diff --git a/.gitignore b/.gitignore index 729b463..500d049 100644 --- a/.gitignore +++ b/.gitignore @@ -3,6 +3,7 @@ /lightning_logs/ events.out.* /optuna_result/ +/runs/ # Created by https://www.gitignore.io/api/code,linux,macos,python,windows,jupyternotebook,jupyternotebooks # Edit at https://www.gitignore.io/?templates=code,linux,macos,python,windows,jupyternotebook,jupyternotebooks diff --git a/smartmeters-long-short.ipynb b/smartmeters-long-short.ipynb deleted file mode 100644 index 0749987..0000000 --- a/smartmeters-long-short.ipynb +++ /dev/null @@ -1,1263 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:50:16.797742Z", - "start_time": "2020-02-01T23:50:15.020670Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/wassname/.pyenv/versions/3.7.2/envs/jup3.7.2/lib/python3.7/site-packages/IPython/core/magics/pylab.py:160: UserWarning: pylab import has clobbered these variables: ['plt']\n", - "`%matplotlib` prevents importing * from pylab and numpy\n", - " \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n" - ] - } - ], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "import matplotlib as plt\n", - "import collections\n", - "from pathlib import Path\n", - "from tqdm.auto import tqdm\n", - "\n", - "import math\n", - "%pylab inline\n", - "%reload_ext autoreload\n", - "%autoreload 2\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:50:16.857081Z", - "start_time": "2020-02-01T23:50:16.808313Z" - } - }, - "outputs": [], - "source": [ - "import logging\n", - "logging.basicConfig(stream=sys.stdout, level=logging.INFO)\n", - "logger = logging.getLogger(\"smartmeters.ipynb\")" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:50:17.613221Z", - "start_time": "2020-02-01T23:50:16.860627Z" - } - }, - "outputs": [], - "source": [ - "import torch\n", - "from torch import nn\n", - "import torch.nn.functional as F" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:50:18.043966Z", - "start_time": "2020-02-01T23:50:17.634118Z" - } - }, - "outputs": [], - "source": [ - "from src.models.model import LatentModel\n", - "from src.data.smart_meter import collate_fns, SmartMeterDataSet, get_smartmeter_df\n", - "from src.plot import plot_from_loader" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:50:18.106326Z", - "start_time": "2020-02-01T23:50:18.060565Z" - } - }, - "outputs": [], - "source": [ - "# Params\n", - "device='cuda'\n", - "batch_size=32\n", - "num_workers=3\n", - "use_logy=False\n", - "num_context, num_extra_target = 24, 24*2\n", - "esp=1e-4" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Load kaggle smart meter data" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:50:36.879053Z", - "start_time": "2020-02-01T23:50:18.120756Z" - } - }, - "outputs": [], - "source": [ - "df_train, df_test = get_smartmeter_df()" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:50:37.853580Z", - "start_time": "2020-02-01T23:50:36.892013Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "df_train['energy(kWh/hh)'].plot(label='train')\n", - "df_test['energy(kWh/hh)'].plot(label='test')\n", - "plt.title('energy(kWh/hh)')\n", - "plt.legend()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "ExecuteTime": { - "end_time": "2019-11-02T05:13:17.870138Z", - "start_time": "2019-11-02T05:13:17.836065Z" - } - }, - "source": [ - "# Dataloaders" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:50:37.964056Z", - "start_time": "2020-02-01T23:50:37.864724Z" - } - }, - "outputs": [], - "source": [ - "data_train = SmartMeterDataSet(df_train, num_context, num_extra_target)\n", - "data_test = SmartMeterDataSet(df_test, num_context, num_extra_target)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2019-11-02T05:19:43.988134Z", - "start_time": "2019-11-02T05:19:43.959496Z" - } - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:50:38.029462Z", - "start_time": "2020-02-01T23:50:37.972291Z" - } - }, - "outputs": [], - "source": [ - "loader_train = torch.utils.data.DataLoader(data_train, batch_size=batch_size, shuffle=True, \n", - " collate_fn=collate_fns(num_context, num_extra_target, sample=True),\n", - " num_workers=num_workers,\n", - ")\n", - "\n", - "loader_test = torch.utils.data.DataLoader(data_test, batch_size=batch_size, shuffle=False, \n", - " collate_fn=collate_fns(num_context, num_extra_target, sample=False)\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Run" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:50:46.489120Z", - "start_time": "2020-02-01T23:50:38.032368Z" - }, - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(torch.Size([32, 20, 17]), torch.Size([32, 20, 1]))" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "x, y, _, _ = next(iter(loader_train))\n", - "x.shape, y.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:50:46.527891Z", - "start_time": "2020-02-01T23:50:46.493473Z" - } - }, - "outputs": [], - "source": [ - "# # [I 2020-02-01 23:14:15,952] Finished trial#58 resulted in value: -1.3353958129882812. Current \n", - "# # best value is -1.586141586303711 with parameters: \n", - "# a = {\n", - "# 'attention_dropout': 0.2,\n", - "# 'attention_layers': 2,\n", - "# 'batch_size': 16,\n", - "# 'batchnorm': False,\n", - "# 'det_enc_cross_attn_type': 'multihead',\n", - "# 'det_enc_self_attn_type': 'ptmultihead',\n", - "# 'dropout': 0,\n", - "# 'grad_clip': 40,\n", - "# 'hidden_dim': 64,\n", - "# 'latent_dim': 64,\n", - "# 'latent_enc_self_attn_type': 'multihead',\n", - "# 'learning_rate': 0.001922598180719319,\n", - "# 'max_nb_epochs': 2,\n", - "# 'min_std': 0.005,\n", - "# 'n_decoder_layers': 2,\n", - "# 'n_det_encoder_layers': 8,\n", - "# 'n_latent_encoder_layers': 1,\n", - "# 'num_context': 48,\n", - "# 'num_extra_target': 24,\n", - "# 'num_heads': 8,\n", - "# 'num_workers': 4,\n", - "# 'use_deterministic_path': False,\n", - "# 'use_lvar': True,\n", - "# 'use_self_attn': True,\n", - "# 'vis_i': 670,\n", - "# 'x_dim': 16,\n", - "# 'y_dim': 1\n", - "# }" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:50:53.581334Z", - "start_time": "2020-02-01T23:50:46.531021Z" - } - }, - "outputs": [], - "source": [ - "from src.models.model import LatentModel\n", - "model = LatentModel(\n", - " x_dim=x.shape[-1], \n", - " y_dim=y.shape[-1], \n", - " hidden_dim=64*3,\n", - " latent_dim=64*3,\n", - "# dropout=0.,\n", - " min_std=0.01,\n", - "# attention_dropout=0.2,\n", - " num_heads=8,\n", - " n_latent_encoder_layers=2,\n", - " n_det_encoder_layers=4,\n", - " n_decoder_layers=3,\n", - " attention_layers=2,\n", - " latent_enc_self_attn_type=\"multihead\", \n", - " det_enc_self_attn_type=\"multihead\",\n", - " det_enc_cross_attn_type=\"multihead\",\n", - " use_self_attn=True,\n", - " batchnorm=False,\n", - " use_lvar=False,\n", - " use_deterministic_path=False\n", - ").to(device)\n", - "\n", - "optim = torch.optim.AdamW(model.parameters(), lr=1e-4)\n", - "scheduler = torch.optim.lr_scheduler.ReduceLROnPlateau(optim, patience=4)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:51:01.977748Z", - "start_time": "2020-02-01T23:50:53.584122Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "======================================================================================================\n", - " Kernel Shape \\\n", - "Layer \n", - "0__latent_encoder.Linear__input_layer [18, 192] \n", - "1__latent_encoder._encoder.0.Linear_linear [192, 192] \n", - "2__latent_encoder._encoder.0.ReLU_act - \n", - "3__latent_encoder._encoder.0.Dropout2d_dropout - \n", - "4__latent_encoder._encoder.1.Linear_linear [192, 192] \n", - "5__latent_encoder._encoder.1.ReLU_act - \n", - "6__latent_encoder._encoder.1.Dropout2d_dropout - \n", - "7__latent_encoder._self_attention._W_k.0.Linear... [192, 192] \n", - "8__latent_encoder._self_attention._W_v.0.Linear... [192, 192] \n", - "9__latent_encoder._self_attention._W_q.0.Linear... [192, 192] \n", - "10__latent_encoder._self_attention._W_k.1.Linea... [192, 192] \n", - "11__latent_encoder._self_attention._W_v.1.Linea... [192, 192] \n", - "12__latent_encoder._self_attention._W_q.1.Linea... [192, 192] \n", - "13__latent_encoder._self_attention._W_k.2.Linea... [192, 192] \n", - "14__latent_encoder._self_attention._W_v.2.Linea... [192, 192] \n", - "15__latent_encoder._self_attention._W_q.2.Linea... [192, 192] \n", - "16__latent_encoder._self_attention._W_k.3.Linea... [192, 192] \n", - "17__latent_encoder._self_attention._W_v.3.Linea... [192, 192] \n", - "18__latent_encoder._self_attention._W_q.3.Linea... [192, 192] \n", - "19__latent_encoder._self_attention._W_k.4.Linea... [192, 192] \n", - "20__latent_encoder._self_attention._W_v.4.Linea... [192, 192] \n", - "21__latent_encoder._self_attention._W_q.4.Linea... [192, 192] \n", - "22__latent_encoder._self_attention._W_k.5.Linea... [192, 192] \n", - "23__latent_encoder._self_attention._W_v.5.Linea... [192, 192] \n", - "24__latent_encoder._self_attention._W_q.5.Linea... [192, 192] \n", - "25__latent_encoder._self_attention._W_k.6.Linea... [192, 192] \n", - "26__latent_encoder._self_attention._W_v.6.Linea... [192, 192] \n", - "27__latent_encoder._self_attention._W_q.6.Linea... [192, 192] \n", - "28__latent_encoder._self_attention._W_k.7.Linea... [192, 192] \n", - "29__latent_encoder._self_attention._W_v.7.Linea... [192, 192] \n", - "30__latent_encoder._self_attention._W_q.7.Linea... [192, 192] \n", - "31__latent_encoder._self_attention._W.Linear_li... [1536, 192] \n", - "32__latent_encoder.Linear__penultimate_layer [192, 192] \n", - "33__latent_encoder.Linear__mean [192, 192] \n", - "34__latent_encoder.Linear__log_var [192, 192] \n", - "35__latent_encoder.Linear__input_layer [18, 192] \n", - "36__latent_encoder._encoder.0.Linear_linear [192, 192] \n", - "37__latent_encoder._encoder.0.ReLU_act - \n", - "38__latent_encoder._encoder.0.Dropout2d_dropout - \n", - "39__latent_encoder._encoder.1.Linear_linear [192, 192] \n", - "40__latent_encoder._encoder.1.ReLU_act - \n", - "41__latent_encoder._encoder.1.Dropout2d_dropout - \n", - "42__latent_encoder._self_attention._W_k.0.Linea... [192, 192] \n", - "43__latent_encoder._self_attention._W_v.0.Linea... [192, 192] \n", - "44__latent_encoder._self_attention._W_q.0.Linea... [192, 192] \n", - "45__latent_encoder._self_attention._W_k.1.Linea... [192, 192] \n", - "46__latent_encoder._self_attention._W_v.1.Linea... [192, 192] \n", - "47__latent_encoder._self_attention._W_q.1.Linea... [192, 192] \n", - "48__latent_encoder._self_attention._W_k.2.Linea... [192, 192] \n", - "49__latent_encoder._self_attention._W_v.2.Linea... [192, 192] \n", - "50__latent_encoder._self_attention._W_q.2.Linea... [192, 192] \n", - "51__latent_encoder._self_attention._W_k.3.Linea... [192, 192] \n", - "52__latent_encoder._self_attention._W_v.3.Linea... [192, 192] \n", - "53__latent_encoder._self_attention._W_q.3.Linea... [192, 192] \n", - "54__latent_encoder._self_attention._W_k.4.Linea... [192, 192] \n", - "55__latent_encoder._self_attention._W_v.4.Linea... [192, 192] \n", - "56__latent_encoder._self_attention._W_q.4.Linea... [192, 192] \n", - "57__latent_encoder._self_attention._W_k.5.Linea... [192, 192] \n", - "58__latent_encoder._self_attention._W_v.5.Linea... [192, 192] \n", - "59__latent_encoder._self_attention._W_q.5.Linea... [192, 192] \n", - "60__latent_encoder._self_attention._W_k.6.Linea... [192, 192] \n", - "61__latent_encoder._self_attention._W_v.6.Linea... [192, 192] \n", - "62__latent_encoder._self_attention._W_q.6.Linea... [192, 192] \n", - "63__latent_encoder._self_attention._W_k.7.Linea... [192, 192] \n", - "64__latent_encoder._self_attention._W_v.7.Linea... [192, 192] \n", - "65__latent_encoder._self_attention._W_q.7.Linea... [192, 192] \n", - "66__latent_encoder._self_attention._W.Linear_li... [1536, 192] \n", - "67__latent_encoder.Linear__penultimate_layer [192, 192] \n", - "68__latent_encoder.Linear__mean [192, 192] \n", - "69__latent_encoder.Linear__log_var [192, 192] \n", - "70__decoder.Linear__target_transform [17, 192] \n", - "71__decoder._decoder.0.Linear_linear [384, 384] \n", - "72__decoder._decoder.0.ReLU_act - \n", - "73__decoder._decoder.0.Dropout2d_dropout - \n", - "74__decoder._decoder.1.Linear_linear [384, 384] \n", - "75__decoder._decoder.1.ReLU_act - \n", - "76__decoder._decoder.1.Dropout2d_dropout - \n", - "77__decoder._decoder.2.Linear_linear [384, 384] \n", - "78__decoder._decoder.2.ReLU_act - \n", - "79__decoder._decoder.2.Dropout2d_dropout - \n", - "80__decoder.Linear__mean [384, 1] \n", - "81__decoder.Linear__std [384, 1] \n", - "\n", - " Output Shape \\\n", - "Layer \n", - "0__latent_encoder.Linear__input_layer [32, 20, 192] \n", - "1__latent_encoder._encoder.0.Linear_linear [32, 20, 192] \n", - "2__latent_encoder._encoder.0.ReLU_act [32, 20, 192] \n", - "3__latent_encoder._encoder.0.Dropout2d_dropout [32, 192, 20, 1] \n", - "4__latent_encoder._encoder.1.Linear_linear [32, 20, 192] \n", - "5__latent_encoder._encoder.1.ReLU_act [32, 20, 192] \n", - "6__latent_encoder._encoder.1.Dropout2d_dropout [32, 192, 20, 1] \n", - "7__latent_encoder._self_attention._W_k.0.Linear... [32, 20, 192] \n", - "8__latent_encoder._self_attention._W_v.0.Linear... [32, 20, 192] \n", - "9__latent_encoder._self_attention._W_q.0.Linear... [32, 20, 192] \n", - "10__latent_encoder._self_attention._W_k.1.Linea... [32, 20, 192] \n", - "11__latent_encoder._self_attention._W_v.1.Linea... [32, 20, 192] \n", - "12__latent_encoder._self_attention._W_q.1.Linea... [32, 20, 192] \n", - "13__latent_encoder._self_attention._W_k.2.Linea... [32, 20, 