/4xrG//kQXG4Thg6DbpYA2Pc7TL3r2+QDC1n7s5sxnfYbxn5j4gAb6kguBe95f6F+RhmSHqfn4WtZf/dsugNnMKJhMIeWjKVyBiNunAHN89lw8wOkD7mUkWcfgGOLhqgM2UA3uu8ohl9yJr4pVchA9pWr+eSax+j88AcUH72x6UvBftT3GPPjs3CV2pBSS1n9vZ8Qe/opogf9jNJtR139aKifPkfb05/hOP8GJp0/DdkokO9YSPM1f6Jn7jt4Jp1D0daNZdunmCk/4Bx+My2PZLZh3lOzJSoObAecz6ibj0F94T4anw8x7PKf4RuzhuVH/B+ptZ3o0+xEX59FcL2X6t/9kqoZ1SiSSuThX/HZX26j4/QDGTGhDPdR32fiURB98WYan45Qe90v8TWUbXlIxfyooRSOM37JsDMOxe5RQPPTesXZdL34EpFzJ+EbZF25Zl7AuJkXQMuzfPy1G7H+4F9MPurzWyWIL+vAfPAFjLjm2xQpYKTaCT70x/9n777D46ju/Y+/Z7YX7UqrXiwXuRdscMEFbEqoAUyAEFrgJpBAKknu5eaXm9wbctMhCTcQEkICJBTTQjPYVJtiG9vYuFfJlqzepe1tZmd+f0i4YBsk28IWfF/P4+exdmbnnDk7+zz7mXPmHKpXriF22kx8U/N691VxfeFOJt40EZuZILr8cWrveoa2FZvwjy7A7e1bsku+9wD1i4Jkf+83jLxoDFZVI7rkb1TdsZjGDefi+1xZ305QCCGEEGKASLD7lFGLzqTkunl4ezsQ+twj0W8WLL4pZE3r/ZGv+vCPGYPV1YQWPNbTa3jxTv8Cw0d3kmqpo2PRWjIpDbM9AYaJ3tkBDOndtwTPpFHYc5099fJMpvTCsXQ/s4V4PeQeKqMeJETw/XWkUrkEsjvoWvFuz8vJbiz5DlK1VaRadehTeD2QolqwOwd4/ntFQbE7UbGiWG2oDjsW1YLidPYOGTTJhNoIrtkCvtMxorV0r6zteW+gFIuxhMj7DTB+RN/KyxlO3nXfwd/eSnLLWwQ7Ij2fi+7ETHeiBYH+huCP5CfwxVvxhdqJr1tOa3M7RiZGrCWFGYthxPefq7UE35kTe4YrKy4840/BP/ltmmsa0CNp9n5RPlKCzsWvoLumYHN1EVy1sudl3YZq7yTyfg1IsBNCCCHEcSbB7lNGySvBdZye67E6nSjqACRJxUTvrKFr0bN0VXaRUV09z7jFmvo0Q6OtfAiKtp1MNAZ4PnZ/CKG1RcnEmwk+8SihD54RM3WMYAgKdYxkAsg68nM6rkyMdDfp9iB6cgNtj9Tu1wMXxczKQg+1A30LdgpJUttX0LZoBdGkimKxoiigtw3UTD8WMg1raXvhVbqaTSxuK4qSQqttxyT7o+ua7ceak4PZEMTU0kBfvizdJOpDGOEauh//G8G9ryfR4iZGpPPoTkcIIYQQ4hiQYPcZYs366B+9J6x0kNiKF2h6uxHfOZeTP3M4VqcNpeFZNr21++PfH01gKgpY+ho6bSg2K4q/grwvXIAn68Af/0p2Md5ix2HeO0ioNhSHG3vJDAoum8qHz8ZS3sfeOkBvqaL96ecIWU6mcP5ZZBVnoagKkYc3smflsa02AEYd7Y//k8bqIQy/aT6usjws1jCh1x+j/sX0R783lcJIpTCttn50Z9tRHSqWwERyrzr74FsD+WOP4CSEEEIIIY4tCXaDSjt68OP3OhxHIAeoI9UIlPa8picT6MnDLDOu6xiJODqf1IUSIxNJY354DbF4hHR1JZpnPL5T55A9uidoGY1pDl4mLI4eTWGkoWdqyjhdK9eheKfj7PMUlAW4RxRgfbsGY9hsCqZ98LyWgZ5MYqSs2P1HNi2+qaWJhoLonlxyXAM8JPOwFKyufLzl2cTiVpzjzyS/bN9MLommdhwlh5j6IxYjnclgcuBjm1pHE/E9HdjmTyVn6oTeSWHShFLho66pEQoB/gNf7N5NtLIJs+JKCk4/GQUwUy0kVP0QPbid6J1ARW9dGxpI1jRgLTkHi6ev10M22ZOG0fZWFLVsLgXj9wX9VEcQa/Zg7bkVQgghxKeJLFA+WIwYjoNOuh5+kI7qVsI7txPa3b+FtT2nzcXBdtr/+gRddS2EVr1I3YMPE6r+8JA5FcVWhjMnSPitl2heW0d09xY6KlvIaAO04nJONtYcO/HXnqf9ve3EWqtpf309SQCPE0tJAWx5h9ZFi+nesZ3Wp37Hhv9+5hDBroXQow9S//pqoi27aL33h+x5K4Lr9HMJ5AFoJPdso+3NpTS9vpRwi46pNxF8fSlNr79Dx9ZaNOxkn3cp/mFR2v7rv6h6exeJ1lbCqxZS+f3vUPnXxYSjR3COmTQtKx/j9p/cwUMvrKLpE1mT8FAU1EAx2RddiL32JerveZDWLY3EG3bRfP8P2XzdrdRuPLDny5lXiDWzhdZH3yLY1E585xpat7UDYPcFcOaahBe9QOu7lUS2Lmf3j2+k9uXuI69icRkev4X4gj/RtKOOaE0lwcpaUhqQXYqz1I259CEqX9xGpGEzjX//IzUPLT3E96Gbrl/8J7Xv7Sa6YzmNDz9M264AgRljcGT3BOvEhqU0vbGU1nfXEGmPorfupmvZUpreeJfuthimacV/7a1kqWto+eXPqVtRQ6y5jvZn72b7N75L1ZKW/p9fvImVj9/ND+96gsrWyJG3kxBCCCFEL+mxGyyGXM3o/3qbrb/5Hdtf/R1Y8si6/gcMv/lS/H2a6RHUYV9mws82seHX/8vWf/0v5I4m97zT8Z+y6UM9HQpWfwFFX7mR0I//yJ7rn2YPoJzzA6b97Dos2QPwEJ9/EgWXX0L4V/dQ/92XqQdwn8rQ8Q9RXlpIznnXU7Lr1zT+8yds+TuQfwoFt92E+V9/Rq/dg/HB5CmBKQQq8onc+z3W7wkBDpyX307FN0/DrgLEiCx9mD33LSS1N5ytpPXWlbQSwHvpd7D/aii+3OmM/N1PUf/71zR/4xJaAGwenOf8G8O/fBE+75GdZiaVINIdJp7SMY9Xhx2gWDz45l5LhdNH9R33U3XVPT0bPBXk/uoBhk4+sEfSOfNCCs/fyp5//IZt//o5WBzYL/wpvl9fgmv4dAqvv57YnfdS/61F1AOW079L2Vdd1D9bQ6oZKOlnBe2nMvynX2LD9/9B9RWPA3YcZ3+VEf/5bRyloxny77cSa76d9h9dSbtiwzpuDlkXX4z6VjWJYCca5b0HmkvB1100f3M+9UkgMJrcr32PojMn8MGjk10LvkvN4v0Lb6B5zfNAKYE/3Ifv7OFYi+Yx+u7fUvPzO6m7+WLqAJzF+G75GcPnFvXz5ABDJxkJ0hF0k84c68mGhBBCCPFZpJimaQIEg0HsdjvqQEx+IY4ZU0uSCqdQ3R7sriPL5WYmiRZKo3h8+xYbP9y+6RRaNIbi9GB1OejTuuO9ks/+J+t/v+LQG0fcwKRHvs5B+cjQSIfjZBQHLv/BAdKIx9GSYPE5sVjVw6/kYGikglFUT87HnuPHSkVJRHUsnmzsR5lpzUyGdDKF4nRjP47B7gCGjhaNoxs2HD4nqnr4D9lIhkhFM1h9AWwfHo1q6KTDMUybF4fnQycX2kb93ffQ9OqWQ/Sy5uC98KsM+69LD5qOxjRSaF0JTIcHe5btoM/bCHeR1p3YA+6PGH5gYupJtIiO6s3CehTrB2IaZBIJtKSJ1evCeoQfohHew5LHHubN2DhuuuEiRuQf4Ur1QgghhBC9JNiJAZNp2kJnzWGGmbmKCJwyXLqMPyu0MLE9tcTaDzWG1Yotv5SsUSWfkevBJFa3kWf+9TrauM9z+VnjyR7kc/EIIYQQ4viTYCeEEJ8ok1jHHnbs6aJw+ATKco/T+iRCCCGE+FSRYCeEEEIIIYQQg5ykOCGEEEIIIYQY5CTYCSGEEEIIIcQgJ8FOCCGEEEIIIQY5CXZCCCGEEEIIMchJsBNCCCGEEEKIQU6CnRBCCCGEEEIMchLshBBCCCGEEGKQk2AnhBBCCCGEEIOcBDshhBBCCCGEGOSsx7sCn3WZrkYiHQaeilIswT2EQ1lkjcjHcsi9NaIrF9K+qhpdt2EpHU/uvBn4SrNRPuF6n7gSJGsb0e1FuAusJCt3YpZMxuMf+JK1WDNb3lvL7rYYus1FScUpnDKmDK9TPh0hhBBCCDGwpMfuONO2vEzdQ6+RSOkYG5+h7qn30Q6zb/SFn1H5q/toW1dDtK6a4M4akm2xT7S+J74Oup59kIa3ashoXbT9+cc0V34CxWaaefPRv4iQeEIAACAASURBVPDYq2vZ1dxKa8Nu6pqDJPRPoGwhhBBCCPGZJz12x5kZ6yRtlOJUFIh2kG6LYh5qx/hbVP/2RdKzfsiEH52Pw6KAYsXicg1Ab52B3r2J2rufwHLa1xl29ohjXsLA0dDbM5hlgKqhNVajxQe+1Pi6hbywpptT/+3HzJ/sQcVEsTpxOQagt06PUrv+VZZV+zj1c+cwKvfYFyGEEEIIIQYXCXYnAov147tOWxuJBzUcJ88hKy8wwBUyMbU4yZ3bsI5JDHBZA8GCYlHoU+JNh6iqiTJsZCm2Q49/7ZOupiYijKBiVBH+rCM/Tp8YGeJtzTTvDpGcO8BlCSGEEEKIQUGC3XGmZJfiHBoAVYGcobinVeDYuzVC9+JnaV62FS1SjQ4YL/yGjRuygGx8515I0blTcAEYKdKtu+h87ina6zKoWQX455xD4fQR2NwOFAUwNbTWBjpefZqOHWFMix3X6OkUnj0Hb1EWqkWBjY+z8ZF1mMl2krUt8Nwf2bg2GwDX525m+JkV2BzQ/rfbaA+eRtlt8/H11ja57llqnq/C+5VbGTLcCWRI1a6nYcGbWKeegc+xh7Yl75MMp2H0pUz85lwsgKmn0Bq20r70Lbp3t5OxFpB34XzyTxqG3dUTeU1DQ++qIfjOm7RvqEdPa1jK51F68SyySnOw7E3GduxDyzECbhTFimPchbgP2+EY4Y2/fJv7Vhqcev3PuO3Ckf378MJVvLpoBdWhOKnGFtLxLpY8+Wc22oHsCs46bRZjy3pax0hF6ajdxjsr36dTc5BVOIpTpk6mosCLzdpbeS1Oa91WVq/aSHMig91VwNjJ0xhXUYzPaUVVYMeiP7O0ViPUVE1Tl8Kip/7MMgdACXOvPY+JWS4S4U288tQmvDPO4ZyTCvee65bFz/N2dwXXXDubHIBUN9Ub32V1vZPJJw0hVLWG9TWd6AZM+Nw3OHucDUwDLR2laedG1myqoiuewlUwldNOH09JjhdHb9UzWpJQ/TZWv7eJhmgaQ3dRcvIcZk0sI9djl2dAhRBCCCEGmAS748w56zomzur94/RvMv6ArRlMPYYZD2NGUpiAmYhiRk3AhpnO9O6nk655hR23/p6kcwSeKRMw65fR9Nt3iFz5LYZfPQ+XUyXTuYaqm75J2D4V34yJqLFqQo/9juDGBkZ+/1qyy9womTRmNIKZimFqBkoyjhnt/fW+tzxIbHmVSH3JAc8Dmq1VxN56D/ULH+xnkIk0EFv1GultW+nUuzETKoqqQLHZE+oyGqmtb7Hn3nsJBYvxTirE0riK+u8tpP2WB5h4/QisionRvpWme35Py9owzikzcLhjxF++g63PTmbYg7+mtNzdW2YZRTffsrdO5b/83Ue0vkp2wUjKhyQpzfF9xH6Ho5NJJ0kmkqSTOqapkE4mSWYAV4qMafTuFqXxrYf4vxd3kDXsJEYUpqlZ/jzvb97NNddcypSh2VgUjdCmp/j931bjHj2V0aUuunat4tGV65jxxWu5bPYYsmwKaT1JMqmR0nTSukIikcRuAKRIGz2DePVkM5Wr1uIeOYtz+CDYpeioXcOyFheXQk+wyyQJ1e1k86pO6rfbCAZDpMyez3q0YgMgkw6xbdnzPPPqNiylY6jINql/7wF+u3ISV916E2eUOMHUaN/6Fo8++TLttmGMm1gEjTt47YElvD/7Jr5zzWnk2o+geYUQQgghRJ9JsDuhZRO45JsELgFqHmPV53+J46pfMOW6oQfuFttNw//9maj/Msbe9z0CWWAEq2l/7C5qly0lPGMyzgkB0hvWohdfSvlPbqdkKGCE6X7hPqrvX0mo9kyyykZiPeUGptx3HVrbaiq/9xusl/yIMVdNOLrTiHageaZSeuvtFE8tx2ZTMQwAEyPcSOfzjxCxzKHiN98kd0QWitFG66+/ReWff0/rRfdSmpshUb2N0PYwvuv+g+FXnY7TCkbDYnb+8mUSmxuhfNQRVMzDtC/9mHGXgMdzBF8F3zguvGEcFwINL/yUrS9mc8EN32dO4YG7xWpe5cGnNlN8xW1867xRuNQM3btXseCRV1mxuY4RxX5yHGG2bmmg5KwbuPaKmeSrkOnexnP3Pciq93fwuZOGk5Xj4KT5P+CkdIjtrz/CSxvdnH/DV5lUfASnvp9gSzf+SZdz8zfnMCTHiaoABmBqdNVs5u1luyiedy1f+txJBJwqtL3P3XfcxcuvzGD6V2fg0Tqo2b6RTvcUrr/xCsaXZKGgcdabj/OvrfXUd0Fu0dHVUQghhBBCfDQJdp8CetVqgjviWOeVY2x6lw4A0qQtAZSOWuItbegTAjhPu4kxpwRJ1b5L6/Y2MnGDVGUbRixMOpnEGKgKOorwnXEu+dOGYeu94lQVwEAPVdH1fgPWCbNJN2+ms7l3e8kQiLxJeGOS0rNsWLNysPmdpDavpiNfwVMxHE/55xh9xzwMm+NwJX881YrHc7Qn+FHSVK19j51GCZcGkuzatrnn5VSSLGuCyuoGkomx4Mhm6hX/zoRIGy1b36c6EiOV6aYrrtOpR0hndOAozvMjeIaMZc7skxkScO571lMFUmE6ajbTFLIyxZagcddWGgGwU1zkYv3WSvakZjBBdeDz5+BKd7D5/fWkwqWUFRRTMudLfONUE+vAVFsIIYQQQuxHgt2ngNbejpFOk1n/DDU79s0AYibD6DEfmtYzjJPodlr+/gSh+hQUBLAqVvTmFjLpAa6g043d78N60NVmYKSaSTfFSOlLaaxftW+T3o3qd6IHu4FiHMOnUXpDhPa336fjqQdos2bhLinDOeVcii6egm2AT+HIRens6MK0edixdCFVe1/PkAhqxDxJMkYGsBOtWcaiJZsJ2bLI8trBTNAeSaEP8KyXbpcLj8Nx8AQ+6TSx7hDt0VY2rV7K7v0aWQt78VmTRONATjbDZ5zLecpqNlat5fVt72JasigYMoyTZsxh2nDnwJ6AEEIIIYSQYPdpYLHbUFQrznlfoXyq60Nb3ThGDcMKBF/6Mw3PQ8kfvk1eaQEWu4XEe89QV/1mv8u0+wNQf7Q1V0B1ofhz8M65mKIzRh60MLtteM/K4oonn6zT5+OaMItEfRNaRxfR1U/SeM960o5fMOr8ihN0gg4bTocCllKmX3wBQz682Z1LrtcORjXLHnuCTUXz+dr5p5Dtc2FRWlndXk9dPycmVSxubDnHoOqqgs1uwZ9TzrTTLmB0wYHxWbVlUeQBUHHnDWP62fmMnNxOR1eQjo56Nr+zhKeqQzhuvIZJBcegPkIIIYQQ4rAk2H0K2EaOxO62EWvJ4J0zZ++APTMeQ9N11Cw/Km1E1ldjuM/FP+tkshTATKA5MnC4HjtdJxOPocFBPWL23GyMdCPpVvhgfo5UJIihH2559UOxYHGPwTtEJ5a245w4B5//g21xYg0mnhI3aJ0EX3mU+uUKhV++hvyTT0UxDPzT84iu/DrhZVtJnV/BEfULaRFqGxOUlhdg/dg1J46Eh+Hlo1DfaaXbrOCCSfuCdywSw2a3YbdboKuWLbtC+GdOYMyI3vgX7wYMDrfGeTqtoaXTwIEzkyhqDm53mlAwTBDIBjCixMI6/Rpv63ThG1KMd/VuNG+AiglDcfWmZyPaRpdaQMAOWtsuXln4Om0lc7n0zAmMKYFRmXGM9nTyh7+tY0fjxUwqGOg1IIQQQgghPtsG5Kes+GQpxedQfvUUMq/9mE23P0V3XRuR7cuo+8MP2PCD39G5pQ2TPLLGD4PWJ9lz14t07ayiecHv2X3XP4m2ffiIKoqtHFegm/CS52hevYdI5UbadjShaz3JIOvsz6G2rqXt0YV076ml/dk/UvPw26RCmYPq9xE1x1YwlPzLz0Nb+gC7/7SAzl3NxHetofp/bmHjFbfR0AxYfdjyS2Dni9T941+0bW0k3lFP18LHCDVbsE886QifPovw5t//nZ/c/iPufWP3ER3h46kUnXk5V44Lsei+O3lyRQ2t7W3sWr2Yv/3mTu5fvIPuhAHZwxk9DKrefJaF7++ipmo1zz7wMC9u2E3ww4e02XAXBUh3buftNavY1dTInm3baAj2JHSHo5RxpQH2rFrBirW1NNZtY/HDT/BKdRf9id2oPkorZjOzXOedpxeweFUVre0h6tYt5t7f3s4dTywnCFj9WRTmxNix9F+88t5m2tq7ibTuYsWyzXQ6hjGkxHvAYbcu/Anf+vrPWHzUPb5CCCGEEOID0mM3WKh2LFlZWGyHyOKqDf91dzDBdydVf/g92xf/DhQrlhEzKfn2jeRNKEABcm76DUPrb6HhiZ+z4wkVtXgivrOuxrZlNXpbAjMJPd1eClZ/HkU3fpPIz++j4TtLaADUs76N/0dXYvU7sY65kZFf30XVw79g+5OgDj+L4ksuwHixGnW/8ZSKxYbq9qAeZvVvxeYn+7wbGWnaqf3r39n5wv8BChRPpfihuygrBrDhmfF5hv0gTt1fF1D91QcxTcBdjPeWexlz9bAjHoZpt7hQ1ThO24eHsPaPYnXidjuwHqIiqmME82/7b9wPPcyz9/0PL5pgcwWYeOblfPHMceS4VGAYV/7Hv9P6x0d5+q7bedqezYhZs5l3upP1LVFadZ2h9N6JUdyUjpzHuTPreerlv3H786C48zjjK//DjbPsWF0+pnz+chr+8U+e/+OPecIRYOzc+Vw0s5OnW2377uYoKhabA6fDjkU9RMUVBXveSM7+0ldRFz/NSw/9kufiOoriZ/SZX+S7Xz6tpzfQUciM864mzbO88PhdvBpNYygK+aPncM13bmBm4YHHzmgJ4jGD/twCEEIIIYQQH00xTdMECAaD2O12VFU68QYz0zDIBENkrC5sPuchu2SNZIR0wsTq9WH9mFlHzHQKLRpDcXqwunoXOt93JIxUEj0Bqtd9iMlR+klPkYomMK0eHG4byiEvRR09HEfXbdiynYcOJP2R0QjHwOf7BKZfMU0yWppYXMPucuF0HBx2TcMgFY2RsdhxehwHPXN4oAzpeJKUpuLyOLB+eCypoZNKJMmoNpxOB0fbVHoiTiKl4/BmYT9UggXQk0SiaUyXD9+hulFNjXVP/pA/vVbKzX/6d051H2IfIYQQQgjRb9Jj9ymjqCrWQM5HfrCqMwtnHx9IU+wO7IHDDXRUUR1u7MdqOnurA0f2xx3MitXnO3YXrsWG70jWJj8SioLF7sD3EQ2mqCpOX1+fR7Ngd3s47NrfqhWHx3u4rf1mdbnJ+riOTauTrOyPuLi0GmprbZSccSonSagTQgghhDhmJNgJIT45mouiqRdz3SnTOLrBr0IIIYQQYn8yFFMIIYQQQgghBjlJcUIIIYQQQggxyEmwE0IIIYQQQohBToKdEEIIIYQQQgxyEuyEEEIIIYQQYpCTYCeEEEIIIYQQg5wEOyGEEEIIIYQY5CTYCSGEEEIIIcQgJ8FOCCGEEEIIIQY5CXZCCCGEEEIIMchJsBNCCCGEEEKIQU6C3XGWad1Nx7oq0noGo2ULHVsbyBzvSvVBfNNy2tdWkf6Y/YxEhOj2LYQbuzHCDXRtqiIZT2F+IrU8MQTrtrBhQw3dx7siQgghhBDiU0uC3XGW3rKI+odeJZHOYGx4hvon1n1sWDoRdD/xY+rueYPox+xnBhvpfuFR2tfWkmlcQ/NjS4i0xz6ROp4o6tb8g7/c+yZ7jndFhBBCCCHEp5YEu+MtnSCTlYdHUSAdJxM7TKxbeQ/vnnMLdXWfRKUyaJ3vsePWr1H14s5D7xHrRo8kP7bnzTR0DEXF6vJh09NkoklMwzj2Vd5f7XL+8rs/8ezO8MCWs1c7L9/1H/zymS2H3JpJRYmEk+ifUG2EEEIIIcRnj/V4V+AzT1FAVXr/r4LNgrJ3o0EmESeT0qC7g0xjM1p3N+ksQLGgOl1YnLbe/TPo4QgGDqxeG2Y8TkbLgGrD4nah2iyYsRB62oI1x7s30Zt6ikw8BXYXFocNRYuRjiXRu4JozU2Y7d2ku3sGESpOL1anDWVvBU3MjIYej2PoJorNicXtQFGVfeegKKCqoPT+32ZB2XeAA+kpumt3Uav5GD68BL/D0o+GNMloaVKpNJlIjIa6LlxdYSIRBVCw2Bw4nbbe8zbQkklSGRWX246RSpLUMqCoWO0OnHYrRjpJMm1gczuxqz3vMg0DLZVAV2w47HYsRppYKo1hBIl21lAXCBOJRABQrXYcDgfW/W+dmAbpVIKUZqBYrDjsDqxWlcO0hhBCCCGEEH0mwe44UwvH4JuYi2JRoXgi2aeNwb53a5TQG0/R9NZmtNbtQCed995O2AG4Ssi96AsUzx2NDYBuWu/9BR3GPMou9BJ++XWCe8JQOJkh11xO7rgCgs/fQe3b5Qy9/2YCvSXodetpeOpVMtO/RPncsdi3PsvWB9dgpjpJ1bfBS/exdb0fANd536binFHYHD3vNVNR4mteJfzOe0QawqjFEyiafzG5YwtResOq4vThHD0BpdANWaVknVaEx+c6dGO0beKpB/7Bm3UBrv7ZfzC/wt+PltRo27WWFcvX0tjdSXOondSSxwmttYPqoHD0XC4+ZzweABLsfvdF3qjL5ryzyqlduYwNtUEyrhzGzzqfC6eV07Z1CYtXRDnlyxdzst8NQCYeZPPSF9mujuPss2ZQ3L2ZF15fQ3skRksHRNJv8mB4DQCBilM5c85Myvaegk64YRvvvLeOXS0hMvYA46bNYcb4IXj7FWCFEEIIIYQ4mAS748xx8nxGn9z7x7RrGXnAVgVrTi6eIWXomXqiRLAVlOH1A858HD7nfr09CZJbVxBuDdHQpKA6C3DnBSA3G5vDjgKk96wmujx9wDN8ZrSD1MZNaKXnYxqAOw9veRlGXEHfWYOaU4S3PLenrtmO/XrrDDLdW+l+NYMnOx/vMIXoikfYXaNh/91N+H098dQSGELh/Kt731PE8KEf0RjufMZMnoZW5mdotv0jdjwUBZvbS05BIbqRwm7pxu3Pp7DACaqNQLZjv3HHGuHWHWzYmEEPriOa8eB3ucHjxeVxYgHioWo2b4hTduW+qWyMTIrW2mp2GAXMmgvY3ATy8lFddiI7wOLwUViQD4DP78V2QF5rZMvSd/E7CigpsVO7YxMvPR/E6vkSs0blYZNuOyGEEEIIcRQk2J3QsvCd9gV8pwFv/4qW194n+8bbGD78I97S1Y39gv9l2FkTcLktmP2dfnLMBYy67Vy0ttVU7qzBes6XGXXVhEPuqmTlk3v1Dygd7Ucx4wRLNSrvXkFH67/tDXb9kj2M0y+7ljmKFaulv49/2sgbOpmzh06G3W+xbbvO2NPnc9WUnMO/pbsL85yv8fUzJ1HgstDvqToLxnH+ReOARhZuW0TDmNO46ksnH2ZnlaKZV3LFmGwspk7HtjweeuQddtR3MWVEHjb5JgohhBBCiKMgk6d8yqhlcyk67yRc7p7uIkWBwz3SdpQlYfFU4Brt7+k1VNxkDRuOxamjR498MQOLzY7Nqg5QnT8kfzxnnDa+J9RB73OAA1XYEEaMycYCoFjJyc4nx+Mmncz09JQKIYQQQghxFCTYfcooWTnYbcenbIvdhqIMokvK7cFznMZAWlQV1SLP1gkhhBBCiGNDBoB9hthz8o53FQYNpyMHi0UWKBBCCCGEEIPDIOpeEdCI1nHk77Zn+4FKkjX7XtPiUbT4YZYZ1zUysQjakRfZb3pHE/XtYbTMkQ/n7BEkHDnyMY5epxubpYO2xn3hTs/ohGOhw77HiIQ/dsF2IYQQQgghBoIEu8Fi7ATcjhidf76D5vWVdK5eReeWWtL9yD/esy/E7ayh9ff30rJpJx2vPELNvQ8QqvlwdLOg2ofjKY4TeuUJ6l/fRPD9ZTSt34Oezhzy2MdE03v8/Q+/5Lbv38mi6qNYXLwgn3G+NGteXsBb25qoq97KpnU1BPvRVv6RY5iSF+O9hc+ypqqJPZtX8tIjf2Xp9tQh9i5l6Kgykqte5eml26isqmTjtl20R/ofiVORNp76zfX852+eY+fhM6QQQgghhBAHkKGYg0XhfEb/YjO7H3yXxp8uR7Hl4b34y9iHD8XuAbBhHzoaN4HDp/XC+Yz/TTU7H3ydxp+8hhIYQfbca3EOr8TM8RwwYYnFF6Dwxu+TuOdRuu/5Cd2qijr7evJGFoPdgr10DG5LPgc8JeYK4KoYisN1hPcLbF4KikoZauYQ8B7F82dZE/jclZ8nvHAJz//1DrA4KRp/Bl8cM5xsD4AFd3YRQ4oCONTDPGOXNYELr72E8POvs+BPd2Bx5TFu6llcVV7H9oSPDy89N/nSW7i063GWLbyfTYqVrBGn8sVLC8jPsuHKGcLQYXm4DzhXF4HCAtw+J5ZDVEFRPqEJZIQQQgghxKeCYpo9E+IHg0HsdjuqKp14JzJTT6PF0ihOJzbHkeVy00iTiWrg8mD9mIlWTC2Nnkii2J1YHPYBDxuZVBJdsWG3WY6+LEMnFk2h2By4XUd6D0MnGU5huDy4P66tDAMtkSCjWrE7HPR7xQYgEdzF03ffQV3pl/naDadTKLdehBBCCCFEH8jPxkFGsdqx+49gjbj9j6HasfZxnTnFZsdmO7ry+sPicHLM5opUrXh8R3uJW3H28RiKqmL3eI6qND2yh6h1DCfPHEOufDuFEEIIIUQfSY+dECeQVPcedjUalI4dQbYEOyGEEEII0UcS7IQQQgghhBBikJMUJ4QQQgghhBCDnAQ7IYQQQgghhBjkJNgJIYQQQgghxCAnwU4IIYQQQgghBjkJdkIIIYQQQggxyEmwE0IIIYQQQohBToKdEEIIIYQQQgxyEuyEEEIIIYQQYpCTYCeEEEIIIYQQg5wEOyGEEEIIIYQY5KzHuwKfdXrTDjprM2RPH4utZQPtbbnknjLsE/tgMt1NhLbXY6kYTVZhzuBO+tFWwpWVhFvie1+yjJxN8eis41ipDzTT9ep2LKfMw600EG1K4BoxFqd3AIvUQsSq95AgH39FCTb5tvdRmkT1TkIdNgITK7C7bXu3ZCJdhCt3YSkeh6/kRLiuhBBCCCF6DOrf8Z8G2sYXqP/bKyRSOsa6p6h/dC3a4XZ+705WnnYeO5e2H7PyM/XraLvnAVq3NKIfs6MeJ127Cf3rL9T97H+o++mPqLnt+9QuaTveteq1k7r/+jFtNTqp3ctpfuY5Ih0DXGSihfCip2hetI5UcoDLOtYMjUwsSuZYXJRGmviqP7P20mupeWM35se+IUH0rQXU//Nl0sEDG05v203rk/cR3HrsvoNCCCGEEMeCBLsTQVEpXrUPH0XhGHwTx+D0Wga+ToNR+WyG/GoBs1evZvZzt+PNP8F6VNSR2Av7sJ9pktF1NC2D+fEp5NOpcTFbrrycynePwbEUFUtuOd7xo7Fn2Y/BAYUQQgghTjwyOOt4s1jB1hvULDYUr+vAtB3vItbcgZ7KAKMY8r1xWIs+FFi0ELHaVsitwOUMk6hvQTesWP25OPMDWPb/lM0UqfpaktEMisOLEtMP7sEwTUw9TqqxkVQ8g+rOxlmYh9VlQwHQu4hWtWG6A7iHFvBBzDQTXcQa2jE8Jf0epmakIqRaW9GiGqbVib2oFJfvwB/hpp5E62gjFYxhGBasRaW4A56eOvWVHifZ2opm+nEXZWOxqoCJkewkXhvCkl+My62RaOnC9HgwQ0H0tIKjvBw1VEsiomLLLcCZ50PV97W72x0lXteErluwZucd3O6oqE47igKoNlSnG8V2qAqapOMd7Ny0gXaKmTxpNLneIw0jCorVjmq1oRzmvoGZSaN1tpHqimAqdmxFQ3D5e8ozUnHSrY1kbLk4CgNY9zuG0VVLtEPDXjoSp6f3WHqcVHMz6WgaLC7sZUNwuj+4OlKkW1pJ61m4Chxorb372b04SktxOHsOrnc1kewIYTTWkWptw6zdTng7gBVLTj7Oomz6fFsj3UW0pg3DMIEKSv5tAvaCvENeL0a8i0RDKxnDgsVvI5M5XJOqqA4Hik1urgghhBDixCLB7jizDDmZ/JnZKFYVhs4k3zOWA37GN6+j4f7niDaGe/5255B93f9QMTdv3z6h7TT+9TH0adcQ0N6nc9Mu0hENa+FECi67hNwJpVgtAFGiyxfT/OISImEnltxsnC6dZFjDs1+RRryertdfo2vVZuJpO4rdi++UMyg4ZzrubDdKppvQaw/T0VJI6bduIrfMg2LGiK1+gT3PV2G/7Bv9CHYmmVALoeUv0/7uNpJJA0NXcI06lYIvfIFAaU/6MdMh4huW0/raCqLBNEYyhXXESRScfTG5k4v6/mM/0UTXwsfoyMxm1HVn4MpWgQzp1lXU/t9yPJd9jWHjOmh99Hli9lzUSBPxPVG8Z5yBvWEtwXYNx7izGHLleWQp+9o911hPx4ZK0uEU1sKTPtTuAMXkXnE2Lq+KjTEEZpXjzj50e0Q7q3nzufvZ4DiDrMKyIw92dj/uyTNRHMOxOQ5RUiJIfNsq2t5YRbQrgpFScIyaSt45F5I72o8Z7yCy9HHaIxMovfZS/IF9rRxb8leqV+dR+sMf4PSAEW4mvOYd2pauI4mBGTJwTZ1HwVln4h+ahUIXwSVP09ZYQN4ohejWHcTa2zAzefjPuYyic6bhckNi0+vUL1pFqqMJTdPRF93N7hUAfrxnXULZlbNx9fX8uzdQ+/sFpJK9g5tzhpN/+VcYMnfogfuFq2l/4TnaV1Wh2Xw4ivJR2hrJZAoOOqTFX0D2nLOxDT3khyeEEEIIcdzIUMzjzD7uLIZecAoWmwXLxIsoP6PiwB4FbxHZk6eSN2smeaOtJDduItWdOvAg6RDJbRsJPfMM3Z1OfNNPJ/+kMtRdr9Pw5GtEO3r2z+x6g92/uIPu8FDyTjuNvEnF0FlNsiO+