192] \n", - "14__latent_encoder._self_attention._W_v.2.Linea... [32, 20, 192] \n", - "15__latent_encoder._self_attention._W_q.2.Linea... [32, 20, 192] \n", - "16__latent_encoder._self_attention._W_k.3.Linea... [32, 20, 192] \n", - "17__latent_encoder._self_attention._W_v.3.Linea... [32, 20, 192] \n", - "18__latent_encoder._self_attention._W_q.3.Linea... [32, 20, 192] \n", - "19__latent_encoder._self_attention._W_k.4.Linea... [32, 20, 192] \n", - "20__latent_encoder._self_attention._W_v.4.Linea... [32, 20, 192] \n", - "21__latent_encoder._self_attention._W_q.4.Linea... [32, 20, 192] \n", - "22__latent_encoder._self_attention._W_k.5.Linea... [32, 20, 192] \n", - "23__latent_encoder._self_attention._W_v.5.Linea... [32, 20, 192] \n", - "24__latent_encoder._self_attention._W_q.5.Linea... [32, 20, 192] \n", - "25__latent_encoder._self_attention._W_k.6.Linea... [32, 20, 192] \n", - "26__latent_encoder._self_attention._W_v.6.Linea... [32, 20, 192] \n", - "27__latent_encoder._self_attention._W_q.6.Linea... [32, 20, 192] \n", - "28__latent_encoder._self_attention._W_k.7.Linea... [32, 20, 192] \n", - "29__latent_encoder._self_attention._W_v.7.Linea... [32, 20, 192] \n", - "30__latent_encoder._self_attention._W_q.7.Linea... [32, 20, 192] \n", - "31__latent_encoder._self_attention._W.Linear_li... [32, 20, 192] \n", - "32__latent_encoder.Linear__penultimate_layer [32, 192] \n", - "33__latent_encoder.Linear__mean [32, 192] \n", - "34__latent_encoder.Linear__log_var [32, 192] \n", - "35__latent_encoder.Linear__input_layer [32, 61, 192] \n", - "36__latent_encoder._encoder.0.Linear_linear [32, 61, 192] \n", - "37__latent_encoder._encoder.0.ReLU_act [32, 61, 192] \n", - "38__latent_encoder._encoder.0.Dropout2d_dropout [32, 192, 61, 1] \n", - "39__latent_encoder._encoder.1.Linear_linear [32, 61, 192] \n", - "40__latent_encoder._encoder.1.ReLU_act [32, 61, 192] \n", - "41__latent_encoder._encoder.1.Dropout2d_dropout [32, 192, 61, 1] \n", - "42__latent_encoder._self_attention._W_k.0.Linea... [32, 61, 192] \n", - "43__latent_encoder._self_attention._W_v.0.Linea... [32, 61, 192] \n", - "44__latent_encoder._self_attention._W_q.0.Linea... [32, 61, 192] \n", - "45__latent_encoder._self_attention._W_k.1.Linea... [32, 61, 192] \n", - "46__latent_encoder._self_attention._W_v.1.Linea... [32, 61, 192] \n", - "47__latent_encoder._self_attention._W_q.1.Linea... [32, 61, 192] \n", - "48__latent_encoder._self_attention._W_k.2.Linea... [32, 61, 192] \n", - "49__latent_encoder._self_attention._W_v.2.Linea... [32, 61, 192] \n", - "50__latent_encoder._self_attention._W_q.2.Linea... [32, 61, 192] \n", - "51__latent_encoder._self_attention._W_k.3.Linea... [32, 61, 192] \n", - "52__latent_encoder._self_attention._W_v.3.Linea... [32, 61, 192] \n", - "53__latent_encoder._self_attention._W_q.3.Linea... [32, 61, 192] \n", - "54__latent_encoder._self_attention._W_k.4.Linea... [32, 61, 192] \n", - "55__latent_encoder._self_attention._W_v.4.Linea... [32, 61, 192] \n", - "56__latent_encoder._self_attention._W_q.4.Linea... [32, 61, 192] \n", - "57__latent_encoder._self_attention._W_k.5.Linea... [32, 61, 192] \n", - "58__latent_encoder._self_attention._W_v.5.Linea... [32, 61, 192] \n", - "59__latent_encoder._self_attention._W_q.5.Linea... [32, 61, 192] \n", - "60__latent_encoder._self_attention._W_k.6.Linea... [32, 61, 192] \n", - "61__latent_encoder._self_attention._W_v.6.Linea... [32, 61, 192] \n", - "62__latent_encoder._self_attention._W_q.6.Linea... [32, 61, 192] \n", - "63__latent_encoder._self_attention._W_k.7.Linea... [32, 61, 192] \n", - "64__latent_encoder._self_attention._W_v.7.Linea... [32, 61, 192] \n", - "65__latent_encoder._self_attention._W_q.7.Linea... [32, 61, 192] \n", - "66__latent_encoder._self_attention._W.Linear_li... [32, 61, 192] \n", - "67__latent_encoder.Linear__penultimate_layer [32, 192] \n", - "68__latent_encoder.Linear__mean [32, 192] \n", - "69__latent_encoder.Linear__log_var [32, 192] \n", - "70__decoder.Linear__target_transform [32, 61, 192] \n", - "71__decoder._decoder.0.Linear_linear [32, 61, 384] \n", - "72__decoder._decoder.0.ReLU_act [32, 61, 384] \n", - "73__decoder._decoder.0.Dropout2d_dropout [32, 384, 61, 1] \n", - "74__decoder._decoder.1.Linear_linear [32, 61, 384] \n", - "75__decoder._decoder.1.ReLU_act [32, 61, 384] \n", - "76__decoder._decoder.1.Dropout2d_dropout [32, 384, 61, 1] \n", - "77__decoder._decoder.2.Linear_linear [32, 61, 384] \n", - "78__decoder._decoder.2.ReLU_act [32, 61, 384] \n", - "79__decoder._decoder.2.Dropout2d_dropout [32, 384, 61, 1] \n", - "80__decoder.Linear__mean [32, 61, 1] \n", - "81__decoder.Linear__std [32, 61, 1] \n", - "\n", - " Params Mult-Adds \n", - "Layer \n", - "0__latent_encoder.Linear__input_layer 3.648k 3.456k \n", - "1__latent_encoder._encoder.0.Linear_linear 36.864k 36.864k \n", - "2__latent_encoder._encoder.0.ReLU_act - - \n", - "3__latent_encoder._encoder.0.Dropout2d_dropout - - \n", - "4__latent_encoder._encoder.1.Linear_linear 36.864k 36.864k \n", - "5__latent_encoder._encoder.1.ReLU_act - - \n", - "6__latent_encoder._encoder.1.Dropout2d_dropout - - \n", - "7__latent_encoder._self_attention._W_k.0.Linear... 36.864k 36.864k \n", - "8__latent_encoder._self_attention._W_v.0.Linear... 36.864k 36.864k \n", - "9__latent_encoder._self_attention._W_q.0.Linear... 36.864k 36.864k \n", - "10__latent_encoder._self_attention._W_k.1.Linea... 36.864k 36.864k \n", - "11__latent_encoder._self_attention._W_v.1.Linea... 36.864k 36.864k \n", - "12__latent_encoder._self_attention._W_q.1.Linea... 36.864k 36.864k \n", - "13__latent_encoder._self_attention._W_k.2.Linea... 36.864k 36.864k \n", - "14__latent_encoder._self_attention._W_v.2.Linea... 36.864k 36.864k \n", - "15__latent_encoder._self_attention._W_q.2.Linea... 36.864k 36.864k \n", - "16__latent_encoder._self_attention._W_k.3.Linea... 36.864k 36.864k \n", - "17__latent_encoder._self_attention._W_v.3.Linea... 36.864k 36.864k \n", - "18__latent_encoder._self_attention._W_q.3.Linea... 36.864k 36.864k \n", - "19__latent_encoder._self_attention._W_k.4.Linea... 36.864k 36.864k \n", - "20__latent_encoder._self_attention._W_v.4.Linea... 36.864k 36.864k \n", - "21__latent_encoder._self_attention._W_q.4.Linea... 36.864k 36.864k \n", - "22__latent_encoder._self_attention._W_k.5.Linea... 36.864k 36.864k \n", - "23__latent_encoder._self_attention._W_v.5.Linea... 36.864k 36.864k \n", - "24__latent_encoder._self_attention._W_q.5.Linea... 36.864k 36.864k \n", - "25__latent_encoder._self_attention._W_k.6.Linea... 36.864k 36.864k \n", - "26__latent_encoder._self_attention._W_v.6.Linea... 36.864k 36.864k \n", - "27__latent_encoder._self_attention._W_q.6.Linea... 36.864k 36.864k \n", - "28__latent_encoder._self_attention._W_k.7.Linea... 