38HCdD3zB/bcvwSjfDoFZ5xOTmGcrqf+St3S7eiaAY4K8s6eiVq9iKYn3iYezZCsXE7DI4tJe8dRMLmoz+dv/ZiKRQAAIABJREFUpsJE336c2kdfR/eMIe+MuRRMHU5m2f1U/WERkTRgJknufIv6vz9FuNNN9ux5FJw+DWf1i+z+7d20V0b73uB6nPSencT3tGHoxge1wIx3kNi8jVRnEpIhUlVbidXpeCfPwGtuov3BhSSKppE93Els+WK6tzST2a/dO1tt+KbNpeDkioPavccoSm+9hkDAhqN8MgVnzMTtOVQFFVz+UqafeQUXz51BaaDPMeZgzkJ8886jcOZo7B9OvpkEiS2vU3//40Q6s8iefTr5p47BWPEAu+78F6EoWDxe7PlekuuWE93VzgetRWonzc+8iWYbiTcXSHcTefsZah9egpE1krx5c8mfNozUi7+n5sE3iMYBNLT6amKvLqR1Qyu2YadQMHc2Pn8z7X//G22b2jABW8kocmbMJu/kUVgsKvYxs8mbM5u8OdPxDy/se4AHcBSRM306eTOn4R/pIL1lJ1rwww8bpgm9eCd7HlwKFbPInzODrKw06dpGMqmDD2nNHULB+VeQM9zfn5oIIYQQQgw46bE70RVOpPCaiT3/r/orzYtqDrurWTKLoTdfjtsJZrIeh6ub3YsqSTWHodBD18InCXeOo/xP32bIKB+KkSJW6iK9e+m+g9S9Sd0/lqGc938Mu+l0nHYwwuMg+HOa31xD8qzx2Owu7GPPY8j1O9jz0JM05caxNL5M2JzI0Osuwu875BjDQ9UYPdhI5+tvYg7/AqU3X4s/14FipsnxNLLurifpqLkUb0k74TdfI2qMouSGb1A4OReLAvrMLKJf+QXNL1xA4LbTObZPT/lwzfs8RZdMIta0gK6W8QRuvBrf9lzi2/6JHo3tDTpmySyG3nI5HieYqVbs9rb92j2/n+UquHylzDj3CkDBYhmYey+ZSCfB1xYR1UYy5OabyB/hR1V0cgo72XDrI7RuvIrsOX7cY2fg82wiuHE7gUlFuFyQ2bSIruoSAv8xF5cKWvNOOl57F3PMfEq/Ph9vjhNF0fB6a9n+9xfprjqfrMk95ZquoRR98TryxxWgWhTSU3KJ3PoX4luq0WcW4Bw9m+LRs6HWTeujS3HM+zJDzjrCk8weT8nXxgMaiR0L6H77lYP3iWyk4R/LUE75EcNuvhavB4xEHZZkE8mdR9q6QgghhBCfPAl2nyLqsJG4nT3/V5wOLH4/SroLNA2oJ/R+I0z+BkUjfT29gqoDmz8Xm2ffOL3kxmXEO+24Eltoeriy91WdRFuUzK4qIqk0WbhQLHZ8Z3yJ4oZ7qHvwbvTSkym+6UsEKvz0/aE3EyPRSrwNXFPH4Q44et6q2HF/7ltMGtmNrRgykTCJ6g6sI8/CPbIn1AFYh55L9rif0bZ+MzGOdbCzoFoUUMBiswFWVKuColgPel5NHTYSzwft7rB/qN2PgKJgsQzkM1wmmWgr4e27McwcgkueIf5W76ZkF5gdxLfuhjknYS0dgW9yEQ3bt5Bsn46r3KRt4WsYoy6h8KRsQCfVXEu8sQ3DXknrswvo6P18jGASI95CoqYRJvd+OoFSPAF3T9sCSlYeVkcGI5Hc1yP4SarZQKQZvN+9GE9vD6rq8mPL8aH29f6EEEIIIcQJQILdZ0aUdLsBk/Kwf0Tw0jvaMfUoyZWLaN3/6tDTmCZkPphqRVFQ3QW4J47DymL07GH4KoZgtan9mMzEBFPHtLqw+3Ow7f9Gfxn+yWUApLtTpMNJLCO9WA4YvujFVVSA2Zw6PqFg0DIwtRB6ZxQtvJHu8K79tmWgsBBTSwCgOArxnnQy9hVvE6xrIsu9h7a323F/+wp6JpjUMBIR9GCQ5PrlpCvtBxzLDORg6ik4xrH7mAl1oQOq39e/SXiEEEIIIU4wEuw+M4pwDbdCXTUx4HDrYjtyAijOAvL/9yVGn/rRR8x0ttD13EsknRVQ/TaNy2bjKT4Vh7N/NVOSUVKdraQZyyHm+EC12XH4FGKdnejdQGDftlRbG2R5+/6wqMeFxe1CifSvjp8uKorNjyWvAO9p36bixxcf9npAseAeMRpP3mLC7zcTqnqNmOV8Rl5e0NvmNlSXF0tgJPlf/RFDL5x8mAhXNzCncrTKhmAD9KY6oPx410YIIYQQ4ojJ5CknuoxGJpFAj8fRkxomJkY62ft3GiPT14XOSvFNL0PZ+hIt67rR0xpGKk6yvZN0dN+EErZZZ+B2RAg+9wzRUBxD1zFSMVJV2wg1tpPpLc9MdtK54H9prilhyK/uYtRXJpNa8Bfq11STMfpaJwtW32h8o7wktmwi0hAjo+sYyQjxx3/AsimXUb0TrP5c3ONGkKraRGRrLXpKw9ASpHc/TNsKF64zZ+IHMHSM1H5tZYKp9bZVIklGN8DuxubzYDZUkeoOY+gZMtEQqcrqE2SBdpOMFqNx9w527GoikT7cvPtHQ8HqLSB7TC6p7e8QXNuOntIx9DR6qIOulRtJpfb7DPNH458xEn3bI9Q/vwbrFV+gYO9IUSvOoqF4S1KElq0jtidMRs9gaGm0zhaCG3aipY9gMT6rFcWioO+p7rlWtTSZtNa/df0MreezjyfIJDUwDYx0au93xzRMGD6e7CF2Eq+9TCgUJ6NpZCJtpLuCGEc4kjajpwh3dxCKJtGlK1kIIYQQnxDpsTvRtW+l+bX3SHQlIbQBIxUn/s6T1DR6UUonkX9ab6jpg9zLbiH3lZ/R/vP/h3n1+bgzLQSXvEa02cHeTrbC+VR8byVVD9/Hzl/UUzRvDHRuo/PNtRjjv8TYb16IxaMRW/UQdS8Fyb7hGxRMH4lt5BeJb7mTxvsfx1fyTfIrcvo0tM2SnU9g/iUE736B+vvSJGaMR+lYS9vCGrxXfYuSMQAFZM2bT+6me2l96E/o9afhdrTQsuApmHwRRRdM6rlDEaqj+90VdFV1Q3QXqVgaY/0z1NyfDVmFZM/7PPkjS8maOR3vysfZ/WghZadWoFUvp2Pl+xgnxNpkJqHmLTxz351scJzBLV+9jhkjjv3U+qq/kOzLriPyx7/T8pc/kDp7Dp6sJJFlC+msDFD26zspG/fBQ2Ye/FNPxbNoOR3tIxn6+fEHHMs6dBJ5l36e+P3PU/2nEIXzxmEzuuh+/Vli+nSG/L8fUDCsnxUsHkfuSUU0LfgV1Z6LybJrGN5ycmbPOMxsoocQ3k7DguVoWppM51b0WDvht5+jpjEHCiZReu6puHOnUP6DLxK562l2/SJJ4exh6LVr6HxnK3ru6H5WukeoYQML7n+A6LivcMPlsyh2H9FhhBBCCCH6xXL77bffDpBMJrFYLCiKPGlyQuncRdfy90jVNWPEbbjKy7ATwejqxHDk4xk5CpcnSaI5hm38bPLGfBACdPRQEF3Lxj91Is5cF7jK8U8pRG/eRWpzJYkOE9ekqXhHlOKZchLeQj8q4BgzC0++TnrnduJbtpFsjmGfciHl15yDO8eFYrTS/vQrqGMvoeT6z+G2guIqwFPiQqvfRtI+gZwxAYyGjXSt2Uq8pubgf20m9rIAqmrDVjAEV6GVdOUWYhu3kGo1cJ39b4z8xln0rFutYs0twT0sH7qqiW3cTKy6Heu4zzPkh7eQX9gbyCLNxNa/R2TrHoyoibOsHJc91tNWmoJj1MlkFTqxFxRjcWvoOzcT3bQdPVNCztWX4bGZuCZOx1ekkupKYxs3BV+pH7r2kFJH4T9zPI5EFC2cxDnmZLwFKqmD2j2DHuo+sN37xSSjJQl1R3EWjmPyuAoCngGYxUOxYMstwzOmHKN1N4nNm4hV1mLaR5B36w8pneg+IJir2R6IJlDGzKVs3ujehd0/OJYdR/lInEUe9JptxDZuIra7ETUwhYJbbqagwolCGq2tC9NTTmDqKKyu3vUJ9Tjp5hCOMdPwjd632D1KLu4KD6nmWrSdlSRqmjHdRXhGjcahthFZv5HojkoSNTUf+tdOxubC6nejRqrpWLQcrb0TM2nDUVaAVUlgdHdhWAvwT6jA7rVjq5iG0x0nXbWTROVuMt6hZE0cg3NIBTmT99W1rxLBRja/v5FM0SlMGV+GV26fCSGEEOIToJhmz+CmYDCI3W5HVWV05qedaRgYiSSm1YHVcfheKjOTIZNIgc2OxWHt9+QS6TfvYfuCzYfeWHIBo3/2hQMWmzb1FHpKQ7W7UK0WDnmPwcygJ9KYFjtW+2H26SNTi6MlVaxZzhNrTLJpousZTFRstk+gZqZBJpkiY1qwOW0o6lE0qpFBjycxLA7srqNPNKapkYlqmDYHVqel5xrsXMuevz5HuLaDg0dmluC/8jKKz550yOc1P6IgDF3DSBuoTifqkXbemhqtO9/k0UeWkHvmV7j8rLFknVAXlxBCCCE+rSTYiQFjhJqIdRxilWcAuw/3kNz+LTgtBIAeIdEaRE8d6qlIK9bcAA6/5/iE9UyUmnWv8up6nZkXf56TivsxsY8QQgghxFGQYCeEEMeKoRMLttOdcpBXGOgdSiyEEEIIMfDk6Q8hhDhWVCueQDF9nd9FCCGEEOJYkfvJQgghhBBCCDHISbATQgghhBBCiEFOgp0QQgghhBBCDHIS7IQQQgghhBBikJNgJ4QQQgghhBCDnAQ7IYQQQgghhBjkJNgJIYQQQgghxCAnwU4IIYQQQgghBjkJdkIIIYQQQggxyEmwE0IIIYQQQohBznq8K/BZp9duoHWXQe7cydgbVtLcVEjhnFHywXzq1NP+zDqssy/Co1YTqY3hGjsFt28Ai0x3E9lRSYIisscNxW4bwLI+5YzOjTQuqcL44IWsUnJPmYS30HvEx0zXbaOrLkn2pPE4/c5jUk8hhBBCfHZJfjjOtG2v0vyck6yZE7BufpHmt6YTkGD3CdBItzSjkY2naCDT1Qd20/ir3+O9/3xs+nu0Lq4jv2CAg12yjegbC+lgFu4R/5+9+46So7rzv/+u6pymJ+cZjTTKWaCIhMggsgCDTbCJNmaD196fvevdfXa9613b63XYtY+xMcEYsEEkgQEBQkIghDLKWZqcY3fPdO6u8PwxI6GIZiQkMfB9naNzoKvq3luh59Snb9W9EuxOh9m1m+DzL6Gjo/V0kfLNxvkvw04r2CX2vU/bshCuouES7IQQQghx2uRRzM+C3ALcqpyKs6uL9t/+E9t+u/rsVakOw5Y7gPVMg3QqSSKZxjTPeKvEAFjG3M7kl19m2stPUvk31yAZWQghhBCfNdIxdK5Z7SiO/tNgdaBkebEcvU6ogcD+FizDZ+N1tBDeV4eWUrHkl+MpL8ZOJz276tCzx5FdcbAHIUmqo4lIUxr3iAqcmU6SVZsI9+bhn5yHVrOXaGcCxZuDZ/gwHBkOlEE0O75nHQmG4R3mJFlbQyKURs0pJWNEERa75VBZpp4i3dZItKkdXVNR80rxDSvEareimDpayz56AwpWr4rWHsJSNhInnUSbgxjWQvzThmM7mHnNNOmOJqIN7WgpBUvxKDKHZw+q3cQDRGrrSARbiNa3YrCbrtV+ABS3H9fICbh9hxpPsvkAkfoApqKiZhTgrSzH7jryDJm9TYT2NqBrFiw5pbiyIdmdxFlajsN78CumonpcqCpgcWDxZKA6jtdAk0S4lS1rVtGiVDBn1lSKM0+1N0dBtTux2BwohzfZNNACtYSb4lh8PoyuVsysCty+OLGGDnTFh2fyWOzpbqL76jCzy/BUFGI97EAbPXWE9nZhLRtLRvFgeq100q01RBq70TUTa+EYfMOzsSgAKRJ1NcTaEtjHjsHjd6EogJEi1VlPpCmFs6ICV44HBTC1ENHd+0lEdBSbC3tJJe5CHxYVSHbSu7ses2AESus+0nhxlJSi9NSRCJrYh43AXZCJRQ3Qs2YfZvl43LQRaQhg2jw4hlXgzstAHdTFBWBixELEamtJ9iRRfEV4RpZid1r79uXws2OxYfG6wSo/6gghhBDi9EmwO8dsYy+jLMuDarPAhOspLys9tjegYTUNv16M/ebv4Nq0iODeOrSUB/dVd1F2VzH21F5aH3uc+Ox/IbtidP9GEWI7ltGwuIeSb96DM9NJ77LfUbt5LAXzTKLbGkhEIhhxBe9Ft1J20yW4c5wDDkmhV/6H1s65ZI1OEN3fSjIQxLRkkXXTg1RcPQGLVcVMx4iueYmm1zaT0G2g92CknHimXkfZ/ZfiVjWS61+g5pVG7KWZ6C1tkF2GU02RiLWT7vKQ+61/Y8T8UtB6CG9YRsdrKwhHnZhaCMPMJeuSWyi+dRbOgd4bhxoILHmO9m316DVBTHUFtb/bBoC1ZCyFX+8PdkYPobdfov2d9cTUAixKgHTAxDfnagoWLsCf33eWtNoPaXrqBbr3dEJeLhbFid1nkLaOovSerx4W7EZS8vd3Ys+04nCeT8HVSVxZx2ugSSzUzEcrFrPVcTHlo8ederBz5uO7+FrstgIch4dIUyO9dxl1v12HpaQUM9SEruTgylRIRUKkO9L4bv8u5bMVepY8RtA+j/L77yAz7+M/F9F3H6fu1QS53/t3MooH2B4zTO/KN+hY8j69KT9WpRs9VUTW5deTf90s3HYwe6voePoNtGl3MOruuTjsKlpPEx1P/x+B2HRK7qvAlQNmcCctz7xM99Y2zKIs6OkA1zhyb7qB3JmjcPTso/Wxx4m5h2Oni0RLEFtxJVa9g0QggWX0ZVTcfyMZhTW0/PS/SZ5/Ee5oA7FICiMSxVY6k/yvfYncUQV9QXFA+6ejBfbT8ec/070/iG5VMeMKrtHzKLj/JrIyj/xmO8bMoyRLx5XjGmAFQgghhBAnJsHuHLOWTSa/rP9/hs0g73grJUKkamuI/+H3pOddQdk3b0RRrFhLKnG5gViMVEMtyTHxwzbSMXq7STYFMBJ63yeBOpKb9hEa8y1KvjQfizVG+MNX6XhtMZ3jx1A6Z8QRvTKfJN2+j9h2E+eYeyj68uUoRjeBlx6l87GX8F00mvwMB1pgPQ2/e5X02OspveF8rEqcxIpnqF/8MEy+gDEzLZg9HaR7rWTP+xKuptdpfn4n6S/dTdl0Px2/+BZdr2+hZH4Bxr5VNP9xMamiuRTeOBenLU78w8ep+f0vUEY8yvAZmQNreOYwcq69Hc8FzXT+/n/p4lJGPDgbANXtx1nQt1pq53Kan3qd1Ox7qbh0NCpB4tveoXnRItT8EXgWTsBKCx1PP07zsjR5//xX5Ba6MFr207X4SSJmJkZKP6ziYnJu6E9AvuFkHvdEAyh4c0dy1e3fYZYln1EFnoHt1/HYM3FPPA/30Z+bJka0m1R3gsyrriTXtZXmZ94kVnIX5TeOJPr8P9C26APyFtyMe2QurS+vIzzvInx5w/p6k429tD33HmnfnfhHDLy3Lr51Gc1PLiY9eSGl8ybisMeJr32exj/9EaWolPI5JThHzybv/JXU/OVxGsZNYOQsD+Elj9D+UZSs+y7EV+BBIUjX4j/SvDRK/nfvJbPAg9mxl8DiF2lZ7MZeWEyeM0qqoQ5txs1UXJNH5MWf0by/k/z7vkZ253JaXl9L8JoL8RYmSFVXE7eNIfOBW8nLc6DXrqPt5aU0vVJMxjevwZV53K7VYxixEN2LfkXbBhtZt99JZrEDs2EVDY/+mbqsEfjvm37Es+/2knFklwz48AkhhBBCfCIJdkOIMfnLjHroMlz9j02awOCeQwQS48i57wZysh0opo7LEiCy9lkiDd3o00dgtQ+0IBWrbxo5t19Ntt+OYmrYOzYS3LCLnkaN/AkOLL5xFP2/H2ArH4WnwI0CGN562pf/mtC2RphZAVixZJfhnTGHDP9uOtzduM6fQubM4SRKIdzbix7tJLp6Ob2pEZRcdyv55+ejqpAxxkZg+TcIrthKyYyLGVDTXVl4xmfhoYjIyy4wR5Ezd+4xq1mKplPy3VHYRo3Fk2kH08CV5ST05veIH6gjyQSs1Zvo2lCN9dqfULFgHnYLmJPLMXt20rt8wGfkKAp2VxYjp8wCFNTBPws4YKo/D9fUeWS7EnQv+Qh1wlQyZ0zEviWHtj1hdFcevqmXkbH0NwQ37yF76jA8XtBWvUJXvYb3ezfhG2juTDcQWvEeYWUaI2+6hsyKTFRVwV3gpWfDd+hds4v4nBLczlyybvtbipr+icYf/wLnP06g+9nt2K/+R4ouGoHdDuDEM+9rVE7PwD+5AqsC5pgCjPZtdL1YR7otBBV91domzSdzqgPr9lJaO4vxzppDRn093W82o2kaB19htIy7jNIr5mK1gDmxFK2tioZVGwn3zMeZObDHlLX2FbT9pRbHrT+g9Mo52GwK5oRRJLa/T93LKwjcN52BvGIphBBCCHEqJNgNIa45l+Py2w/dZJ7aLb8fa3b/japiQbU5UK2gpw0Y1EAdCorVh/VgexQrFocTRdUxUv1ruPLxjdEJrXmWxuVbibf1YKa6SLT1oqZShxWloqiAoqAoFhRVAcXS9xlgRMMkahvRQ16633qK8PsH+z00kpqOtr+GGAMMdgOk5pTh86gE3n6a+vVriTenMFMx0nUG7il9gUDraCEd9+GePRF7/ztsis2GxeNB/Xhg/MFTFNSjX8g6ExQFVPWw491Xp2o5uDNWHOWVZE4toWHrZhKts3CPUml7fSlm+a0UXVcw8NGXujpINrahxXRaFz1Bp6NvSzMVJR40MNtaSEXB7QHVV0rRt/6O8Ne/Q9O/fYhtyn0Mv3suzkPP2zpxjpyArXETjb9bRGTLbtJJDa27jbT9PEz9sJ5Si4oCKKqKoigoat9/H/3Cm+L2YD242458nCX5WLoPEE0kyWVg3zVjzw5iPVFs+z6g5tfrDn2ero9jNO8n0gm5J+ypFUIIIYQ4PRLshhDVbj/FMHdu6KFa6v7xftqqssm47nqy5+dj6dlK2+Ovow2iHDOdxoiG0JubCYdbDwW+PsXYbfrgMulA6mxfyf5/+DHdzX78t95M/lw/erCZ0IvPHVonHQ5h6i7sWZ/fMRIVbwW+OfNwr3qFrv1N+Ly1dK4K4/rWHeS6BjHoRyqBkYpjNO6kJ1h91Dn04nKrmCnAA6BiyZqAf7SL7uoeXOMn4cs4/NpXiL79E3b96GWMkdeTd+2XyXRHiW96l8C2T2OvVWyZWVjsjsGNShoOoiei6JvfI33UJWEpsGCG4fjPWgshhBBCnD4Jdp8H2X5sNitmuq8nSQEwTEzjNHqNPgXa9hfpqi+k5D9+x/AL+0YKMevTBJ9bOqhgpzoc2LLyccy9kIpvf53cCtvHo25qaUyL7dTn7TAMDI6e90Mn9N5SIp0jGfbMjykryQLTJNW8i+TS50j0r+UqKsFibyF+IIo5rW+kRsy+435aQdM0MQwDEwVVVY8ZTfFs84yehG/cEtpXbqR9x2rijssZvnCgI6YcLMSD6vXiuOguxn33Zjw59r79Mk1MU8fEysEZP0wtRnT5r2j4QCPjynnEX/s/asf/nIq5BVgsQHozbS9twLjwB8z66UJUwDS6CaT2EdrWc2o7aZoff3fMNKnObnQNLIOYhkQpKMSWU0rO959gxBX5H4+oaWgYWJAZTYQQQghxJsmtxueBMxdnngt9+2oi3TH0RIxkfTWxfbXoJ9/6zIlEMfU0WihAsjdCqrOR8IadpCLxk297GCUjB9fkSSgNmwiuXks8EEVPxkl31tGzfCnB5vApBCk7FpcVmnYTbI+gJRKkI72kkzoQxUjomGYSrbmTdDxNqruB6K4PibcfVsTwSfhKMokuWUSoPkg6mSDVWk98X81pHHeTdCLEge3r2LCtip54+pRL+tRkjybrwvOxNTxP82t7sX15IYMe0yWnFN/E0Si7V9CxZQfx3jh6Kk2qo5ae9avoqe/pe3jVTJLY9Cw1v1mD7Zb/YswP/4WS2QbBx35Fx4EeDBMIRzHRIBYk3hFBS4RJVO8nurPqlI+70VFLtL0XLREn1bie4LpdaMMnkZXh7XufNR0l2dVNoitAOpLA1JOke0IkurpJ9PRdz+r4C8jM1+hd9grBpi7SiTRabyfRLe/Rsbn5lNqW6Gmlen8VLcE4usxpKIQQQohPID12nwsjyf3SfAI//wv7fmMlr8RGonkv0QNdYDvumPpnhWXqRWQVbif4zM8wDkxADTcRbW5Ei+mYvb0DD2P2bHwXLKSw5mHa3niCuvrteIodaFUb6a5SyXtwIlmlvkE+ppqDf/5snKuXUPNLL/ljPBiaiWvOQgon5eKdMR/fhw/T9r8PY1wyHbNjK737W9ANFVsqgZEEvFMouPtaor96mX0/DJM/rxizbTehj+oxM0YM9nD1Mwl37mfpc//HVsfFPHTvncwYMcARP88YG75pM/G9soKYcyTlN04d/C9CSh6ZV9xEQePjtD7+a5Lb5+HNc5GoWktvm5PcO0rwDfeSrl1H0+Nvk668nop7ZuKwW8i/814iP32C9kWv4/rmQvyFY8m+bDo9f3iOff8bIXukSXzvXqK13WD40FPJQb/hqO1fQf0fgrgLXKR3r6enwUbO1y7FmdkX7PS2tdQ/sRqdFKm63ejdCbpeeYrwKjeMuoZxd87AmjWTkm8spPaPy2n4ZQv+CaNQeg4Q2lqNdc69ZE0vPXaOypNo2/UWjz6zg8pbv8Vd84fjlr/YQgghhDgBuU0YCkqmU3KfiqXyxKv4Lr6HinQB4QOdaCEn7slXkn3VjaRb4niK+2bc9l74NcozCzl8gHpLwWhyb7kNfVRJ32NuNSuof2vP8SvxjyPvprm4PQ78Cx5C7Z3K4TNwWUfOpfjeCuyFfS8YWQsupPwfTAKrdpOKpVEKp1J8w80YO/aQzM0B1Yp92tWUZPtwu8FaPo2COwqwlWShAr4r/5qS5CRsgLVoLAV3fxvn2A1Eq9rR2pNYiqZTes2V5M+uQCVFfN8mQms2k4od23Q1q5iMy27CX3D4Mbubikg+kdoAWncKS24ptv4RWJwTL6fsIQvejQdIBtuw5Eyi8L6vYo/sJOUYia0/OfguuocR1mICm+tIdwaxFU0kc1aawAk9DkvZAAAgAElEQVQO4ckpuPwlzLjkS5RZR1CSfQbmOFMs2CovpPhLUbz5gHUEOTfeiD4mD1UF+/TbKPUUHzlNgs2GYnPgvOx6cvOOHKYm1bKX0AcrSASOU5c7E8+8G8gZ6cVSNI3i+/8Gx5q1xBuCpNp6sBXPoOTqeWTPHIkVjXQMPBfcQuaFC8jy20EBW/kcyh9M0b3PREnqmOSRvfB+DHclsbpOtKAd78zryLnJjVYXxFnqxfRVkn/HPZhjHKCq2KcuoDjbi9sNluIJ5N3mxlqchUorANZJF5M7IkGsOYy1bAbFC2aRPXMktv4pBBWbD3d+HgbgyS8ha+Zh+5jVd6QUuwfP3LsYkVFGcPMBUqE2sOWTc/NV5Fw9i4FNmnA8duyOc/9IrhBCCCE+2xTT7BseIBQKYbfbUeVFkCHNTCfQdSsWp/XUBlrZs5g9i7Yff1nWVErvuwpfxuDChqnrGGkdxWZDsSinPQCMmUqh62Bx2lAO3e0miW5bRcfSD0lEj91Gzasgd+E95JQep7xkAt1UsDgcx94862m0lI5qd6Iep7sl/tG7hPwzKRrhREsbEG6k7Tf/RmtgNpXfe4js8lMYWMU00Q0DULAMeHbsM8iM0rvkUaqf2kf2d/+NshnFR7wvlqzdSsebfyHSeeymijeXjAV3UTzRf2SRqSS6bmJxOk8rsJipBLph6bsWTqmED9k28Zuk7nyE6d+/ADOdxlSsqDbLaV2npq5hpDUUqw3FYjm1fTR72f7mkzy9RuG6e25n3si8Ac8zKYQQQogvHumx+5xRbE6spzNI44grGP63Fx1/mWrH7hl8v4NisWCxDPYhtE8oz24/zoVrwzVmDiVl0zjemDGKxYr1BHNpKw7nib8IFhtW14kOaJL49qU0vvUM3TNn4fJBau9qwrXgv30unoJTPBGK8qker1MXJ1G/nY7FbxNcuxll+tfJHZN31IiWYC8ZS+EdZejHe4lMtWDxHHvgFbvjU/njo9g/4dwNtixFRbGfer/aEWVZrFgsp9myRC89iUymXTKFcSVZWCTUCSGEEOITSLATR3L4cH4697ZnmYrq9GB3DnZUj9NhI+OGbzGy4FVaVu4guLYDdcT5FPzV1RTMGcenlBHOnWSE5J51dK4+gHX6bZTfNh9XxrE9Y4rdic3uZGhO+uDHc8ml2Ib7T77q2ebIZ9plNzDF7sHjOsUeeCGEEEJ8YcijmEKcJlNPYaQ0TN0Aiw3VbkPpnxh7SDMNTC2FntRRbHZUm/XQJOafHzp6PAVWOxbbZ6GXVAghhBDi1EiwE0IIIYQQQoghTlKcEEIIIYQQQgxxEuyEEEIIIYQQYoiTYCeEEEIIIYQQQ5wEOyGEEEIIIYQY4iTYCSGEEEIIIcQQJ8FOCCGEEEIIIYY4CXZCCCGEEEIIMcRJsBNCCCGEEEKIIU6C3TmWrtlI01sbSKQ19Kr3aHp/L+nDlid2r6Fp0Vv0ROLnrI3H07v8zzS8toGz3yoDvbebZHsAzTDPcF2tdL30Iu21oMda6HrnDULtZ7A6UyceDhEMdNMdCBLqjZLSDMzDd9M0MfQUsd4Qgf71esJx0rrBEasZOql4mFAwQHcgQCDUSzylH1mWEEIIIYT43LCe6wZ80Wn7VtD2qgv//KlYd79N2/szyLl4LLb+5fHtb9D6mza0C2fh97o+lTqNzjqiQQuOijLs9lMrI/T6T2ltvBfPDTP5dFo1UHECz/+QmtcclP7ph5T4nWewrhY6HnkU8we3ku2po+vFP+DIu47MgjNQlRmns3o77y5dQVVIw9AVrJllTL/gQmZOKMfvsqIAppmiZe+HrFi+jvqwgWmqOHMrmXPxfGaNLsRuUcHQibVXsWblCjZXd5E0AYuX0bOu4NI548l3ye85QgghhBCfNxLsPgty8nGpylmrLrXyUfa8lUHZf32foqKzVu2nxI5r0nzyEgpuu+Us1FeCvXBgaxpakljCxO1xMtjTmWz9iBeeeJXY6Mu4fH4lPj1E1dZ1rHlnOVb3DcwbW4hdhXT7Dpa+voJIyTyuvHQ4Hq2Lmi3rWb7kPbJzbmJCvhstGWTHqrfZ2OJlykXXMjzXRqhuK6veW8zr7hzunz3kTroQQgghhDgJCXbnmtWB4uw/DVYnam4Gx40reg89a7aSSKiomYV4x4zC5TlyTTPcTmj7LlIJBcXtxzViFN58H4oCkCCyeRPRYJL0rjr0FhfhNStQMwF7Nt4Jo3Bne1AATAMj3kHv9n0kowZqRj6eUSNw+V39ZR2qESPSTe/+fcSDKSx5FfjHlGJ19PUuDZyBHu0iur+aRCCOafXgHDWJjGJ3fzk66Y4mwnurSacBsvCMz8JhPbLnSetsJFJ1gGTs6PItWLLKyDhvBIc6KI0kiepd9DaGMBU7jpGT8Jf5j2q3iurt32fFisWbj9Vzon1IsPP9RWxs83P+/EuZWu4f1BFo2biO/elybr/xGmZn9302zJ2ic/G77GsMMK2yELsDOreuoFYbxrULLmdWXl+/bmVGiuZFH7L6QA8T8t0kItVs2RuhYt51XDa3EqcCVBYRb3yEtz/YTMfsa8kfVOuEEEIIIcRnnQS7c8w29lLKsjyoNgtMuI6ystJDj2F+rJ2epx6mtyaK7k6gR+345i2kaOEVZOT2nUKt9n0an36TUEsC1e/ECHViLZxOwS0LyZlSgoVeepY9T8uOEGagBr3LQuDFP9JjBTInUvpQHs5sDxZAb9pA07MvEdofwvB4MRNxHJUXUfzVa/EX+Q/1Rhk9LXS/8AjajlaSgSCmJYusmx6k4uoJWKwDfdzPIN12gM5X/kTXtg4MtxMz2IOaNYzMmx+ifF4hCmkSNRtoeewZYqGD202jbNY43LaPw22qeTedr/6ZUPPhxccxwwqOybdiOxjsUh0Elv6FjqVriNmKUGNN4B1LzlU3UHD5ROyHml5KwTdvR80Di30Y+bfejbX4RPuR4MC6t1jRVIZn1JxBBzvP6Au5KTeLcdkff2a3WbFZFRIGHHyBrqmlE5tnDEW5/VeJESXQEyGeihBt7gWK0Hqb6DHdlOcW9oU6INUTpCehobU30wwS7IQQQgghPmck2J1j1rLJ5Jf1/8+wGeQdd61G4oGrGHn/BVicEWLr36T5pT+j5pViv2ESTrOW1kcep6W2ksrvfAWnz4pWvZGuV1+j6fVsnKW3k5HjI+v6r+KclyL9/u+oXe0m9867ycoG7Jm4S7P6R9Jpp+Xhn9K6s4iCbz1AZp4Do2Ujrc+/Qd1LuUx44BLsbhugoyeqMfR7KPry5ShGN4GXHqXzsUV45/wrBbkDfPct2Ut0zSs0v99M5rVfIXdKHoTb6HrmZzT9tx33s/9CXoYNZ+UMSr+RjZaCyLuP0rq0lfRRg6fYh02i8CsPkn2oxy5J4Ml/pb3Kj3fylP53AeP0rl5M059XYb3sFiqmj0FJtNGz5AlangpgKfsBxeN8/dvnkbXg4BkpwH/BJ71c52H2zd+hoNfF8NFZA9v3w+SPm31k2NJ6qG2opzWZy9SSDFz9XY3JlI7F5cGjgBFtZ/vGD/hw8166o2lsun5wJQyLBafLBaZG14FNrPxgDTs7oxiahjbo1gkhhBBCiM86CXZDwjhy7/8SOROLUUwDb66bxI4fEvpoC7HZk3Dm5pJ5+9/jcQ8jc3QOKmCWutHrNhLaXksyEIUcD+7xM3ADiYYXUbdl4D5/LjlH90Dte5OW9xpx3P9flF02AasFzImFpOuraNi9l1hibn+wU7HmTCPntqvJ9ttRTA1Hzw6CH22mp02nIHeAu5ZOorfUozvLyJgxn8xxThRTx11WRFaTgtcJYMGWV0FmXgUASsMrtL+bOqYoa1YxvqyPdyiy5IcEdvTivuMnjLh+ZF9vXaCK4PJVxAsvZux1C8godANjcHoD9P77H+ndVEXeuGnH6TU9GRvF42ZSaChYLKf7vqROoPEAGzdV4R5/OWMrCnAc6kVUUCwqqe46Plj2GmvafEybO4usVWupPawERVFQ9V5qPvqQt9/bgW3sfBZkfsRLa87eu5xCCCGEEOLskWA3JHiwZjn73v9SVKzZBXhHFxJoCKPHANWLd/IE4rve4sC/v0