36.864k 36.864k \n", - "29__latent_encoder._self_attention._W_v.7.Linea... 36.864k 36.864k \n", - "30__latent_encoder._self_attention._W_q.7.Linea... 36.864k 36.864k \n", - "31__latent_encoder._self_attention._W.Linear_li... 294.912k 294.912k \n", - "32__latent_encoder.Linear__penultimate_layer 37.056k 36.864k \n", - "33__latent_encoder.Linear__mean 37.056k 36.864k \n", - "34__latent_encoder.Linear__log_var 37.056k 36.864k \n", - "35__latent_encoder.Linear__input_layer - 3.456k \n", - "36__latent_encoder._encoder.0.Linear_linear - 36.864k \n", - "37__latent_encoder._encoder.0.ReLU_act - - \n", - "38__latent_encoder._encoder.0.Dropout2d_dropout - - \n", - "39__latent_encoder._encoder.1.Linear_linear - 36.864k \n", - "40__latent_encoder._encoder.1.ReLU_act - - \n", - "41__latent_encoder._encoder.1.Dropout2d_dropout - - \n", - "42__latent_encoder._self_attention._W_k.0.Linea... - 36.864k \n", - "43__latent_encoder._self_attention._W_v.0.Linea... - 36.864k \n", - "44__latent_encoder._self_attention._W_q.0.Linea... - 36.864k \n", - "45__latent_encoder._self_attention._W_k.1.Linea... - 36.864k \n", - "46__latent_encoder._self_attention._W_v.1.Linea... - 36.864k \n", - "47__latent_encoder._self_attention._W_q.1.Linea... - 36.864k \n", - "48__latent_encoder._self_attention._W_k.2.Linea... - 36.864k \n", - "49__latent_encoder._self_attention._W_v.2.Linea... - 36.864k \n", - "50__latent_encoder._self_attention._W_q.2.Linea... - 36.864k \n", - "51__latent_encoder._self_attention._W_k.3.Linea... - 36.864k \n", - "52__latent_encoder._self_attention._W_v.3.Linea... - 36.864k \n", - "53__latent_encoder._self_attention._W_q.3.Linea... - 36.864k \n", - "54__latent_encoder._self_attention._W_k.4.Linea... - 36.864k \n", - "55__latent_encoder._self_attention._W_v.4.Linea... - 36.864k \n", - "56__latent_encoder._self_attention._W_q.4.Linea... - 36.864k \n", - "57__latent_encoder._self_attention._W_k.5.Linea... - 36.864k \n", - "58__latent_encoder._self_attention._W_v.5.Linea... - 36.864k \n", - "59__latent_encoder._self_attention._W_q.5.Linea... - 36.864k \n", - "60__latent_encoder._self_attention._W_k.6.Linea... - 36.864k \n", - "61__latent_encoder._self_attention._W_v.6.Linea... - 36.864k \n", - "62__latent_encoder._self_attention._W_q.6.Linea... - 36.864k \n", - "63__latent_encoder._self_attention._W_k.7.Linea... - 36.864k \n", - "64__latent_encoder._self_attention._W_v.7.Linea... - 36.864k \n", - "65__latent_encoder._self_attention._W_q.7.Linea... - 36.864k \n", - "66__latent_encoder._self_attention._W.Linear_li... - 294.912k \n", - "67__latent_encoder.Linear__penultimate_layer - 36.864k \n", - "68__latent_encoder.Linear__mean - 36.864k \n", - "69__latent_encoder.Linear__log_var - 36.864k \n", - "70__decoder.Linear__target_transform 3.456k 3.264k \n", - "71__decoder._decoder.0.Linear_linear 147.456k 147.456k \n", - "72__decoder._decoder.0.ReLU_act - - \n", - "73__decoder._decoder.0.Dropout2d_dropout - - \n", - "74__decoder._decoder.1.Linear_linear 147.456k 147.456k \n", - "75__decoder._decoder.1.ReLU_act - - \n", - "76__decoder._decoder.1.Dropout2d_dropout - - \n", - "77__decoder._decoder.2.Linear_linear 147.456k 147.456k \n", - "78__decoder._decoder.2.ReLU_act - - \n", - "79__decoder._decoder.2.Dropout2d_dropout - - \n", - "80__decoder.Linear__mean 385.0 384.0 \n", - "81__decoder.Linear__std 385.0 384.0 \n", - "------------------------------------------------------------------------------------------------------\n", - " Totals\n", - "Total params 1.814786M\n", - "Trainable params 1.814786M\n", - "Non-trainable params 0.0\n", - "Mult-Adds 3.181248M\n", - "======================================================================================================\n" - ] - } - ], - "source": [ - "from torchsummaryX import summary\n", - "data = next(iter(loader_train))\n", - "data = [d.to(device) for d in data]\n", - "context_x, context_y, target_x, target_y = data\n", - "with torch.no_grad():\n", - " model.eval()\n", - " summary(model, context_x, context_y, target_x, target_y)\n", - " dist, log_p, kl, loss_mse, loss = model(context_x, context_y, target_x, target_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:51:02.904104Z", - "start_time": "2020-02-01T23:51:01.995129Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "tensor(0.8428, device='cuda:0')" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Lets choose a challenging time to forecast\n", - "vis_i = 670 # 290 # 1600\n", - "plot_from_loader(loader_test, model, i=vis_i)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T15:23:58.470241Z", - "start_time": "2020-02-01T15:23:51.044449Z" - } - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T13:17:08.536646Z", - "start_time": "2020-02-01T13:17:08.499131Z" - } - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-02T00:47:54.375379Z", - "start_time": "2020-02-01T23:51:02.921531Z" - }, - "scrolled": true - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "cfe4aa601c004f1e9f1dbe9ebf9e299f", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, max=10.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "bc661100cdb44b69ab6325cadcb10e20", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, max=1101.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0, i=0, loss: 0.8208, test: 0.8269, grad_norm: 1.2, std: 0.69\n", - "0, i=100, loss: -0.1645, test: -0.4608, grad_norm: 1.2, std: 0.2\n", - "0, i=200, loss: -0.3903, test: -0.4026, grad_norm: 11, std: 0.19\n", - "0, i=300, loss: -0.4243, test: -0.74, grad_norm: 8.2, std: 0.16\n", - "0, i=400, loss: -0.5319, test: -0.851, grad_norm: 9.9, std: 0.17\n", - "0, i=500, loss: -0.7687, test: -1.077, grad_norm: 6.9, std: 0.13\n", - "0, i=600, loss: -0.7023, test: -1.02, grad_norm: 16, std: 0.14\n", - "0, i=700, loss: -0.941, test: -1.117, grad_norm: 3.8, std: 0.13\n", - "0, i=800, loss: -0.8396, test: -1.069, grad_norm: 19, std: 0.12\n", - "0, i=900, loss: -0.86, test: -1.137, grad_norm: 13, std: 0.11\n", - "0, i=1000, loss: -0.661, test: -1.299, grad_norm: 16, std: 0.12\n", - "0, i=1100, loss: -0.7562, test: -1.107, grad_norm: 14, std: 0.11\n", - "\n" - ] - }, - { - "data": { - "image/png": 