dkawOakcIIdWCMKIGDPTkD0VxLWssgc9I4rP1POSq2AvIf+A9yNQXV6ehfUUGx+rD67f3tsuIuyMdiVzHTJyj7uLvmxzlrPu63H6b6Hw7QMf8isucvIH/aJHLKFAb5st4hqc1/YN8v3iA9+0dM+qu5OPqfr0x3tJFoDmJqW2n4fTtqfwgzo90ke2OY9U0kOZVgB4qiYjnt8VwMetv2sfzVV6n3zmThnKmU+2yHHQaDaOd+ljyzkg77OK5euIApZZ28uWHjkaXEu9j67gus6exl1CULuWzWaLTVO1EU43QbKIQQQgghPoMk2A1BitWK4nJjhIPo0R4wVdp/9W2qn92H47Ivk/uNa7CmOol++CaBrkEWbgJKEfb8w9+RU1HtLtSTTI2gKKeQwhQnnhm3Me7JqXT+5SXa3nyJhsWPUWsWkvmvTzD+6gIGVaxpYIQ+ou63i0nk38mkX96A+7CwZaaSmKle9Ob9RMMtR5btGYbVd26/EqmeLrYueZm91slcf81VTCh0HLFcMQ1iXfWEp17K7TddQaUP0LvQjpigTiER7iHmK+WiW77KxZMKsANthgkyj50QQgghxOeSBLshQcNMH7wjNzGiUdLNnSg5E7Fm+qFpCe3L9mN/4EmmPziqb63eGjqb1p0w2Jmmhnm8jjyvH8U4QHRPBLPS299TlCbd0UYq4cBZnDuIgVFOzkwnSLU1o9sKKbjvXyl+AIzu/TT+z7dp+Me/pWHiC1QMG2hpBnpvNa2/fYRgUy7FP/4q/qN60Ky+DKy+HJxXP8i4h67C5bf0zQ9nGKDrmFYbp7p3pqGR1sBmsw4ujPbTo11sWvo0KwMlXHztAqaVOo5Zx+/zkpE/jitvu4LK/tcYje4AoUQap6tvfdWTQYa/mBHzb+CySQV9o6yaKZq6QhiOPLynuH9CCCGEEOKzS2YqHhKaCK/cSTQURYsE6N2ymq49UTyVI3HlAek0mCZmRx2RjjDpUAeR7VsJ76o/fgeN14nZ20B8dyOpaIxUMEQ6kepbd/KFZJfZib79HKH6AOl4jETTFhp+9n12/eotkpFj3207HXpvG22//T57/utJumo7SceSGI5ssieMBEsnei+AgZGIkGhvI9baRiqcxDRTaO3txFrbSHT1ogN6TwvdLz9F26o2nAu/Sk5Oklhr3zbxzgBaCtTC4XgnjEDfvJTOjTtJhhNo8TCJA1voWraMntbwKXZqpWnYsZLl76+noTs++M0THex8+0le255m3OxLGF+Qoqu7q+9fMEJKNzCBiglTsCcb2LO1hVAsSTzSRf2eGtpTGUwY3zfQiz1rNCMyk7RU76ShK0IiGSPQso3dDQl8k86j8vB6tRiddXvZsqeO3sRgnqEVQgghhBCfJdJjNxR4Xehrn6O6ZRNeR4TI+o9IlV5E0cWTcTmAsinkXTKNhjd+yYHEpWRkxIg1NZJs18Eex0j1hbaDnUiWCZeQkfVrAn/8GcbuSpS4BfdV11EwtQKrayZlf/cVah9/g5pftOIf5UdrqiYeKaPgK5di9wxwtMsBsmTkkXPNjYSfepvWh0OEhxVh0doIbWjAu/Db5I0G0EhUb6D15XdIRCBVW42e1An+9jfEbXasxXMp+faVsOM9Ol5fSjyWj3XHEhprlh2qRy0YQd5t3yC3rIzs624jEXiCtscfJrFlMnZnnMT+XcTU0ZSUTodi3wnbe2JRNr7+e15pKuf6jBEMy3UNbuv9K3hxVRNpbzGBA+/x2oHDFroruGTBbIZluvFMvIT5VV2sW7WYN1or8Gkd1NcHyJowl5llfXU6XKXMvHAKS1Zt5s3XApTlWwnUVdHmHc2C+RM54onaRBc733mBPzUX850Hb2Ni8am8XSiEEEIIIc41CXafcc6Jl1H8wCW4K9JE1h8gFXWTcdntuGfOI3t0bl+Xq304+Xd/HSV/DYnOMIY1n6wFc3H4dJJNBu6cI2/WraUXUvZXvQS3NKGlNNSMLGzOjx/788y/lwpHCcGtdWhRDcfw6WRNv5DsSSVY+4vyL3gItXcqR8SXwqkUfc2LrbBvJW3HEpo/qDv+jmVPp/D2WThsHtzTr6XclkXP1gOkwhFMaw45C79OxhXXkuEAULC4M3CXlWGNAcPKyL74YEEqltxsVEyUvJHk3HAPvmMmKAc1Kw9bf6Kxj5hF0b1OHKs2kWwNosWtuKddRe75F5E9Kf8Ux2txMn7el9ACGUwqyxj01qa7grlXnWDuO4cfp1VFAVRbDjOuuAbH5j10RBLojjzGzJjC+CnjyHL2HXfF5qRo4kVcac3gQHMP8bRJbuU0Jo45j2nFx//Ku602rKp04AshhBBCDFWKafaNuhAKhbDb7ahyc/fZZejoKQ3F7uBEp8lIJDAUGxaH5ZMDimli6hq6ZqLarKiWows0MXUdI22gHHf5yaXW/4nqN6uOvzBvLsP/5goO7/8z9TRGWgeLHdWqntJ7aoNlJBIYpgWLy3aqA3AeYho6mq5gs52F75BhoOkaBipWq/XQpPFHtQhD19A0E4vNiuU4F02qYy+vPr2I/Znzufe2+ZRkyG89QgghhBBDkdzFDSWqBYvzk8fTV53Ogb04qSgoVhvWE14BCorFelrD99smX8/wyhNMh21xcvQgm4rFhsVydh8FHPDxGgBFtXA2Mh0Aqor1ZMOUoqBabNhPeA4N4vEoFFRy4dSJ5Hnkz4EQQgghxFAlPXZCfGGZ6FqKRFLD5nBh/xRHOxVCCCGEEGeX/EQvxBeWgsXqwGM9dloFIYQQQggxtMhP9EIIIYQQQggxxEmwE0IIIYQQQoghToKdEEIIIYQQQgxxEuyEEEIIIYQQYoiTYCeEEEIIIYQQQ5wEOyGEEEIIIYQY4iTYCSGEEEIIIcQQJ8FOCCGEEEIIIYY4CXZCCCGEEEIIMcRJsDvHzFSCdCSOYZqYqSjpWBLzXDfqs8Y0MBJR0pE4umac69Ycw0xESYUTmKaBkYyhJdJyDoUQQgghxFklwe4c02o30PzWBpJpHaPqfZrf24d2rhv1WaOFiW5fQeNb64h0Js91a46R2vEm9X/ZQkpLkNjxAR2b69HPUF2maZDo6aChtpoDB6qormukoyeGZkiUFEIIIYT4IrOe6wZ80Wk1a+l6z0futXMwqz6g6/0ZFFw7Gdu5bthnSTpKYvNyOtbl4hozDX+R61y36Aip7a/Rtupqym4ZQ2rHGoIRBzkXjDwjX65Yyw5Wf7CG7U1RFNUgmYLMYZOYd8k8xhf4sMpPNUIIIYQQX0gS7D4LMrNxKsq5boU4Hbn5OIHESVYzdY1ENIrh9OGxDzKFmR1sWPIKq8MjuOzySyn3K4RadrDmw494Z20+FddMJcNpOdU9EEIIIYQQQ5gEu3PN5kJx9/fP2dyoRdlHnJRE1UeE6kz8cydA1Xq69wVR3Nl4J59HRmkGCkCsgc5VO9CKLqBoclb/ljESdXsJ7kuRMW0iHrOe1g2tOM8bTmrTdnR3Id6x5ejVm4j0+PHPnIq3wI86gHwZWbOYHnUGRbPLUBNBIlX1aL4yMobloEaqaXt3B9bpC8ktAVNLkKjfTWhXHVrKhn3MJLLHlGK1WzlUVSxAeNdmIlSQVeknsXcrkbYwpuHEd8k1ZJ6ggy69bxVtu4M4JlxE/mj/oc/N3maCW7YT64pjuovImT8Ht+fwLRNEtmykt8ND9qUTMHavJnAghGn34h4zlewx+f1t00g1bad7XR2aomLJLCZj2nl4sg9rO4DDh+KxAAqK24vFkcFx45WhEdi1nBfeqSLrvEu4Yt4EcuwnP96HBHfy0YEYxQuu4IJpRX3XSZmXSEsrb1dV0Z0cT4bzs9WbKYQQQgghzg4JdueY/fxbGD3agcVhhVn3MHpK1pHBbucyWv/SQs86hdjeXkyXQbqpDdv4yyn7+jfIHZuJ0ltNxzOPE58//IhgF9/zAS2LglgKKvCYG2l97EX0zBKsrgip+hDW3EJUM0YqGqVjx9cY/9D1uLKdJ21zetuLNO1OkDn7Dhxd9XQ/9zTxiV/CUXIBrurVND68jpw/LCRHixH98E/UPLyUlDsb1RpDX/Q07Rfcx6i/vgKXo39Pox1Eli2iNVRKUOshvmc7qWgaGEHx9OMHu/TOF9n3wyeJjXmQsZd8vEJq/0qannyK7hoTa7GD9IF6ul6fS8G3vkvx2IP7FiOyajHNW7JI7X+KwNLdJHuTkFlB3r1lZI/JB5KEljxK43PLiKWLcZSBtreB9tHzKLr3mxRMyj4U7lxX/D2TLswFuxfPpXdQrmQdP9iZBvG2ajZv3EZ57kTmnfRIH8UzmVu/OQxXfsHH14hVRVEUTItVen2FEEIIIb7AJNidY5asEnwHs1j2MLxHLTcTYbSaD+ip+CETfzYbi1UnsXspdb94kc5VM3GPvhiPkUIPdqPF0odtaWAmomihCGbaADOO1q3j+tsfMrKym9aff4/uxHhK//0rsPw3NLy7hUjvpTiznZwsHviHlZP+01Z6Y1/GH2whvGcFCfv5pEMXYFbvIq0U4isCrWMldf/3KubMuxl176U4rQaJlY9w4NGfs79oFFNuH9nfVA0jEiK6/ADGgrup+Mlf4811gWFDLQLSR9af3vUX9v3n7+nx3cyEb1+FL7Ov28ts20rHs3+kKziO4f/0ZTLKPBDfRdVf/xNtT43D+6NbyFD7jo0RC6Ht/IDm9A0M+89Hyc23YypWLL6svv1vWU/rc28SGfZ1pnxrPharTrp2Ew0//xXtr4/FPfJmMvrzpLVgJAf7C615pSf+Uqk2CubeyX+MvgFbVh5Zg32R0pFLRWXuER/17t3HgbpO8sddhtfhGGSBQgghhBDi80KC3VCgn0/+AxfiLsoGwDJyBpkVbxBobSfVA56TbP4xP86KQhy5Kq6sLNSeXBzlpZDjR1WCmObARlZUz5+CK/kisboY7vZmUuF89GQb6WAPiboDmOffQ54FIm+9StgcRvlNX8Zf1Let40t3krNyHc0vvEn49m/hO6xcZcoCKu69hZxR/iPD5WHBTtv7FvsXP06Pei1j/+8BMn32QyuFd2+ke3svmfdejn/KMOwKwEUM/8r5bHt+OeEDt5Ax5rByjXEU/eR7lJa5j93JcAgtEsdWNgF3QV+Ysmddyajfz8TAie1UMpSiYPNkUuzJPIWNjyNczfqNG6hmHHecV4LHIT12QgghhBBfVBLsxOAVTMVd8r8kttWTjnVgnzgLG1GiXdtI16VxzZgKQLSlFYvvEhzDD994JN6xHpQPagjDEcHOXlSCLcN/wh5Do+VDmp9Yhd6dR8GvbyTTc3iXVw+pjiZSXSFSr/yBPSsXfbxdsBZSmaS7e4GMjzcZNpbs7BMMNjLmAgqvXkP9Sw+xdtVIMmbOJmvGfLJG52L3e1DP5eiTpkG6t561S5ewuimLyxbOo7LIJ3OXCCGEEEJ8gcm94OeBpe89q7NnPBnjbMR3byXa2YF75kwyLEmi9duJVGfjHtfXs6jFIyiKBeWo7GR1ZoLFetJHPo9mdgRQMgtwFgfoeGQxwebwYROBm5iaiRlPYUYjmJHeQ/8UWymeqROwuwczQ2AueQ/+JxN/968UTsghvf41Wv7zr9nx7Z/QsrkD/UxNVHcypomW6Gb3pg9ZW21hzrVXMnNsSX/vpBBCCCGE+KKSHrvPg0w/NpsVMxrFhL7ApBuY6RRnatrqjHHjqF+8jp6xVnKun4k9uYbej7YQT5WSP6ovyXkqhqHvqiJeE8cc4+prl9ZFtKodyidy8mFajqQMn0vR33ybXPdqqn74G6p+mYv1n79KZp4VcGPLzsFWXkHG3d+l/MqJ2PqvbtNIo6cUrM6BX+7p1r1EqiPYpsxl+D9fgqmnSO59j/r//jkdi1/HO+oBsrIHuQOAaeikkylMmwPHKUw6Z+gRDmx8j5UfdTFy/tXMnFCOW36eEUIIIYT4wpNbws8DRwnuCi/6R0vprA2Q6g0S3rKe0PrdnKmOJdfESajNu0gnR+EqL8AzvAxaatFKS8mw9QU796yrcSrVBN5YRm9TgHSojdC7T9O5MYn7xsvwn6SOo6n+HGz+TNzTrqXsrgWo635P1RMriaUAPLjHTCWjXCP01lt0bq0jGY6R7m6ge+nLtPxlA7H4wOvS6lfT8OMfU/3i+0S642jxFNi82DO9oBhgDLLxAIZOuG4zb736Bqu2NxIeTAciACmatq7grXe3Q9lkRpf6iLU309zc9y8QObLAWLCRbauXs3FPK9H0CYoUQgghhBCfC9Jj97lQQt7tCwn++Blq/zuOP8eGpifQkm4sZ2igRGX4eFz+V1HKxuLxgW3YSGyKBVvlSByWvmBnHX0FpV+uo/mNP1FbuwqnN0W0rhvbxbdTes3YU/9VQc0k68ZvMDwYpPrJX9NQmcnwm8/HMWwaBXfeRvoPr9LycB09RdmoqS7CbWl8Vz8wqCqck66k+NYW6t9+gprdH+Jw6ui9bcQTo8i95TI8WScv4ximTm/Vel5/dRvlC3IZO2EYvkF9AxtZ+8ZKGiM2spp38/7ru49YWj73bm6c9vE7hNGOKlYteYHIuHspHVaEZ7CjcAohhBBCiCFDMfuHQgyFQtjtdtRzOiqEOFqqaTfRmgSOGRNxu/pGgDTivSQO7CFlL8E9ohS7HUj3Etm9nXhTJ1rahb2sFFumDT2YwlU5CietBHd0YTtvBh5HkuSBHSS0fDyTy6F1P9HmFK5xo7BXv8yeR9ccvzF5F1D67ZvI8LswtSCRzbsxC8bjG5aFkuomsnM/mn8c/uF+FFUB00SPBYjv202sJYRuWLFmF+EeNxp3tuvj9wKTvcSr95KgEG9l+bEjTupxkg0HiAYduCtH4PT3JRQzUk9oQ2g3ansAACAASURBVA3kj8Q3vgyrCqYWJVFfQ7yumURPHMWZgT2/CPe4sbg8B6/tJIn9u4gFPfjOH4nNevwBVIxwK5G9VSQ7u0gnVKy+TOylw3EPL8c+2OdIAUyDWHsNOw904S4bSWV5Lq5Bfd2C1GxvJHKCpd6isYzI+3jG88597/H8Uy+Rnnovdy2cTt5gJkMXQgghhBBDigS7zxlT1zBNFcWqDnpwEgBq3qX6nerjL8sYReGNF+DxDLIb0DQxDQMTBUVVOSvjvJgGhm6Aaj3tESxNQ8M0QFGtKKdbVv+xQLWgnsnjYEap3fAqz722n9E33Mf1M4chsyEIIYQQQnx+SbATRzI0DP1EQ64oKFbLWR6BU5ySVJDda99nayCH+QvmUeI6xaAvhBBCCCGGBAl2QgghhBBCCDHESYoTQgghhBBCiCFOgp0QQgghhBBCDHES7IQQQgghhBBiiJNgJ4QQQgghhBBDnAQ7IYQQQgghhBjiJNgJIYQQQgghxBAnwU4IIYQQQgghhjgJdkIIIYQQQggxxEmwE0IIIYQQQoghToKdEEIIIYQQQgxxEuzOMSPeS6K7B90wMWNBEsEoxrlu1Fmno0dDpEJRDF1HC3WTiulnvtpkL/G2AAOtydQ1tFA3yd7YF/AcfYq0KImObtLpc90QIYQQQojPDwl255i2byWNL35AIq1h7HmTxiU70M51o866CNHN79D6zhYSkTA9y56jdUfvma+2/kPqH36LgdZkxoKE3nqB1pW7SR2zNE5o+Qu0f7CHpPnpNvOMi7QQevcN2j+qQ0+fhcga2knL4y/Q2X3mqxJCCCGE+KKQYHeO6a276dnThqKbmM3b6dncdPwepLoPqP3tCwSDZ7uFpytNovYjWl57h3DLiSJUkmRtFeEDbehmnPj2Dwg1xs5807r3E3xrO/EBrm4mIyS2rKV3V8txwneC4BtP0Pz6FhKfiWCXJlm3idbX3qSnIfTJq0abCbz+LE3v7UNLnYVgF22iZ9lqouEzX5UQQgghxBeFBLvPAo8Pu6J88jqN62h6/BV6es5Okz49GqmGbbS/tYJYa/QT1nOiOp0o1gEUqSfoaAuQ0j5LD0R6Kfj6fzDinvm4T3Iqzw6NZP02Ot98h2jjSRJU1mgKHvgulQunYXPInwQhhBBCiKFoILfR4kyyu1F8dlAUcHixlOVhO7QwTnjjagK76tGrt0GimdDLT1DjB2zZ+KbPImtC8aGTaHTX0L7sPeIRBTWjEN/5M8kanot6+L161XJq1wXwXXg9nuQ2utbvIp204zz/EvImlmKzgWloaHUbaf1wN5qZiXfqFOyJOiLpCgpnjMDaf/NvpmPEd6+jc0stuiWbjFlzyarMx2Lpqyq9820a19WRqt5Eqq6TztcXEd2SAYBj3l2UjHX0N0pFcbmwuB0oCijeYbgKbRxfkv2rF/HCsj145tzDd64Zd+rH3uJCHV6E40TLjQiRte/SubcbHH5co0Yf9W5dlNCytwk29oAJYMVaZMMxoZRjWl+7ktoPGvFefCve5Fa6N+winbThOO/j4w5gRFsJvr+C3rY0asEocmZPw5Pr5vCsaCTDRLa+T3BnJ4bDj2vCDHLGlx4KZeldS2laV0eqZjOJhha6336R5N5MABzz7qR4jAOSYaJb36djZ+ehctWRGXjLc1GP+qtgJkOEt6wntK8ZXXPimnMJ+eOLDv0qlGo5QGDTfuyTpuNMVNG9sQotpWKfdgVF5xUe++uRasWaXYgj+0QHXgghhBBCDJYEu3PMccHdTJxuxeKwwPy/ZcIFLiyHlsZI7FtL1xvrSQU7gCjRd14hbgV8wzHzRuCfUAxAatMT7Pz/niXprsQ13EO66mla/zyWwoe+RemC8R8Hjbr3aH18Lb31DejLXiEeTYKZh///jSNnfCkA8WU/Z/dPl5CyZ2LN9dK1+I+Y4TBc/F3ypgzD6lAxUzE6H/07av/SiFJcippso+OPz+B78MeMvXkMFquCXrOO9lc2YEZDGL0aPauWEnb2XXIZZV8+LNhlkXXNXfgNKxaXDcc3/wXT6TvBETOIBzpoqKvGP+Y0B1iZcgdTf3eiL0E3nY//jPrnV5F2jMRRHKbjTyHMpBf3VQfXiRBe8Txt79VhGgAunOd9De815+M6uriGD2l97G28HUG0t14gEU2CmYv/Ox8fd3o/ZN+DPyDck4GlvBCj5c+0vTCP0v93P4WTS7EoYCQ7af2f79C0qgtLWTlKrBXtD0/Sec9/MOa2adidKkbNOtpf3YAZ7cHoTaGtXUZ068HjfltfsEtFSKx/ndY/bT3URMv1BRSeN+xQcAcwo010Pftb6hdthsoRqJFG2v/0BG23/IhxfzMbB6C17SPw+lOk33wZLRRF8TpIVe3DfG4R0b9/hJHXlB0Z7oquYMwj81GzTvnMCSGEEEKIo0iwO8dUVwaOgynAlYn9iKU55N31r+TdBaz8Mase2kTxIy8zfPhRhejbqP3JIqLl9zLj93fhBLT6zbT86t9oXfoe/knjyS45uG4KvaOT6JoaCn+4iKnz+m66DaWv0xA+ouZHz5LO/wqj/vjP5Hkhte1VDvz4l/Qktf6eKUiv+G+qnm8m9/uPMfLaMlSjjZaffZ/6Rx6j7aofUeJ34rzh35lzQ5zeFU9T/ef/n737DpOquhs4/r33Tm/be4WlN+kINsQuorEkGjVFTYwxRU15o6bnNWqKGo019leNvYsgoKKIIIj0ssAW2F5np+z0uff9YwEXXGBZQFj9fZ6H52Fnzpxz7pnyzG9+p2wm/5pfkjMpv4dR0NCc7l0BrZqSuo8Rs3PMrBu4Y4aBy723rF4vWd1Y95KuS6x4h/o3FmOccRtT/udEVD1KZN0blP/qwW6lcii67QWKdvxV/dNJtHbuZeubZAy9o4PgvJXk/ulZSo8v3GPcG6m6/hp8icspe/ZGslIgUTGfrbfcQf0rI0grOg9HuoXo3NvYvqCDzP95hLKZhah6kLbnbqfyofuoO/afDBiSjnXWHzl2Vhj/+09T+dQqsq74DQUnFO/eH3ceGT//D9N+DrStoOJPt9Ma26PvRgeBT1+l5tVKUq67jZKZ47Bo0PnyL1l963VsKXydUd/IxdAT6C0biRT+hGH//B6eAgdKspKtV1xA++Mv4z3jejK0bvWaHFiyHL18koQQQgghRG/IgpqvAmUEAx5+gYl/+wZqeyvRxkYSSR1TfgG6t51kYI9NS1zppFz5P5SeWNQ1TVMFVQEFMBYtwBdw4rzsB2S5uopbjhmDu2xgt18BWtn+wmtoJaeRdqyLhNdLzGclY9qxWJQVtC2KHN7r1cy4PRaU/a1L7LMA7Ss+JZocR8HlY7reJKoVc/5EMsYW7O/Be2ex47ryd5SeWPiFcddXvkzDMgX7eReSonuJeb3o6YNxjxqIsXkNnYEgBj4aZr+PafC5ZJ9VuKNfLjKmTCdlqod4zaFdc6i3NBP6cBn64OPImNgV1AE4L7yajNI4nW/NI7ir9GBSTpmErWDHtFFtIJkTBqGHa4k2HdJuCSGEEEKIHkjG7qtAVaGznsBHc2haUUOixY+ejJBo2o6eX/iF4orZjLWotMeoPtZUi6EV4BiWvY8G1xFap5PIXEHtn6qp3XlzvJlYOITR2ArsK+t2tGsj1uRDLxhHms2y/+K9pWpYSwf2OO6Rykp0bMQW3ceG5Z/fnmysItmiEI7FMIgQb9dQjxmAvXslZacy5PZTD10/d7YdixBtC2POyseU1f2eobiGmfEurycMSO5NCCGEEOLIk8DuqyC0nYZ7/0J9RR7Z3zgT94h8tEgD/neep7H6wKoyjCQQR9ln8kfDMBQUWyqO4sJugUohrrLxmAfb+nIVRxETKBrEYiSNL+fsAkXvGnctpRBX95i6qBAowJliRyHStbnMjizfYWfoGHoMQ0+y54nsqmoHs+nL6YcQQgghhNgvCez6FT96TycG1K3Cu6oO80W3U3ZZ1wI8w+sgseTA16DZho3ElPiUzlXb0UcWdwVt0Sh6PI6xK3k1GNdIG1HTcLJ/9BPSPDtvjxPz65hdPWS54jGSiQQ6h2D+bzJGhy+KM8WFWTscoUUG9pIMtKUbaW+J4spwAmDoBsk916EdIpZBgzDxIeZxFzLg2wN2rTc0Qp0kTGY0swUFA3uBi44ta/AHTiNjx/4yet1qmj/YgDp5FtmDXLtXHI+TTMT7NO6aw4W9KJPmiiqi9WGMAfauQC5Sjm9dAHVoGQ52LbsUQgghhBBHkKyx6y9yczDThO/tefgbOwjV1tDZ0N51mLnbicmsEV/yOo3r6wlvW0/jqy/Q9P7GPRMt+zfoHDKPMRF85W5qF1XQ2VJD27y5+DZWdasrl5zLv4FS8TZ1j71Ge3Ur0ebttL79NJW3PkxzQ6xbhWY0ZxqmSCVty1cTqPcSrtlCR/2+zrTblxjVn73FU48/wH8/qupjHftjxz1pEg5LPc2PvEBzdTOR5gra579E29ruh33HCFdton3VatpWriYa0NEDDQRWrqZt5UY62wK9Hn9t2Dnkn5JB8MU7qJm7ilBbB6GKT6l//G4qn36XqD+CQSoZF8xCrf+Qphfm42tsJ7RtJY3PPcL2lz4lnuwedJrRHKmYk7V0fLoSX01717jvPEswESVWV07bytW0ra8g6o+gd9TQsXYNbStX42uOoHpycE46Aat3OU2vzcW3rYVow0bqHvwHHfWFpJ53/Bd3/zxUOjbx1kMP8J/D9hwLIYQQQny1SMauvyg5k8IL57D9rX9RsTEfFRv2GReRf+F0XFkTyf/OGVTc9wrb/7ISqwN0pwelsAS12U8yFMLA07tpc/ZS8q+/nvjdT1L/jz/gzXJgeMwkjd3PUnNM+x7FVySoe/X/qFrxBmZzglgwieW4S3G4dtsCEVvZGNIm5FP/zsNUfvY6mh4iecJ1jPvhlD4MRJKOus2sXfUp7uwz+/D43rEMnE7B92qpeuI1tv9hOVabQhIXamb3UCZAx2sP0fBJHYYOiZoYieQHNN22AZUi0q+9ioLpI+jVKj17KXnX/4n4ww/S/MCt+F5KRYkGiFuLSL8gF83a9Va1TbyYokt81M19gMrFGWjJTuKmfLKu+DaZpd2zdSZsZaNJP7aM2nlPUr3+HTRC6Mf/nLE/mAJRP6H3n6H6jU2QDBOvbyBpepOa+g9RNHB8/25Szs7BPu4M8s9tou7t/1K16i1MapiQz07Gr2+mYGLW4ZuKGW5k7YcfsME6kauP33MbWCGEEEIIsSfFMLoWEXV0dGCxWFBVSeIdrZLtNYTr2ogGYqgOD7b8PCwZKWga6GEvkbpm4i1eEiY31tw0TGaDZMjAkpONyWnp+hLuryPYFMZcMAjrXna9MJJR4o21RJraSSRNWNwdNN77IG0p32bsb2Zi9ZgxDAMj0kG0rolYh5+EYcHsScGSl4/VvceOlXqcREcLkdpGYsEomsuNllWMK8/Tcwf2SSfsbWRbQyfu3EIK0g9bzgg94iPa2ES8sZ242Y0tMx1NjWFYUrHkpKARJ1ZXQzwQ62E6ohVTXg6WFEdXWjzQQLA+gKlwCDbn3q8t3lpPtKmDhD+EYXNgyczGkpWOyWpCUega91A7kfoGYh1BDJMDc3oOttwMNIuJ3TYK1eMk/G1EaxuIBqJdR0pkF+HK9UAyTqKtnkh7uMeeqNkDcaRbwNBJhnzEmpqItgbQTQ4sqWlYCnOxWLo+K/SQj2hTO0p6t+sFki1VRAIWLEUFuw5g77WGhdz2qwfxfuNP/P2bww7wwUIIIYQQXz8S2PUzhmGAYYCi9Ljdv6HrgAKq0udsivfpf9Ix5seUju6K/KIrXmbrbfeTOPVvjPj+RCz2bjUbBgZGV5so7OsEgu5931/ZfTKMXYHU4TvyoFtzur7X8T4s7XUfJ6Xn57HrbfsljrthYOxs7mCeu17yLn6M6+8t57y/3MoFg7X9P0AIIYQQ4mtOpmL2M8rObRH3dv9BB+ZBItXLaLj/TZqPmYxVbSNavgG96CIGnzkYs32PthWF3oaQ++t7r+0l2DlcDn5MD7C9XoyTsiNIO1T19aKSwx7MfS5Oe0xnyuU/kKBOCCGEEKKXJGMnvsBIxgmvm039nBVEWnSsE04l99TJuLKdsr29EEIIIYQQRyEJ7IQQQgghhBCin5MoTgghhBBCCCH6OQnshBBCCCGEEKKfk8BOCCGEEEIIIfo5CeyEEEIIIYQQop+TwE4IIYQQQggh+jkJ7IQQQgghhBCin5PATgghhBBCCCH6OQnshBBCCCGEEKKfk8BOCCGEEEIIIfo505HuwNedHmgj7Dew5aWjdjYT6rRjz005ghF3jEhNHfHYzr81TGlpWNPd8iuA+MpKtNUTTbqwp1tIdPgxrB4sbhvKke6YEEIIIUQvSWB3hMU3vUvNBwqFP/0G9nVvUrNmKAN+dCLWI9ajdpofuQ1v/c6/M3DPupD8cydiO2J96g+CtDz3KGHbNLLOnYT96xoFN35GzUuLYNr3KBqfeqR702udC5+iqfNESmbl4X9/MfGiqeQcOxDtcDQW9VO7eTWrt/u/cFfeuJmMzz8cjQohhBDiq04CuyNMb60iWJ+NSQejZSvB8jT0I9ojN2lnXYyjExKNW2h6+hVCNSeTPKJ92imAf/E8WqrdFMw8EVvq0RRqJuj8ZA5tWhYp507CfqS7c0h14l88t3fjHqml7a3XSGZe2K8Cu0TtesL6cZhiQWLVVURto9HhMAV2QRrWL+H9z9owm81o3dKCI4slsBNCCCFE30hgdzSw2TEdNXO+nLiPPQU3EK1w0/HmKySOdJd2iRPd8hntn2aRc/JUOKoCOzf5v76fbCMN61HzXB4qBzDu+dMZev8IjLTsL697h4KiotjsvQrk9FAQbyiK1ZOGy3LgqdlYLE6HT6dk4inMOH406d1eL7b+EwsLIYQQ4igjgd2RZnWjptpAUcCWgmlwfo/TMPXapVQ9/y6RiAnroCnkzZyO07VHmcb11LzwGkGfgpZeTNr0U8ganofa/bvn2hfZOK+J1FnfxxP+mIb5y4mGrTinn0/+lDIslv13ObLoASoXd5J6/q/IH9r9njZann2BlvoSin55Nu5eD0KSeMtmWua9j6/Si27LIPW0b5E3Nr1rXV+wmY4P3qTus2riG1cSa7FTeY8XzWlBMVtJvehX5A/aWVeCyIbF1M9fRsQfQ8k/joJLp+PZmUIL1dI8bz5Bx2QyPdU0vL+GpK7hmHI++ScPxrLjm33nsjdpWKWT9Y3BBJ5/FZ9Pw5Q3jOxZM0nLNu+oLEDr88/QvKUNwwAwYS2ZQt53p+PsdnW+t+6lvmYYJT+YQmTOszStbkPNG0726SeTWpyy2zqu2Pq5bHt7BTE9g5QTjsPWWY4/Ukr+yWOxuXr3do1XzKV6XjPuKceibH6Xti3taEWTyDv3BNxpdpSdDRpJYvWbaZ4/H39NAMNVRPasWWQNSuu6P9iM/+PZ1HxS1eO4e87/FYVDAW81zQvm0rKpbVcfzCdcw5DpGV/snB7A/96r1H9aSzJuxjXjEoqOK9q1fnPnuGdecALa+jnUflgNzmxSTz2XnDE5u6/zjNXQ8NRztNfHUd05pJ58OlmjizDtEWslNi+g6vVPiCVdOMefRM7xY7E79uiXMx3VYgLVhJKTgzUzpecPx84mPn3jSR6Z38qkS7/PN08aQaq5p4J7l9CThOMJHJ50cvLyyPzK/RAghBBCiCNBArsjzD7jWsbP2PHH6Tczdo/7jWQc/2u3sPGueeg543ANjNF236u0zZlJyY2/JGeoA4Uk4YV3sOo3L0HpZJxDXEQWPEjri6/Tce1vGHDRRHYlFuqX0fb8h4SbGtn+/jskVRXIQhly8o7gZP9sZR5C1z1MODmKrJvOxLyjbn3rh9Q9+Szh0/7OiN4OgJEgtHYBVX/9Kz5vNvZjCmHV+2z7773Ufe8pxv98HKZEhHjNJoIrNqK3tWFELITWrUIxqShWJ/bTd45VCP+cR6m8779EnMNxF5kILniFjhePpeieuygYbEGJthNaMp+mVc/TmDRhHV0GG1fgfeNt2s/+BcN+OwuHSSFWuQTv7BW0v+hHTx+HLbUJ/xsv452/lKLf/578kU4UQoTXvIf/vW3oOujhBNZxHjL2COzCq1+j/YNCYp/9k3BLOpbUONG3n6f9k40M/s21ZJSloCgJOl//Lav+OB+loBRLtoPO958n3uJDPfmX5EwdDb0M7PSGtbQ++gItb7+G5rBjNkeJzX6J5tcvZMTjvyIj1YahhwgufobKvz5ExD0Wx6BUop8