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i8PHxYfXq1bY8tU4NIzExkWPHjrFhwwZHi6KjU+04agbxOfAB8IWZ/WeA25RSKSIyFFgC3FhNsgHg5+dHvXr1SEtLq87T6jgZTZs2ZerUqfj7+ztaFB2dasdhYa4iEgKsV0p1raCfL3BEKdWqojFtFeYKFJufSjuwdeoGn376KQkJCTz33HO4uNTZ9aQ6dYSaXDDoEeBHcztFJEJE/hCRPxITEy0acOHChYSEhPDBBx+Y7ePh4aErhzpKQkIC06dP54UXXmDLli2OFkdHx2E4tZNaRP6GpiBuNtdHKbUEzQRF7969LZoOxcTEEBMTU6L2tI5OEf7+/qxZs4ZffvmFO++8k7Nnz5KUlETnzp31gIUaQG5uLjExMbRr187RotR4nNbEJCLXA98CQ5VSJy0Z01ITU2ZmJnFxcTRq1Ag/Pz+TfTIyMhg5ciSpqans2LHDktPr1FJ69OjBwYMH2bt3L7169XK0ODoV8NBDD7Fq1So9XX8lqFErqUUkCFgDjLNUOVQGb29vQkNDK+yzZcsWcnJyyMjIoH79+rYWQ6eG0LlzZ1xcXHSTYw3h559/BuCXX37RFYSVOERBiMhKYCDgJyLngZcAdwCl1GJgDtAU+Mjwo8w3pd3sLCPr16+nadOmxSVJdWo/Xbt2JTs7mz179uDr6wvAV1995WCpdCrDqVOn8Pb21hc22oA6maxv0qRJNGnShDfeeEP/EumUwMvLi+zsbDIyMnR/g06dwZyJqc4piLS0NBo2bIiXlxcZGRm62UCnBBcuXCArK4vQ0FD9u1FD2bdvH0opunTpQr169RwtTo2gJoe52hQ3Nze++OIL3nnnnQpvAH/88QevvPKKnmKhDtGqVSvatm1b4rvx/vvv07p1axYsWOBAyXQs5cEHH6R37940atRIT9dvJXVOQXh5eTFu3DgmT55cYd9du3bx0ksv6VXn6ji5ublcuHCB+Ph4R4uiYwHdunUDtM/t4MGDDpamZlPnTEyVYe/evaxZs4abbrqJYcOG2WxcHeckMTGRF198kVatWvHiiy8Wt6ekpJCenk6TJk30aLYawoEDBygsLKRz5866mckCdB+EgYMHD/LXX3/Ro0ePCkNddeoWf/75J126dKFjx44cO3bM0eLo6FQbug/CwKpVqxgxYgSrVq1ytCg6Tkbz5s35+OOPmT17tqNF0dFxCuqcgujYsSP33HMP119/vUX9T5w4wU8//UROTo6dJdNxNE2bNmXy5MmMHTu2RPuFCxeYOnUqL7zwgoMk07GUIlNghw4d+PDDDxk/fjzJycmOFqvmopSqNdsNN9ygbE2bNm0UoE6ePFnctmLFChUcHKxERAUHB6sVK1bY/Lw6zsOJEycUoEJDQx0tik4FxMfHK0D5+fmpfv36KUBt2bLF0WI5PcAfysQ91SlTbTgT/fv3JyQkhPz8fAAiIyOJiIggMzMT0BL/RUREABAeHu4wOXWs5/z58xw8eJDg4GC6dr2WIqxly5a89957BAQEOFA6HUvw8/MjKSmJ3Nxctm7dyqRJk2jfvr2jxaqx1DkndUJCAk2bNsXV1bVK5wgJCSEmJqZMe3BwMGfPnq3SmDrOwZdffsn48eMZO3YsX375paPF0dGpNnQnNZCXl0dAQABeXl4UFBRUaYxz585Vql2n5tC8eXOGDh1K9+42rXCro1NjqVMKIiUlhaZNm1ZpBlFUOyIoKMjkfnPtOjWHu+66iw0bNvDMM8+U2bdt2zaioqLIyMhwgGQ6lnL8+HEmTpzIwoULAe1ze//996v8QFjXqVMKwt/fn8TERGJjYy0+ZvPmzTRu3JgHH3wQgNdee61Mig5vb2/mzZtnU1l1nIvHHnuMsLCwSn13dKqf2NhYli9fzsaNGwEYN24c06ZN46+//nKwZDWTOumkdnOz/G03atSI1NTU4jQLY8eOpaCggEcffZT8/Hx8fX15//33dQd1LaCgoMBs3YdBgwbRrVs3PDw8HCCZjqV07tyZzz77jGbNmgEUF/2qqs+xzmMqtKmmbuWFuVY1NDUnJ0clJiaqwsLCMu0FBQUWjaFTM5g2bZpycXFR77//vqNF0dGpVjAT5lonTExFoakxMTEopYpDUyMjIys81sPDAz8/P0SEEydOkJubW9zu4lInLl+dITs7m8LCQn2WoKNjwKowVxFxAboDLYEs4IhSKsGC4/4D3A0kKBM1qUWb4y8ChgGZwESl1L6KxjUX5mqL0NT8/Hzat29PXl4ev/zyC23btrXoOJ2aRVEwgqlCUrm5uSil9AqDTsyJEyc4cuQIHTp0KF7LkpaWxvHjx+nTp4+DpXNebBrmKiKhIrIE+At4A3gIeALYLCK7RGSSQXmY43NgSDn7hwLtDFsE8HFV5CzC2tDUhx56CC8vL86cOcOlS5f47bff2LVrF/feey+vvPKKNaLpOBnu7u5llENeHjz77Cw8PT1ZtGiRgyTTsYR169YxYsQIPvvsM0DzKzVv3py+ffuSmprqYOlqHlV1Ur+GdtN+XJWagoiIPzAGGAcsN3WwUmqbiISUM/69wBeGsXeJSGMRaaGUiquKsEFBQSZnEJaEpkZGRhIVFVUcJpefn8/kyZOZOnUq33//fbHJSaf2okW2NsDV1VXPyeXktG3blvvvv78415qrqys9evQgKyuLhIQEGjVq5GAJaximHBPVsQEhaCYpU/vWAzcbvf4Z6F3RmOac1CtWrFDe3t4KKN68vb0tclQHBweXOK5oa926tVq7dq36448/KhxDp2bw9NNPq/vuu08dP368RPulS0pt25an8vMLzRyp48yUDjDRKQv2ysUkIgMMN/visZRSX1g7biXOH4FmhjI7IygKQZ06dSqpqakEBgby+uuvWxSaas4MdeHCBe69994qSq3jjPzyyy8cOHCgRLEggNxcKChwIy4OWrd2kHA6VUavLV51rFIQIvIlEAocAIqWKirAWgVxAQg0et3a0FYGpdQSYAloTmpzA44ZM4aJEycCcOrUKYsdjdaYp3RqFu+//z4JCQllCkkVWRHPnYMWLUAPqXdesrOzcXV1NRlkkJeXZ7JdxzzWxmn2Bm5SSj2hlHrKsE2zgVzfA+NFox+QqqrofygiPz+fl19+mZkzZ1YqCmXevHl4e3uXaPP29uaVV15h2bJlfPDBB9aIpeNE3HzzzTzwwANl7NQ5ORATc4wZM4YxceIUB0mnYwkRERF4eHiwfPk192dGRgadOnWiWbNmFBYWWjV+RkZGcaQbwNGjR4vM4LUTU3YnSzcgCmhRheNWAnFAHnAeeASYDEw27BfgQ+A0cBgL/A+qgoVy1mBqkV1eXp4ClIjoNs5azv79Sn366QEFqOuu66ry8x0tkY45wsPDlaurq1q9enWJ9kaNGilAJSUlWTX+ggULlLe3t1q4cKE6duyY8vDwUIMHD1a5ublWjetosKUPQkTWoZmSfIA/ReR3oDi8Qyl1TwVK6aEK9itgalVkswfh4eEm/RURERF4eXmRn5+vT11rAR9//DH16tVj/PjxJVIz5OZCq1ahzJ+/Hl9ff2JjISTEcXLqmGfFihUmU7UfPnwYX19f6tevb9X4p0+fJjMzE39/f6Kjo6lfvz6tWrWqtb//Ki2UE5HbytuvlPpflSWygvLqQSQkJHD27Flat25Ny5Ytq1kyHWenoKAANzc3RISCgoISjs1ffwXjZKBubtCvn/ZXp+6RkJCAl5cXPj4+JCQk4O7ujq+vr6PFsgpzC+Wq9BV3lAKwhg0bNjBp0iTGjRvHF19UW5CVTg2hoKCAKVOmkJ+fX0I5FBSUVA4A+flw8iQ0bgwi2ubiAg0bQr161Sy4TrXj7+9v8v+cnBzi4+NrVQCLVU5qEXlARE6JSKqIXBWRNBG5aivhbEmDBg3o3bs3HTp0sNmYKSkpREdH6zUCagEeHh589NFHLFmypES78TrIjRs/Z+XKBWRnZ5KQoCmJEyfg+HH480/ttY5jeeSRRxg6dChnzpwp0R4VFUV4eDjr1q2r8tjlWVt+//13goODGTduXJXHd0asjWJ6E7hHKdVIKdVQKeWjlGpoC8FszYgRI9izZw+zZ8+26ZihoaHs3LnTZmPqOBfGC6c/+2wOS5bM4sqVRJN9L1+GK1eqSTAdk/z6669s3LixTIaDw4cP89VXX7FvX4Up3czyyCOPcPPNN7Nr164y+zp27EhWVhapqalcveqUz8hVwlorarxS6phNJKmBBAYG0qZNG0eLoWMDiswDDRs2pHHjxsXtxveZoUMfJjs7E09PL7PjREdDr172lFSnPJYvX05KSgqtS61ovP/++2nXrh29rPhwtmzZQkxMjElHd8OGDdm/fz9t2rSpVQvzquqkfsDw721AALCWklFMa2wiXSUpz0mto1Mee/bsoW/fvvTu3Zs9e/YUt58/D5UtRta1K/j52VhAHYeTkpLCb7/9xpAhQ2pdqn+bZnMF/m7YGqKl477LqO3uqgppT26//XZatmzJ3r17HS2KjhOilKJ169YEBASUaLc0N19S0kVOnPiD1NRkzpyB2rx2qq7i6+vLsGHDKlQOly9fZvPmzdUklX2pqonpJ2CTUirZlsLYk4sXLxIXF1dmVbSODkDfvn1N1ps2NjGlpaWQkhJPo0Z+NGpUcorwwQf/4H//i+LFF1fSqNFo4uOhlK7RsTNKKd555x28vLyYMmVKCVNPZmYmP/74Izk5OYwZM8ZuMly6dIm2bdsiIsTGxpYwV9ZEqjqDCASiRORXEZkrIjeKkxve9u/fT2xsrE0L/URGRtKtWzfmzZtnszF1nAtjBbFs2QtMmNCJn39eWaZfYGB72rXriaen9gBy9ixYmdVBp5JkZ2fzzDPPMGPGjDJ+gIyMDEaMGMFTTz1VpbFHjx7NjBkzSElJKbdfQEAA/fr1Y8CAASQn15jnZ7NUdR3EAmCBiPgAdwIPA4tF5BiwEW12EW87Ma3Hy8urjOPKWtLT0zly5IjJZH46tQNjE1OzZq1p3bpdsRIoIj09lVat2jF9+od06dIfgOxsuHixbPbXvDyopYtubc6yZcvYsWMHn376aYmV7eXx9NNPm2xv0qQJ9913H82bN0cpVSlHcnJyMqtXr6ZevXq8/vrrFfZfv3499WrJghirSo6WGUykM1o1uLuUUoNtNrCFVLeTOjExkUuXLtG8efMSC2Z0ah4rV65kwYIFjBkzhpkzZxa3b9+uLYwrjz//3MXUqf1p3/4GPvnk2vfP3V3L/pqVBZmZ2l8RbRW2riTKRylVbOvfsWMHAwYMcJgsOTk5/Prrr8TExPDII484TA57YtOV1KUGbgUEG421Ryn1trXj2pKYmBhmzpxJ165dy+T6t4ZmzZrRrFkzm42n4zguXrzIwYMHueOOO4rbCgsrVg4Anp7e3HHHGFq0KBnynJenpQgvTWwsXHedtRLXbpRSrFixglOnTtG/f3+HyuLp6cmdd95ZqWNSU1OJi4vD19eX5s2b20ky+2PtSuoFwA7gBeBfhu0ZG8hlU86dO8fXX3/Npk2bHC2KjpMyYcIE9u3bx7Rp17LVWxrBFBp6PYMHT2Djxs957bWKi1BduKApDx3zuLi4EB4ezty5cy02B2VlZXHq1Cni401bt/Pz84mPjyc9Pd2Woprk1VdfpVOnTiXSjtdErA3mvQ/ooJQappT6u2ErN5OrI+jQoQNfffUVs2bNsum4iYmJzJ49m/nz59t0XJ3qx8/Pj549exIcHFzcVrrc+J9/7mL8+I68+mrZZMSurm4kJV0gOflihecqKDA9s9CxjkOHDtG+fXv+/ve/m9w/duxYAgIC+O677yweMzMzkyeffJKoqKhKyRIUFET79u2tzh7raKw1MUUD7hgtknNG/P39eeihcjOMV4n09HTmz59PUFAQzz//vM3H13EspRWEUorY2BPUr1+yoFBCQixt2/Zg9epz+Pg0sWjsixchKEj3RZhj2bJlfPPNNyileOqppxg+fHiFx7i4uBAaGmo2WV5AQAB+fn7kW2I3NLB7924+/PBDdu7cyciRIy0+btq0aSVmozWVqq6kfh+tHkQroDvwMyVXUjvkylS3kzojI4N33nkHf39/Hn/88Wo7r47tiYqK4siRIzzwwAN0794dKLuKOjs7k9TQa38AACAASURBVPj4GHx8mtCkyTW78rhx7Tl//hTLlx8jKKijxecMDIRS1U11DAQHBxfXg58/fz7PPfec1WNWNnoJ4MyZM6xcuZKmTZvW6t+4rZ3URXfhvWjlQZ2a7du3c/78efr160eIDSu91K9f36ZObx3HsWbNGlatWkWHDh2KFUTpGUS9et4EB3cq0aaUwtXVHTc3d5o1C6Qy6LMI0xQWFvLYY4/xxRdfMGfOHG644QabjFuVpVpt2rSp09aBqs4g7gN2KqUSqnxikSHAIsAVWKqUeqPU/iBgOdDY0GeWUmpDeWOam0GMHz+eL7/8ks8++4yJEydWVWSdWsy3337LoUOHePDBB+natSugpfG+dMmy4wsKCvjooxlcuZLIc88tx83Nsru+PouoncTExDBkyBB8fX1rRLZnW+diGgvsN9SCWC4iESLStRLCuKLVnB4KdAYeMqyhMOYF4GulVE9gNPBRFWXlxhtvZOTIkTatBVHE/v372bx5M5mZmTYbMzIykpCQEFxcXAgJCSEyMtJmY+uY5v777+ell14qVg5gOopp6dLZvP324+TllZxeuLq6snlzJFu2rCQ93fKc3xcv6hFNtmLVqlV06tSJV155xeT+48ePc9NNN1nsS5gyZQpLly4lrwofkJeXF8ePH+dkDS8SUiUFoZQaoZRqBQwCNgHXA8tFJFFEyn3KN9AX+EspFa2UygVWAfeWPg1aMkCARkDF4SFmmDp1Kl9//bVd4qlHjRrFoEGDiu2l5WHJjT8yMpKIiAhiYmJQShETE0NERISuJBxAaRMTwPr1S1i/folJJTBlyts8//yXZVZal0dBgVZsyIbPFzWeHTt2cPz4cS5dusTKlSvZsMGSWwrEx8dz/PhxkpKSTO53c3Nj586dFiXs3LdvH4sXL2b69OkVptcwhZ+fH0ePHuXo0aOVPtaZsCqKSSl1VkTqAV6Grej/imgFGGdGOw/cWKrPXOC/IvIUUB8tpYfT0a9fPwIDAytMBVB04y+aaRTd+AHCw6/Fzs+ePbvMbCQzM5PZs2eX6KdjW/bu3YtSiq5duxanSTClIB5++FWUUsU1Ib755l1+/PEzRo58miFDJlbp3CkpsGcPtGwJISG6T+Lhhx/m5MmTLFq