uoPzJJ2j464uMnpmBkoiQrNtMcMW6HsfdsvN1G/ESXfkhvncrQI+TDEUwZ14CuwV2BrpvHdtuvYXGjxqxjDsBU/gzan/xGq1n/YKhN5+Py6LuGPctBD5+mEiLE1upg+i6V/C+t4jor2+j+MQCVEUnsWUuG359KwGvB/uECbDuv7S/OhffD39BycVTsJtVjEQU72PXsP7BjZiHj8eW0kHjGy/QMvk7DPzF90kvsu0KcjOuupOdvc3/7rB9jK6CqpgwKRoms4pywAk7g3g8QSCuYDFiNK1fxsaQjcFlA0j1OLGZv66LM4UQQghxsCSwO6rpJNa8RPWTS7FcdjdjfzwZ1YgTKZ9H5R/+Q8t7H+EccDpu01YaX9+CZeYfGfXHmViBZO1q6u/7M/UfLSZw7Dgyij+fZGaEosQaNAofeov8sV1ZEF3h80zO/uR/g4JZT1G9eC5NtSdTWGwFPUz7+wuJRgeQd/6Y3l9iuJ3w0jn41WmU/vMm8sakougBWv5zI9tmv0TL98aRl1ZM1jX/IOuadloe+ztVy7MZ8bsf4ironhNMEl07j8ZXF8KpNzP6qjNxpppRAmsp/8lPaLjjERx3XUv6zpG1j6fsjl+SMzAD4j6a77mWygXP0rTsREqn7ZgP1xbF+qsnGf2NISjJCOG1r7L5pqfxvreYtKGn4zDlUPTXFyjaUWf1tRNo6dzLdTZuRLn6eSZfVIpqhPG/9xiVf3+Pti3b8AwcgyW0lIq/vYlp4s8Zcs81pDkgXv4OFbf8E2/vR3MXQ0vHM+sGyq48AbspQefCB9n05yepfPFi0n84GN3XTufStShTr2Pwtd8hPQuIb6biqh9Qf98zBGb+HE9qMWlX3MaUKzpoeez2vYw7kDeOolv/2zUOtW+w8vK/Et2zQ/E2Wl98gtYtmRTefw/5o3LQNAi8+Ts2PPAczR9Nwzkjb8e4V6FP/wcTf3IiZrNCrOYjKn79F3yLPqFz2gW49Srq/vMIQeNkBr/2v2SngRFuoPXZO6mc9xbtQ0vJn5RD7KN7KX94K6k3P8fIi0pRjU787z5B9X3v0bx8Iq78iVgP9BPQmc34C3/G6PN0NKv1C9nB/dOJJ310+r1ULJ7LNocdVY8wuyNCzvQr+MGZw3DLp7IQQggh+kB+Hj6q+WlftpRIOJ+UERDYsBHfxq1EfRbsJRYiW7YSbUiCUkbhX+5gxDXHEFu/Eu/ixXSUV5BQHOh+P3poj2jDlYrnW9dQMD6na5qmCqrCAWzt7iTrW5diiq/D9+464gborZ/SvqQWpp5DXn4v5nPupGpoTjcmJUB403r85RWEvSrp37+d0U/9hpyUXtZj+OjcuoZAII+s48bgSDV3XY97NIWzJpCo/Rj/hs/DDW3QSNwpLhQFFLMTzznnYkv4iGze0m3zmoGkTMpEBRTNhq14GtkTHIQrtxBp7/0ldplK5kWlXW84xY4tqwRbOsRawxhx0D9bgr/DhvPCi0nbMU3QPHQwjqKCPm3goXpSsA8ait0EYMJ54ql4CtOJfvIJcUD15JH5oz8z+OrpmFtX4f3kY9qWtYDHgOoaQn1oc1/0ps0EVlWgF4/AGmkmWL4R34aNxNPHYrP4CG3c3C0YHEPamUPQLBooKpqjCHdRColAB4kgUL0C/1YflrMvJnvHrFHFno5r2jnkTBuC2ZZEp53mee+TdI4nZVh4x3tnO4aWji0rQueGGuL+vm1TpJrNWO19CeoAFOyuLIZNOI7Tzr2Ea352PT+9+hJOG5lGw3vPM68y0qc+CSGEEELIb8NHtRZiDQH0SCPeJx7GZ97xFd+Ikmj2YhSGSYbDoNpI1K2i7d35tFWHIRrHSIZI1NZipA/9Qq2KZsKSk3dQZ3SpZTPIGfsizcs+xH/uSGxr1xLyp5BxxVTMlgN4Wdk82I8/l5xtz9H+zsP4PkzDXjqClEEDcEw5CWtvN5NIRkh2BNCtGVg8nt1+sTCVlWKK1ZH0+3p+rKKi2vOwZsXRA8G9bhajWixYs9zorX6Shzjyibc1YZCLbUDaoa14JzULW5EFNrUTBczESTStp+29xfgqG4nHdEhAYuveUo4HJ+nzE/cFSfo+pOaRtbuyw0YiSjyoYvf5er9JTyiEkXBiK87sdqMV+7CTKB120o6/1xKpjoGxndZ77qZ1ZzE9SLw+gJIRxIjF4Us/WETFmV7KieeUfn6TezinnF3Dyo3vsGFNLRcOGbT3hwshhBBC7IUEdkc1E6gq2HLwTJ6C3bn7l1A1ZzCuTBMEttLw4L9oCkyg6Jtn4RyYiRqup2P209RvOTw9U8zZZMycQfM9n+JbtIzQlrXECyeRNSTtANcdmbGWTKTgulJSN6wlsKmKeOM2Gh97Af3jdgb/4VukuPZfCyhdgWoshhFPYNA9A2lgKCqKaV8vd6PrAfuIdg3A2Dll9RBveKGYNCAIsf0WPYhG2JWj1/3NtD73EI1bcsm45DxSinLQLBreR1dTs/0wNL1j3LTcYaRNHoR5t6SuFUvZUCxAvFeVaaAYGMl9LQo1g6aAo5DU4yez5/4matExWFxHYMKCniTib8cbN5Oenop1Zzo2J4sMVaE80JeJt0IIIYQQEtgd5bKxl2SiLWnGMu0Cio7ZuUIsSSISw0iaMDvNUL4e36YmzBdfTuFZJQAY7RA5Hz2WaQAAIABJREFUjMkIRTNhHX4yGcXLaH/xSZRkHOcFE7GlOg4o5kn6Gml99SkiqSeRPfMUCiaBEW4nPfN3rP7nvbRc9i1SjtnjQZEQcT25e/Bm8mDOy8cSX0ZnfSOJUVmYd+1wuQbDVYitqNvaMCPJzt1iDD1BovozOtvseLKzu70pEnw+L1Mn2enFv6kOLeU4TId4W3rLsBFYeJPg8s0kxwzpmn4ZDqNHYxh9CSINA/TPTx80mtcT3BpEKSnFhk4yUIt/bROW8d8i+6zpOBVA9xJQ9xHs9DTuvaRlZmLJzEBJlpB57kW4s+0ogJFMogf96O40zECv8oW5OZgdUfyflpM4J2/H8xUhtG4RTYsa8Uw/nfThBbiGeWhaoGA7/Tvk5+58cIJ4ZxxFM2Oy9e3jT4+ECETimJ1uHAe62Ykeo33bJ8xbrzLp5FMZmbcjwm1uw6sbeDw97CQqhBBCCNELssbuqOYk9ZQz8WS30HTbP6heto1Iayv+5e9Q+Zc/U/XSEoIhIDMNi9VMbO5j1HxaTeeWFdQ+8TC1b6/pw2HnIQKfLaF58RLaVm4g2hkhtn0z3sVLaF68llBkZ0pJRUsvJXX6KPTNK4g6hpF5zCDMlgP7yq9oQKCKxicfpX7+ZwSbfURba/FurAXnIGw53Uu7MWekoTUtpe69tXS2eOncvJKOhghgxzV6EqmDNFqffoaGpVsJtTbQ/vrtVL1aiXXq6aQXfp63SS6bQ+2ClQRbvHSue5vq+98m6R6NZ0pZtzVtm2h5+DVaq3yE6zbQ/Mx9NFc5cU+YgMsNECW0aRXNH3eNV8iXJOmroWPxEpoXryTQ3NH78S+eSe6MFDpfup3qORsINFTQ/OrLtK/Z0qcD6422enxzXqdxbR2hmlXUPPo0HVUppJ0/BTMKiiUFa1qS0OoFtH64AX/5Cmr+fQuNS3paPOjqcdzb68Jdd0c66Ny0kubFS2heWUk8lkSvW9P197JV+FuiKBnDSZ8+BVP1y1T85yXatzYRaa/DO/sBNv7hVho+3t7768yaQvapIzE+uoctT68g0NZOYM0Sah9+mLaNXpImN+Am8+JLcCqfUvvbv1G3upZIcx3t85+j4g+3sG3+BqJ9yY6G29nw3vPcdccjvL2imsCBHvKomTG70ohWL+W9RR+zub6d9vo1zHl9GY2JDI6ZUrhb8cZ1c3joznt587MGIsm91CmEEEIIgWTsjnqm/GkM/HOSqlsfoO6G79JkUTEUM+ZJ51J0wjgcNsA2jdJff5vy3z3K9usXUme1Yho6BuuxE4mv95IMBjDw9DLL0kLTXb+ipRKMZAK9sxPqnmT7R8+iMIHCl/6MY0eWQTF5sA85FtegpSQmTsRVkoJ6gKkcxZlF+gXXEAncT+OdN9CS1FCMOHraMPLu/Bt5u51zbcZz4tlkLFtNw8M3se4JC4qq4rjyTlIvG4NWMJmCH+kkHnyI+t/9gAZAj9pxXPZ7Bl1+PNZu8/HUIjedb/yN9Y/4MeIRjLSp5Nz4M7ILux++XYjFWErFVU+DnkA3HDgvuoHCs0fu2Dijg/Zn/k7twm0YOujBGLoxl/r/+QCVgWT+9hcUnz2udwNhyaTwz/eT+OPvafzzj2ixO9GGl6G5svv264vDTCKwlrqbXmRbIEoiloH7RzdSNjELUDBlDiT7u1cQuvtham/6EQ0mDWXUTDKOKyb8WgWRbUDJzspMPY675bJ/kH7lOPBW0f70ndS+Xwl6jIQ/DHP+RsX7GqSXkHX9XXhOycF9+pUMUDUqH3ycLfMfQ1ENDM2N66LryRx7AGs+tRTSLv0fBsT+RsV/rsP3qBlUK6ZxZ1J05eVkDOjKGpsHnsPw+xW2/v4htv10DrUm0DU3thkXkzN+EOYDPH8OgGScztYGqre2kBsMkzzQ1KWikV48hhmntDJ73gKeWPMeJuKEjRSmfOcqTtlj46GIv4HKLRUoYyPovTyORAghhBBfT4phdM1H6+jowGKxoO5rKpY4sqIBQr44Jk86FlvPRRKtrcQ1D9Y0y+FPxxpB/B88xtYHN5Nz3Y3kTy3c7ct55NmfsPx/3+/5sYOvYezrP9/tEHM9FiQWiKDYUrA4zPs8fkEPeImEklgzM9F62DZSD/qIdipYc3bfSAXvGqpvv53G5ExG33gRdnOQSMKFLcO6Wznvczez9d5Gsp7/J6W5TiLtnWgp6XusDTsMDJ1kKEA8rmLRqtn+h7/SpM1i1I0X4cysp/y8mTTvZd2k8/fzGf/tAqIf/YOVf15O1k33MvA4N7FgAtXlwGTVvhg8JePEg0F01Y7ZaWN/b//9jXtvJdvbicbN2HLcB/k6jRJrCqI73dhce3lyDAM97CcSVjC7PQf9HCZjMWIJHZPVtmu6b58YccKdnYQNKylOG1oPv4pUf/wYDzxVydirruH88YXY5ONZCCGEEHshGbv+xOrGkb3vIqbMzC/lSU0GvcTqKml9+UOUYRfiGlH4haDBdNyVlN19Yc8VOAvZMzZVLS5sGb3aKQXVnYbDvY/7XSnYe1GVmpKBY3+FNCu2rMO9e6KO94GbaB58NaXj0lCJE1y6BN82H/bTB6DZrUA2ub+5F/deFqLZhqZ/4TbFase6r65rZswpvd+Jc3/j3ltaevr+x71XrFhy9vPcKAqqIwXHoWkQzWLBfigCfMWM3ZWKfW/3J5toqmtHGzyKUQUeLBLUCSGEEGIfJLATfRCj9ck/U7d0G3F1EAXfOwVPD+fNmYonkF/85fdunxQN1eFCS1r2mRFULHY0jxP1QOeW9lmEpBomcPd1rCkaginpJd7QgDrofEpPHYbFCeAkZdoM9nu0n9mK5najmL6svovDImagpY/h7FGjGJDtkQXRQgghhNgnmYop+qCVhgfuxR8oxHPG2WQdk99/fiGIttDx6QqC+kCyJ5Zhsfc8ly6yaQlta4O4zjqBFNde5r0eBuFNC2hZtJ5ou4Fl5FQyp47GkXFgO40m6pfT+Ek7jgknkl6813yQEEIIIYT4CpHATgghhBBCCCH6OYnihBBCCCGEEKKfk8BOCCGEEEIIIfo5CeyEEEIIIYQQop+TwE4IIYQQQggh+jkJ7IQQQgghhBCin5PATgghhBBCCCH6OQnshBBCCCGEEKKfk8BOCCGEEEIIIfo505HuwNed7m+m02tgL8xCC9YTDDpxFqTtJeJOEF7zIe3r6tATGmr2QFLGj8SZ7UY5hH0ydJ1kay2RpAdHhpmYN4DiSMXith3SdvYm3LyZlSs3ESo+gVOHp30JLQohhBBCCNG/ScbuCItvmE/NM+8SjiVJrn2DmldWEd9L2dB797H17/+ibvYHtHy0iMaPVtJZH9itjB5rpfGR29n26jJCeh87lYjS+f6T1L69jrhvO9535tG+pZm+VndAvOUseuUtPqk1SHPI7w5CCCGEEEL0hnxzPsJ0by2h9lwsBtC+jVBVds8BVPgTqv/2FJ1lVzL452dgtSig2rBkZOyeRUvGCK39GF/aYFLPm9xjm7FFT1C1wkHWd79FenoPBQydRONWopyCKRYkVlMHhWGMg77a/atZv4iFNTrTf3giE0rcX0KLQgghhBBC9H8S2B0NLFa0/c1xbKnCXxPCcsnppA8r2+uUSMWaQ9EfH6FAdWLeSyG9bg0dSz24v7WP9hQFxWxF60WeLhn00RZO4kxJxWk5mCSwn6a6enxaDtkp1oOoRwghhBBCiK8XCeyONJsHNc0OigL2VExDC/k8pAnifecNGpdsJOHfQhKIzPs367Z6gBTcM84g95TR2PDT/PTjNG9qxTAArNiGn0je5Sfi2lWXj6ZHH6K5MoC+bQ2JGhMNd/6eNivgLCP3W2eTMSi7a26uooArA9ViAhXUgjws6W60nvrv287C5x/h8YVBTrr6x1xy/GDcfX5V6ei6jqEoX8paPiGEEEIIIb4qJLA7wuwn/5jxJ+/447SbGLvbvVGSbdVENq0jFmhHB5T6zYTCNiAby+ipO/JpYaIbFxN8bxt60kAPq8R8hWRefmK3ukLE68sJrW/H8HeghxVim9aRMAEZJuLh6K6plorFQcaVd5Cx4++i7x+z9wtQNKwWJy6HgcNuQj2YhJ1hYOgGiqpglchOCCGEEEKIXlMMoyvH09HRgcViQT2ob+bisKl6hqUz/4r15jmMu7xkr8X0sJ/q607Ha7mGgfd+n572lIw8ez2rX/VQ9K+/kJ9/8F1LxmPEk2C2WND6+PIx9CSx4CZev+cpVmecwi+/O510p/ngOyeEEEIIIcTXgGTsxEHTzBa0g4nBYiEaqjew7KMlrFNLOXbqGJw2CeqEEEIIIYToLUnPiSMvHqK5upxV5fUoaQUUZjv7nPkTQgghhBDi60i+Posjz5HOiONncsV3ppNRv5yFSzYRjiWPdK+EEEIIIYToNySw+1rS0eM+ksFDVFsoiNfrIxzv4xHmiorFkUrJiHGMKzGorijHG93bMe1CCCGEEEKIPckau6+ECJ3r1xFsDaNHQ4Q64iS0SrwLFxHFhmPYIJy5abuOK1BKClEa36P9zdm4L56A0tGBlpuPI9Nz4JF+sIHlc17i5U9CTL74Es4aX4Kzx3MRekG1YHVqxGs78el9DBKFEEIIIYT4GpLA7ivBh/e5O6lduOO4g84IBrNp+O27qAwk87e/oPjszwM70/CLyTtlOXXP38KmN22g5pJ2w00MOHMMlgPdsySZIOxtp7E+QCAW33VkwkExQD8kFQkhhBBCCPH1IMcdfF0ZOslwiFgoicntxGzte4yfjEaJJcFss2I6yJdP+Tt38cBHJi654QqOTXft/wFCCCGEEEIIWWP3taWoaA4X9syUgwrqADSrFbvj4IM6gKEjpzCaZj5eWI03JOvshBBCCCGE6A0J7MTRpXAa37j0VDKq5/LSZ61HujdCCCGEEEL0CzIVUxydElFChhWHnFMuhBBCCCHEfsnmKeLoZLLiONJ9EEIIIYQQop+Q9JwQQgghhBBC9HMS2AkhhBBCCCFEPyeBnRBCCCGEEEL0cxLYCSGEEEIIIUQ/J4GdEEIIIYQQQvRzEtgJIYQQQgghRD8ngZ0QQgghhBBC9HMS2AkhhBBCCCFEPyeBnRBCCCGEEEL0cxLYiX5DD7QSrKwmEghj+GvxbqojeaQ71U/p0TCh8vX4tzWTOCQ1hols20qwIYiejBDauJpgxyGpWAghhBBC9ILpSHdAiN5KVC+n6a1NOGZ+k+zkAqqesjD0zktxHumO9UPJjgaaHv074byLKb7hbFwHXWMr7a88hj/325Sdn0Hz/b8leulbDJ16CDrbIz9rZs9meWNo95utOYyePImxQ3KwAOhe1sybwydVbUR0M568oUyYPI5hhany4SeEEEKIrxT5biP6DSPiJx5LYFLMqGEvkXor+pHuVD9lJKLE67cTNQUO0RjGSbQkMQoBNU68rpJYaL8POggx6is2sbY6isvR7WPMrlMwIrLjmkKseP5+XlmboHjcRAaYg9RULOLl2mbOP/cMxpSmHs4OCiGEEEJ8qSSwE/2LqqEoCsqR7ofogYaiKfTqyYn5Ka/wM2BIIRatL2010+aNk37cz/jDhQU9Fyl/h1c/81F60e/54RQ3AMEtS3n7zQUs3TqcgvxUMix9aVsIIYQQ4ugjgZ3oNxRnJpZCHZPDDMlcHCfkfz4Ns2MbLbPfoC3oxIyf0NZWnDMvJq3+NbavDmMddBJF356B02XGiIeIVa2ncc48/M1hDF3FOe0c8o8bjTXdjhpvoHX2WzStiJJ19WVkFaWhGAZ6ZxPeuS/QUJ9N/nlnk17i6XXf9WAroc/msX3+WhKGHfvwY8mZMQ1XthNVU6B5IRtufQPredfgrHmTlnXNkFJKxmlnkDmmGLPNhAIYeoJYzXpa3n4Lb3UQnAV4jj+R7EnDsLksKAoYho7R2YJ/xQc0f7CGSCeYCkeSfcbJpA3KQVN3Rl4GRjRA56dzaXnvEzqbwphHn0rpBSdi81h2tBcn2bEd78IFtKyqIRGLoxWfRMGsqbgL0tB2rdK1YCkpRk93oCgmrMPPxjZob6MRYOHjv+bf81o55ru38ofzhh74iyEcJqTrWC0mkvEYCR1MZnO3a4Oqym1E9RLGT3LvuFwda4aHtCwLW6pb6BwXJyPDfOBtCyGEEEIchbQ//elPfwKIRCJoWlc2RIijkZY1kLRxo7Gl2SF3NLmTSz9PDvlq6XjzaRrmbUJ12tGrPqHtuTfwx4qxORvwvb+QuHs86SPchJc8x+bbHqUznI5zaClaoBz/6y/TvFXDPXUsVrsbi8VHx+wnaFxjJ+34MZiVAIGlz1H14EKsE88k89jBmHuZaTL8tTTecx2bnt6MJb8UmytAaMEbtKzpxDpiBLZUK0rLYir+93E6a7YTDepYU63o6z6g5Z3VJPOG4C7JRFMVEtuWUPn7G2ndbsFRlIvmL6fjtTfxhXJxjyrGYlExws20PvUPKh5fiJFajC3dRHLDAupf2YA6YSIpmQ6SgVY6FrxMYJufaEsdKFaUSD3B2U/SVDeMzJMGYlIN9NaNNNx/OzVztmAqHIzNEyO29GVqn1kNU08gNdO64yo9uCZOJLU0DVX1kHLK6aTsdaZjkmBDLQ1hB8MnTGd0YR9WSbaWs3DZFrTcIdhaV7NyUy3+mIHFasNmNaMqULP6Q1Z7szlxxhhS9QShjho+W7qUZSsr6XSVMm54KalO+W1LCCGEEF8N8q1GfIU4sR13CkU3XIb27o2s/3sH2Xf/hYJQJZU3/4h4YxMxI5tISxLbcd+l4PLTcWY4IH4ZHY9fz8bX5tO+8Vt4JtkxDZxB4ZVbiNzyDBXPjaJ00jZqH34NdeLV5J97HPZeT+FL0Dn/bra9ESDj9kcZcnIeqhGmc/HzVP5rLi2rjsdTOJad1WnDLmTo78/CbtKJbX2XylvuoHX+Z+SOL8OUGaL1sdvpiE+j9PabySm1o8RaaX/xbiqefIz6qWMZPCGTxLYPqXtjLc5zf8eA75+AwwZG2xLKf3ELNc8sJ+9/z9rRWgw1dwh519xAdpkbRffS9M8fsvnJZ2m9/lQKM5NE6yrpWNeC+5s3MuCSE7CZQK9fwNa7FhDf2gRDe5+1/JyDUTOv5XengMPRx4+gSIyEquHf9D6rclwoER9rl39M6qjpzDplEsVptq5yVgtWPU5bxUqWLv+Mrf4E9owUon1rVQghhBDiqCWBnfgKMaGaTKgaaGYLimLDZAfCVtSdr3QlndSzLsXprSe0cRG+6hb0ZJzYtk6Ix0gGAoAdANe0iym5ejvlt91K9YoEEdeplF56Ou6UA+lTAy3zl5N0jsCS3EjLuxu7bm4PgclLZ3kjyRmfb19iHjwCuwlAxVI2EvfQYjpWbiEaCuHQN9K6sA7LN24ks9Tela20ZJI6ZRL2lxbRsbwJJmSily8jouSRMXkijh3xjZIxivyrrsYZyOu2WUoKlvyh2MvcXXWpaaSPGQ7GBuIBIFNBc6djy3QRXL6QJlcE19AhuAaeRNkfp6GbD2KBmmrC4ej7w8kczoxTbSQyhzF6QBpqqIk1ixbw7tqVrCopJGvigK5yeoSqT+ZT8dkGIjnjOPOcQnxrP+SD6oNoWwghhBDiKCSBnfh6UXRiFctoev1NOlo0TKluVHSSrUEM9ghU1FTSzj4f97+/S/vyLFJ+cgEZg1MOcOOWFiLbExixbbQ98QRtO2/WIyTbY2jREEZyLyfJKR7MWU40wiSSSQi2EPOrmHLzdnvjqtmZmG02gj5f1w3hGIotC3OmvVspN54Tz2Nnfi22l96a7d0fo2HJH0nuZRfT/O4neN/8L21z3DjyC7GNPZ3cWWM5YivU3MVMOqH4879tBQwdOZLyjXNpaG0nEN8R2IUq+ejDJoonnsL0ccMpSfOyfA0YR6bXQgghhBCHjQR24uslWEP77Bdp2V5A4SXn4B6ShWrEiSyOEazc8oXioaUL6ezMxVJsJbr8XXznDCY940AatKM6FBTrRAp/fPqeoSNq5gCsLg18PT02jhFLYhg7wierDU0x0L1eDLptPhmLoetJNNuOoEzRMBJBkofguAHFnoZr6jnYhk4iXFNPvLWd4CfPU/fvlYTVPzN01hDU/VdziMXx19dSr6cyrDBtx20qFrMFuxX8sTjJJFhMKkQsDDv3Ik4qKyXNAoSjRMIRkqjIcmIhhBBCfJV8+d/JhDiSOpqIbq/DyBtFyjEjceXnYc/JxhwPfSGLE1/3Ilvveh3jnN8y7OYrsdW+RO1jbxPcW7qrRwNJGZeC0lBNvPA4Mo7b+W8y7pFjcRdno3Xf779b9s5oqSBYXkciowS73Q7WcXjGJIivWoIv/PlDQus2EfF6cI3LAUAZPhDN30hoUwXJXaXqqL3lJ6z862z2kh/8ongbgQUPsP5X/8LbaMc9bgoZp5xBwU9/Qop1E/731vR9rVo8SHVlE/Hk/ot+kUbjuvd57dk5bN41rzRJZzhIR1DB7bZjtUJBbi6aGiRm2hHUAXGvD19bEFduKja77IgphBBCiK8OCezE10tmOubsdBILnqZ6zhKCFWupvffXrL/z3d0P6g6tY/tD/yWgnMnQ30zHM/I0Sq44jvD8/9I4f2vvgyOsZF99A+6UDdT88CdULq4gVFtF8wv3su6Ka9kyZz2xboFi6MnbqVhQTqB6DTVPPk7LkiiekyZjSXOgkEXBNZdjrHqBqtueobWqAe/7j1L50IuEiqdTMLJrG0pT6fnkTY7S9n93UfX2WgK1ldQ/dA91b69HGzOVXh8bZ/JgyipB2T6P7U+8RPP6OkKtNbS/8Qy+Bg3zMeOw9Xocugvw0VO/5be//yV3zP1ilnT/VMoGF6L51vDUfbPZ1NRKfcVKFi14jwpbCYPyC0lTwTVhBpNz4nz63BMsqmqmuXYTH37wHssaPYwaXEi64/OPv2iwhdfuuoabbnuJDR19uighhBBCiCNKpmKKrwZVQ7HZ0Ww7sjBmG5o73jVdUVFQ7S5UqwnFNoTc719FtPVftN7zC9booA44kYxfXkXg/z5Gb2/G0FVann4Cb1U2RXf9mFSrBqTimn41JeU3s/3V/8NdcgPZw5wkI1HQe1ixpZhQbVYUs4aadQqjnr2LLb/+B403fJtGAHc+nkt/RvFpo7B0m59pmlSK/19X0tQcB0s+7qt+RemZ47Bau+YNWiZfx6i/Wdn0z/vZPPduUFOwTr+M4T/7Ju70rt1ItJQ8cq//G4l/307TrVfRHAMyh5Px24cZdEYaCqCoGqrThWYz775m0GRFcztQVUAxYx9zMiW/DrLtnkepvPIxDANw5OG65j6Gfr+szwfFmzU7iqJgN9v3X7gH2oDTufbSCPc+t4jH7/wAULFmDuaMs85k8rCMrn6Z87nw2isI3/8Mbz14B28BFk8Rk884g8kj8jF377xhEIuGiEQTPT6dQgghhBBHO8UwDAOgo6MDi8WCqkoST3w96H4/saQVS5q1b6nrdS+y9rZnCDUGv3hf2lgKfvFj8qaVfZ4hMwz0SCexKJicLkzdZwJWPcPSmX/FevMcxl6ST6IzAhYHJrvWY/BkxGNdZax2THbzXgKsJHo4QjwKJqcdzXww7+0EyUCYeMKMOcW620HgfZKMEwiB233w0yFjIR8R3YrdYaPHSzQMkpFOQkkFm93Z4/mDEd92Xv73X1jv+CbX/PQMig9iw08hhBBCiCNBMnbia0v1ePo4lXCHkuMo/PUgkrEeFoqZXDgG5O4eMO7IHNr2k6RSTGbMKfsOeBSzBXPq/qIPDdXuxNq3pNgeTGhud++nce6PZsbtPjRVWRwpX9iUZjeKgmZ3sa/m4sHNeJOljDhuBHkS1AkhhBCiH5LAToi+cueTNjb/0NRl9mAtG4TFI1HFkWC2FDDxjPMZOK7oyB3hIIQQQghxEGQqphBHg87ttC7dijp4KunFhyTFJoQQQgghvkYksBNCCCGEEEKIfk6iOCGEEEIIIYTo5ySwE0IIIYQQQoh+TgI7IYQQQgghhOjnJLATQgghhBBCiH5OAjshhBBCCCGE6OcksBNCCCGEEEKIfk4COyGEEEIIIYTo5ySwE0IIIYQQQoh+znSkOyCEODzC7XVUlK+nPgiklHLs6AF47OY+1BSivrycLdtbiAKukilMG5JyiHsrhBBCCCEOhgR2ot9IeusJ1PkwFxTjMOpprlLJmFDWT17EzXQs2oo28lhsSgOhpgi24jKsjsPXYmd7FZ98+AprWlNwDTqJ0YOL+hjYddJQsZolSzbR2NRK1tllEtgJIYQQQhxl+sd3YiGAROXHNL2wFuc3r8SWmEvV/Vac/1eG60h3rFc2se3G3+O8ax65yiLq36kl87u/Iqv48LVoJOOETemMO+dyzjt2MCnmPd7uRoTWqlXMf3sB6+uDJEypDJx0Bt+eNQ73bgUzOOa0bzPy5HJev/k+NsaTh6/TQgghhBCiT2SNneg/9CSGKwWbzY6mJ9BjCYwj3ade0zFixZhz6LqOeBz0vRQ1DAxdR9cNjIO9QEXFZLFis5pRVaVbGwlatn7G7OdfoUopYdrpszh1QiatHz/NLY+uIL5b31RMZis2uxVT9zqEEEIIIcRRQzJ2ov9QVNBUFEUBRUWxWb/4y4Shkwz5iQcjGDqonkzMBIhFTJgz3Gh6jLjfj646Makx4oEQBgqqMxWz28bOuCXZ2UE8kETLTMVs0rqqTiZI+r0kFTsmjwtN3dlkhER7B4m4AaoJzZWC2WFB2S0GUlBMpq7bFA3FbEHRerpIg0QsQE3FVjqMdAaVFeK2Hfq3qR7qoHb1Era7xnPOhRcwLtcCHMfYlAe59dXZLGg4hrMK5ONBCCGEEKK/kG9uot9QUwtxDrVh9lhAKyP11Gzs3QsYceItlXjnz6b5szqSioZl9GlkqqtpaR5K0S9n4Q7V0vrKi3QkhpBiq6dtYw16sBPL8NPIPet4PAPS0YDQstepeauV9JuuJje7sM+DAAAgAElEQVSza2KiHmyl7aWHaNemUPitM3G7wAi3EFj9ES1vLyIYsaOYVOxDTyR7xgRcBem7gj/IIOXkidjtKqb0UlKOycSW2tNVGvibNvLm4/9glXU611x5OZMH9ljwoMSiMeobA6Rk5JCTY9nRdAwtIx0nG6ne7IOCjEPerhBCCCGEODwksBP9hnnQVIoG7fzrHIYP2/1+3VdF6/P/pmZBI85Rx+IpNZMof46qjzeilHyHBEA8SLR8Nd5VK4geMxLPiKFQswn/3HvYWl7DoD/8iLQME4mmcjo/acQRjX/eQDxMvHwNIa2IRBwgQXjpY2z6w7uYT5hO6qgy8K7FP/tBKipmUfbTi0nJ3hl6jqL01lFd/806lvxB7JXVmcXw8SfjMA8n22M7BCP3RUldJ5xQsNic2BXQI+1Ub13LogUbCQGxWHy/dQghhBBCiKOHBHbiKyJBpPwzvEursc64mtIrzsThsaBEtlF1/Q9oDe9RPGciRT+7hvRCDyQ78b78J7Y8/D5tK84j9fTCXrYZoWPxx8TMYyj+3c3kOsCInUlw0nu0bjGjxhN9uA4VZ/oAZnzzGgwUTKbDuAxWVdFMGvG27axc8RGLyjspGF5KTnX74WtTCCGEEEIcFrJ5iviKiBBpqiMSzSb1mGFY3RYUAFsJngHpXyitZhdgs1tRFFA0G47xx2OzBIlVb6f34ZgF96hjMMXKaf7Hv9j2ynzaa8PYxp9D8cWn48zt436dyv+zd9/xdVR33sc/c+f2qt6rLcnd2LiA6WB6DzWEUAIkJCFskt0ku9mSTR52s8+mPyEhQKjB1NBCJ/RmXHCvkous3qXb27TnD9nYAtvIxmDL/N6vF68X1p1y5ty5M/Odc+aMgmpXP9tQB2DpRDobeevF53i3xWL6sadx9ilTkBcZCCGEEEKMPdJiJw4Tacx4BMMM4fL6UPdl8EZFQXEV4ywyMDOZPQ5W+XFOfPO/yaSixfS//DZ9j75F7wInzqrp5F9+BcVHjzu075zoMbq7NuGePocTz5zHpNIQLtsQ8jIDIYQQQoixR4KdOEy4UH1BVKWDbCqJCex20MndssCIYMaA7YHQHghhc3xyl0RboIzg0efim3oSFckUWscGuhbcTtudOs7QtymcXMih+IIAm03BqXopaZjN6RfMZ5zHhd0G9A0wCOQqh3QkFUIIIYQQHyFXb+IwEcBZXIFLbSW8oZ1Mcucnyb6uj09uaux4SZyla2RXvkFkKIhz/HhcgN3nxeboJL1F22UWjXS4f+cywm+z/ryTef//vIstmIurpAz/rGMoPu9U3NFtpHoG96/1y9SJ9PfR0xvFGH3z4T5xOZ2UlQSJJ2LEY9tDHRDf1EIfAWonFn02KxZCCCGEEJ8JabEThw3f1FnkHb2Qlof/SLM/TdmcQuLP/Im2V1I4ZoycVn9tAU1lOVSfNx2r9Vm2/vpNHA2XkzuvCgDPjNn4Sl+m/7bb6Mi5Fl9yI70P30H/siyu07cvJGcOhWdOIHL//7CqzEnt/FKsgQ30Pvk8mfxj8VWU7ccPzGSg/QMW3LrzdQdHjcv9lDXzcTZfDuVHzqP0sdd457WXUedNxju0jOdf3IRr4jmcWLUfCx1Ywb3/+2deLr+AR757xgEvsxBCCCGE2DMJduLw4a+n8MpvYtjupv/p29nyVwXb+HMoPLuPcOfISe1zj8TZ+hzb/vkeTMuBc+5VFH3negp2vDIuZx7VN1+DducTdP/bd8GTg+foq6i6cTXRTB6qCuCh8Fv/De5f0/HiL9nyrIlld+OoO4maG75Mbn1gvzbD4fRTXFZHjbOEgNv5aWpkzxQHpeNmcvYFWV55fTkvPLocRbHhq5/P9644Ht+nWLTDNvpOsEIIIYQQ4sCQYCcOH0YSgzwKrr2F0q9b6JYDl2uQzd++H8XvHfnMXegIav7lEjyeLJrpxhFwfKxfsmv2pUyZfSF6OIXlCeJwAVw8ciJbPoXX/5zC6zX0cBrT4cHhs3+K5+psBIsnc/FN/4WFDafzU4YkI0O0v5vWrjxqC0I4Hbtspd1P5bT5XDfpBFKZDIrDjcthR/lY4TXig4MMxXqIZvfcuVRLpYgbThpKSj5dmYUQQgghxD6TYCcOG1aqm6FXnifa7SEwswGHM8NA02sMbsolePNcvLuZx+YL4NrrUh3YcxyjWPtopxsFxYbDeQAef7U5cJspmj54naciWb523jyKQ7t54bndgce+t7LHaF75Nu8s20i7YcOn7u6wYRLu7SVRNJWTj6z59GUXQgghhBD7RIKdOHzYc/A31JDY+j69Ty9Gi+tY9iD513+PotMmDe/sdg+OyvF4jAJsn/V74g4yf2E9x512GQ0JIFCOz7W/rX9uCmsmcqSjmKlHg7+8cPdTlU3h3Iv91FftLkILIYQQQojPkmJZw0MDhsNhnE4nNtvhfbErDnNmlmx/D+meHvSkgppXhLe6EseOR9X0JOmeHjQrhLckB/UwD3dCCCGEEOKLQYKdEEIIIYQQQoxxkuKEEEIIIYQQYoyTYCeEEEIIIYQQY5wEOyGEEEIIIYQY4yTYCSGEEEIIIcQYJ8FOCCGEEEIIIcY4CXZCCCGEEEIIMcZJsBNCCCGEEEKIMU6CnRBCCCGEEEKMcRLshBBCCCGEEGKMk2AnxgxjoJXBZSuJ98ew+tbT+d5GtFHMl16/kJ7FjWQ/8xJ+9hJL/073u+vJHOyCiDHF6N5E76K1pNMadH5A15Kt6Ae7UEIIIYQ4oCTYiTFD3/o+vQ/+lXDzAOaml9l26+ukRzFf4tn/R+ttr5P42CdhWv/xeN678Ff0G5+mZAZGMo6eORCXygbpptdYd+WXWHf/26TMkZ8OLPgBLb95mfgBWBMApoGZTmFkdSxrbxPG6b39Oyw65wd0REZT64cOS0ujJ9OY5idPewDWhmVkMVIpTP1zWeGoZNe/RMc9z5OIpmHNo7Te/f5ndqNjzZsPcf2tD/FidJftT/fy2ut/5V//tpitkcPhFosQQghx6JFgJ8aW3HzcHi/qAVmYC++U2fjHl2FXPs1yWtl287msvOODA1AmBZuvEN+UqXjygyifqlyj0LOG9p//GxseWUx6r3nNiat6IoEJtTjUsXXYMF75H5bd+L/09n4ea8uSXP0M6/71Z3Qv6/w8Vjh6RSX47PZRTWrqGbLaXpP+HhnZFL3JFp5+q5HYjhsmlk4qm2IopXEI5V0hhBDisDK6s7wQhwKbCnYVxaaAoqIEfR/fgS0dfaiXdF8UwwB7cS0jL08NtP4e0v0RTBMc875B7XFBPLvNKiZGtIdkexgTBZs7gKu0FIfHhgKQ6CfeOYChtZHp6kXP3UpkfWi4qIECPMWF2J3bFxXtINoZx1FWh8PsI90zhGHYsBeW48n3Y7NlSW3eQjYL4CD3wqtxFBbh2F2ws0yMWB/xzn4My449vxh3XgBVHZ7YjHeT6ErhKK7EHdxRQwlSWzvR7AUEq3IwM3HSLe1oXZtJd3aSdWwhtjGPrAtw5uOvK0LFxIiHSXf0oBtA9XwqbvDi9uzusGFiRAdI9QxiaiZ48vFUFeHYkcD1JOmeHnS1AE8OZLu6yKYMFE8OnopSHI49f+17Yhlx0q0dZFMmiurEUVCKK9eLzQagkWlrJRPLYrR0YHRBsmkDkUFA9eAqLcEVdA9/j2RIbd6G4SnCXeBA6+5CS+hYrhx8lYWoTjuKZWHpGTI9HWSjWSzVibOgGFeOD9uOeh9oJdYzRHpTC1pHB6nNTUQCMQDspQ34cnfejrD0NNm+bjLhFJbqwV1RgdNjHxHkLS1JtreHTDSNpQbwVOdjtG3DzB2PN2CQ7WkjS+7I/QywjASprR1Y3kLc5bnDN0FsdnCooACKHSXg3fNdvWwv699+nw57A7PmTqLAu+/fDUDbpvd4qq2Kq2t8e5zGNNL09w8RNSxUh4f8YICAc2c9ZKO9dKScFBX40GJhBpMaOLwU5gTw29Vd6svC0DIMRsJEsybKbqcRQgghDm8S7MSYoZZMIu/YMtwFXvDPoezSHFwjpsiQ2bqC3qeeYqAxhuW1oRZPwdWyayfMFLH3nqb9qbfJpob/ovhOpPaeb5E3Ylk6qbVv0/f3lxnYmMGWZ8OKgX/uaRSedgLBMh9Kx1Ja73qR1EAfWi/omSfZ/OvXAXDOOp+qS88nVLh9cRufoenWxQQvvgHXhucYWrcNXQsS+OrN1Jw+DZdrkN7bf0Zf2471FxK65EoqLj0az4hyWRjhRvrvvwOjsQtNM3AUTSDv/MsomVGGalfQt/ydrX9uJPeaH1A1J3f7fG103/FHBgouZvYPT0AfbKLjz38i2h1Ba2nF7HiK1q1vo9iAsnOYdMuX8KKR2baU1lvvJRHesf7pVNzzT5T4dq15g2zLGvqfe4r+xgjYTfRMkNAxJ1J07mkEQkCqg4Gn/sKQNoFQMEZsyxayAwMYSikF53+Z4tOm496HcGdFt9L30gv0v7WKjLsAxYjjKJxBwTmnkju1Gqc9ytCz99G5oguzbyPmkEnfXb9myAEEGii55nJKZlZvb/ntp+v2/yWRfwr59UOE31hOsj8FdWcx8bsX4yvyY2Z7GXz6cQZWbiatu7AyaRwFdeSdexFF00tR7QraiifZ/PBqzEg3WkeEvifvIfy6GwD/Nb9nwgnDCcmMDxBb+Bw976wjlcxipsE7YS55Z19AYd1wCDKTg8Tff4mul98nkTRRCBGYVYv2zmtYl/yOiccbRN94kI5N5VRe+2XyxgfZkV/Mjndp/vWzOE7/JrUXDQc7e9Usik5worrtUHsypefVfeS3s4v4Wp69awGb84/GN34Sx+1XsAtSmxPljcWrOKXsGCp2N4nWx+Llq3lnSydJxYlNdVBcVscp0+oYF/SiKjC04U1u3+Rn3hG59LV00DmUIGkPMKFhBudPqSLfPRy60+lBlq9eyeL2XhIZE93uo6x8HKfOmMQ4337cNRBCCCHGIAl2Ysywl0+hqHzHv+ZRXTXyc7N/MwNP3EfXChv5p5yCv8qJ0b6Krjf6oWzHVA7cddMpOsOPoUH0hd8yuK7+4wNJDDXSde8d9AxNouqC+ThyTLR1H9D37B1kNT/Oq4/HkzeewlNOQ0t20Ld1FcnquZSeUweAWlaPa9cL4lgnqRXLMZTH8Y0bR8Fpk1Hw4qwrRFUBvARPPBv7EOj9rQy88DaZ3igf77VmYCa3oA3Oouj0GZBqZuCZV2i/3YH7f68jP9+LFesh1bgJf2zXoWUyZDdtJJWOAgqqv5i8+Wfj62xm8KUUqZLZFB4zCYcTCE1g+FJYxV5QTcFpZxNMQmLJE/S/t42sMbJURn8zfY/dS/dmJ7knzidQ7EDbtpSuB35JOuan9hvz8OoptLYtRFe2whknkTPvVBxWjNTbf6Xr3vtRa35KxeTA6HYEssTfWUDLnSvwXfEVympLILKRob+/Rttfkqg3XUXBeDe+WSdQWhrDWB6hZRBCJ51NMAdwFeAvCbGzISdNdtMHRFcnMQbqCEw/kZDHhlU4FafXiQIk376HlvuX4Drnakqn5GNFmxh44nna7vXgu+VKgjlu1Jq5lJ5TRmbrUvrf2Ix/zkmEGoZvFzirhg+1lpYitehJtj34JvYpZ1B8QglEt9D3lztp3urE/ZtLCNiyZLa+R/tdj5EunkPB6TNwminSy56ma9Fq/KdksHnzcBYWYP71NQbXzsFfNRPX9vwSffkBolvdlNVXsiPSOMbNpXzc9n/Un05l/V6q19vA/KsuZ5qzjvF5e5lur/I4bZ6fV19Zy/ObG7i+9qOfp1m76FXuXp7kiKOOZG7QTTbSyrtNH/BgBm46ZhKFHgeZ2ABrunpRQxM4qqKO8ZUmrVvX8vrSxeQX5nNOZQibqbN2xds8vjHOuIlTOTFkJxNt5blVi+hSgvznMTX7uxFCCCHEmCLBThwmNFKNyxla1oP3jO9QdsWJuD12FO04rMbFdPbsmM6Fd8pxeKccB4DS9EcGm3ezuIFtJLb2op78b5RdMB3FsjBnz8Y3dSmarxRVAQoaKDyzAWgmseD3ZMYfQ9lFx+25iDYVe8N8ar55Kr58DwoMdxNVAILknnc1uUBmyxJSS97ew6iFKmrBXIpuvJqSYg+KEcdrj7Hptr/Tu/pS8k8eTfOKghqoIP/MCuhYirZmA+aEYyg8/2S8I2a34yyZSOElE4erxFjC0NKPDnyRItX0HgPLhwhe+g+Un3skTqcNRZuLc3AtTc/fz+Bp8/DuCAhlR1B2ySXkVAawKZCpHaD3Oy+TbOyGUQe7DPH1jWi2WvKvvJRiN1j6LIKTphPpsOH2OwAfgaNOIwDoyru0LVcInnkRZWV7WKSpYPNVkXv1TZRNKsbhsI0YTMZeNIfy755K4Ng5+PyAORu1bz3xBcuIJi8mmOPGXncMZXUZ4os1ImvjBI85nbITRt59MBM99D7/DHrBuVRdfzk5+S4UK4k/08jq3z1Ab+MlBGqjpJe9QyxbQeml11A+rwLVBvpci74nlg8vSPXhmzqXnNp36F+0isLZDbjKfZBaQsfjG7HP+CcKJ4RGWZ8f4a5gzpkXoOPY2ZV2X9kdlNQezdnFj/L0mtWcUDJx5OdDjTyyZBvOSZfy1dl15NrB1CoI6q9y99oNrJ5Ww/Hbm3DtDg/Tp83jnGo/dsUi4UuysnsZq7oznFkORqqJV1Z24JkwnyvnTCTXoYBWjW3wSW5fs4GmY2po2M/NEEIIIcYSCXbiMBEn091KWi+muKEWl9s+nJccebjzfdDzSfN/RNkEQlPKib/8C9aGjyQ4Zw4502cTOOZUFGwo+3PBa3fgmTcfX4Hnw9aifX/8R8HmKsJZvH0Zqp/AlIm4/K+Q7j4IA9hbKbJ97WQopWhc5XCoA3DkETpuBurzC0luG2BHP1dbfjEurxPb9g1X8nKxGQZWZl9GSvQQmj0H5wsv0P69HxOdM4fQMXPJGTebovEW25tA943qwlk3i7wppR+GmV2fzXJOPp7cwkaGnr2d9k3NaBEDrXUN2lAlujX60UCMdCOxtf0YNW30P7mAoe3rsHpjkGkh0RjBKkujdfSilM7AW13CjrFq7GWlONh+MwAb9pI6gnMaGHhiCeHW4/GXjUd/7xmi/WUUXnAmHufuyzAaiurgU3Vg9PgodOZSc/Q0Xn9+C29uzqF018/72lmVdXBmXQ25289CNoef2oICgtZ6tkQ0js4f/rtddVEQ8m8f4EjB53Jit5mkMxYWYHQ3szapUzLUzisLd46QMxhOkYl2szUODf5PszFCCCHE2CDBThwmNIxkCl33Yne5P/2ACd5ayn/4K0LLX6L90Vfo/OXjdJGDa9bZVNz0dQpr9ifZKage736Eub2zBXOwOezo3R1A+SdOf0BpGlYkhuX0YXN7RmybUlGOappY2QM9vL0dz7E3MPXeo+j569P0PXs7/fffilo+g8IbbqTs5Il7fn5sT2wKNrcH+x6+Vn3jQ6z/8UNo+ZMIzJuJb5ybjNJOets+rseIoPWkyGaW0N+5cuffLR0rPw8rPYSpQzYWR/UGUH17OUQ7csmdeyz9r/yBgfc2UTzFT98zb2JNu5bSubkHfD/bJ6oNp6KSXzSd+eWNPNO0gSHnzgAcjSXJ4KEwZ9ftUwh5XbgdClndYrRjclrROAN6hmxHE5FdbuCYpoHf4SaRAiTYCSGE+AKQYCcOEz7sOXk47R1k4jEMPu3OraKGSgidfC2hk6/F0tMklz7Bpp/dRtvdeTj/+SuEDpWLxcEwRiaDWrI91BXmfn4/bKcTWzCAEu7FiEaw2DmIB73d6DYV1eMD+g7oahWnH3fNPKp/OI/qH5hoHWto+8MtdN5xD07fP1B2dMUBDTZdd/+ObN43qL/nJvK2h78h+xpii7r3bUFqLvaqUvIu/An1N8zbfatYtAN3vgdjSy9GDMjd3UQANtQJMwnNrCSy6B3iR2yic2Ec/08vx38ojBeiKDjcfqbPnMIbTyzkA0Mhr2L4GdRg0ANE2doDFO2cJZ7OktUVPE7lw1bdT1yNz0eZN5cTT7uSaybteQROIYQQ4nA3tl5IJcQe+XCV1+D2dDO0fCPJgTSmnkWP9BPviuwynYWpZdGTSfRkEtOwwNIxkkn0ZAojo2EB0Rd/wbJTrqDx/a3oWQMLO+66oyg9tho90om+6yKxozgUzO4W4skspqZhZLOY5r68B8zETA2XyUhlsEwTS8tuL1ca0zS3t2CYmKkWUlui6JqGkeyjb9H7pGM1hKYNj8CoBAqxm3EyzZvRMjpmJoW2pZlMajcvqrPZUNQYWncfeiyLqWsYycz2QVssLEPD2F4uUzMAEyuVGq6/VAaLIK6qiXi9zQyu3Ugyun0Z0X56nnwTCucQPCK4D/UwCtFFbP7aeSz8/sOk48P1rBZVk3vccbitIbLhKCPeN++wY6U7yLTHMTQdI5PF1I1RtwhBG1qvHcVuYSWSGNkM+tAWku19GB+rUgVsKko6SmpwgGxWx8ym0bPDJVI908iZCInFbzG4JYaR1TG1DNrgNgaWbEPXAa8fR8NklLbNxNauQ8tomNkk2fWNu3mpeAkFp5yE32pi668fRC/6CuVnjfZZxT0wUvQ0LmHlxgHSn7Z3r+KgJK+eUybkktE0Ujv+Xl3H6W4bK9ctoSuVRTcMMuk+VrR2MuAsYUauG9coz072qgYmqWlWbFrD1mQGzTDRtQzR/g5W9yRG7gumTioWpn8oSkY39rRIIYQQYkySFjtx2PBOmk3B/DW0/PUBttFLwaRcUotfY2B5DOXDUfnSJFe9Q9+SjehZSDZlMbON9N95F3HcuCfPpfD0GQTmnkb+nA10/fZX2C/5Ev6Ahtb6AT2rLILnz8NbtOuaK8k7dTr9DzzA1j87KaxR0dRccuccRaB4tGPFR+h//AEiA2AMdRLvi2Ete5WOO7dip5i8K88krzAEWBjRTfTe9lu0Y6ehtiyh74312E75GqXVw02IauAYCk5cQMcrD7DV0Y/f3k1kxSJSkfjHV5tbgruhFv3pp2nPM8mtd5DaZKPgxi8RdOlkO9fR+9LbpBOQWdOCnjUYuu9esi4XtuAkSq6bj7dhLkXzV9Lyt7+wLd5PXr2X1HuP0rMiRN4NF5OfCwzt77e6G8GZFFxwArG7HmLd7yzK5hRgRbYx9NpCqDuVQH3ViAObMvUYfI5l9N/z/1DPPAJbIoNj2mzyp1ZjH1V4qCTvrGPpv/8Jtv0PFM7II7XmPWIrNmJo1ZipXSOiE2dhHf6iCP1/ewRbugMPvaRK5zPuxGrUQC6FV91A7P8+QNuv0qROmYNH7aP/lRdJDE6l6tb/oKQohGfGWeRPvoW+BXeg95+Cz93D4BvPocPHWvkc044hd/rLRJ8A/48vo2B/BzzZIfIe9/zH7WwqPJqv/fMPOL7qk2fZG9WXw+T6KczY8g4f9lx1TuSKEzbRvHghv3w+yVmTcoh0NPN+S5wZM+Yyzu9ltJvhdI7j0mPr+d2SVdzx9xgnjivDmexi8YZmunJn8n8unL3zVSbJThY9fB8Pb8vj+m98haNq9nvYTyGEEOKQo/70pz/9KUA6nUZVVRR5m6sYqxwh3NXVOIMa+pYtJLd0QdkpFJ9aibNoEsFZtTjRSG9eQ3L9ZoxIHHtBPb76AtREHCuhoeZV45tcgcNbin9KNWqml8z61SQ2N6OlPQRPv4ySs47D95G85pk0DRIDGG1bSbd2YNhC+OvG4QoNt6KRDpPRcgjOO5FA/u4KnyD29iuke+IopoKrchzukAMlEcdKeHDPnown4MEI9+CY/CXyJ2RILlpLNqbinnk2FVedhj/Ph6KAzeHEVV0FsQ6ymzeT6QffaeeSU5WPc9xM8qftMoyFPYizqABViaI1bya1tQvL9OCedSRej4E+0Erig+Vog3FUfwne+jIcmRRWIoliFuE7dgIuZwhvXR2uYAataT2JxlYsZx1519xM1ekNw4NemFn0eBa1bBI5k8qxu4Yv2y0jiRZ24J91JP4KF6kNHxBetJT4+o0kNo78LxXWUHOLsTvtuBum4S0Afes6khs2ke5J4pxwIqWXnENuXc6IrgiKfxyeIg29u4v01ma0oSz2qnq8Zfnbx1nR0XqjOBvmEJxUuttA4ZowE4cSw+ztItPei1oxl4L5s3CXhPBMmE2gYOdTfao/gLMwD/rbyGzdQqY3jFUwgfyJxaDYsRdU459QDH3tpJoaSXYMYS+fQ8l3v0FJxfCIJ2owD09tDbZkN+mmJrK9Fp5TpqO/ugTl+K9SOj1nRPnSG94jPDCZqu+djc/7Ke/XGVkisQzBmulMP2I8ee7RzdaXVejI2uiKJemyFzOuohjNUMh12PA7XcRsDoa8FVQUFpBRVLTCBmrcJkZqiC19g2w1AuTXH81xdVWYqsqArtAbS+AMFDC9phK3DVoyNgbSGpvTdjwF4ygOuily2QjmV1DqU1nVF2FF9wBroxZGwWTOmzedqd5d9oZshG1rVrIpFuDIWdMoyxnlxgkhhBBjgGJZw4N6h8NhnE4nNpv0zhRjn5lOY1gqDs+nf9jI0pLo2eHBNfY24KJlmVjpNKaiorpcn34Al70WysTUNEzLhupwDL9Y/GOT6JhZDWxObE5178+cWQZGOouJ/VPVmZVNo2cV7H7XfjzjFmfo+UfofmMN+m7GW3FMPpHSiy4iNKK1VMeIZ7HsLlT3XrbRsoa7iGomNqcTdXRNdR9ZhompZTEMBdXl4pMOlZaWxcjqKC43NtX28f3B1NEzGpbNid2pjvjcCPeR6BrAUV6Lw2GiOJxoS37LyhsW4P/lm0w9Z2ew07a8wNZb7iM55ztM+/px2J2f/hhu6WmyuHHtQ0ZcFFVZlxw5g1+1uLxw+MtcHldZER/5uVOxuLIwiaYZrM+4WZ78+FCe15dkAGhK2Xgn8vF9c8fnLWkbrwwqmIYONgc223Cd7vgcQOtv4rkHHmKlbSZXX5hnCHwAACAASURBVHkm4wv2eZgdIYQQ4pAlXTHFYcnmdh+wB0gVhxfHKLKOothQPN7P58FVxYbN6drruhSbHdU9yp+4oqJ6PKPu/rbHxTjdwy853y8eAsdeiGv6GSPeIffhsj0BnDkf/asd1T+KbVQUbA4ntk+T8xUbNufo9yvF4cS+t8qw2bF7dld2E71vC70P/IW0bzKB8SUQayH++gvo079C6ZzhStB6W4gseZOBV/5ORJlM1fypqI4Ds/cpdvc+jyw63m2S59BG/M2xS1itdpn41ZGfq4DNZsflslOjgu8j8++qxGFyfGjPn+c7TE7ItW1fqrn9v11ZpBJxMqFKZk08gtKQhDohhBCHF2mxE0KIQ4qFEesnvvR1et//gHhTN4biwTnhKMrOO4/cqUWoaCSWv0zL7Q+QsE+k4OJLqThuEnbXJ7TMfqFZZJNh+sMpvKFCcnyHwtChQgghxIEjwU4IIQ5Blp5Gj4bRoqnh7rTBPFw5O94VaGIkImT7wliuIM78EKrTLqFOCCGE+AKTYCeEEEIIIYQQY5ykOCGEEEIIIYQY4yTYCSGEEEIIIcQYJ8FOCCGEEEIIIcY4CXZCCCGEEEIIMcZJsBNCCCGEEEKIMU6CnRBCCCGEEEKMcRLshBBCCCGEEGKMk2AnhBBCCCGEEGOc/WAXQIjR0WhZ/CiPv7yK0DHXc9nxDQRdcl9CCCGEEEIIkBY7MWY4qJ5zKV89/yQ63nqBVzb1oZvWwS6UEEIIIYQQhwQJdmLssLkonlDHTFcHa5a0oBkS7IQQQgghhAAJdmKs8bhwO+xsG+zGNM2DXRohhBBCCCEOCRLshBBCCCGEEGKMk2AnxhgfnlwnNj1N3JKumEIIIYQQQoAEOzHm5DJhegMFPY28vqabtH6wyyOEEEIIIcTBp1jWcLNHOBzG6XRis0nWE4c2Mx2h+Z0nuefplWjB6Vz2T9czu+Bgl0oIIYQQQoiDR95jJ8Yc21Ajr7y1EmPycVw+/0Qm5xzsEgkhhBBCCHFwSbATY0yCDxa+zDKm80/XXcBEj/NgF0gIIYQQQoiDTvpdijFmkMG2JFpeIZV76jacidPV0UrnYOrzLZoQQgghhBAHiQQ7McYYkDFhb6+wa/+AP/3yFm59selzK5UQQgghhBAHkwQ7MbZoOrph4ne5URRlr5M6HdJNUwghhBBCfDFIsBNjiEmyq4eWlIuG+mrUPXTFDMciZMmhuibvcy6fEEIIIYQQB4cMniLGCIP+Lct445WFhCuO5twZlTjU3bXYZegdjFMy/VSOb5DhMoUQQgghxBeDvMdOjBEmyYEuOvuiOPIqKcv37SHYGSQG+4nhpyDHi9229+6aQgghhBBCHA4k2IkxY/uuCih8wuN1QgghhBBCfKFIV0wxZnzSYClCCCGEEEJ8UUnznBBCCCGEEEKMcRLshBBCCCGEEGKMk2AnhBBCCCGEEGOcBDshhBBCCCGEGOMk2AkhhBBCCCHEGCfBTgghhBBCCCHGOAl2QgghhBBCCDHGSbATQgghhBBCiDFOXlB+KDANTMNCcdiRV3B/CpaJZRhY1i5/s9mxqV/QWrVMLMPEUmwoqu1z2bcsQ8eyFGx2df/mNw0swwJVRVEUDpV30g+Xy9zlLwqKqqLYDpECfkqHar2LA8/StZHHSMU2vC/Ldy4OEZahY5kjdlIUu1320b2xTEzdBFXFdpicl8T+kWB3KOhaRtubcfKvPAX/wS7LhywsLY0WjoEniN3n5pA/VkQ7CK9YTrg1+uGf1OnnUTUj5yAWaheWhZkMoyVM1FAudtdn3GAe7yG6agOZvHryJld+Lj/21OrX6QtXUX3yxFFNb2kJtEgWWzAHu1PBaF9Dz9J2HLOPp6AqdMjc6LAGVtL24no+jHbBKgqOOpJAaeCALN+MD6BlnDjyAwelG4XRtZG+pc2oM0df7/pQD4bmwp6fg7p/OX6/mKkYespEDfqx2dWDu4+YabT+MIYzhCvHc8jsr3uTeP9J+pqz2//lwDluGrmzp+B1H9RifchMRtBiWWw5edidEjh3xzIy6JEIRloDVBSPD3vAh0217awvy8LU0xiRKEZWB8WO4vHjCHpHXPhbhoaRiGEk01gGKE43ak4udsfBq/j0+nfpX9uGrg3/W/GUkXfWfIKHzgXSoSfZQs8rTTjmHk9Bmfdgl0YcRBLsDgWtC+n8bReOvQW7aAeR5gSuCQ24P5cTsElm22Ka//uPWKf8A7VfPR7PoX6CTYfJrv+A+NJ2yPQT29CKeuOxn0OwS5NqakT31RIoD+55MiNL6pXfse6hfsr+5b+pOPIzLle0g/iLLxOZ6CTwOQW7xOKH6dp61qiDXXrFfWy6o5fCf/sPSsfZ0ba8S++db+IKTCG/IgSfY2DYGyvSQuKN1zHQ0Po7SdmPxFtRf2CCnRVn4K4fsbXlVKb89oqDcnNH37aEvrufx37z6Ou97w/foHXtkdTe9p8U5X/2ZQTAShN7+Xa2vuul4vtXUlC+8zdkJiOku3tRcstw5fo+n4AcW83W7/8HgxO+z1E/OXNMBLvMpreIv5PC0lJkW7uwHXMt7kmfcbAz0mR7OsnqAdylhdgde540+c49NN26gtAtv6H2iAIJdh9lxYm99ywdjzxHvCuCpTux1c6m5MuXUjyrFrvLjoKFmQkTffMJ2h97mdRACkvxoTbMo+yayyiZUoYCWHqGTOP7dDz6GEPrOrCyCoRKybn4W1SePR236+Bsotaxmvi7K9CToHeuI5WdhX2eBLu9ijTRf9cjOApnSrD7gpNgN1asfYy1P1pNxYP3Ul39eaxQQc2tJHf+GZjjSxgTvRmLp1H87WkUA7Q/y4qrfk72k+Y5ILrp/PlNhGf8klnfm7fnyWwq9vp5FM0fwJvv/FxKNlpmOknSsuN1O7B9bldSCcLPv4ZeeAWBikP7UKTWXcTkey8Chhh8+k9svn/wgC3bGlhC76tdOL868xBqsf9kgaPPobCg9HO9+LPimwkvaoLKS/D5vCOCVLZ1Na13LsB15j9QcfqUzyfYeUrIOe0c1Pzyz2NtB0T+dbeRfx0Y/c10/eKH9H4eK033MPT0H+kaOopx37iMYOGeJ3XWzqDgjBzceYdIE+IhRmt6mq3/dR/KCddQec1k1FgLQ888QvutWew/+w7F9QVYlkFm7au03f8cyszLqDxhAmp8C+GnHmHbryx8f/g+QZ+JMdBEzyN/IdJfQ+ENX8FXoJBe+jidv/gPjII/M+H4ooNysyJ45j8QPHP4/2O3X8KaRw9CIYQYow7tq6kvCpsTW1HObr6MLKktjSTa+jHXbcYKd5BY9Aa9WwC7D/e4enwVudtvrqeILV1KmkpC0wvINq0j2ZcCTx7+hjo8+b7hA7Spk9y0gnhHHFQnjpIa/LWlOJw7LoOSRN9fTDq1vWjlk3GXBj/WDTO56k1SyngC471kmhpJDWWxFdYSaijffsdwX5gYiX4Sm7aQHkyD3YurfhrB0pEXblga2a5m4s1d6BlQK6eQV1+wfyceM0N6yzqi7RFQnDjHTyNUGfzYsvS+RsJrOjEVG0qomEBDPW7/9uaMcAuD61vQ050ku8JovuX0vp4GwFZYQ6CuFpcH6Gukb33X8DNMuPAeMQWXf/c/PSPcRmTtZvSsDbWgHH9dFU6v88Ny7bbe86sINlTi8DhGll9RUfw+VK9r73UU72blO++wvN/PvLNOZkrB/l9Q2Zxe1NAo7xb2LKRvtY7/O8fj22POtTCSQ8RXrUEPVBGor8W5PUhY2iDxVWtJRQ1weHHVTMRfHkIdcUWvk960kmhbDNwhvNWlKPF+NFcJ/spCdjwK+GG96w4cpbW4PEnSYQjU1+Dw7KV5YXflTQySbGokNZRBCVUQnFSD0+PYQ8uDRuK9N0l4ZlNzUg1gosdaiW2M4WqYhjcEWvs64ukCgtWFqA4b6aYlJJIFBGaMwwkYkXbiTS1kYllw5xOYNhlPYOT+lW3bQGxbCvfsqbiijYTX9WPanDjKxhNoKNl7vXvL8E+ox+WGzJYVRNvDWAagNhCYmY/jI7uy1r6G8GYL/wlTUDvWENk0hOUO4R3fgLfIP+JYYsY6iKxuQtNGU+8GmY1riIcD5F84EWdgeKcxI5sZXNZGunU16bYO9JVL6Lf3ogK2ihkUNORunz1Fum0T8UE3vtoS6N9KvHMIywDnxOPJKRveEMtMk+1oJr6tB0OzsOXXEZpSuXM79QSpbZuItw5hAUrVNIL5eR8JkilSzZtJxoIEx4fIbNlIsj8F7hx8U6fjC+5HU7SRINW4hlh3ClQHjtI6/ONLcHxkUVaym/CKDWhZFbWgAn9dDS7PvsdcyzTQ+1uINbagG04c5ePwVxfvcq4ALBMj3kdiYxPpmI7iL8Q3oQ5P0I2igJlNkVy7iGRPD5GmNrJxH4PvFpIOAeQTOGU6HsCID5HYsJJ0bHix7ikTcPl3/5sxYp3ENzYP7++uXPzTpuIN7vhydta7vzYHvbWRRG8CXPte79nOTcQ7MjjzLFJtA+CpIDjJT3L1BjRHPr66CXjzdxxbdbSuDUQ29GMqKrbcUvz143H5hp9tNnsbGVzfBWUzKGjY2cqs97UQ29wC5dMJledgG0Xxok/dS8pzLOO+dRXF+QCzCDh7SP78Ofo3RigcX4DNyJJ45znSnqOpufYyCovswCxC/n4iP3yW9pU3MvkYlUzbCoYaDXKv/zLlpzdgV4DpFWSWXkrvg2+QPP5yfKOqrRTptmYSAw58JS5Sza1oKQ0lt5bQ9BqcO46zQ+3ENnVA5SSCxUFsNsDIorWvI9xrxzdxGt597ARhDmxjaH0zhqZgC+TjbajHE3J/5Jynk2pcQawjPnwe2M2xyDIN9M5NRLZ0YRo21OJK/LUVI86/o2VlE2TatxBrG8DCjaOqjmBVPuquJydTQ+tvI76lDS1lgq+UwBH1eNwqWDpafzPRzUncdQ34Cj27LD1KZOEK9GA9OVPLdnauUFRs/hAOv4yJ+EUnwe5QMP5Uxv2rxcc78SVILnuFjpeWkR1oA6JEH7+LhBPwVlF42VdxfxjsIgw+8nt6s6dSfEQ74dfXkQ5noPJYam+6Hk++D8xeuv/0G/pW9mAES1C0QcyEi+AZV1B25lw8QRUYou++XzLQtqMMJYSuvA5XbfGInSX83G/o7j6G0Pg4ya0DaOEwpukj9KXvUHv+dOyO0R5cTLKdG+h99F4G1oaxcvxY/f0ovhKCl/4TNSeXDl8w6WGi7z5Hz9NvktCCYA6ipwMMnng5FVcfxz5dt2S7GXjmMXpeXkrGX4WS2IblHE/uGRdRes4Mhh99y5J472k6nnyBWH8Ae6GB0Z3Ec+RZlFxxEbmlDuheQ9ejfyPZP4DRD3r2ZVrCCwFwzb2I6uLtwa75dVp/9yJGRgdAqZhB6Y0/xPeRVjuz602af/EIsUENJceDlUjjmnEO5RfNJ1g2HDp3W++Gh+C536Dmwtk4Pbt8S7nV5Fx4Mf5AGXuNJole1i1dyGtNQYqPO+ZTBTv/idcyTqsY1bSRl+4l5ZhH2eySPZ44zWyE/gd+RfdahZwrbiS4/Xu2BlbSdudDDK4Lo1TnYw12Yql1FFxyCYXHTcJtB8gQfvZPtD/xHinNjz3Xg91hh5iJ/dSvUlMyHOzMrjdp/s3DRFujWKFc7E4PNitKNnceE28uHX2ws3T0/g10330vA80JTJcdK67hqjmWkpuvID