0iOnTpzNgwACGDRtW4XETJkxg0KBBNGrUyOT+wMBAtm3bViZjryl69OjBypUrSUpKqlKWBBcXFzp3Lm0UqXlUSUGIyPNAf6AZcALYBXwARCilCso7thI8BHyulHpbRPoDX4pIV6VUiRRoIhIBRABmw9suXrxI06ZN8fT0tJFo17C0vrWlN35zMxFLZig6Veehhx7i1KlTHD9+nA4dOlBYaNr0c889k0u8Pnv2KNHRh8jOtm4KoJS2gC4+HoKDtRxOzp3+0j4UFBTQpUsX8vPzGTx4MGFhYRbfaBs3blxu9lRPT09uueUWi8ZycXFh9OjRFvWtzVTVSX0cyADWATuB3Uqp1Eoc3x+YW5SvSUSeA1BKvW7U5ygwRCkVa3gdDfQrzzFuykmdk5NDvXr1cHNzIzc312HVnlxcXEzWtBURCo3SfoaEhJhM/hccHMzZs2ftKWKd5oEHHiAmJoYffviBgIAAsrPBRGXJMqSlpXDxYjR+fi25ciWRc+eO065dT1q3bmeVPO3bazOK2ohSiqioKPr3709gYOUiv+yNUoqMjAwaNGhg9ViLFy9m7969zJgxg06dOlV8gAOxqZNaKdURzf/wBzAQ+FZEfheRT0VkkgVD7AHaiUgbEfFAc0KXDpc9B9xhEL4TmvnKdDHgckhNTSUgIICAgAC7KoeKFK252U3p9nnz5uHh4VGizdvbW08pbmfWrFnD3r17i80PpsxLAOfOnWD37h9JSNAspD4+vnTocANNm7bg++8X88oro9iz579WyxMbW3uLDm3fvp1Ro0bZPGgkKiqKmTNnsnv3brN9VqxYwcyZMzl9+rTJ/Zs3byY4OJiPPqpyTEwxP/zwA0uXLuXUqVNWj+UoqpxqQyl1WSm1HpgDPAdEAX8DllpwbD7wJJqD+xhatNJREXlFRIpSdfwTeExEDgIrgYmqCtMdf39/4uLi7Gaief7556lfvz7vvfdeuf3mzZtXpliRqRt/eHh4iVDcoKAglixZovsfqhlzCmLlygXMmjWMPXvK5vXq0KE3t976IAEBwSaOrBxZWWDG11rjuXr1KgAjRowosy8xMbHEjDorK4u4uLgKH8AANm7cyFtvvcXhw4fN9omMjOStt97i+PHjJvd/9913XL58uVhGa4iIiODjjz+mW7duVo/lKKrqg7gHGADcBHQBjqIl7fsnmsmpQgxrGjaUaptj9P+fhvFtgr1mDyJCZmZmhV+o0NBQmjZtipeXF5cvXyYoKIh58+aZvPG/++67PP/887i7u9OyttoZnBxzifpCQ7vTu/dd+Po2JyUlgf/850Wuu+567r9/KsOGPcywYQ/bTIbYWKiNyYKHDx9u9oY/aNAgoqOj2bFjB926dSMgIICrV6+SkpJSYXW2kSNH0r59e/r27Wu2z9ixY7n11ltp1860CfD999/nnnvusUl6cXM5oWoSVfVBrEFTCDuBvYZQVYdT3ak2QEu3oZSifv365SqhJ598kg8//JA+ffqQnJzMgAED+PLLL6tRUh1zpKWlERgYiL+/f3Hc+pkzUFEdqMOHtzNt2i106nQjH31kgcOiCvTsCWaCcmoFOTk55Obm4uPjQ0FBAW3btiUmJoarV6/SoEED2rVrR2pqKvv376dVq1aOFrfWYmsfxAOGmg+NSysHEZls5jCHsGLFCvr27csHH3xgl/Hr169PgwYNKpyhvP3226xevZrJkycTHR2tRyU5ERkZGaSmppKaei3OwpyJyZiAgBCmTXuf++6bWtyWl5dLerrF8RoVYqJMdq1h9erVBAYGsnDhQkBbbHjmzBkSExOLncSnTp0iISGhRiqHhIQENmzYwG+//eZoUaqMtem+XxSR24teiMhMyi54cyinT59mz549JCRUOSuITfD09CQsLIzRo0dz8uRJ1qxZY7bv0qVLERFEhP/+13qHp075+Pv7c/nyZQ4ePFjcVl4tCKUUBQX5NGvWmvvvf5K77hoHwIED/+OuuzyZPdt2Ge+TkmrfIro333yTTp06sWHDBhITE8s4lZs2bVqlcffs2cOvv/5KWlqa2T5Xr15l165d7N+/v0R7YWEhrVu35uabbyY7O7tK5y/N9u3bGT58OG+88UbFnZ0UaxXEPcB8EblFROahLXZzKgUxZcoUdu3axaRJlgRXVZ7Dhw8zZswY5s6da7ZPQcG1pSHe3t60a9eu3B/Bxo0bi/83typUx3a4uLjg6+tbYgGVuRnEb7/9wF13efLSS2UdrA0aNMbFxRUtCYDtOH/epsM5nNjYWI4fP06vXr3YvXs3P/74o03GnTJlCrfeeqtZBzRoq7T79+9fJjvsmTNnuHDhAmfOnLFZPemQkBDuuusuevXqZZPxHIG1K6mTDA7rzWiZXUdUJdLInvj7+9u1XnRKSgorV67kpptuMqkkDhw4wPDhw5k+fXqJWsfl8fjjj9OhQweGDRtGnz59bCyxjiWYUxCenl7k5+eRlZXO7t0/4uFRj44d++LlVZ/Q0OvZvDnP5gERly5pK6xLRT/XWObOncuUKVPKlOwdOnQo2dnZfPrpp7Rt2xaAN954g2+//ZYXXnihQqdvz549qVevHr6+vmb7tG7dmj59+pQJsb3uuuuIi4vjwoULVryzkvTq1avGV7GsqpM6jZKPSR5AvqFNKaUamjzQzjjCSZ2UlMSmTZto3bo1t912W4l9kZGRTJ06ldTUVHx8fPj4448ZM2YMzzzzDKmpqXz66acOW7inc40jR47w5ptv0qNHD2bMmIFS8L//me5bUJBPQUE+Hh71CA8P5eLFaJYvP05QkO0TQRoTHAxt2lTcr6aSmJhY/CCXnJxMkyZa4aUpU6awePFiPvjgA6ZOnVreEDpWYNN6EEopH+tFqh7efvttcnNziYiIqLJtszz8/PxMhqqWzr2UlpZWnHvpk08+ISMjg3//+9/4+NSYS1lriYmJ4csvvyQ5OZkZM2aU66B2dXXD1VX72Vx//W00adKC5s1NL4K0JRcuaOk3amOepqioKCZMmMBdd93FM888U6wcAJ5++mkmTJhAaA3NiV60MruiKEdnpaoziBCl1Nly9gvQSilVrdZTUzOIwMBAzp8/T0xMjNnVzPagvJQZM2fOxN3dnbFjx+LlVTa34ffff8/hw4c5ffo0N954Y62uZOUMnD9/ni1bttC8eXMGDx5MWhpYkPDTJK+9Fk5cXDTz5n1P48a2XcTQogXYIWN9tbNw4UISExN58sknCQwMJDo6mnbt2nH33Xezdu3aarmRFhYWFgeCAEyaNInGjRszZ86cck1UlSUgIID4+HiSkpLs8oBqK8zNIKqqIKLQHNzfofkeEtFSYbRFW019B/CSUuona4SuLKYUxKJFi7h48SJz5841eTO2FqUUX3/9NVevXuXRRx8t/sJZmnvJFJ6enuQaHmNHjBhR6YLpOtaRlARHjpjep5Ti5ZdHkZGRyptvbixzMxs/vgOxsSf5/PM/y1SfswW9ekFDhxhwbcf111/P4cOHOXDgQHH1vosXL1q9KLRhw4a4uroSHx9fJl2NMTfddBO///47R48epX379mRlZRWHqqenp9vMSQ3Qtm1b4uLiOHTokFPPgmxtYhppKPATDjwMtAAy0dJmbADmKaVsEytmJdOnT7fr+CLCxIkTyc7OJjw8vDidRlBQkMkZREWzmPz8fO6++24OHz7MjBkz6NjR8hrHOrahPBOTiLB79wayszNISYmnSZOSqaP/9a9liLjQvLn16TZMceqUpiRqoLWimH/961+cP3+e1q1bF7eZUw6nTp0iKiqKkJAQxowZY3bM/Px80tLScHFxwd0CO1x+fj6JiYm0b98eFxcX1q5dy/nz522qHACOHj1qlyzS1UWVZhDOiiOc1ACPPvooQAmfQmRkJOPHjy8xW/D29mbJkiV0796dM2fO0LNnzxI/Eh3HcPToUf7880+6du1Kp06dOHsWykucu337d6xatYCjR39j0qRXGD++euuS1+ZMr6X54YcfuPvuuxkyZEi54bBKKbKzs8nKyirhwzBFcnIyDRo0qNE3bltj65KjNYKUlBS2b9/OmTNn7HqepUuXsnTp0hIO5/DwcF577TX8/PwQEYKDg4uT7s2fP5977rmH/5kLldGpVr755hvCwsJYuXIlUP4iOYCbb76Xbt1uwd3do8wMojqIjq47ZUo7dOjArFmzKkxWKSJ4eXlVqBwAu9WGqY3UagWxe/dubrnlFoc5eZ977rni7JRnz54t/pLfcMMNDB8+3OT6jPz8fHJzc8nPz2fDhg26/6Ea6NixIw888EBxPWpL0mw8/vgCNm7MYvDgCSXaDx/ewcqVCzh8eIc9RAUgP19TEjWRgoICNm3axC5Lim2g2fBff/11xo4dazeZli1bxldffcWVK5bXEreUFStWMGjQIIsLizkbtVpB1KtXj/79+9s93W52djbx8fFkZWVZ1P+f//wn69evZ9CgQWX2bdmyBU9PT4YPH87w4cMZPXq0RamOdarOqFGj+L//+z/CwsKAsgrir7/g8uVrrw8c2MratR9x8eJp3N1LOkP37NnIkiWz2Ldvs11ljosDG2SkrnZSU1MZMmQIQ4cOtem4sbGxhIWFlVkhbYqtW7cSFhbGokWLAJgzZw7h4eF2yVoQGxvL5s2ba2xtaqsUhIisEZHhIuKUimbgwIHs3LmTt99+267nGT16NAEBASVSZJw+fZo333yTn3/+uVJjZWZm4uLigo+PD/feey9hYWHFEU069ic7GzIyrr1OTobJk+HRRyHRUK5q3bpPWLRoKseO/V7m+Ouvv5VRo/5F1642y1RvlhMnoIKAOKejsLCQO++8k1tvvdXi/kePHq1wxpGYmEhUVFSJ36A5Ll26RFRUFDt27KCwsJBHH32UsLAwrrvuOotkqgwjR45k06ZNTJkyxeZjVwdWpdoAPgImAe8ZQl8/U0qdsF6smoWfnx9+fn4lHNK7d+/m2WefZcSIEdxxxx1ljiksLCQvL6+MLfS+++4jPz+fvLy8ckP1dGxHZmYmbm5uuLu7c/q0lLjpnjkDBQWQkgIvvACLFkFgoLYYITJyHoMGlbSN9+49iN69y84M7UFGhiafE0dPlsHPz4+ffqpc9Hu3bt1QSpGXl4ebm+lbVkhICKtWrbKoVOhNN93EypUriyOYXn755UrJUxnatm1bnDakJmLVk79SarNSKhzoBZwFNovIThGZJCIOX/NZXaaZpUuXkpiYyIMPPljc1q5dO6ZPn87dd99dpv8333yDu7s7EyZMKLMPNIebrhyqj9GjR+Pp6clXX31fPEso4uLFa/+fPAlvvQXduw8EoEED2y2oqirnz4MdTOdOg4uLC7179+bGG28sN8tqkyZNGDVqFMOHD69wzMDAQEaPHl2jk+hVF9bOIBCRpsBYYBywH4gEbgYmoNWrNnfcEGAR4AosVUqVyYkrImHAXLQcTweVUuYDoU0watQofvnlF7744gub2zwrok+fPmYT7dWvX5/CwsIKfRZKKTIzM3F3d9cVRgXk5EBVA1NEBHd3d1JS6lO67MClS9rfv/0Ndu2CLVsgKOgmlizZR0FBfpmxcnNzuHTpDAUF+bRp07VqAlUCpeD4cejTB1xd7X46q1FKVXql9O+/lzXl2Yr9+/dTv359QkNDcbXDBbx69SorVqxAKVUjc0lZ64P4FvgV8Ab+rpS6Rym1Win1FGB2ricirsCHwFCgM/CQYeGdcZ92aLWub1JKdQH+UVn5ipa423rxi7UMGjSIvLw8vvvuuzL73n33XYYPH87GjRt54IEHaNCgARs2bDAxSt0gJaXiqKJLl8ASH2BOjnZDLc13333H6dO5dOlS1hRYNIPo3x9mz9YWqC1f7k5CQk86duxDbq7mC1i3Dr75Bs6ePcWECZ14+eVRFrw725CdrS2gqwl8++23eHp6Mm7cOJuOe/r0aVasWFGmtoQ5vv76a9577z0mT55Mhw4d2Lp1q03lKSIrK4upU6eWWw7AmbF2BvGeUuoXUztMLbowoi/wl1IqGkBEVqHVkfjTqM9jwIdKqRTDeJWu+PPzzz9z+fJlGto5N8G6deuYP38+Q4cOZc4craz2rl27aNmyJYGBgWWemMzZUQH27dvHhg0bCAsLw8fHh3r16tmsgElNIzsb/vwTvL2hRw/Tq4ezsrSbY0GB5kQ2V8NZKTh8GNzcoFOnkrON3FxtYZypJ9u4OO1vy5bQpQs8/DAsWwbz5mnJ886c0cJOixg6tA2tW7ejRYvqTb166RL4+WmbM5Oenm6XoItt27bx8MMPM378eG688cYK+0+dOpWkpCQGDhxI69at7Rbp2KRJEyZPnmzXkgP2xFoF4SsiD5RqSwUOV3BDbwUYF1M8j1ZsyJj2ACKyA80MNVcpVXGIghFubm7V8sEUValqY8jHnJ+fzy233EJ+fj5ZWVmVmsE8++yzhIWF0b17d8aOHVtj46etRSlNOeTlQWqqpgTatzfdp6geU3Q0NG0KLibmxbGxkJ6u/f/HH1rSu6Kb6enT18YoTZGJqUUL7W94uHaeX37RZBKBwEBo2xZ+/RV+/LE+zz9/EhMRzHbnxAktT5MzWyPHjRvHyJEjSxTRqojHHnuMtWvX8vnnn5v1MbRp04bw8HAGDBhg0Zhjx44lLy+POXPm2PUe4e7uzscff2y38e2NtQriEaA/UDSLGIiWvK+NiLyilPrSStnaGcZsDWwTkW5KqRIuORGJACKg4jxH