93N+k11Uz/G2uwzf1HcnIdgIUxtImeJ94kcHkV3pkqkVcfpaNjEvXf+RLekJuhF37PgPI1vDPGoTUvoeuvDzGwIYWS58ToGsRVPYfC679Fcd3OprTUqhdpf7Cb4OUVpP++iPi2MJarmNAFX8ezm2C3a70HL7mBwPZ6Tyx6lNYnVmOkAeyoFfOo+K9peHbZZbTVz9Fy5xCh3hK09xvJpEyMcBznpNOpuPpL5NTmYGN7vf/uESLNQ1g5+Z9c79l+oitXkg01EKos/PC5Pqt7CR13P08mGUHv7kVJ/I3UquHLUecZ/7wz2GlREoueoW2Jga8iiL5uEYmeOJZpEfzXE8gpAyvdT2zhc3Q8sZiMw49iG0Lrs+Odejrl372IkBvIDhF7+0laH/9g5zOX8/6RoiN2bbWLEl/4HB3LDPwFOqnuMEamC63Phnf2eZR/6yvk5I5qrxqW3kbPQwvoe2sdmVA1DqsPPR4kdOZFlJx7PL7tV99a40tsu+tvxLt1lGIn1qCGZ+65lF94Kv4S7z5doKaXPErLQ2+TSoPisrDSTnynfJmq8+YOhy7LQGtbTOd9DxFuSWP63BBPYi+ZS8nNV1FY6sNKx4m8fBedq9MYPZ3oRpieR7ZgswPMonZHsBtoo/fBXzLYtGPtpeTdMgF/rmtEbxGtbSU9jz9A3+r48P7eM4SzeBoF3/gupRPcI+rdW2CR7R1AT3Wj9Sn7XO/p9W/Q8fCbWMFyrMQ2MgN+fBML0Xp6MZLgO+1qqi45BW8gQ+S5O+l4bilpdxl2NYrRm8I151zKLz6LULkXxaGSeONe+rpnYN3yfQqLwIq3M/js/XSsUCm+cQKh0R02cZ9yM3XHTiK0S/dn1eVGUW3DA45YYBkGibYO7MVn4S7cfk7QB0m29WJqPcQ3DMBRuRi9rWi2fFwlZcOhDtDat5EOm1gDm0jCKINdlMSyl2h/YRuOgB1NM7CiHWipPEJnXE7plfMJuMBoW0XPX16A87+Lr3B7sNNSZJc+Seu7Tspv3rdgl1r8IO2Pvkmk14693IPV04ej/iRKL72Q3Ib84WsHs5feu26ld9E2sv4ibJkwNv8kCr5yKQVHVOPcXj2J12+n9YnlpHQvqlcfPnZPP4fKK07HX+Qb9W/HTAww9MI9dL/aSMbuRtGTYPkInH8T486dOFwmI0Fqw1t03v800Ygdmw/03jTOiiMo/sfvUlQExlArfY/9DdfpN1Jx1pSd5/ChRbT99g7UL/+KnKm7rDhnChU356OOOzDPfYuxS4LdoaCggcLjdveBn8AJX2LcpPmYK/7Cml9sIPf6H1FSCqgenKVlu3yBOnpvG5lNT9DnPJ2S63+EP2jHcufhqc5FAVKv3UXL/csI/OiX1BwRAK2b8HOP0vPEM3gn1uCaXoqNfEpv/hkFKch2bqT77gfRIinMj5RM799Kap2Kd+ZNVH2jBMUYYOCRP9B7z+METptIiWOU4SATIbnwKbqWxMm/+GsUHFGAkuil7+5b6P6/d+Cb+VOKc7Ik179FxwMvoI8/jYpzjsXlTJN+53Y23fdr1AlTGDdvtFdJKaJvPU77Y0txXXAV42bXYcv0EX7mj3Q+dB/O2lsomxrAaH6Hjnv/Qjj0JRp+cCx2t0Fm83K6FzxOl68E13Un4q2cS/U3azCy7bT/+AfEJ11Kw9XTAbCFivHsuDHbcA51/z4H9CzpZY/S/GIPRtoYWSxzA63/+T8MJI+j6vtfwu9X0da9RscTC2hR/DRcfTLugH239T709N30PPgk/SdNoswT2rlMTx7eSXmfXCW545j/5RuYmnJTWTq60/ieuMbPYVQ988wN9DyxDtc5/05OaE8TJem7+ye0vdCD/6ofUzyjAocDYJC+x+6l6z2T0p9+l9w8N/Q10f/YA3Q9/SruikrcdX5ofplttz1KqvY66m+ch9OeJv7u03Q/uhArksIyAaL0/vl/6FuaT+G//DNFlU6MrhV0LVhAKhHZ3so6OkYiTN8Dv6FnXS4F132bvDInZuvbbPvdX9lWNIHcbx79se6B2Q1LiHaWkn/9hA9vhihqIYq2mXRbJ+YUhfiaJpKL44SvOxtvaJDY6jY4sRjn4BZ6n/gLvZsLKL70SnLqA1jRbXT+9n9p/30Ax39dT972u0VmYgCt4216H5xCzpdvoq7KiaI4sRdX44SPdFkeWe8ls6twbs+k/pOvpX5iDMuEyMM/pbNpAEMfuU1WYoBs63sMrfk64776bZxelcya1+l67Hl63p+Mt+wo3K7heu95y0fBT35CSfUn17vevY1EYxzPkdNwFe4cqMRWcRLjfjSFdPMHdD36HM7jr6Lo2PHDLXYFNTsXYBqYkX7S731AdsrxFJ/7dUorQtgUsI1TAY305kV0PvgiRsN5VF5wFC5bFn3R/az73e/hiGMJnVkMrgJCp32V+mnnAZtp+8kdhAdTH90bMCIDZN7bgPrV6yg/axIOV5bs2ifZetvj9E6dS+j8ulFfLCYWPkXnY0txXP0j6meVYNP7iLz+BF1PPomrqhr3vCrU8DJaf3U7fdYpNHx/Pq6AReqDV+l66nG6iquoOnvG6LvN9r1G868WkJl8BdWXzsbhyBD7+8N0/fUhuhvGUzWzBEsbove+39O7KpfCb32H/Eo35uAaOv74CC13l5H77+ejekPkX/4j/Cd3Mfi3BfRHplF+2Zn4cgFC7GiHsBfVUPaNn1GYgMyKp2h9aAN62oBddgMr0sbQMw/QvdZB8aU3DO/vsTa6fvMz2n8VwPnLb5Ofs7PelUuvpPyqi3B5tP2qdzM5iDZoI3TJhRRWddN883+TzNxE3XfOJvHqX+levIzkCUfj7vg7LXc9Rva4n9Nwfhk2YiQ/eImOxx6nt3Ic7gtn4sqtpeTqMwlfdxvtf56I/0fHoS99nq6XNuM9/wZyx+WhjPLmpG/uhSPDVraTgcUrSXunUzkxhKICmoWha6iFIewKWAMb6FxwDz2LN6JnDFRdA8uCTBZcbmxeL5gpom89Qvt9LxNPqKBp7MPRDzM2RGZtG/arrqHy+Ik4rBSJl35D82P3odRMJHBKOVY2gd7dAwlt53drGVixPrRuJ4Y26hVCehUdty2gj1Op/8HZuP02tMb36Xr0aTpfLMNdfBa+EISf+i3b7ltN8Ef/SdWkXAhvpO+Rx+l8LISn4DIc1SGU5EJaf/sIycnXUXvNPJwOndTCx+l8bgEdFRMYf95kHKN5esLUyKx+ipaHl+CYdzm150zFbiWJv/RnWu+4FeekP1I1HvSBDgafepRwrI6Say8mVKCgdy+i+T/vovWeGYR+fAKOnDL8gQj9S1aRf9QUHNtP5dEXHiHWXkjFUeUjH4X2lBI6tnQfKlAcriTYHdIcOEtqcZYAQ4VAC84JRxCq3fMcitJA0fe+RWmZD5uqjBjW2jntchr+/GW8k8bhcgJWDfQ2Mvj234kPDFFAKTbceKfOASCzBQb8oO92TXbsoaPI//JJBL12FMtAbX2HgYWribYalEzd7Uwfp2Uxejox3aX4ps4iUO9Gsepx/9sfyO1h+E50oo/Ee68RsyZQceYF5E3Pw6aAv+bb9D9/LeE3lpOZN390gaK/iaHXF5KpPoNxp56Av8gNVGN3XEJ41Z1ElzdROHUasSVvEm0vofiH5xGaUIRiWfiKcjA3LaWtY8v/Z++84+QorsT/7Z4cd2dzjlpJq7SKSAiERDACLGOisQ8H4LCNOWNj+xzubP/Odw5gDBgw2ZiMSCInIZJAIAkUV1m70uYwu5PzTPd09++PWUm7CmglJII9389Hf2i2prrmVdXr96rqvSLpnY+1tAh7YxFgZ9ACYkEtOU1NBz4zt4qcGVWgpNCH3kEgekCR9IqX6FsdJP/mayme7kAUQKu1kWhtpve9FUQWzcDkyDuo3PUD6/G/v4pIpwRHo9eNdkrHNFIiCAifUkRFesVLeDsmU37OuEMooQSDd1xL51Pd2P/jT9SdOxmDeY/lYyXn7GsYd4Ydx5hM/KdWk4vU9RGeJ7qRB4Iwxk5gxcvEB8oovuVb5I8zI2gqdlOY1JYeInse41+F+4VeDBf+guozpmLQgzauEGnXBqLNR/abFPcbuF/uw/ytqymfNwW9XkCrr6Fo7VLan3sb31VzGBla5CHw4RpSFZMZU+FAGDp3prO4sOcVEnIPkOqKkxCc6PTthFqSlJW2kGw3Yvv+GFLtr+BfN4D9gm9ScMYMzEYRQRuD8TsfsuG6V/GvO5e8U4c/0Yrl4l9Qf+5YdAZhr2E1sscPJvd95oOxbDzGsqE+fMcCLRyCInIv+gb5UywIgoZqjxH74G28nQOk40AsI3fxyzdSc+ZUjIeVe4x4+0bCMSvF42owDcvYJ9jKcDSVodd50TtsGKsacDRNPuQuteZqpPD8r1N21iQM+kzWxYye1GGsmk3Fz8cjFpZiybNl/la9EOsNrxLf1A5nFYPOjKlyLKZKACNu66E1j1Y5nbIzTsE1vgBBEFDKZKyLV5Bq6UBizOh0FiD17SYdzSXnpGk4q61oWi2WinpyvhRFV1yECETeewHfFj2F919J/ngrgqBhy4Pkto141u0gNXsC5rLRxfYGnrmTkK+ayn+/GFeVOVOXPUB43S34V3VTObkIAu8x+I4f09d+RMWCpsx4V+uQt31A27LNBDiXQr0Rc10T5qIc4isdiGIZtglN5BSNfJ5ocWKdkHnvJKIfojPtP7AUkj3b8K1uw3r6j4aN9wasP1jDml+8iOfDC8lfuE/upactIH9qKYJ49HLHVoZ9/DgctaWYXSJq2QRym+rR2kthm4SWVqDsBKr/eDfGykYsThE0FZMuRvidNcQ6+5Hj0zDZdJjqzqfhtx1s/f1ttFo9WLa9ijr2fIrOnIN5/2P0o0YmuvpNBt/uwH7xb3BV5WXGLIAggAhSywp677wdvzSVyp9ehveXfyU+rAZBFNBSPXge/Qfdz7dgueQn1LtvoeWJI2+NVjyOwrlzcE0sQRDAUnIV3g9+TfT99SROKz+2ca8JL8neMMLcJvKmNqJDQ6uswDJxLmldPiYrEP+A/odWIp/0c+q+PAujQUBTa1A9uwg/uI5gzwIc1TnoY/0k+pIYzpuOa9J4RDRs5aXYTvai5VSgG6WlrMoSwTdeRcmZRdml55JbaszMHetZeFc/iH+dm6r6EtRElGTfILqSL+OYNgG7BbT6Whrvmk3SUIoeAbGgDPucKQw+vZZY+3zseeWI7GLghfWIX7qRtFon4wAAIABJREFUklHO5Sz/emQdu38yhLrpuCr2nR0fHqMgFtfidLTivv9PeDc2kxqU0WIB0p5CLKp2BKtzQ3WLZkTrUDydoEM0GEBQ0Q7uCR4cWw7m2adgXXonbb9sZXDeKeTNO4uiafXkFgkggOKPkuzqQ/UH8T5/F8HX9vwolaSkoOzqIAGjelnLPg+pgTBaeg2d9/QM3XGnocX8pMJxtJ5+UtQhe8IoBXU484aOLwkCgrOU/O//GZcqIh7jhBHxzl2oahO2WY59fWeswFpfiP6tbqKJJHtO3uwvd8FgAFE9ot2l/RHET+eeuwxxBt99G/XkyyktP1hQSZzEM78nuH47uoXXM+6iKegNw9PamzBW1aHr+JCOv95FZO1mpKSCGvaTdsxGU1UgQbLPi1Y4ldyGoXgLQUQ0GNEZh5n8/V0kUuCYMhP9kDYU9EZEo2HUK+h7ULdtJRGLkW5eSkvfG3s/V3bFUN27iA5C4XCD1r2L6JY45rknorea985V0WzGXOjC2zdAsDWI7JpCTtMbxLd3QMUuJHEKBfUq6c0eJH0RRRUlmAxD/SfoMcxqwiKtROruhxGuZA3OOYX70pgf0OGJw8j9SDCgs1uGfpOAKOoQ9QIoasbqHJK7deqcvbFrHyv3qJ/U5t2oBU2Yq0s/UaZEsaQKS1UVhmG/bW87HQVYS9P4VzxF+7L3SfQFUNUEEmDaf2tyNBgt6I36vU47BhOCTsvct3kE1eScvAjbazfivuwiwrPPJPe0+RScNAnb2IKhfowQ3dmOYpKJL7mF7XtkqEVJtgyQcnSjRCLAaNKXBgiubUHVmQg8fDPhPXWpfuLuAFLnbjR1Ggz0IQsWbPWN6IbO8QmikbxvXUfu14VjnLxGRokOIml5uCrLh413Hfo5M7CmlyJ39gJDx4qNFnRG/b57Jo9S7gh7lrpEEIXM/wUyd/8N1SQ4SnHWiwReuZ22FRuJdQVBiqEMJrA0qvt2pgQzlpN+wJiv7WDrfXeQaDqLyksvIrfQeJTjOU28+U267l6MNO1yxn6pCbMlM6a1IZklty6jfXMHSuUixlx7EbmVLQRGBiGj+nfSf+sfSAf1FFz9/yg/eSzS4iOJKx6G3oBu2JULon0i1iIJf0c/SeCY5mrMmUXRogbCi3/NuraXcZx+GsXzTya3egzmPf2+dSfxUBIhvJ5dN2za+1V1cCfSQIzEYBRFBn3+aZR8+R903P9j1m88hdzTz6D4pOnY6hqO7K5SVSE56EFfXIelxLhPr1Sfw4QHz0AzZPaoDQVl5M2bie/e29jZthLHvDPIP/sk8hvGYxL2zCUntvrpOAw7CLX1kddUjqn5Tbw7zORevQB9NpQuyyHIOnb/bIiHvvdH2fkwG759K0rDPPLO/jr5+VbklvfwvdD66bZxOIIZ28yLGX9/E94Xn8H92jN0P3sfHRST+5t/0HhWEZqSRk2EUTweEs3RzFGTPVgaMLpGv9qpSSnUVBilr4VYpG+krGzV6B17Xowa5ORiHn5BlyAimizHJdueFPYBtehGpEUU0dtciPpjl4Hx84DWuxTPuwL5v7sE40GF6SWxRsLUWIq87FZ2nz6LsfPz9xn8mkrkhd+z/ebXESZ+hYKLvo/REiOx9g186/fUEUEJymDNOcQzhghHUQDR4fjkjm0ijJqKI7esJ9o1vDY7xvocxOHL5JpKZOsmohRTMqMUvWnYDpTFgr4uD3HLVkIfyYjFXyKv0kdo7Xbi5c0olVOwF0ioyTCqbEKn3y/JhL4QXR6MvIUaQDzMNQZ+EmtSh5b7sWSP3J0HJiw6AE0jNdhPYLcH54Ip2As+WYMEURwyzPd/DsjtH9Jz6+8Z2J1HzsKzKVqYjyi24P75PUe88HUsEWvOYsIDMwgsXULXcy8x8LvH6TPk47z4P6i5/CxstjhKVEaLekluWEtqxLct6AtyRurNjyVKOqihBfuIb0iOlJOtAL1z6Ji9poFej5gz8t5D0WhBPOabCWk0KYSSMqIzmEaOd7EIXQFoB4z3T4ngh+y8+pf4+qvJ+fqXKVuYi+bdTfCl11D2L2swYhxXi05pQZ9TiKno6OKZNU1F7mzGfd9dxCsupO7Kr+IoGpnkQ0iFkXZuxXzpj6i/fBEOB5CWGTqDvqcUSnsbWuFUKn/7XYqnFKMDEtLIEXTUCHqM+QXgPg59IzopuvZB8r/yPu2PLibw5I0E7/kz4uSFVF1zFcWTihCSEVRVRW3fQNQzcsYLhYXo9QYEDRBdlP3vi+R99WU6n3gW/x3/xeANegzzv0nDNV8np3z0cWuaTocuJwfjiDFqQGfb5ywLthJcl/yaKdPPoG/Jk/ifuYHA32O0Viyk7s7fUVxiBAQMdfU4JlnpXdVM6qQJhN5eitLwHUoXHGmCuiz/SmQduy8U0pHtho1AxvPUY6TMX2X8w7+jQEfGuLT2EX79s3PsNDmF5O5BNZRSdPlvKP13UH0t9Nz4U7p+9SO6Jz5Bpd2MMa8Y08zZVP/4uxTU7cvyqEkSmsE4amdLb3dgcORjPut7jL/qTCw5Q46cqoKioOkNiIRJWEyIPa0EYykseZlVNk2RSHv6kRUbxqKCA+9iSiuocFSOn7WyBthMbGsKbcrQ71OTpPoHUUwWjIajXEEdJVpaRtZEDHpx3+7CcSFF4JVlJHNOomLuoco4sH7vj0y+rJien13OwA2/ocf1R8qn5GUyXkobGHxhPercXzH7z19FBDTVhz+2hcD6PZfTF2GuzkF4YxfBiILDkbFqNVVBVYaZW1VVmHQgte5End+Y6TtNQVPVkfbPKBBKyjDmleH64R3Un122L+OaIqFgGHGJt5ZoI7JuC2r+XGz5rpFjRjBjcFWg432iW+rJmZ6Po3EKxoc/oqusBd2Er2PHQtxRjEHZRMzrQ1LKMQ3Vr/pakIIGHK4jvTzBdlC5l03JO/arw3vkvnMb6hmTPlbumhIj1fIWUV8ZZWPrP/6lpaqZOo6mTVqERMt7+NvKKP/5b6mcX5XRDZIBL3Ak4T/HliRSTz+yasO56Ps0feUq1NggviV/o+OJJxmoq6HqnHpMpXZE+wzKH/wrFcOyP6ppJbPTpBttJ+ZjqTWjTy+k7pFfUmjb9z1VTiPodCAKKBYLunSC1K5W1NnjhsawiuzpRooYMdWVHthXqpr5d8Ra0ojOVoJRXEFscABJqd433v3bSfn0WPI+m6QRsXdeINReQelzD1NXCqAh716N9N4b+458A6CQanuL9jvfQj/3JHSBlQw8Mx7LpfOx2I7sKKbi3o77gVvwy7OovOoiXOX7ZYEURAx5FVimL6Lyu4twDAUzqp19JGURg9MIooiYk4Ox4QSKLruC0inFmTq0BNG2TnDOPgoDMXPyR2NoI1kOkugJIDjt6AC9zY7OokeW9+1kahpo6TRwZKsBamSAhDuKrvRExvzPyWhKiuTm1+m46Q76nhqDreTrOItKMBj1CF+9gWlXN+xLxKOmUTUBYWghXA32EB+UMUw6j/E3nYcmhQgvu5+Ou5+g46UmJlw2C+Owi3w1NY0mK6AzIOiHLRIJAnqjgNy1m1hCxWIdGufJAPEeDxTUY80VUOMBUv1hxJJZ1P5mPnVqmuTOV2j90f/R9t8Tsd1/KQ4AQxn2yY3oN20lvOsF/MsS2H9wIcf7Zt4sX2yym7lfFOw2RPpIbNxNKppEDoeQIgcmNTk0EbSUCfCR3N2HFImQ6NpEuHkzUmh4uTSSx028303S60eR06iRIKl+N/F+H+n0AWuQnwgl3M/A3f/N9j89gLfdgxxPoZrycE0YAzoPSgREZx6WpibE3nX4332P2GCYdDKO1LsT/8vP42sPZt4R6SRywEO8303cG0ZTNbSYl3i/m8SgDympIJbUYp9YR3r963jXbiEVSZJOREi2bsT7xpuE+iNoOLE3TcMkduBZ1kwsGCMdj5FsWUXPdf9Ny/1vEo8N/xVW9E49Ssdmgu4IcixKKhwhLQ/1TjJIwu0m7h4gFUygKdLediaCMVRFwzpjIfZiD8HnlhLpDZCOR0jsfBv/yg60xhnk5h6DHaVDkQzRsWEVb67YSE/k+JqvWngLvtVu9GedSf4hdxBcmOuKEA01VP7kJzhs7QzceR++rnBmvMdToFMg1E+0J4QcDxDftonw+p0j4kGds07GaF6L95EPiXkjyGEv4e07ifUM2wEtn0zBZBfJN5/Bu8uNFI2R7N5JbFcPyrBFa00Kk+h3E+8fRArF0dJJJH9mbMX9mcGgazwJVwWEly3Bt7sfKZ5C9vcRXvkq7pXtw9qmIHd1EO3W4zhhIsa8/Q0aI/rccoxaiJSiYSt3YRgzAUdhO6F3B7A0jkXEhKmyEVu5RviDjwi1DCDHk0junXgeeI10yQRymuqPsHdyDyp3b3tor55RIv7MWO53IyVkNCWJ7M3IJRVJZGz20TAk99Syp/Ds7Duk3AG0eIDoh+3oG0/EMebQyX1EvQGdEiPe0UncGyUdDZAIxA9Z/gAUFVIp0GJIA4OkQmFS7jYCr34wcgdMTZOO+IfGgx8lrWSSQPW7iQ94SEWO0W7HXnx47/8dm//zBgY39yGlJFTBiqGyAaNdQk1KqJjJmTUPs2Uj7nuWE+4Nk04kkAa7CK54l8DWbtJSxpJWgoNDOtGLnJRRk5Ehne8hFZfRNCsFC89FF3kbz5K1xDxR0ok4qZ5WvMveJtgZBFVDrDyR3LE6Eh+8TqDDg5yIk+rdTs9N17LlD8+PiONCp0c0m1D7O0n0uZETMSSPD3loUmiyhOTNjKtUMIamyCgBDwm3m8SADzltxFgyDnuNieiHH+4b74OteO56HqlgAq6ZY4+x3EeHIieAJFL7bpLhBCl3O6Hm9UT7QiPLDW6k6w9/Ie66gNrf/jfVX20i+c5TuN9rIS2N/k2uRToYuO86+jaZyb/wIhx5qaGx6CbuCaGoGoLeQM70E9B8zYRWdZGKJZD93QTfWYNknkjB3ArQGdFXTsCaEyCyYR0RT4R0PEJ8x6sEmg2YFs3jkHmtDkXYTayjh1QkTjrsIfz+fQQ7XVjmTsUG6Fz5GHMlUs3biXtjpJMR4q2b8G3uGimraIDkwNB4iMmgSnv1TDIUR1Uh3fIqO6/6ATsWryUWjKHIKjpXCZaKEjQphpaWoGYmBTMqSL5wF/3Nu0lFU8iRALEtKxlcsZ6YP44GyBsfZst3rqJt6U4SkTiKosNUWY0pPwc1EWaEYlNTSB0bGHzmWTzrOpGHTXdBb8Q1+xRUz1oCb24nGYqTjniIvP13tl75Uzq3SkCaVMe7tP33tbQ+sIyoJ0JaUhALJmGr1yH4I8MWkfTYJs7A4Qjjue9ZoqaTKT97vwDVIyHpo33TBj5q8x59HVk+92R37L4ojDmFwpkv433kejq6pqLXFAwTT6bw9OlYRrXQlYdr0QXYm++h90+3kJhUQtrbSaqvD1VMo8SkTJYUfQDPI7cSHAA16iXhDqGtfpke/3p01FL0y3+jMO/YXaOscxaSd/a5RB56nf47g0SrS9HJboJru7B/9ccUNAAGF/YTz6Wky437rUfpbN+AtdhEuqOZ4GAuxSUnotXlIgQ6CCx7Dc+mQUj2koqlUFc/QvugHSGvAteib1E6sRLXootI+O/Hfd+dJDZMwWhOkmzZQkI3lvLKGVDmwDzlNErPb6P7pbvZPTgbh10g1bWZJJMoPuckbCOWzIooOO8MfLc9T+ctSXJKBBRnDUVfOpOcSge0L6dz8RoUSUYZ2IESCBN8/u+kVpjQTf0KNYtmYa6YT82PvkHnY/ez+5at5FYaSbTuIGWaQMm5J2M64F6eY0iog/dfe45XWxx8o2YMlc7jF5SdXLOccKiGwpPHjKq8rvZsqq8ZpO2ul3E/VYfl8kXYC8eTd9ZcQvc+S+tNQXJrINXRRcIdR1TipFNJFMA4/ctUXridruevY9fgAhxOiVR7K3G/Oiwecyxl136X6M1P0nVdlPDEEpRIL7Fdg2jDrBq1fyWdd76LgoTc04LiS+FZcj/htyww/lwmXn4iOtcMyr53MdKDr9F9Sy+hhlqESDuhlgFMp+ZTMK8uo3DlKLEdzcTFAsrHVB9wDxmAwZmLJa8AXboMS14+Ogw4Z6fpv68K64RM3JyhfByF5y8k+dBSeu/uIFJfhtr/Ef62Ygr/7VJc1UffTyPk/lg5lu9dgLPEQmz1Evrea0eRQN7pRQ0k8N1/K1GTFeuCRZSeOm2UT8jIPXbz43T+KUGkqfygcgdIu9fjbYnhuGIm1o/ZuDYUleOcUk7Pu0voCbRis6dIOOfS8N0FH3/dx94KbJgmzsVVvwX/knuQ28aii7qJhWPobKCGg0iAUQoQef9l3MtbUAkQ84QhsYz2W7aCJRfbSRdT86Vjebl2OfkXXETMt5ju2+4gOqMavRQj0boFrWEBeU01GAFh2rlUXtZD92N/pdV9Cq5aK8pgJzF3GseiK7DVaxiMAuFld9G3LokmRZFavMi8z8C9/fgNOTgu/iZl0yown/Z9KrYHcL9yK7t3zcBRpEPqaiEWcVGQP5mcKhBMYym59EJSD71G100enGMLUXp2Eg3WUfztL4+8vsfswjZpKuZ3XqTvoTuJjSlA9aWwXfZLymog7e/B8/TfCXaD6tlJKuwl/fx9dKwwI5qqKfzRVRQW11Jw3peJP/ASvXcPEKkvQxtYj2+7i8JvX07+xyQVO57YZ56Lq+k2vNddD/Oa0MU6ifd5kBUdYiKFJoMWbmXg7pvwRadT8ZvLKCh3kZ53HoU7/8rgi0swl19N8cTCEbv6h0L68O90LdkKVZOJvfkw7W8O+2PBbGp+9GVsRgOW+RdSuPl2/ItvRmoegy7WRmiTD/vFV1JaA2DAWDaD4rM20v3ac3R6d2LLF0hsXEWq/nwqL5j18Se3D0a0B99rT5LcXYlRGsT/ztvoT76C4lMnZuoqbsB1yhxCjy2h675eHAUK8bZe0vGRQeuJdS/T98425AQobV7UWAT/A7cSN1uwnHgmJQvnYJ10BmXnb6fntb/S5p+Dw6FDHmwjOpBL3vlzMOebQayn5PvfJ3HzPfTdcD2xGTMwaH5iu3ejVc3HWD8Ga74V0+yvUX5OBwNP/pn2XVOxmmUSbdtJGCdSOG8CumEJpFCjxNa/SvdfnkU491dY6vfdrSroMnIv3nYH3iV/o337BMw6H+HtXVjOvIKKEzNbp8byORR/ZTM9y56nI7QLW5Ed1b2JgHsK+d89Y4RDLRSNwzWrHP/dOzFd8p/kD7/S7kgJ7WDp3x/g7fHf5On/WPAJKsryeUbQhg6mB4NBjEYjopjdxPu8ktrxNr4PO5DiMqI5F8uUmTgn12cyXBIh+PorJJhCwcIJBzdk1BjhD5YRafUiS6AvqMRcmYfm6UOon01uQyl6fZjASy8QDx6sghIc58/DaTcTefcxYpEJ5CyatjdldbpjLb61bozzF+IqNCCvf4buZYc45lk4l/J/PwUToCbDxLevI7KtHSkiIRjM6IuqsZ90Ks692fpV0t4uIs3NxNsHM+13ODBOPJn8qRWZI3rhXsIb1xPpPLDxgj0f68wF5FZaARWpdzvBNVuQ3AHSmh5DQTGWSSeQM75473ENLd5PcNVqYh0DpCURQ14plqknkDO2eMTdSpnO6cG7dDkJdxRV0KOvGI/rhGlYC2zQu4b+91pQ0weuyoo1syiY2YDBosukm179BpGdHtKShphTim36DJy1xXsTXhxU7t0b8a/tQT/7NPLKjiI8Pe5l2/qNtAatTD5lBnXOY5wZZg9SHz3X/xdu9Xwaf3I2tpwDn7Pnt+imz8NVmYMogpoIEV37NrFoIc6ZM7EWmiHei/+91SS6PKRVE8bKGkwlFtI9IUyTp+GoK0IHaJFOfO+8T6I/imrMxWgKEHxrJfIJlzPmW6ditQJIRNcuJ7Q5s6uhL3WSXPcG3v4JTPzdldjLHKiejQws3XzwHfKK2ZSfmtkt0KQ4iR0fEtrcjhyRMskzyifhWjAVy9DZMcXTSt+9txGyn0XtlV/eewfZSFkFiW1eSzRZTu7URkw2kHe+zeBHkPP107APTXBNDhHbvI7I9nZSYRmdJTMn8qaPdBiTLSsJNcewnJ2ZvwfIvW8rwbXtCE0HkXsoF8fMOdhKLCQ3LSO4dQD1gCPhJowTZ5EzqRah8z28a8JYzllE7p4FkOgA4fUfkTBPwDWlHqM5I/fYhvcINneSTh1c7gCBh35E26o6av90LXkfd3uHJpHq3kHow40k/HEEvRld+XSKzpqS0YdylPiOdYT6LTinN2ErOHD8aXKUZNtmQmt3kArLiPYCzLMmotv+EZJzOnmnT8QohYltWUtoa++BRz6NdkyNcymYYiPWvJ5wn5m8E6dgys3IXJW9BF5fjlY8i9xZ1chb3sT37lqkyAFNQSgei+v0s8itsgIyydb1BDe0IvuiKIIRY1EZ1qYZ2OsK995BhhIkvPJ9IrsHkRMyotmJaWwTOVPHYrJl4nKiq54ktEs68IHYMJ84n9zafHQ6UGP9hFauJtblIy1r6Ky5mKfMJndCBXpj5viZloplxntzJ3I8DVYX5qY55E0oO+AuUzXiJrzhI6I73aTTOvR2J9bTLyavDJSgm9CqN0gcZCNBMBRhP2chTido6TDxbRsJb24dGu929ONPomBW7dB4j+6Ve+4Jk7DkWw8pd//7a0kd5D23R+6W9FZCrSnsc2ZgyZEJvvIKcukCiqbnkNy9hdBucMycijVPILF1NYF1u5BjEoKzCEtNJTqpD8nYgGtqI0alFc9ra1AqTqLwpOqhFXWFVHszoQ0d6KZk5B555Xr82w7SNYA4/QKqThtDetureJoDBy/kHEfBOTMwGXSgSkh9Owis2kDKnwCdBX15IzmnTMVm27d4p4T6iaxfRbTNhyKJiM58rHNPJ682c0pE7m/B9/qzxN0HeZ7ZgfWMb1IyKYbnkbtoey5MyflzMBBFioChoATrnNPJrdp3h6IS6iS0ah3xLg9pjJhqJmKvkIl1yNjnLMCeB4ltGX2sHDBMjRjGTsuMZxNo0W78H3xIsjeAnNIQ7bmY6ieRM3kcZsc+BZjuWovvo61IvgSqYEBfVIt91nTsZbl73+VKoBX/e2tIeqIoiogupwDz+OnkNlZgMA2/WDxJcvcGAqtaYMwc8qePG9Jne/4uI7lbCa9rJt4fRhNMGCrG45w7HXvOHrmrKKEBwuvXEG8fJJ1UEW12DDXTcc0bj2k/Mzzdu4nAR52IM04nv+oTpKAZ+IC7/vAAG5u+yz1Xzj76erJ8rsk6dl8wNFVBlRUEnR7xKANfNEVGVUDQGzie3S2ve4q2NzoO/seCE6i+cgHD9aGmplHTCoJoQBiWWWt/NDnTftGk/8TxYJokoWpipq5DlUmnUBUB0fjx2cs0TUOTJTRBh6jXH12mM00bigMDQa8/rv0zHFVJoyKiEw8t90+MEiK2ZSeycyzOypxMlsRPiCanUFXdwftPHWDwufWYzzoLu0FGE2TiKxbT8bc3MVz6M2rPOwGTHqQNT+NRz6B0qgNN0dD8zXTfdD2D6rlM+tXXsBUe+e6Lpiio6TSC3pDJODqscWoiTGJ3G2puFdaKvCNfFT/o82TUtIpgMCIeSRa3zxBpw9MMSKdTPjMHTVEPKffkzjUklXLsE8pGdcRktHrkY+tQ0qhpDcGgO64ZYxOb3mLgvXWkDrwBBaG4gYLTF5K3nyGnplIZHWP8GJ11DN4TmYoymSRVRcvoowNWtIaKKUpm/On1CLqPuzRFRZUVNFVENB59PO8nHe+JTW/h+WAdidCBfzuU3EfRKBRJyWR3PcpJHXzuBgZ2HvxvumnnUXv6GHRH2J+amtFFiAbEQ84HFU1WUFVhaMzv60O5rxXP0ueIDB7ka2Y79tMvpXzykGP3Ioz5n2vIa8xFTQuIpkPHDmqShCLo0B/syMIRoikySlpD/BjZj+r9rGmZua8KH//+1VRURc1kAz/EnEBTUdNpNHSI+kMntdPS6cz8MuhHyP14EN30LNfduZKKb/6SH5xcePgvZPlCknXsshw3tFQMOXmIbC+iCYPjOB4vzJIlupGWa35JWG7APnMcYrST2Kpm0tULqf7p9yiodyIKEHriB+x42It15izMLpXUzrVEu3IovPZnVJ3WiOEYOKBZDiT0xA/Y8cAAllmzseRr/5JyV6UkSjJ1YAJTAJ0Bndl8xIZ8lsOjSkmUVOrgCZI+Q7mrsRDpQ7wyBaMVvfmTL2YeKVpaRknEDx4/K4iIZht6o3uEY5c/6RPEgWU5TqTpfPdhnuuo5hsXzKfYkY3E+mcl69hlyZLlnxM1hTy4G++zTzHY3EYq5sB+6pkUnzaf3MqcvXdvqVEvsY9eo2vpapK9PsTaEyk6+xwKZ9RiMB3lzmuWw6JGvSQ2LKPz1VUkujxZuWfJ8oXFR/C91+n7EMq/dg451dm8jZ8/NORklKRixG41fuoLBFk+PbKOXZYsWbJkyZIlS5YsWbJ8wcl6cVmyZMmSJUuWLFmyZMnyBSfr2GXJkiVLlixZsmTJkiXLF5ysY5clS5YsWbJkyZIlS5YsX3Cyjl2WLFmyZMmSJUuWLFmyfMHJOnZZsmTJkiVLlixZsmTJ8gUn69hlyZIlS5YsWbJkyZIlyxecrGOXJUuWLFmyZMmSJUuWLF9wso5dlixZsmTJkiVLlixZsnzByTp2WbJkyZIlS5YsWbJkyfIFR/9ZNyALICeQEip6p+34etpyHCku7/u/qEdntqAzHJunalKSdFJBdFjRCcIxqfPzjYoSj6PIytD/BQS9EZ3N/C+6YqKiJOKoghmD+VNSLUoSOa4g2mzojkroMulQHM1oxWAxHOvWHTVaWs7IUt3ziYhos6HX/7OMrIzcVYMVo/XzI/dPHVUmnUiipvd2NMKxHItqGiWZQtMZ0RkN/CuoZU1Kkk6l0PaKVIfObken+yxblSXLPjQljZqIoeyZQAoaAAAgAElEQVQxHRARrVZ0et2/xBw9KjQVVUqhKCI6swnxn+VVeBzIOnafB3pW0flsiKKfnU/O8XxO5wralzTv/a+QX0Xe6YsoqLMfpLCGEvUS29GGUFSPtbIA3WEUjrz7A3rfCpB75bm4zMZj2/bPJVGCy57C1+IfMiL0GKtmUfxv87B+1k0DQEH2dBNv96Ovb8CS50A8ri+NGOF3niNgOYW6U2uO54P24V9L91P9uC69GFfu4YsroQESfX7EokrM+XZEunDf9QzStAupW1h//Ns7StKDHXiWPkdkcM8nuTgv+QaltY5jUr8a6yHaEsJQ34jF+Vm8ITNyT0w6j4ZFYw9fXE0h9bYRG1SxjKnHlGPmU7N/0h7CH+1GHHcC9vxjLKt4N56X3ibc6d/7keEwYzG5cyXxcB62pvGYDqdmw70Elq8kUTSTwhkNmE3HqN2fY1K71zG4/AMSoT2fFOC68gqKCj7LVu1Dk5Mkdm5EEkqxja3G8C+8rnFI1CTJrjYS3W5USQNrPqa6eqxF+73DtCTJ3TuJ93rRFB1CTjHm2mrMedYRi6tKoItIaydKRAazHWNVHZbSAvSfkQWs+PvwLX2CYO+eT5w4zruYkrH5WcfuUChxEps/wNefS8EZs7FaPusGfX7J+ryfB9yb8D6+mtjxfo6gw4CKQU2h7V6J78U3iPUnD1FYRXZvp/euv9K9fDuSdvjqlc61+Ja8T0RSDl94fyJuQitX4N/lIZ0+8q9/VohoGZmiklj+OL43tpE63g+VYiQ3r8SzppXUxz4sTXL7cjpvvRv39n6OoleOkASx1a/i29h/3J+0l+A2fEveJhYdRVktQXzDq3T+43ECHUEyQ7of36MP41v/KbZ5NAgaopgZV0LnGoLPvUyoL3HMqk+seoS2vz1HODyKiX1cyMjd+1Hf6IorUaKrl7D7jkcJdQaPb9P2Q97xPK2/uB2vTz184SNGQAdDOqSL4CjGYuSlv7DrxqcIRUZRfcxDfMXbBDb3kJYPX3wEqoTUsRbPe+uIfboi/2SIGjohM3dofRfv4peJhA7/tU9MaBuDr7xO2PPxxdRECP/jN9H+yNvEjt2U/udBixL98GW6br2F9kefpOepR+n4203svucJ/Lt87JuFMtHVT9Nxw420PfQYPY8/Rsedt9D++FKi7ih7NJvm3UrfXX9h16330fXkE3T9/S7abn8Qz5Y+5M/K1hDYq9/F/i2EXnyZYFcY7bNSx18ElCSpHWvwf7CN1KHM1ixAdsfuX4v6M6j71RkgRwi//BdC9/d+TGERQ1EDJd+8Aq2kHsPxXkUKtOF7+gkSs6/AUl74ma2kHRlOXOd9F9fQ/zp6nsF73L1zIBUmtvwZerzTqG1owHTIVXg95oYTKftONYa6Ij5XJ5GUJIOeJPlFuUd5hPLI0WIDxJu3IxvqsJYVfL7ksR+G0rGUXPYrABJL/0ysbc0xrD2If9kHUHc1zpLPsxSGobNhnXE2lXkSjrJjs2s5OqIEX3uDZM1Z5NceB6Vkr6XoG1dSBMByIo8uRzrMV5xnfp+qiXnYj/exACVFcvNrdL+qUVIyA9sodsQ/D5jHnUz5uJMBiD3txbeh49N5sGcVXX97ibw/LsRZeOhiotmB66tXYpIrsZg/naZ9kUh3rqX/waeJFi6k4vJTsNgVUjvW0P/wo/S/UI7lmnOwmUDr/ZCe2x8mUvFtar55AiaTSqr5TfpffBF3USWm82ZhMkQIvHAn3W9JlP3yGlz1uWiDW/E88Qz9zxVjKbyAnHLbp7f7P4S+oIrCS39FIZD84AESba98yi3I8s/MF8J8/qdHZ0KsKOSAExnRXgIbtyFZJ1AwuXRfLJyWJNm5nWCrjH3SROylNgDUYA/+VR+RTAgI9gJsjZPJqcg9wq39KIHXlxHb66BYMZeoaPvXoWkosQHCa9cS86fRl47DFDtw+UuTkyTbtxPa2U5a1qGraCR/Ui0GiwFB0EiH+wm+v5pkXyvRrk5k43LcdGIwAvZxFJ05kb2njbQUqc4dBLd1ICcF9PWzKGoqPaptZ032E9mwnkhvBA0RU/1scieUYNhvRqi+FgZXbcm0vaAW18wpmI/yCIDSvxnP2lbSqhlT7QRyx9dkfufwMtFuAis3kIyqiK4ynJMnYM23Dx0/GeobX5D4tnaksIb3FStRC2CpJH9BExaLESUxSGD5+yT3rgbnoOMgfYhKOtBPeNMm4r4Egr0S55wmHM6hRqVjJDu2EBqw4BhXSbptA9G+IKqpBNe8udgOcoJXtDow5joPI4kEO5Y/wjOrAjSe/W0umFF6ZIIcjqBH78pHbztcQRXZ3Um4O4x1ahO2wkNbVFpsgNCmTcQS+RTMnojRZkJAQ5UiJFo2EGrxoeosmOqnkNtQit4k7jUMNEVC6t5BcPMuZNWBdcp0jMGNhJJ1lJ9Yu7ctw+Uulk6mcKyC/4MeTAvO4LDi27+9SR+RTc2ZvtG5sJ94MrkFH3O+q/tdvNuNOH45B7MeFF8nwR0DGMaMx17sREy24nkjiO0rs7ASJ9m5k3CXiGPKBCw5Bkj7CKxYSSyQRjA5sE6aTk5l3siYh/AO+t9uRTdhPq68QYJrt5KKK+irppI3sQbjQebQQeUe2kr/Wzv37Tbby9BUbYQhpkrteN/YhWHSLCx0EdrShqxYME+cgasmH93eM+T75J7wJRCKJ1AwViCwqvvQch/cyODqGLZvnYPdAKgJUj3bCeyUsU+ZjL14n3elyh4Cb61BKZxE3owq9ICWDhJt3ki4O4CmauirTiBvagXGI3zzJrauILjbg5IGEBDtKupBV/fTJLa8j7/FD+YcbC6RgxVT4t0EP9hAIpJGsBVja5yEoyJn7yJLdNWzBHuSpDa3IPVA8K1nUbcA5OE4bRbO3D3GsIYS8xHduI7oQAwht5bc6Y1YcsxHfqRMTSH1tBDc1oYUVxCcdeTMnYzdOnLxQUsGiGwa0kW6XGyz5+EqOrrzjFp8gMCHa4kHUgiOUpyzZuHI3f8lECO2/gMCXVEEvRnTmCac48oxDjUrsXUFgV0eVHczcsBL5L1n6ekEsGGZMoWcMaXogdhHLxHo2bNtqkNfqg2LoR3WJjVNsnUVga0eVL0NS8MkcupL0Rv3TLAuBl/aim7SXOyGHkKbWpHSmfGeW52PXj86wavJGOE1K5B0xejUQZIBC44Z9WhtW4kORtGPPY3CSblD71eVdLCHcPM2Er44miEX28x55JQaEAEtMkB02ybC8ULypjViyc2sNmppmciHS4km83HOmot9FLotuXMTMY+d3O8upGBSOaIItqI81I0v0dG6ibj3HGzlkNi8nHB7Ea5fn0vhhEwQi+rSSG5eh2fTDlILpmFytuJduhlhzv9Q9qWZGAWgphS1ZxuRZ9YT6Z2Ho9w2ykW+LgZf2oJu3DTMyd2Edg2iWYpwTJuS0ZsCaIpMvHk5kVghjplTse3Rc4Pb6P+oFX3TVymsHNXD9qJFBglt2UzMHULTTJinzyWvxrWf3aMgdW4lsKUDOZVGVz6TgllV7J8+QfV14N+4jWQoiaCzY5s1h5wy51E5tqp3B4OrtpFO69EVVOGcNB6ra78j8nKA8EcrCQ+kwGDH3DCFnIYSDDpA6sG7dB1y1UmUTh1+TjpBbPMGwm4zrpMnY94bbywgGC0Ycu3o/gWOlH8Sso7d54HG82i8XuMAW8eUJrnxdfq7e3DUfR1rbqaEFvUSef0JBnoaMYydhh2Qty6h9cZniMl5GMstKD2tqOZJlHznckpOGXMEHR3A9/htePcucpaSc9lVWBsrRjieaqqdvr/8kYH1g5CTj2CQEeM+pMiYvWW0VITQq3fQ8fQWVFcxIh5kd5yB8Rcw5rcXYzfrUCOd+F5aTKgvSnrAA8E3GdxlyxgFVRfi2uPYyV4Crz9B31PvkDKVI+BB9izGO+8y6n5yFtYj8O60wBZ6//EAgyvb0Soa0cs7SblfwHHKeVT84FwcQzZ/YtUjtP/jJSKxfMylaeR2H96mL1N2xbfIrzqyGMLo639h9wMrkYwl6O0JFI+C98zLqLpoPjZXpnfUrrdovf5eol4DYqELzdeHu3Ae5T/4OgWNJeiEAMHXFuPpklH9fSiyD9+SLgQdUDwf6+xGLBYjaqwb78O3Edx7oquBwqJy7GV5w15gKqn2dbjvvx1Paxp9np2018fAk42U/M/vKasC5AjJ5mX0vtyHocCFEvSipfyk+hN437yIqv+7nLwRDlUu+Zf+ghxTxWGkkca7ezPrN/QhTr3kiOR4AOXn0PBHCePhDIZ0lGTrWmKRfAonNh7gwO9Bi7vxv3A/Xa/5yf3OZYhDFria8uO+7dcMbAijlZSjC/eRDqgMLrqGsZecgMGqR0vHSa5/mt23PE88aULnNCE88wxCqpPU+GuHHDsVqX87/ffcjGeDD/JyQX4Gr01HotVA0ZQjc+yU3g30PvwQ3rUehNpctI5uBp5+hvzv/pqqeQdf9PC/fD+ScwF50/MQACHSTeiFZfAVJ5YiJ2x+lY47d1AyZRbWYj/xVa8wuLMKY8NkLMaddF53M541vYgNkxBCLShP11L4b5dT+qVJGcMJwL+RvjseQDgniH/rc4Q7AqhpDdO5v8RRX3uAY3coueNbR+9t97N3yah2AaaiGmxF+1YVNKkF9113o06ZhSGwm1QqieIPgKGB2G9+R3WT60C55+aA+ixei0Bil/GQco+seo1YegpVp5dkDBZBhxLsw//cqyS0/8B05sS9elHre4ee+17Ccvn1FABaaCf9Dz7IwIoeqK9EjLaQ7Hoa3/xLqLzmPJxHYJzE1z5D39MbkaMAIvrKUxCnzNlv1y5J8PlbaH/gHSRdAYYCA0SjqJ40xmFhjGrPUlp+/QBxyYmuyo7a140qNlD0vSsondOAQQfxVYvp+0BFjbhJhwRCry0magQYR9m0CThybQiaiuxeS++tt+Pr0hBcdjSfn4G8WZT+9/cpqTiCnVUlQmTls3T/40XiFGLIUZDavQw8MpHiP/6B8iGVogxsxf3Ygwx80JcZ7919qI8txvW9/6X2tPIjWuRLt6+g695H8W+Po5+ch7K1g8GXZ1JyxdWUNOVn+jvRQd89tzGwfBdK+Xj0UhfpUA7Oc75O+b+dis0Iya1v4n5hK+mIByUZI/bWYlJmgFLyjAXYhxy7yDv30PPanjPjFswnXYxx/MQDdu3Cz/4PbU9uJW0vRa+PoIYM2C/4ITXnTsNkFYF2Bu64nfSMzRj9O0ilZBS/DwwNFPznr6ieVTqqxBJqMkLg+RvxdpRgcInIXj/iEy4EixHN24Nieh/l+pspq02T2PQ2/Y8+RsBnRV9oRmlpRX10Ma4f/JH6BcVgsqJFevA/+hTx2LVUnzkRoxHSWxez+6+voD/9h7jmja5fzDPOo/73Z2OsK0TY+zsEEAwIOiPCkGpI9HShOqpxVA5NJE1CGmwn2taF5AygxCSQu0n40hgnNu3VTUrQTaK1A2l3nGQsjgqjdOzaGfjbrUhjGtHHgyg6FcUbQCyaQ9mvrqK4Lh9BkYm/+wR9XdOoGD/Msetbi/u+xRiuPTLHTu5uxv3IPQysCyNWFyMMtJJe/BiD5/yChiumZnSPFib0xpP0Ln6dmLECg8GH1PU4vtkXU/GzrzFkNpJsfpGufzxNqEeHfnwx7NqM8nwD+ZdcQ+VZR2IjQnz1g3Tc+RLRuAtDjR61bYDBiV+i7JuXUjAuJzN3Yptp/3/X4W9LQnkNumQ/6YAN59f+ncqvnIjFZCbx4b24l0Zx3HkpezV6rAv/84/h1Z2Da87kfQ81OHGcegm1c82YsjvdH0vWsfs84CjFOf4gnxvKyWmsxr30Pfo7v0J9rgVQkTyd+NfvxnjiIizlBlC303XzowRYyOSbLsZsEEl3rMP9wO24l76LbdwYXMWjbUwp1Tc8RoUMUtcmem66FSUuHbDqKy29l973+8m98o/UnF6OkOii/94bSbbui+SSve/Qee8qDIt+SM0lM9CTJvnG7bTedy8d736FSQvtGIqnUft/t6N2raH7zidJzPwmVWdPxWwGDPah3TqJ2MY36V38LsKJ36b+gpMxG9Ok3r2RLTffSM/0mYw9dbSR8TLhla/hWdGH44e/pWJaDaISIfbG7bQ88gSmiZNwnFmH2vYmnXc9Tqz6e0z+4cno9TLJXe/Qcf0TDLzegPXfT8EySitCbX6IlhueQTvnJiZ9axyiECH0+iN0L3kKz8QaTCfWoxd66fzf/0cwcCrVf76GPJcObeAjOm99kM7HCnH89EKs+aVU/OZ2SkMDBBf/jR7fFKqu/hpOJ6C3YMjJWHl610TqbnkMNQ3xNc/Rdfd7KCllRB+qoX78T93DQFcJpT/+AUUNdghto+P3v6PzJ7djfuqH5GkqaiJKalsPpu98hapzZ2I2qiir/sbGPzxEz+tnkndB+bBajZgqGzi8vWpj5iW/4c+npSksG/XAPDiWEuyNhy+mRoLE1u9CN2Yhjgk5B12h1BIDhF6/j/bHt2C78CqK54xHr9chAPLy2+l+q4+cq26ldl4OguLF++iN9Dz2BO4zJ1BpzUUJd9L/j/uI60+l4vf/QX5hJj6r5Q/NpMNDB+ykKMkVj9L/kUT+Zf9F+YJadGkPvddfQ8SXg3okgZCJLrzPPcbAVislP/wvCqeUIMhB+v73uwze8xi2Sf9JoWu/7ygbGXy2DfO3biF3yCkQnA70go/wrgDKTIitX0XK20VkUz/MCSO3+1Ftk9HlRhi8/6+4V0PxzX+ntNSEFu3Fu+Q2eh9+FGPRtZRMHXKAlCRyfx/Ki09huvTHNP52yJm2uDA6R0pfSwUOKXcqz2fyY6ejESK07FE6XoyOyCCZ6VyJdGc36aLpFP/k/8gr1qN5PqT9d3fRt3gFlU3nIh5M7oqP/lt+TsRnOLjc1TYC7+1EPOknFO7xUQQD5qJqHK4ovjU7KJg5EUNe5k/BF58jpUyg+MQSRKIElr+C+z0vrqt/Ssm0GnRqitTr17HlwcUMzjwJ54KPOa+3H7kX/IZJZ2YyPYYfuJq21dEDd3s636bz768Qr72Gyb+Zj0mUia15ka7bnx9WqJ/uP99IMHoqY/72PZxmEa17NX3/eBD3iytx1VdiKDGTf8XtOL8WI/rW3bQvUyi6+hcU1wMY0edn5o8qJRi893o87bWU/tdPKawwofWvoO3399H10ESKfn32qB2t9GA3vudfIVV6FjVXnoczF5TBd2m55kZ67phL/nXnYE72E3hlMX1r1GHjPUT/Hy7Hffv9OKb+lqK8UT4wvAX3gw/hcY+h/o/fwFFmRxloofv6PzCwZAzW+m+QY08RePkB+l7che3nf6ZuVjGk/YTefIyuFx7HVF2J5dQxOM/5MRPnS2jtj9H8s1fJ/dHtVE8B0KNzOPYaWQXf+zu531TRYj48d/8/BsPxYZk7M6gf3U7Lbf+fvfcOjKM6F7efme1du1p1WZJlWe69YWNjTIdQE0pCvyGFhHBTLpfkd3PTv+QmuaElEJPQMdV007ENBlxx71axet+u7btTvj9WtmVbBhkwAe48/2l2NOfMO6e95y3nHcxX3cnYS6oRiRJedj8dS+6ho+p3jJxdhihmkTq7yLgjFP7st3hLjKi+9TT/ejE9T79L2ZRLMQ4nK7EiIyckjJPPp/J7k4g9+nc6t+RRffM3cdrXsuvyvxPc3k2JI0po2RP4+0dTcdMNeKqMqMlmWm+9Hv89S3GfcjMeox37yQvwbPmAziVP4Zz4IwoLGmj89X1IpddSdeUchptPTe+twHHEdC71rqV7fRjrOTOwD/ymSFlw5WESBVQ5Q3L1g9Tf/SwJn4QwVkFVVchKKKqKzuMBVSbTvoX2u27Hv70bWaxEVdQhLdpDk0XqCaCMrKTkF/8Pl1NA2vMqTX99gralMyj4yZnoUFFjEeRI/PAxJZtECgQQP8rPejBykNimV+jdBAXfuYXCWRWIcozQP25m/8P/H12zn6VyIiS3v0fXY68hzf4mYy6ei8msoOx9lJ3/9SBd4ybh/No4xEwjvheXEQqPp+qXl5NX6UaN9tL711vpe+YJbON+SWHlMOvV+x6tdz1FOO9SJv7xIkxmlWz9ejrve4yuF0ow33gJjjzof/kBulfEKfzHPxhRY4B0N/5nH6DzxWU4x1dhmlRE0cJptP9yKf4dV2GfnHt8at9O+nclsN5Qjd46qB2LBvQF5ZrSMgw0GX2u0WOdNxf7kjfxLdvGqClngJIk07GeWP8ISqZMwaoH5BrK//QgZZY8zLbcVGo0jsYxcSS+DT1I4SgUDXf3VI+hsAwDIKS6EI1wtLeIn84X3kQc8W2KL5+GWQdQSNGCafjXHAr8NxScyZglC9E5XBgGVvumBbMwPf4e8X3NcPZkBL0ZY0ExJNzoTCYEhwdjYTHmwTvR0R7ia98hbptB1Wmn4yrL7e2YLr2J/Ce/RnTVRtKLzh2GQgEgIfXHkcnDXFmCKd+NKORhvOLXTDsrDXY7kCa45i2ifZWU/GEh1qLc6thgOJWS+Stp2bmFRPcpWMo+vKQcCbqeW0JSOpXRPzoZiw7AS8GC04iuvZPw5g6KJ49C3/IKPRsi2H71A0pGDyg73rl4Tt5A/IMOEskkFtwYvMUYjAoGqxkx7sBQUIz5iMW7oDNjLMpVTmpyIR7Vy2Uygc34PvBjP/t6iuZW5RRo7ylUf+NUfP9xLz1rfoBnZu5usWYinvkn4yofyNl60ZlYf/UW6bpmYFhCOAIRs6uImhOaAnYwMpnQNvx1EexXT8JpGkKty0bpf/Me6m7fgO2K/6DiG6diHdSgdPNvYvIMHUa3eyBtugf3tMn0vrmKeEsGykBuX0Vwlw3HzVdQPKEIETAVXkT+pFc44BUrJ+IEVq/HMOYKvOfMweoEKKT60rPoXbvluN4qtX8fofX7sZz+YzwnTRxwEfYy4rtfpe8nK+nf8R0KFh5uhsquWIa/ezaV5448uOgWPPkYS0XkvgBKupXA6mYs06aS2rWH1EQHqZSEpaYcs+8D2t7Zj3jeH6maOOA+m+/Cc+ZFRNbeS2hHI3lTirEcEK/ehGHBTYz+1hkcc02npIm/+3fqbn9/SLljcGAqcwBWEm47AsGhn2PPx77wQkomDbTHwpNwjHuC0O564oD1GHKvuvgMuleuHfKR0tb1hOo8uK4dM2hHX0AsrsA2Zzx9z68n0TEXu6cUgZ30vd2I8exbKPToAAvO07/FuPkiRpcV3cAxFboLzsB0991kWruA4St2OocX3cAQnnIM7XYYfO8Vkv4SSv55Oc7i3DXT1NnExm/lUO6TfEp/8RQFJgdW14CgPZOwjq1EWd2JEk8CZnR5xehsUTJOC4JRRp9fjLn48PLkwIv0vJXA8u1rKZ06YC3zXkLBacvof+Y9fD8/l+Fu2yiZFNlwHN2EUswjCjAagfxLmfj0ItLkNvgyHc2EVu/CdPKNh7X3qh9eTe/1Swlv/ncKzxzeoBLf/D6h7SGc37kQ15jK3KaDfSIlF81g39LNJJouwlXbQOid3WQnX8GoRaMHlCUPztlnkrf5nyR7eklTg8XuQWcH+h0Iog6d+2hZAejdJejdoEQNGGx6OCohTYzOx+8la72S6m/NPjhXFJ13NqH3/4Rv+V4qpxUjmgCzA+vCr1I2ZcCUOdDeI7v3k5BljMNd2ulN6D3FWApLyXqciG4vloJCTKUj0KkKalaGvEq8P/gL+TorBpt1wBqYT8mCsfif3kOiCzzlAqKlhpLrryFR/0ea7n6ejPgswZ5qyu/4Du5PNNZH6brzTtK2BZRcsnBgvTGAICKQwX/ff9D4RCt5N/2MwtS7dK07/AmCKJKuW0rdrfeQHXc1lT+xEXjw/eOvismKedopFI7KtWzTwgvIX7+a+Pq1RKRFeD7NFbWcRYlGUUx5mEvLMOd7EPBQfOtjOL+bwZAHZLuIbnyXfnkKo86Yi6Pcm9sQW3ALhdOeIbBqE9GvjcOVSSJHEqieUqwlxRjdNoQ8NyN++xiFKeGjPV4G0b/ubWKdLgp//Q2cpTmXHdOkqbhPWkdnQzeZQBzybKR9rShyGebxxZicAPmUfOcPeK+SEB1WBESMZ12B++9vEHxjJeWTT0dPkFj9DlKFYxlVWzLIjV7jeNAUu887lpkUnF1LcOl7+FJnkJ+NElu1HbFiEdbRA71Rp0NvTBNd/xBNy7eSbOxBVjIooT6UkRecgErtJtmkQ3/xJJwf5sOg0yEkmvG99gb+NXWkA1FUKUK2K3RciSvkeIJ0Zx9Kd5iu+39H76B1TSYuoLZ1koRhKnYW8uadjnvDvXTddCN94ybjWrgI7/TxWPOd6C0GoIV0awBZCuL/y+8JHgimUNJInR0olgrkaAKGdahBPYldGTC10/P/fkrPgctSmHRLHxQGUTJZCIaQycNSPXhF4Kbgut9QcN2wXmz4qApqvJtsMg9rReVhi27DhFrMQLq9DWZ+OYYHVcqS+WAdGdN0HFOGTiOf2fk09W/tQ6g+D+9Fp2A9QhMRTWZo2UTnkhUE97SRCSUg1ku2z3HQhVrt6kKyWDBVjjqmpUKVw2SiOowTqwYmu49Lhmy4h3QkQGbVEzTuffVQnF+2E1nOkO1rByYc+hc5SPfb7yNe8B+UHKZTFGGqKEHe1ITcnSTaPAvPL0YRvH8H/nMmkMqmsJYUoQvsRU45sE4Y7Gqrw+gqwlpiIeIPI8fhgE+NIOowjBl/bKUOkOufYe+7OxBGnj+k3D8tjlvuSozgts1kx0yhpOLIAE4XjrEzceiXEmzswT2uBN37LxLqKaV03oyBb69DNOgQWjfT9vh7RLbsJhPLghwlA3z6nkQRUp0R1PKpeD50r8WIzgrpjc+xZ/lGUs3tSNksst+HXHr+8RW5Yx+pTD/S2ifYteeJg5eV7h7kiEyiGxhm+KyxsALvuQtofuQu9m5+Bev0ubhPm4O7tBBTgZC4QWEAACAASURBVAmRLNn+HpKBAKn1L9DYtmqQ1b0HWZXJ9LQAU4ZRWoJUdw+ZVIj0S4vZu+rAOC4jB5uREvlIYR9E40ipDMba0YiDfBvNtfOouWPe8F7suOgi2QzC5Mm4Bk+QpSVY852EujoZMijvBCPo9OjENLGNK2l7dy2Rxl6UtITqbwDh8M0JsXAeVd+5kOjP76e124J78WIqP8HJN0q0lbZffZvuljGU/P5nFB6pMGeaaP/Pq4i3VVBy2+NUzFQIPLbqqOdk3/0DOzevxXzRLxlz/ekYdj1N4ONXaxBezKUOxF4fcVn5dBU7oxfb7LNwb/gbLT//Pp3jp+M+eSGF06sxuPPRGwF/FKmzBzmYpm3x/9I1aBEktZlRHN1kwkDeGPK/cirRfzzBnu8uxzh1Jt75C8mfMAKDO2+Izd9jk40EUW2V2EoHNVJbBYXf/p+BJFA5Ci7+Pr2r/0jn5RfhmzQP55xZeGaMxV6Yj9444JHBJMovmcbeF9fiD55KYbKF+JZW9NVXYvTkfeZJbb4sfDlWbl9y8uafjuXR2+h+I4xr+m4CDQnsl83DecApOd1L91230r4O8s67gNILR6BL9RF95wV8H5b48mOjQ5EASflQNwapZyvNv/wVMd10POdcQWGZCzH4AR13Lv3IzG+HoSqoUgqyAoKkoBvUai2TzsBQWnJcDVlXuYCRfx6LZ80q/O+uI/HiA+x/JIow+WuM/OGl5BWAkgU1LYMiozuQdUQwoCufjKViNAbL8CdYJQNqJguqckih1TmxTpiDvsabex9BAJyIn8UBeKqKmsySC7ASUOHQAGq15i6LX5BsicNATfbgW70L8+xf4DqWCaGnF/202dC+jb4nX8f27XOxDwoEz+x6kr23LoVJ5+C56DSsHgvZncvoenLfoWdkJFRB4MPSfKpKCjUlIAi6TzhpKaiyhJpSQJYRVeWQMqkvwbVwPNbCwxUSqWk5wU0OvH8554j+YsBaWo4h0kl07QaStZOpPmkM8QfuJbLRhpAswlhUhBxSUBX1qENyBFGHqLcgiCLH/VLtbehnz4fWoeX+aXG8cpd7d9C/JYx1/gJMQxyYZBg5Bsc4I13rtpOeX0bktbcRZ9xEweQDBaaJr1vK/ntfQh1xMp4rvofZZUBJbKD9F69/qu82UGOQVEjz4a5laj++u2+mcaWM5ysXU3zW5eiNPiIvv4C/9XiLzICqIGQy6NRDLUpXPJG84iLMx5O63eLF/dUfYZl6Gr6Vy4luf5e+tY/TlhlNyW9/Rfk0F6qcRU0rYD6ivVOIa9FIrMVDncc6ZMVRJRkG9Z1cmxDQuasxjqrGlHdohSyYjHw2h4vFUWKAekQHU41g0YP0r1nmKvFO/I/dRcfyHkwLzqH0WyPRm3Sk3/gd7UcavdQMsl6HaHYims3oxSiSamOY+VwOQw620XvPT+jaXUXpH/9ExeTD+6GgE6FjO6mKr1H94E8oLASkLtR0OheSB6ATEQSB9MY9FP/oDirOG40BSGTTKJ/SuUo6ix1BpxwcV4RPLaW3DvPY0xj1h7F41q4ksHoTsef+iv+vAXTn/pix3zkPqyqDIqFKEqIsoRvUdnSj56IvHzkQA2zEcfp3mDBpIb5VKwmu30HooTX0xPU4rvgxIy+ejWm4SeEEwGw8OtnfkYw4k4lLphJc8Rq+NR+QeGkzoSVgOfMaKq86C5vbhABYz70E8zP3EFyxH9uIBqL9LvIuGn1cVkSNw9EUuy8CI2ZSMCuPppdeJpzZQ1o3haJZYw5NbJ0bCaxrxfDVhxn3rWoA1HAj7HrzBCl2tdjHCwT27yGaWHgwVkeRZAYfxCLveYtwbz7Fv/gZVfNyvVRt6KDHqDuGYpdBzchH+X6KFgvGohL0ifGU3PRdCsc6Dlkn4jFkq334DVmKEN+5k0TKS95Jl5C36DJIRQi+9jea/vkMvSsm4fhGNabSPHReF4X//ktKaw7k+VZRJAlVEtGZh6v4lGCtsSA0TaTsF78k/+BgJSOnFAS9DlEvgrcAvdBGYmcvyriigW+bJLFrG/GwDde0sRhsxkGLUglVyqB+nLlJ1CHmj8Cge4tMcyNZufxghrf0nr1kcOOpyANO4OFPSoZIfxaHy3aCD00HqeElQvuLKfzO+GNORvpZ1zD656eTWX4vTU8+RWdRPpVfnYvZYUAA+l9/hqxlLhX//R+UuAEUYv1r6R3U8ISRVRiyW8k07UeePS6nxKvp3GJ0YJ0oGkqwFOvxd7SS6pexDJi8pWSCj1iSH4EBg9OLsaAIw1nXMfKyeVgHgj5VVUVOpNDZBs/UMcJvv0+6bCEjhzBqmEpHYIzuoG/DdnTTr8JuHIFjbJDejQ1YnWMwFhswmIox2GIktrcjn1408H4S2f4+EiEJ4wxXbhf5OBCnXsnoX19E5s2/Din3T4tjyz3F0XJPk9i1nXimiILJBeiGeidDCc7p4+l7eDuhzRl8a6y4/nQGB1XpbA/RrVtI2Rcw5gffwlWZi0uTulo4IUMyHqwjCxFerSPUmcVdlmvpiqIcHpMY30Tvsgb0X13MmB/NymU0zDQib1hO4BiKnSrLqFIWjuw9lSMxOXZgPeM71F417tDiPZsgq5qPyvh7bGSkwH4iW7sxjplM2XdnIyoS6Zb3abrlP+n888u4n7weo92LqagQce4VjLrujIPtHUCKJdHZh7sytWAsyEfvLsZ86Q8Ydca4g5kkFUnOLZLNJoj1YXAayezbRVaaiN6gB1SkYAex3fUIpZOwjzr8GBlVVVEzGfhQO/WxqMA+3k6wbjPh2Hl4B/RUJdhBuieGobqIYWVF+ZSRetrp39yEft51VH7vYhwWAJnguiP7jUymbTOdjy5HHn8OxbM20fe/d9L7h/+gZHzBcSW2kQON+B69k/adxRT/7L+pmOY86v9N3iIEfQLPTd/NKXWA2h8j2x0GxxhEsx4cBZgcOpJTv0vleaNz6wQ1RdrXS1Y04LCYjzOrtoqqKoc2Q6UgieYeZHsJZlEEEUweN6qUQBl01pqUSuVi/o6npGSExO5tpMRyHIuuIf/ca1CSfQQf/in1D9xOx6yF1M6woSvwYiwvpuzm75Nf6z44n6qZGLJgR28AJdhG/85GlLKpeL/6fYouBzncRM/f/puOF54iMHkypRMO9yNQ40EykgOj6/Cx2JjnRgjsI9SZxjt24H8y/ST27SCRcOOYOA6TPUz/OxtImsfgPe86POdegxztwf/U3bQte5XAzImYTxqJHhCcc8if+RA9772Ab2wMyTUR56gyTTn5BGgHlH8hKMJ7ySL0W56h7eWdGE86F9dgFxejAVEnIO9eQ6DJR7q7icDbywmsbzh8yRLrJlJXT6R+P/HeKGo2SbqrmUhdPf1dIWRJAdIkm+uJ1NUTbWlHSmWQ/V3E6+qJ1LWRzkpAIfnnnoRa/w69r24g5g+QaNiIb30d2UFHHggmA0IiTGLPdqJdfcT3rKf7hfdIhYY47M1iQbRIpLdtIdrcSyYaIFbXQRYQ7AXYZpyEMbyJvmUvE27qIxMNk9jzHh3//Ds9m7uGiAM8BkqK+IZXaLnz73StrifdHyebToPOiM6gQ9AZARfOeXOxGRrpeeQFfPv9ZKNRUi076F36BN0rd5JKA2RJd7XkZFpXTyahoCT8JOrqidQ1k4zEUSgi/5IzMIffpeOfLxFsDZCNBIntWE3no0/j29mNJAOjTqFotpf4q/fRt7WDVH+Y+K736bjnDtpe20EmOegN9XoElxm5bR+xPc2kwiESLV1kBk5bVaU4iaZcnWKdPuRsimxXG9G6eiJ17WQRMbgn4p7hJLHmDXrX1ZMMR0jsWUX7E++hjL2QgikfeX7AJyBNy8ZlPP74E7yz138CywGIEnr1XRh7Bvnjjr2jLxZUYM8vwLHocopm24gue5y+Le0D6eVBNJuQ4x3ENu8i3usjuvkdeldtIdN/aItCVz6T/DF6oiufx7ethbS/h8jqlfQ3hw8mSRCtVpxzp6E2vof/jU3EfQGSjRvpXL4LJXso2l5JxkgM9MNYTxglmybb2ZTrq/s7yGR1GCvG4JqUT/Ltl+hdsYNEIEom1Et45dO0P7KMiO/Q81T/LkKbApjOOQ3XUKN+YSkmb5DkLhX79NEIeivOkZVkmzoQSisxO4CSibhnVCG9/yDtb9eTjEZJdezC98ZrxIVyXONHYTzOrPNCQRV2t+uYciftp7+unkjdfhI9YdRMlGR7bsyKtAVzFsRhcKTcY30Bkk1b6F654zC5A6ixTmI7G1FHTcFZnH+MjQc91ikn4cgL4nvwJVIV51I6Z9BBb6oO0aRDCOwnvLuVVNhHbPs7dD74xuGbWlLs0PvUdSEDSrgr9/f+dlL96dxtvnaiDbn2kAinUbNRUs05ucR9/cgy2OcswJrXjP9vzxJo9pP2txPesIH+xkF9TDGgc4JS9wHB+l6SvfsJvvEWwU31HJU/RhQRXC7EQAfx7VuJB0MkOztJxjKoKojVp+KdbCP2+sN0r9lNMpQg1VmH78WHaXtuw3F4ZahIgSb6Hr2DlsdeI9IWIJPIoChGRLOAoDfk4nFKqnFNKye95pVB7b2P8KqltN3/DOHe3BvI/QHi+3OyivuioKbJtNYTqWsg2t5HVtJjnTgH52iB/uefpWdDC+lYgnRvC4FXn6LjhfdJhBWwV5E3byK6/cvpeGsziVCctK8F/4sP0HTvEoJN/YfPr24vBjVJ8oPV9PtCpPt6SAZy3wYg29WY67+NTaSiaZR4cGCcbiIRSaGq+eRfegH6wGp6n1pJpDtCumc//hfeIOJ34lkwHtHw2XtS5CzyWTKt9cQaO0l2txJ8aynd63oPu08JteB/9nFCoSpKrr6Wyu/fitezka57lxLszB7j6UejxtsJPnc/bW90YjvnUjyl0YG5q55IQyvJcAIVsE1bhL2km/AjbxHqDpEJ+4lsfJ9QvYR98gRMbhPYx+I9rQZl7RK617eSivaTqN9IaO1u1NoZOMuO83zXbIrMnvUE9nWTCvvoX/si/nXt6OedjMugRxB16GtGIgbqiK7bTiIUIbFvA91vb0FOHuoRSjpBqnVgfO/yI2fTSN2t9NfXE2loI50BNdtPdO3zNN91Hz0b60lFYsipNILFjoARwSiDtQD7tFmYU7voWfYK4RY/mWiC5P4NdC/5J93vNyIBarIT/7P30bR4Kb66DjLROHImi2CyIoh60B+xgso00n3PnbTe9yjBI3aibNMW4agME7r/efxNfjKRILFtb9L+t7/TsXIX6awKZIitfICG391B94ZWUvEUUkbJrV2MOgTh0BFBgtGBe9EpCPvewL8mgHX6dGyFH/M8AylB9551vLJ8Lc2fyaHCn080pfgLgmHiBXgnPUxv5wwKT5tw+H5g8VSKLpxP6+NLaLltFzZblnQqjWLIQ4jHUJJJVBwIzatouXtVLhuWvwU5mCT83L0kV+jRzfo6NZfNR+cK4X/kNoLdoCYipLsjqMmX6exci8gYin//bYq8DhyLvk3hlrvwPX0Hmc1ViLKCEoygCoeStOjGnUnBzN34X7qblj0VCFIKxaoiiAYUvw+FQTsLeVU4Z08j8MQKuu5pJlygJxsqouj3P6bAZcc6/RxKzuula8WrtLVtxew2Ivc0kdCPp+z043BrM3pxnXkB3o5H8D++mMS7HkRSpDs7EKedT8Hc3C6SfuwiSq/vo+OR12i9bR/BfCNKtI9kKg/PJbMHPHOihF95iN4tPagqZPZnkbJr6L29DT+luK/7BiXzarGddCUVN6boeOoRWlrXYXMKZAN9SI4JFJ2kz9XdWEPpD28mdfdTdPztL4RKbchBP5J9OkUXLMTsHOSeZnJinjwf6zuP4XvgNuIjnCgJF+6bb6S02oUca6P3gTvp94MS6iIV7CPz0mO0r7YjMJXyf3wPj7MU70VXkH7sJfruv4NoWT5qXwtJcQYjfnwFeXYg8XFb60eRoX37O6x8u4dwxemcPn64GU0/Bv5N9Kz2Y/v+KVg/UukQMRSOouCyK0l1PoB/6YtYKm6goMqF86xvk7f1PoJ/v51MtRclnUJQRDAmyAZyKzedYxwFV19G/P5ldN7ZQ7jIQpYsEspBF0XBYMV+8kV4t9+P//m7SW8qQ1QklKgeBi2ts72N9D2+mEg7qIFm0v0Rss//g5aVRkTXRIpvvZmC/Co8l1xB+pGnCC69l8SaAvRikmRLB/o5V5M/SIFLbN9ALFFK4cxjHEVhKsNSYUDcOZ68Gh2CTodpzDiM4gfoK8tz442hlPxLryMVXkz34ttIrCpEiPlJhg3knX8J7trj25X/KLl7K12I/g20374MCQmptw3Jl8W/9H4iTiOM/xoTbzxtWCUcKffUxjL0SCj9Ckf6j2Y6mom2xrAtqsXoPLblRfDU4plVjn9xG9abzjr8+AKTF8e8U3FuXoJvyd0k1uSh9IXJegswWNqRI2EygDHeiu+ZZwjXdaMSIg0oW5+j5faVkD+Goq99neIZpcQ3LKVzRT3ZJMjtfSjBKMH7byNqdGA7+zLKzp2DZdQplF9bR/NDD9B62zasLgE5EiQj6w/NF86JlFx3Dol/PEfrbc1YXTLZjIwk2NAlI6SzmUPjsmjCVD0bV8UGgs/fjbSrDDEN5ktupnJeKYK5hqLrrkF67Fn6/nk70fIRCMleEkGwnz/jOCyueoylMyg8/2Q6Xn+Tttt3YnaakQONxJVTKL5pETZAdJXhvuAK0sEnCBxs7ymSTc2I06882N7TDWvpeu4VEgFQ+upQ5CTRh2+jxWLEOGYBJTdcTl75VAq//nWkh56l+x93EqtyQzJMyp/Ecvq1A2n2nThPvZzS9sV0LbmH7IaRiEo/aX8ay2lfp2BaxeELKM9sChdV0vHmYlq6azAKoJ/+FUrPm4/VAf3L76FjbQKkDNnWPqTMOvoWdxI0eHBeeyMj5lRimXsNFdfH6Hp9MS17x2ASIiQCErZzvk7RFO+g9P+fHfrCatynLqD/+XV039VN2CWRThoxFZeDz48UBjW/j+j7y/BtS+G68Dq8NW50Fi+lN36TxP8+StcTFRi/e0Eug/NHILVsxrfyAzIRPYa1T9K6YVBLso4g/+LLKV5Yi75yDuU3XEjzA4/T+peNWEwK6Z4u1OpTKV0wDqMZwIv7q9+luPkPdN/9F2Ij81AC3WTkErxXLsJe7DhOzwAFybeH3kfuxCeoZFvqSefPoeyCWegNOhAEDBNPI3/cTgLP3UHzzjLIyOjMZoRBMSRyoB3/07cT2A9qpJNU0Ifw8oO0rbEgmGso+K//pKSwANfpXyHa/gz+R+8kXuhFVCPEG7uwfvVGisY7QQDL5NMpvbiPjldfob1jF2anBTnQSEKuoGhirkxd0XgKLzmb1GPL6VpcT8TtgEyAeBe4zruEvBFHxIBk2vE9/zxxYw2Gs24gf1Dcrlg+g9LrLiHzwCu03rYPu1tHNuRDLphH0VfmY83TAcXkX30DUf8/6brnL0Sr8hHSUdK9ESyLLsQ96tBcIYh6DLVzcde8RG88H8eUWj72/oWUoGfPOl79QMVWMZqR3hO5Qf35RVAH7MPhcBij0XhYkLDG54vUvndJBIuwzR6L6QiVXO7vILajgbQ/gqx3YBpRgsGikA2qWMfUYHJbEPz1BLa3D/lsoagW5+gy9KYU0Q3ryMSGusuDZd4ErBYjqqIg9TYQ3ddCtj+D4CzGXCgiBQ2YT5qA1aBDlbNku+qJ7WsnE5cQHF4sNYWonV1I9pF4JpcdNqjK4U7i+xpI9vYjCwZMziIsc6aTC3FRkfv7SDQ1k+70k02r6F1ODJUTcIzyohNSxDYup+/F5aSiR9dcLK4h/6p/p6ASULNkOvcTb+4g64sh6SwYvV5MVTXYylwHBxw1Gyaxt55UVx/ppIxozcNUVoGtphKjWQRSJHZtI9kXH8KLzo5xfC3WEjc6QM34ie2oI9UXJJsR0Ds8mKprsJUXoDcc9GEi1bCTeGsP2aiM4PBgrqnFVpo/6HDaHEoyQrJhN/G2AJIkYnB4sUyfit1tQkkHiW3eSjZ5ZJ0ACrGdPgkzoGYTZLqbide3kYlKiDYnxpFjcdQUoRMAOUWmaz+xXgHr6NGYXQc0Iz+Rd3ahlE3CXZs/ZHv6cLIEmnaxvSXBiPHTGF184gILo8/8kF2Puqh59LdHp/4HIEBk5TaUEVMPvYucINncQLJHwjRhfO78SCVNqm478bZc29N5SrAWm8n6/AgjZpE3wgKoKOkYyYY9JNr8yIoOQxkE7rgNn/ffOfn2XCIjVc6Q7WkmXtdEOqogugrRtz/NvjtbKVr6DKNGgdzvI7FvB5kh2rJgyscyYyoWC6CkSXe1kGzuJBWIoogmTJ4CzOMnYfUMuO6mW+i8/Q/0Zs5h7I8vwOocWsPNtO4g3mfANq0Wo15AjnYQ3eVDXz1u0EHcCtnOfUQb2sgG0yhmO+byKqyjKjHa9If6c7yN4AfNiDWzjl40DJK7XDoFzzjvkHK35FkQ4y0EN+wf2kk1fzTuSeUISi+Rdc3oqibgqDiQfi9Ncu8Okv15OObk4mqOkrvTi77rJfbd3nBQ7khBwq8/RMtbcUpv+iEFY4c+GuMAsq+RaF0A3fgZOI7InKBmoyT3N5Bs7iSTFNB7CjHVlkFLE6p3NPbaYnTpILHd9aSH9GJwY6kZg7XQRrp5C4n2EMpRhg8j+srR2KqK0etBTfqI7thFurcfSefAXJKPqMrgGYFtRMHAPd1Etuwl4+9HEW0YK8vRGyTkiIJ5fC1mp2VQIp4EqZa9xPf3kE2CzmbDNH4mzlI7ggiqlCbb2UBsfwfZ/hQYLegLq7BNHIXZrEeOBfAv+Q2BvUPLz3jhf1NzRiGgIEcDJPY3ku4Kkk0p6J0O9EU12CeWc3CIVDNkuttI7G8baO9GTK58TBOnYsvPtfdsXxOJxmako8Y/HaK7DOuE0ZhMgJIi1dpIork7J3+TDVNxGZbaWszOQ21ZDjQR3dtKxh9B1tkxlpVjHVWN2WU8qm1ku3bTv6eVbL8EZhum6rHYq8swGCG1913iXUP5zpsxjJuEvdiJKIKS6CG6fQ/pQD+KasRQXIW1tjq3uScA9BFeVYdQOQnXyANW4gPt3Yljxmh0SgrfAz87ptz15/0XNae5SOzbimKvxVbtRGptJBE24qitQm8JE3lnN0LtbJxlJuRwH4nGBpLdYWTBhLFkJFZvgkRbHNOEedgcMdKt+0kE9VjHjsI0sBGpyini29eTlYuwTBqHsu91el96neQQmUuEolryv3ot+YUhYg0tSPEhZGVwYKquxVo+cHB6NkR0525SPX6kjIg+rxjz6NFYS90MTqiYbd9Of0MX2XAWzA5MVaOwVZdhMOc2hYNP/pSedUNOmOjmXE31V2dgsLzD1pm/gsv+k5HzbaQDSTDaMVaPxzGyEJ0hZ4VSpTSZjnriDZ1kEhJiXgm2kQ4yrd2IYxbiKgQ5HiK5bwvpozKjAvo8zDNnYLOBKiVJdzSRbO4gHUmhGmwYPR5MtZOx5x8ab5SYj8T+RlKdvlzfcbjQl4/BPqb04CHlaiZCorGedJefVH8a0eLEWFSCpab2oGv6QaQA/e+vI57NxzV3LtYjk6pn+4nX7SHZ4c+Vl1eEedRoLKUe9AcfJZFu3k2s2YcUiaPqTRgKSrDUjMKcbz/ME0LNJEg37SaZ9mAdM+rjn1OX8rP1lUd5fKuBr33zauaOGnLS/9KjKXZfMlRJQkVE0IufaozKMctTcgkVBFFEOEaw1OB7EIUPr5eqosgyIOZiz4a6RZZRFXLveDCoPUOyYRuBddtJDzE+i+4S3KeeT97gtE0oqFkFVfgIeSkyiqyCTv/JQhzUAf98JefeMvTuq5o7W+cjZHrweYqCquYCyYWPGeB/XN/n00JVkRUV3YckGvk0kHwtpON2zFXe43O5GQpVzcXQKCqCTndUPgU1FSW+6XX67WdRPMkBCMh1T7P3lrtJnbWY2T+aDGqWdOceQnuSuE6ZjUmvIgh9dP7sW7SuHUP1itspGW6o0BF1O2a/UZJkevqQ9PmYvTbETyWoUUHJKiCKiCf4G34qDCl3P12/vZmWFeWH5K5mkcJ+MnEdxsIC9MZPLquD45XhkybMOY4yJQlV0CHohu7PqqqCLOfGPt1HzRUD44zCMceI3O+59iAI4sG+oSSjhFc+RegYgYWGOZdRMTXvsGuDx3eEY4xHw5gnho06EIf4EW15eHPrwPgtqzlZHEP+H1klVQVFRkXIzRXH+RA1myb05qPHlLtuxqVUzTzORe+B+YbcvPRxppv0/s34128hNcTGsZBXSt68RXiG3Aj6iKrJ0sA8qD9mvVRVQZUUEI/uF9G3H6GvYWjnYXHMQkbMHYXe9A5bZ/0W/Q13MPG703LtXRBz8/RQ5Q1jbTT8F1RQZAUEHeKHHAGgytJA3zm2HFAGnvVR6xlFRlGFD+8TijwwH36Y3I9nrPlkZEPtrHjiYdbJ07n26nOo8Xx5ksAdD5pip/ElYWDSkY8VbSfkBh+teWucIJSYn777f0TzsiDmKdMwmoMktmwnbTqLMQ/+lAKvJRfj+cGTNPzuIbIFk7FUO5F3biTemMLysyVMubzqhCeT+T/JUXJ3Ie/dQqIuhvmnmtxPFLlFncQx80aI+g9dqGp8PD6vclcV+SPmaN0nV4I+BqqUPbasDmyQCCsPKnaTbpzxmdZPYzioxPsaee/dNVjHnc+CCd7/s2O6pthpaGhofEqomRixTW/QsewdkiEwz7iQEZeegt1tObSjqWZJt2yjd9mLBLb0IVRNxHv5NZSOc39K1jSNIRks9219UDoW72VXUTa5SJO7hobGR7CT5j+tQJxzEZWnVv+rK6OhcUw0xU5DQ0NDQ0NDQ0NDQ+MLjqbFaWhoaGhoaGhoaGhofMHRFDsNDQ0NDQ0NDQ0NDY0vOJpip6GhoaGhoaGhoaGh8QVHU+w0z7k7qAAAEz9JREFUNDQ0NDQ0NDQ0NDS+4GiKnYaGhoaGhoaGhoaGxhccTbHT0NDQ0NDQ0NDQ0ND4gqMpdhoaGhoaGhoaGhoaGl9wNMVOQ0NDQ0NDQ0NDQ0PjC46m2GloaGhoaGhoaGhoaHzB0f+rK6ABpPtJhiSMxR50/+q6fC5RUFIJMpEYinLgmgFjkRu9+H9xb0JFSSfIJiR0Ngd64/9FGWhoaGhoaGhoaAxGU+w+D7SupnVJiKLfXYX7X12XzyUSqaaN9Dz/FsnogWujKPr1tXgtxn9lxQaRJLziZdLGSeQtGIdJOJFlSWQ6ttOztgPXwvNxV1hPTDFymkCgiz0BlZFl5ZQ7D8m6c/826lMepkyowHNiStfQ0NDQ0NDQ0DgOtK3+zwOBekKv7yD5Yfe0vE/z4mcIhT6LCinI8Tb6Xnga3+6+z6LAj0BE5/BiHzOevInjMSb20b9iE4msfOKLHrbcU4ReeYDOl7eSUk90pRQkfwvRLVtJhbMnrhg5SVfbdpasfJ/lLT1ElUM/1W9ZycNrdtN94krX0NDQ0NDQ0NA4DjTF7otCx3o6H3iBSOSzKExFSXThf/k5wvv8n0WBH4Ee04hJFF52DWXXXINn5gh0n5Whbthyt1P07d9Qff0pWE+ote44UbKEg2Fi8TTqcSucKrIqEY328u6+JlpDh7YeFEkiIckoH/LfGhoaGhoaGhoanx2aK+bnAb0FXU0ZpqN+SNC/7l0CO5qRWzZDqovwk3+n0QkY83HOORnP5PJDH1EOE37zRfzNScS8Mpxz5pNf4+FwPSNDbOub+Na2I+tMGKunkX/SFKxOXe6+xhU0vlmHEu8g0daN8PZSGnsKATDOvIjS6WXoDcN/NVVOkmrain/NTtJxGV3pdLynTMXuMSMMqpga7Sa0YQ3hxj4UUwmes8/GU/rxXAyV4H58764h2h0D+0iKLjoXh+uIm6QAwbdXEGoMoIoWrDMXUTC9CoMIkKR/3aqh5W7Iwz59Ht6ZVeiJEXztZUItoQGlSY+hTMA4oZyjRZQhuvol+rb7UE152KbOI39qFcYDHy+0lZYn1mE+59vkqZvpe3cLGdWNY/YCPGPLMRyhyApGE4Z8L3rr0a3mEFm69r7Ns8+9RrD8PL536akUOT/s/mMh091ez7quGqryyrEfIxA0Ge5g7d4muuMZVGsxCyaNpcpx4AUTNNbXU59yc3KNi866PWwOJDDY8pk5cTI1jiMemvSxescumqMKZkchMyeMZ+SxCtbQ0NDQ0NDQ0NAUu88F065n+oNDmU+TpBs3EnxzPZlIAIiTeOcVknrAPhKhdCx5k8tzt0Y3Ufe9WwjsFzFNnYba9TQ9S56l8Ps/oeL8qeTya8Tp+v01tL7SjVg9CaMzSubRe+mdcy01P/o38irtCL078L26HOQkSiAGO9eQac6pKTbnfIqnlDGE1jIkajZG9K27qPvzaygFtRgLJNLPPE73vbOpeOgPlJdaAMi2baX9rt/Qs03FVFuA0t6A7/6HcP3uccaf5jguUaa2L6P59nsI9rqxjrOT2fwA/qdfoOR3d1I5PacoKr7ttN72Z3rXdaGfMBcxtIHex57Bd/6/M/rWc7CKqWPL3VqO4hmNZ2YVECe2aim9K1tQFQAL5hn/hvPiORyuksbp+cO/0fRSC7ra6Rjpoe/Rxwhe+RNGXn0GVjsQqaPv/vvQNXfTvmsLqtuB2ttO3+MriP73LVSeOg7DQb3GiHXyBYwepyIcqfEd/gWQUglCfT34HWnkj+m56sr3UioIrN/RxJkVBdhdRyuHoZZtLH7nfT7oNzHVq6erbysvbl7L5edewxU1FiBOa3sdb7SkeX9thB7VSqG+n8aIwsqmXr5z/jnMGlC+U83v8+eV29gU1TO53Epw5xZe3LWPr596DheMOr72oKGhoaGhoaHxfwVNsfs8oDehH/JL5FNwzS8puAZ474+s/v4mSv7xLCNHHnGb3Ev7n35DwHcS1a/+kWIPyL699D7wP3S8+hp542vIr7Ej7FlKy5P1WG5dxpRrqxHVDLHVT9Ny1+v0bj8FW+kUjCf/hLmv/ZBs3wfU//hPGC78PbVXTPhYryX3d9L77BsYFt1E9c+uxGkGpXUZe2+5l86H1lD+89NRoz2En1+Mr3cC1XfeQtEkN4LcTust36T917fRN//XFA7L7VJFaVtP72NPEPV8jUn/czWOUiuCXE/91dfje2gprknXk6cL4n/xCfzbLRTf/gQV00oQ1DTx5X9m9x0P0DV1LKPOqRqe3Cmi4s8vUDHwV8sPZuGPH+mcKBN75pc0vRjB9cc3GHeaBzEbIvTyP2i6/2G6astySpuqoGazZLvyGP30q+S7QG1bRePv/oL/9c2UTKnG4D2gUAkIOiO6jzRgGamYdiG3jvsKeoMeg+HjeV4L+iJOrrKxqWE3L7aP4XuOwsPlHm7jza2baLZN5X8uns1YtwlBCfDCk4/wzDuvU1F4CXOdoCgKfn+c2q9cwc/HFmDXC4RalvOLl5pYta+VmXMqUaN1PPDeTpps07n3mpMoNYnEw+08s2wZ7+7dxbjSk6ixfJ58XTU0NDQ0NDQ0Ph9oMXZfApSGdwlsimA45yJc6W6S3d1kJBPGMdPRh1qId/UgAyg6DFYdYipKsr2LdCSNeeal1D5wD6POGofh01bzBRCMDsgkyHZ3kAr2o5SezZj7nmTKzQsAlUyoGd+6JiwTJmPKT5Hq7ibZp6fgtHkQfI3QRmmYhWWI1m0l3JDBOasGgcjAsxwUnD4FqX0dsQYZ+vYT39MEs79CYbUXUQRBZ8A49TyKThmLTupnuCUOC7WBnpc3oU6+iurTPLkOZ3Djmj6fvMoI4Y1tZAdlJTF95TLyByxXQkUFpsJC6POhZjIfr3xRh8Vq/NhKHYDJoKeodgwLy+1s2rydtuRg059CZ8DHLh+cNKGSEXmmnEuvmM/Zp0wiL97HpsbgodsLqzm3zIFdn1PODPkjqTZliSfi9KPQ0bifnRGYPr4MElH6whHiso6RI70k/H46AqmP/R4aGhoaGhoaGl9mNIvdl4BMdzdyRkXd+Th1LYc+qdrfSyYokonHc0kuJp7NiMs30b38N+zdVI51zETyJk3BMaYaS6n+sJi3TwOdvYzCC88i8fgKWn61GeP4ibinTsZeMRJbrYPc+XRNpDsTZHiL1p51h/453YFolMj2hYCCYZQWRQr0kg1GyLy5lP0bzIfkEOkANR8pHANbGjUtYiz2IhoP+JSKGItnUPXzGZ/i2w+QDZDpltGdMQbLoMtivhtjvhslEEDNnsDMlp8CRr0Bo6mceeOrWfH6Vp6pn870g79KJDNx4qKDYrOVwcY0XUERxdQRSPQD9mGUlMbXnyQlZ2jY9h737dYPxIcqxJIRQoqeWDoFh0lSQ0NDQ0NDQ0MDNMXuS4GgKKBKCPZS7CMG+y2W45iQj2PEgKWIIopvuQ1X3ToC720l2VZPYMkKup3TKfveDRSML0D3KdpwBaMdx7nfY8zkRYTWfECsvo3I0lV0Rsso+MmPGTm3DNChqnr0Ti/WEQWDTMjl2GtOwlIx3AoJqKqIihFDfiG2UuehpDEjynE6i7AXCIAAGEAnwmfh0ZfNWePUTBaVQUXqRBBFBJ0O4dPWqE8QjqrxnD+igf/9YC2Hjg9UQVVQFQVZVTk88aYORAFRHH7SEwUBVdVjcXsotpgGfaIiaiz5VDo+L+cWamhoaGhoaGh8vtAUuy8U/SiJo68ayssxmC1kR59H1c1TD35UNZNGlhUEswUdEN/wFIHNDvJu+ArlY05BzSZIrn+W5r8+Td+GU8gbVYBusDFEkVEyaWTg4+QjlHo20vdmE6a5Z1L09SkUy1nSrato+sUf6V6ymtK530BnrsRSaUMav5CyG8/DdrD8DOmQisk93CyONozeIkxFLszzL6HygmkcMMipchopIWJwGCBoR+dUSDe0IiVmolpNCChIwQYCb21GN+5UPFNKj/BRHlruw6tWBdYqA6Gd64mm5uMcMCRme/pI9SYwTi5ANJ3AbqhIxOMpRIMJs8nwyayygptZMycwYelq1kRBsAIYcFhceMQGmiMxonIB7oHGkupqpR0jc9x5QHoYBZgoctqwGE2MqJnFv40txCjmKixJErKiYDJqip2GhoaGhoaGxlBoMXZfFIqLMNBH/+vL6e8Jk+hoJ94dRAbEqvkULqwk/eptND+zjrg/QrJjH/4XH6Dp/ufob4+gAmKqie7Ft9Py+HL6e6Jk+vvJRKLIsgm9w4hwsDWICDovRmuU+NZ1BBp8JLtbiHSGkKXhn1ymZpOEX3uItkdfItDgIx2Lkgn4kVNZRHcBOkT0+TV4Fo4l/f7zdC1bTbQnRLpnP71LF9P4m4cJhABkpEgvkZ3bCWzdTqwrgqL0k9q5k8DW7YT3dZDFjHXCTFzjrfS/8ASdq3aSDERId+6m68E7abn/daIxwDUS16wp6JtfpeOVdcQCEVJdTfQ8dg/tT68gFjMebsgbJPdId4RkdwfxDn8uZpEMyeZ9BLfl6pWOKijRbqJbtxPYupd4IIpCGQWXL8LYuYKWe18m3B0h2bqD3hdfJBwpxj1tJAbrieqGEv6WTbz0xGIefXMTocTHjNMbhLV4AteOc9J/0HtUR763iEnFFup2b2XV/m5CsTh9LR/w2HuNpDyVzK1wDvPpIsUja5njVdj2wfu8tLePQCJO0NfOirVv8/imfbQdkZxm/6q/cd9Db9LwmZzvqKGhoaGhoaHx+UWz2H1RqDqfiiuX0/Lin2nYWIAo2rCe9Q3KrjgNu7UE7zd/imz8K+33/Y7o824EOY1iyMd5wTWY3TkzmHn2DdTcmqL52TtoeNODTswiS2CYczklJ48bdFaagM5RTMGFZ9J/77O0/vR99AYJdfqVTPj+V9A5hmdF0xdPp/zGb9D+8Eu0/OxN9GYBJZFEKb+IUTfMyZ2aYPXgufibSKkl9Dx1O9HnzYikyWTtOL5xCzYrQJbUvvfovGcJ8RAo/T1ISZXgH35LRDRirL6IyruuI694IsXX/RvKg4/jv+c3hC0mBDlO1liJ95uXYTIBOieOM75BWThO+8t/peEtC6KSRbJW4P72TyiZ5j1csRsk98aNhYiiCfOCSxlx/XnYrf2Elv6V7rUdKArIvRlkZSXdv9yCSAX5P7qR8tMnYp3/Xcb8p4n6++6mcd1T6JQMinUE+VddR+GUMsQTtr2ikAh1Ub9zI754LRecooLtEz5SsDJ27lwW7nqZbQOXjLZCFs2ZQ3z1el5f9SpvGw0oqSCCawrfWzST0cdRptE1gotPW4hp9TqWvfsy720y8P+3d/c+bhRxGMe/uzuz4/W+eX2GJCQpKCBSkKI0ICI6iiBoqahoIiokKPg/KEGIhgrRUOUPQKIBRINEARQICVGQ3It9Z2dt7xuFL8kl3OVFEcWS51Pa4/VotCP58czOj7qiDUe8/splxuG9S443f/uGb3+oufjWG7xwf61CERERkaeI13Wb0srT6ZQwDPH/u1+Z8oTa+Q6rnSnr2Qo/znCTMSYdHgaDjmYxpZouqHdnNCYi3MqxWUZwZAtetzpgvTuj3p9S1xabjzCjHDMc3Bswuo52Pae6sc16toDBEFs8gysSPP9Pfn/vGjt/HN/P+KOvuXg1ga6jq1fUs12qvQOqpY/JY0yaY0dD/MNOdV1De2tOvbfHaragMwlhFmO2trChB7S05YJqun9YL+4oD88mmGczAqBrK5r5Ac10j3JW4kUFLh9iRiOMvR0KOtrygGp/j+rvA+owIZqMCLIME/77/j867t4wxU0KbJbg+w317jZ1edw5mpagyDHDzXNi3Xq+GffdKbUX4SYFJk8J7OGhNdWc1Y0Z5Kdwye3/WyrqvRlNbbFFim8ed2521Ms529v7eFHOVhFj/Efbi7lo4PqOYb0uWVQ+wyjCBXC1qChMxc50wZc7MXk2JAToGsplyct2RtjUDOKI6/sj8igk8AAaynLJ5bjlpZHFBj5f3Qxp24r5oqQ1A7Io5NW05nlXsVyWfPFXzf5iiRcmRIMBSRRxJWt4cXj3Jvjus7f59Mc3+fDja1x+0tAqIiIi0mNasesRP9kiSrZOOBPQI4gLgriAs+dOvIbnUtyZFHfm5Dabhh6+S3HnU9z5+98sKN75ADs//qPRBXfnGp4dYCfPYScP+qqAIM4J4hx3bLd8/CjFRQ8vTu35FpONMdmYk9cVPfwow0UZ7tRDL/mAcQ8w41OPNIm8MMGdTnCnzx7fwCa4s/efHGkxxeQJJqmHGaScPvf4Rb1bYN4GYBKsgQqoGmg7AEOS5URLx7qBzQZPA2HKeOw4E26OUAlXjvJOBjMQJhRxhQ02L84bDwjxhyE+cKuBqgO8gEGUMExDTHI3iNbA+miyb37m159gdOUSFxTqRERE5CmnFTsR6aft7/nk81947f13ufQo1RRERERE/scU7ERERERERHpOKU5ERERERKTnFOxERERERER6TsFORERERESk5xTsREREREREek7BTkREREREpOcU7ERERERERHpOwU5ERERERKTnFOxERERERER6TsFORERERESk5/4BYoP1InsiUZAAAAAASUVORK5CYII="}}},{"cell_type":"markdown","source":"## Other interesting thing I find in pytorch dataloder \n\nIn addition, I find that more data I load, more time I need in IO parts, the below screenshot prove my thoughts, \"merge001\" is a filename which I merge nearly 10 batch file together, \"1\" is only \"batch_1.parquet\". It's a small experiment to prove [Chunk based data loading with caching](https://www.kaggle.com/code/iafoss/chunk-based-data-loading-with-caching) is great, thanks him again🎉🎉🎉\n\n![image.png](attachment:70f64822-e63c-4d00-bc14-1d20db80bbc7.png)","metadata":{},"attachments":{"70f64822-e63c-4d00-bc14-1d20db80bbc7.png":{"image/png":"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"}}}]}