9mLQoEHs3LmTFoa7SGpqKn369CEzM9OkcsjNzWXUqFFkZ2eXSR/QpUsXunTpUi1yOzOnT5eM8794ERo0KJli4swZMK4umZWlpcUODCw5VlZWydQZeXlaMr5WrTQlERFxP9nZmbzwwlc0anQt42Z6uiaDpycUJfgUgVmz4OabtWPbttVmOADffw///je8844WWWSHqMlyycvT/CRNm4K/v3ll6UiKVjxXhszMTJKSkrhsvBilFAMHDmTgwIEWj/nvf/+7UjLUVazKxSQi/wXGKaXiDa+bA18ADwHblFImvXQi0h9tRjDY8Po5AKXU60Z9FgO7lVKfGV7/DMxSSu0xJ49xLqbU1FQmTpxIcHAw7777bpXfoz1QSuHu7k5BQQE5OTm6A7oU5rKpurhA9+7QqJEWuXPwYFmfgpsb9Oun/S3i4EHNl2EKERg+vDEZGal8//1lfHyuRSadOgUREVo1t88+q1hupeCNN+C//9WUz+LFmlJzFK6umhILDXXuWUVFJCYmopTC19fXokR8lpKRkYG3t7fd04snJiYSFxdHcHAwjRo1suu5qoq9cjG1LlIOBhKAQKXUZaC8bDF7gHYi0kZEPIDRwPel+qzFEAUlIn5oJieLEwwsXbqUtWvXsmjRIkJCQoiMjLT0ULsjIqxZs4affvoJl1KPeIsXL2bJkiVkZGSwdetWBg0aVGMdXFUhO1uLyjFFYaHmjM7IgGPHTDuc8/NLzhYuXTKvHEAb4/XX17NgwY94e5cs3lTkfygyL1WECDz9NHh7n+HCBZgzJ82hC9kKCiA+XvO9VMKiY1c++eQTwsLCKrUWolmzZvj7+5erHNLT00lNTSU/v2xkmSlyc3MZMmQILi4urF+/3mJZqsLEiRPp3r0727Zts+t57IG1CmKriKwXkQkiMgGtPsRWEakPmI3OVkrlA08Cm9BShH+tlDoqIq8Yalxj2JcsIn+imbD+pZRKtkSoyMhIXnzxWobNmJgYIiIi7KYkrl69yhtvvMGbb74JUGG9B4B77rmHO++8s4zDetasWTz++OPk5OSQmprK5s2b2bdvn13kdjaU0hRAeb/x3FytmE95CfUuXtTMSrm5mqmqIrp1u5m+fYcUV4ororIKAqBePWjVaiZwhf37fVi+3PE357Q08wq1utm9ezdRUVGcO3fOpuO++OKLNG7cmPfee8+i/gsWLGD79u0ANG/e3KaylKZt27Z06dLFLmG09sZaH8RU4AG0dQ+gmZf+T2l2q7+Vd6BSagNa7QjjtjlG/ytghmGrFLNnzy6zxiAzM5PZs2dXmBWyKuTm5vLcc8/RpEkTZs6cycSJE/npp59YsmRJhYXWS/P4448XR17179+/uN51XSAhoaRPwRwV6d/CQs2RLGJd1tOiENfKKAiA1157h/37C3njDfjiC9i2DSZOhFtucZxPIClJU5aOXtT75JNPMnjwYLNrhEzx22+/sWzZMvr27Vtctrc0bm5u+Pj4WLSSGrT6Ey1atODee++lR48eFstSFYpyPtVEquyDMKxl2KyUKlcRVCdFPghrqrlVhdzc3OJShc8++yy33XYb27ZtY8uWLfztb6Yvz6ZNmzh+/Dh///vf7ZIDpqahFPz+u/bkX51kZFxl3bpPaNy4GUOGTCyx79lnNZleew1uqkJqpS1bYMkSzcwDmi9g0iQYMMBxBX/ataPMYkBnZ9WqVTz00EOEhYWxevVqR4tTK7FpRTkApVSBiBSKSCOlVKp14tmWqlZzqyoeHh688ca1heBbtmzhwoULNDMXlI/ma1i7di2BgYG6gkDzFVS3cgC4ciWRTz6ZSYsWbcooCOM1EFXh9tu1WcOGDbBihfYE/8ILMGQIzJzpGCXx11+aGcyJyyOXoW/fvnzyySd0qA0FuWsY1pqY0oHDIvITUJwDUyk1zcpxrWLevHlMnDixhMPK29ubefPmVcv5XV1dK1RGw4YNIzAwkJCQkOK2zMxMYmNjadq0KX5+fuTn57N48WLS09OZNWuWnaV2HIWF5VdwsydeXg0IC/sn3t4lF1MWFl5bAxFQyZpAe/duZuvWKG644U4GDhzJvffC0KFaGOyyZbBxI3TrBsOG2ehNVAKltAixJk2geXMtyqk6zV5RUVHk5uZy9913WxzRc91115k1LdUEtmzZwmOPPUb//v1ZsWKFo8WpFNYqiDWGzakIDw/nt99+47PPPiMrK4ugoCDmzZtnF/9DEX/99RdJSUl069aN+vXrV9j/scceK9O2b98+brnlFgYMGMCOHTtwdXVl+vTpFBYW8s9//tOmIX7OxMWLFVdxsxdNmjRnypSFZdqTkzX/ha8vVDJsnzNnjrJ+/RLc3T0ZOHAkoIWZjhgBPj5aKOx772kruttU74JrQFMSycna5uamKYmAAGjc2P7nfvbZZzlz5gx//fWXTUM+n3jiCY4ePcq7775Lz549bTauLXB1dSU6Otps3W1nxioFoZRaLiJeQJCzpfn+4IMP+OCDD6rtfGFhYezfv5/33nuPn3/+mcGDB1c6B7xSirZt2xbPKkSEp59+Gk9PTwoKCmqlgigoABsHtNiEqjqoAXr1up1//OMj2rUre6MaPBj274dNm+Dll+HjjyuvgGxJfr42U7p0SZMjIEDb7FWR88EHH+TixYsWlQYtIjc3l02bNpGbm1siY7Ix+/fvZ9euXRYX7apO+vTpw8mTJ8s1OTsr1i6U+zuwEPBQSrURkR7AK0qpeyo41C4YL5SrbiZMmMDx48fp0aMHS5Ys4ZFHHmHp0qVm+2dlZREfH4+Hh0eNfLKwFefOObZ8Znp6KpcvX6JhwyY0bnztB7xxIyxYAHfcofkNbElWllaE6Nw5zfQ0c6Ztx7cWEW3m1KiRpsDz86/9bdBAy3dVnQsA09LSaNiwIfXr1ye9KF9KKQ4fPkxycjI9e/Z02sVozozNndQG5qIl3tsKoJQ6ICJO4XG9cOECDRs2pEGDBnZfKQmwfPlyAM6dO8cdd9xRYWjqypUreeSRR5g4cSKfWbJMtxaSn6/lSHIkv/++kVdfHc1tt41k7tyvi9ursgbCUry84KWXYMoU+PFH6NkTh+Rugwa98wAAIABJREFUModSWolVU5ktkpMhJkZ7D35+mrKwVS5MpUw77hs0aMDw4cNp2LAhhYWFZRaXAnYvK1xXsVZB5CmlUkvdgJ2iCGKvXr1ISEggLi6OgMp6Ga0gKCjIomgpf39/goKCKnzaSUhIID4+ntatW+Pr6/gCNbYkNta6dQq2wMOjHoGB7WnWrKRCt0ZB5ORkceDAVgoK8hkwwPQ6mOuug6eegrff1nI3BQRojuuaQlaW9vnFxmrmqGbNrikL49uBUtpnnJsLWVkFXLyYgIeHDx4eDcjJ0dpzcrTNxQWCgrQsucY6QETsvtrZ3syZM4dz587x3nvv2T27tC2x1sS0DPgZmAU8CEwD3JVSk20jXuUoMjEppQgNDSU+Pp6UlJQak+to3rx5rFixglmzZhVXmxs5ciTffPMNq1evJiwszMES2o5Ll8yn1HAGnnxSW9X9739rqcYrQ3JyHCNGtMTX1581a+LN9lNKW2OxZYt2Ux05Uksnbi/7f3Xg4aEpiaIbf27utRXc8fHnGD06GD+/VkRFnTc7hpeXpkArY7JfuHAhIsLUqVOdrv4LQGhoKNHR0Zw8eZJ27do5WpwSFBaCq6t9cjE9BXQBcoCVwFWqUNjH1ogI0dHRZGRkVJtyWLhwIc2bN6dly5asXr3a4pwwxpw7d47jx4+TmZlZ3NamTRs6d+5cpna1M1P0xGiOhAQtNbUzU9UQVwAfH1/69BlMnz5Dyu0noi3GGzNG+//rr+Gxx7QU5jWV3Fxt1fbVq2ULNOXn5+Lr2xxf3/JTW2Rlacr5wAEtWODcOTh9WrFvXxqHDuWVyPJbxEsvvcQzzzxTpd9ddfDSSy+xdOlSmjrZApTc3PKLTVk1g3A2imYQRUXmr1zRQveaNjW/KCkvT9tXTg0fi3j99dd5/vnnAahXrx6ZmZmV9n0kJycTHx+Pv78/fs5e+cUM2dlw6JD2xQsNLWuiSU7W4vCd+WuXna05j11dtWij6kihc+yY5hSPidHMK6NHw6OPOm7FtbPx9NN/48CBrbzzzhZ69fobbdpo5qgiXnzxRTIyMnjrrbdqZM4je5CcrKXE79z5Wkp6Y/LyNCXs7g49e9rBSS0i7YFngBDjsZRSt1szblXJzdVSO6emXsvXc/68Nu0NCNBuVl5e2hNKUpJ2AVNTtQvUvr111bieeOIJ7rvvPj766CPAdHUyY1JTU7n11ltxcXFh//79ADRt2tTpnjAqQ0aGphyK1jScOKGlmWjfXvuCpqRoT4bOpBxWrJjPf/+7nDFjniteSW08e6iue02nTlpajs8/h9Wr4auvtBXcZurj1Dm8vX3w9PQiNzcbpbTItytXoGNH7ff96quvOlpEpyIh4VqCxr17te+X8f0tP1/7rWZklL/+xVondRSwGFgKODyhcE6OdhPat28LH300gxtvHMpjj71Obq42TT13TrPvll6UlZurPdU2b64lMzNebpCerhWhSU7WbhiBgSX3F1FY2Ijs7EY8+eT7WGJi9Pb25tChQ7i6ulapkLuzkZqqpZUuPcO/ckWr4Naypeb4dWT6a1MkJ18kNvYkWVnXwidtEcGklCI7OxN3dw/c3Cxbv+LhodWfaNMG5s/X1kj07Vs5W3xt5dVX15aJXrp8WftutW+vLUB0d3e+AklFREdHc/jwYUJDQ+na1WSZHJsRFwcnT157ECso0O5vwcFabZPCQu23akliTGsvZ75S6mOl1O9Kqb1Fm5VjWk1CQiynTx8kMbGsI6y8Fbvx8bBnj1bb+NIl2LdP+wLGxVGsZHbt0p5eiqJvLl/WFj4VzVzi4jSNnZFRdvyCAi3q4/RprRThvn37OHnyZPH+uXPnMmvWLJKSkorbNm7cSGhoqMmV185CcrL2/s2ZfwsLtZmco9Nem2LixLksX36M229/qLjNFgpixozbGTasAUeO7Kz0sXfeqSX0y8jQopycacZlDTt2fM/kyX1YsWJ+pY81FdoK2u9y374cvvzyIKtWRfPrr9pv9NQp57puq1at4r777rN7XZrz57WZu6n3HhOjKYYjR7R7lSVYO4NYJyJPAN+iOaoBMBQMchg333wvbdr8gZdX5Vfz5OZqZhBzFK38vXBBM1cVrdu5cOE0b7/9GM2bB/PMM5+yd68b7dppN5nCQq1/bKw2vog2WymdEmDJkiXExcXx1FNPFbcppYiOjna6yIcirl7VrpezzQwspVEjPxo1KmlbtIWC8Pb2wcOjHjk5mRV3LoUIzJihmQB279Yq1A0eXHVZnIXExPOcOPEHHTr8f3vnHR5FtTbw38mmF2oKhN57ExQsiKJAQKUoItjQK2IBlatYuTb8bIgKWEFURFGkiBcviIiIAtJBUEB6rwFCSN9k93x/vLtkk2xCypZJmN/z7JPszOzkzezMec95awFTdxnPe4j7729PfHxDZszYg80mz1tWltjfjbCqaNWqFTfeeCNN8zdWLwXOcvZnz4oJ1GIRH6rdLqbzoiiia6tbyqoghjp+PumyTQN+TZaLjKxCs2Ydvfo3bLZc5QCwdOlMNm2S1tyrVv2PkSMnYLffQWKiHOca1aO1rCLatct7zrFjx5KYmJjHD9G1a1d27txpSKe1U5mWV+VQGJ5QEGPHflegAVFJqF4dRowQx/X770OnTuWrAqs7rr12EM2adaJSpeKX2XCyfPk85s17jyuu6MfAgY/l26to2LANMTF5m5GfOiVKtnXrsgehlJV+/frRr1+/Mp8nNVV8C+4sFN6grLWY/FBqzHgsWTKDGTNyK8UmJ59i/HipPnn99e4LBCYlwbvvTmX//r8YOXIkTZo0YdiwYQWOi4yMNOTqwdn9zV9F9jzFnDkTOXXqMH37PkR8vMxrPKEgyqIcnPTqBcuWySri3XfhlVfKd1STu9VacTl7NpFNm34lPr5RgX21ajXi00+3FPI5MX+2beved1he0FrMR/v2+XZCVqrFl1LqKZffb823r1gGRqVUglJqh1Jqt1Kq0FrWSqlblFJaKVXsdemCBZ/yxRcvc+TI7uJ+pExMnTqGrKy8RcKystKZOnVMkZ+bPXsukyZNYldRgcgGZdeu4tsxjcyvv87k22/Hk5QkCW1a5xbq83eJLKXgiScgIgJWrpSEuouVLl36MH78zwwZ8nSJP5uSIn7Co0fFX5aaWvwMfq0958uw2+2cc5fEUQTp6eIP3bxZrA6+Xq2XdpozGBjn+P1ZJJrJSQLwXFEfdnSj+wDoARwG1iml5mutt+U7Lgp4DFhTEuEWL57Oli2/06ZNV2rV8n6PxZMn3ZcjLWy7k1697qNHj540b96clJQUVq5cSVxcXB7fhN1u58knn+TcuXNMmTLFENFOx47lDqLlnVtuGcVVVx2gZk1ZDCcnSx5ERIRExpSWtWsXMWvW23Ts2IMhQ0pfjS8mRmo2jR8PH34oDYjKSWGAAvz22xwOHNhO164DaNCgZJE8MTG1C5RDKQnp6RLZ40pAgDRPCgvL/RkcLGHwaWnyysiQfAuXti2l4uTJk9SsWZPo6GhOnCg8u97pr0xKEsXm71I0pVUQqpDf3b13x2XAbq31XgCl1EygH5A/h/QV4E3y+jguyI033k/btl2pXds3ppnY2LqcOFGwg11sbNE1mbp1G0hQkNyAmzdvoHfv3rRv355NmzZhtcrNGhAQwIcffkhmZiYTJkwoVq8Jb5KcXHTmZXmje/fb8rz31OohOfkUGzYsoXLlsseo9ukD8+bJDPLnn8tvbsSvv87it99mU7t2kxIriKJYtWoBEyc+zOWX38RjjxW/xL/dLooj/QJxBIcOibmxLMUMqlatit1ux2azFRrWfuaMPFtGqlheWgWhC/nd3Xt31AJc63geBjq7HqCUugSoo7VeoJQqVEEopYYDwwHi4mRA7tHjzmKI4DmGDXuV8eOH54lYCQkJZ9iwC3ewy86WbmohISH06NGT+PhGbNokA3H79pLE8vbbbxMcHOzXDFGtJXrrwIGK55R2xVNVXDt06M6bby6iRo36ZZZJKcmsfvVVSaJLSPBdAp8nueaaWx3KoeRVCVNTk/nppy+wWALp3//hfPuSOHHiICkpSZ4SNQ82m9j+mzcv/TmCgoKwWq1ue7pkZUkr2MTEMgjpJUpVakMpZUNajCogDHCOjAoI1VoX6Q5SSg0EErTWwxzv7wI6a61HOt4HAEuBe7TW+5VSy4DRWusimz00a9ZJT57sn34QS5bMYOrUMZw8eZDY2LoMG/ZqoQ5qJ6dPH+PAge1Urx5Hp06tOH067+AbFQUdvRuMVSxSUyW2ujiJNeWN9et/JigohNatr8RisfDVV9IW9LbbpGeDUbDZ4M47xR798stw9dX+lsi3JCYeYdCg2lSrVoO5c4/l2ZeZmc7ZsycJCgqhenUv1Gd30LFj2cyOrpw7d47g4BASE0PYv9+/OUJVqni41IbWuqzzlyOAa0xabcc2J1FAa2CZYylWA5ivlOp7ISVhtWbx998rqVo1jgYNWpVRzOJz/fV3XFAh5Of3379j0qSR9O37IPXqfVRgf0qKDAg+rFaeB61lxXDggLGSjjzJM8/0wWbL4eefrYDFq30gyoLFAoMGSavSb74RX4QB3FE+o1KlagwYMJIqVWIL7AsNDffISu1C7NlT8sq+7khMTKRHjwSqV2/Ic8/NNHTtKH9FB68DmiilGiCKYTBwu3On1joZOB8PV9wVBMCpU0d44onriIurx8yZ+z0tt0epWbMB7dp1o1atxoU2Qtm3D06c+JsDB/bSoUMH6tSp4+ZMnkdrqSpqxGWvp7DZbHTo0B2rNfN8OQxPKQirNYsFC6aSnZ3JoEFPlFFSoXdvqdX0zz8S1eKJwcqX7NixgcDAIOrVa1Hs8iNOQkLCePTR97wkWfE4e1ZyK8qSkpSdDX/8cYzdu/eQmJhMcnIi1ar5aQZYDPySY6i1zgFGAj8B24FZWuutSqmxSqkytSvV2k7btlfTvPllnhDVq3Tp0ocJE5YxaNATTJ8+lp49Q/jmmzfzHJOVBS+++Dr9+vVj2bJlPpNt166KrRxAmsm/9dZPTJz4GyB24O3bZd8FGgJeEKUUkyaNZPLkp7F7yGkTGgo33yy/z5zpkVP6lGef7cOwYe04d+60R8+7YsV/mTTpEdav/9mj53XHnj0lX01rLVFJu3fD2rVQuXJb3nprMZMmLTe0cgD/rSDQWi8EFubb9kIhx15T3PPWqtX4/ANfnkhPTyE724rFUnBmVadOJ/r0OUdcXNF19D3Fvn0VJ4wVpFzJnj1bSEtLZsGCqfTvP4KWLfPERHDmDIwZIyGuPXqUPYopKCiY/v1HULlyNDk5VoKDPdPEpn9/UQ5r1shg1ahg3phhqV+/NVWqnCQsrHSG/MTEI5w7d5ratZsQEhJ2fvvff69k3rz3iYmpTadO3u3dmpEhYagXmkBkZEgZmtOn5d7KX6esRQvjT2ChgvWD8KeTuizY7XaUUlitmQB5bn4ncXFSstfbHDlSscJYAbZuXcXIkVecf9+v38OMGvXB+fdZWfDvf8vqoVUraQFq5FyD996D774TRfZckRlHFYv77+/A7t1/8vHH6/OU0vn77z/YsWM9rVtf6fUSOyBlO6pWlZ+BgZKhbbFIuGxqquRPFKdvkdaav/5awaFDO+nd+95CCxJ6G487qY1MeSqdferUUe6+uxmRkVWYNeuQW8Xg5MQJmbUEBkoIrPMF0KSJ3LBl5eTJ8qkc/v5bGp/ccoskO+Xn5MlDREZeg832OXFx6bRvLz2B9+zZwgMPdCIy8n8kJ/ckLg7GjjW2cgBpTfr99/DLL9Ki1F9BDL6mdu2m5OQUzBxr3foKWre+ws0nvENOjmfMr0opXnrpVpKSTtCpU4/zYfpGosIpiM8/f4HvvpvEPfeMdVPUy1iEhUWSkZFaLIVmt9tZtcq9qWLzZllhNGqUd3Cz28X2efq0NOypXr3gAGqzyf6TJ+WnkbDZYOFCqFULLrnE/TFr18J//iPOv82bJVcg/wDfosUggoNv5cwZxf79EiY6axZcfnkoNttzJCf3JCxMejBUK3kduULJyEjl6NG9hIVFnq/z5Alq1IDu3WHJEnj9dfmfI0teuLjc8eKL3/pbBI/TtesAMjJSsdsNWAufCmhiat78UubP/5hHH32fAQNG+FukItFak5aWTFhYFO+99yhnzyby4IPjCoTsrVw5nxdeGMAVV/TllVfmFXq+wEBp9h4SIjOcU6cKLnWdiiIyUhTC6dPG7NNgs8Ebb8ggCJIDcM89eRPE1q8Xv4HVKsv87Gy48kp46aXc6p3JyfDII5IN2769mJDmz8+b06GU5tVXFZdf7tn/Ydast/noo9HcfPOjPPLIRI+e++hRePRR+f4aNZKqr0au9nrw4A4eeeQKGjVqzzvv/OLRc2/fvpbU1LM0bXpJqYsBXswUZWIyQKV0z/LYYx8wf/4ZEhKGXvhgP6OUIjKyChaLhXXrFvHbb7PdLqHDwiKx2+1kZxddOjUnR+rN/PWX5E+4s4Omp8tguX27rBqMqByys8XUs2SJRO4EBMBXX8Gzz+aa1TZsyFUOfftKnaKoKClq9/rr8n9lZsK//53KoUOiOF95Be67T/PAA9/QsOFHxMdLdNFDD3leOQDExzemXr0WVKrk+ZE7Pl7KgNepI87qkSPlezUqaWnJnDt3hvT0khWrKw6ff/4CTz3Vix07yp//0ehUuBVEeXRSg7RJPXv2JFdc0ZfQ0Lwdxm02G6A9UkLa6EhYr0TpREbKzDgjQwb35GQxrwweLO04s7KkLtHjj4sS+ecfqX6ani71i06cyGTDhlACAg4zY0YsNWqI7WnkyCvZuvUPnntuBh073u5Rs5KvSU6GZ56R/71yZVl1laUkhLew2XJISUnCZsspdbbzvHkfMGvWePr3H8Ftt40+v/2TT55lx471PPDAOJo06VDEGYxJVlYGSUknfJLs546LagVR3vjss+cZM6YvMTG16d59cAHlABKvfzEoh4wMWSWsWSOD3TvvSEewjh1h8mQZ+I4fhwkTRDn06ZOrHED2v/aamNgWLoQNG0JR6iwdOow7rxwABg9+in//+yMslgAmThzIggVT/fQflx3ndbrsMlEWo0ZJm9IdO/wtWV4slkCqVIkpUykMqzWD48f3c/p03lIb99//OuPH/1wulcORI3tISAhn1Khr/C2KWyqcgnj99aG88cY9pKV5finrDbZsWc4ff/zAqVNHLnxwBSYjQ2bCmzaJo3jCBInOchIXBxMn5lYyveEGWS3kjwxs107MU0FB4qyeOLEyL7/8f3mOueqqfvTt+yDJyaf4/fe57N79p1f/N6013lyph4WJozohQRTn//4ndaSGDxd/i6+6j3mbhIR7+eqr3Qwd+qK/RfEYcXF1CQ4OJSQkDJutGLGxPqbCmZj27fuL7GwrixalFxk2ahQ2blzKqVNHOHZsHw0btqFr1wEFjtFa8+KLt5CSksT48UsMXbulNFit4k9Yv176H7zzTtGJSCkpFy6aduSI1CoqKuHtyJE97Nq1kZo1G3i8T7KTp55K4K+/ljN58gbq1vW+7Wf/fliwQPpYO3vTVKkCTz4JV/guErQA69YtZunSmVx6aa8CJdbLSnkKbXeHzZbjVwvBRWVievHF2Tz99OflQjkAXHJJd5o168S0aS/yySfPuj1GKcXGjb/w55/LvOLk8yc2m/gX1q+XXI63375wlmpxKmomJ6+matXUQvenp6ewYsU81q5d5DXlAJCTYyUzM52TJ33jQa5fX3pZz54t4b8tW0oNoTFjRPH6q9fAnj2bWbToc3bsWOfxcw8cGE/PniEFTE/lBSObj40rWSm58soylXLyC6GhEdx00wNUqVJ4c5nnn59JUFAIISEFfRTlFbtdnNArVohDetw4icopKzabjWefvQGrNZPp03e47USmlGLatBfJzEznzjvHFJmnoFTpq9k+++yXhIVFEhlZuXQnKCXBwXDddXDttTB3LnzyCfzwg5jwxozxvSO7c+feREVVK1OF5cTEI3z77VtERVVj6NDcqjxWaybZ2dZyMyksT1Q4E1N5i2Lat28r27atpn79lrRq5YVYS4OitfgZ5s+XUNa335bZridISjrJ008nkJZ2jhkzCu9LPnfuJGJiatOlyw0EBxfeLqxqVQmT3b/ffTKhxSI+ktBQKY1uxNDhPXvET7Fvn/htBgyQ8uGxBatnG5YDB7Zzzz0tiY9vlOd71VpjtWYSHBxaLk1NGzYs4cMPn6BVq8t5/PGPff73Dx6EoUMvglIb2dlZLFz4GXXrNvdp6n1ZWLduER99NJqBA/990SgIq1UczgsXijP51Vc9pxwAqlaNZcqUjResonrLLY8W63xRUfJq00b8H05FER4uPo4aNXIT82JiJMekhL3pvU6jRvDxx7KSmDNHVhXffy8Z2YMHiwI0OrGxdbnppge44Yb782xXSpXr1YPFEsTevVvcRjB6E7tdKgp8+mnhx1SoFUTNmg318eP76N59MM8//42/xSkWGzYs4b///ZDWra+if/+HC636uWnTr+zZs4VOnXpQv74HR1MvsHatJOl17lywNeaxY5LnsGuXmEFeegmvJKl5kpYtC860MzNlxeAOrSVpbf9+OHx4L9Onj6VSpeo8/PDbXpe1OOzaJRVhly3L7WDYqZMoiWrVcl+xsVLmxBM15LZsWc65c6dp2bKL4Utc+5qMjDQOHNhG7dpNPWqK/PNPWL1azIzNmuXdl5wsCaVr1ji3uF9BVCgFUbduc92q1eW0aNGFvn0f8Lc4xeabb8YxZcrT3HbbaB588C23xzz22NVs2bIcgLi4esVqaepr0tJkZfCzoyx/jRrSv6B3b/ExrF4teQopKTLzfumlvKGsniInJ7vEDWmKonNn90UAL0RaGvzwww6GDGlOfHxDZszY4zGZPMGxY+LMXrhQwmPdER4OjRtD06byiouTPJPgYFGQYWGSi1GUZUdreOaZG1i7diGvvfYDl19+o8f+h5SUJF577S6qVavBk0+W33wWT5KVBVOnykrRSYsWYlbs1k2SKl95RUrxREXJ76NGXQQmprCwSJ5++nNALtLWrVCvXtE1aux2eQX68UoEBgZRrVoNKld276ResmQG27adV/WcOHGA8eOHAxhGSfz1lwz+x4/LAFK9utQL+vBD+Pxz6NAB/vhDjr38ckmI81R/3/zcdVdTgoJCePfdX8vcozgwsHTKASAiAq6/vh5PPfUJsbENyiSHN6hZU+o5DR0qM0ln74IzZ6TI4+HDUtNryxZ5FUadOjLwdOsmpiylxIy4fj0sXy7fe2bmHKKj17J3bz1at5bvXmvxjaxeLa9Dh+D66+GuuyT0sjB27tzIrFlvc+mlvWjXrhurVy8gNtY3nRaNzq5dYrI9cEBWfldfLd/D9u3y+uADmaDZ7VKX7PnnC64uXKlQK4hmzTrpl15az/z5Mis6d05s3L17w5AhecsinzkjCUU//CC1fx59VJZivvZx2e12UlLOYLVmuo22ARg8uD4nThwosN0IbVVzcmD6dJgxQ266pk0lSqZWLRl05syRyBmQG/bee+H22z1jtnBHWto5+vWrTmBgEAsWpJQ5Z6RKlbK39jx9WkqSl8dH7cwZqe+1c6cMPmfPyuTLahUz27lzeUNn4+Ml1HbjRtnvjoAAMdsdPy6z2PyEh8vzOnBgrhkvO1s6sv3zDxw7toTZs3vQvPmlvPPOr2zatJSAAAtduvTx+P/vK1atWsCKFfPo2vXmYv0fiYnSAiAnR65NdrZ8P199Jdvq1JFeIc2by/fwyy/ic9rt8O0PGSKl4gMDi86D8JuCUEolABMBCzBVa/1Gvv2PA8OAHCAR+JfWuuAo6UJEREedkbEerWWUr1VLZrFaiy38+utllrN0qdhf8xez69pVGse49lbYsUMGuQ0bZBZ8xx0FHXpWKyxaJMdFREhSUnGdfocO7eTuu5sViMxwpXv3ALeZuEopli7NdcQuWTKDqVPHcPLkQWJj63rdDHX8uCxPt20TxTpkiFRcDcpn3dm9W27Qzp1900fZas3i+PH91K1bxNSomNSuLSaWsnL4cO7DWZGw2cTW/fvvslpISsrd16SJPFNdu8pA9McfsGqVrEacvo/oaLkvunQRv8f06bl28eho+ezu3fIcWq25565W7Rj33BPIDTfEeG2y4Uu++GIs06a9yODBT/HAA28WelxiInzxBfz4Y+41zM+AAZJFn99HprWsIgIC8oY5G05BKKUswE6gB3AYWAcM0VpvcznmWmCN1jpdKfUQcI3WusgUTKU6aVjJJZec5r774mnRQpZaX38tA5TrBQ0IkMzS/v3FFvvRR1LkrVIleOwxuaHnzBHTSX6uuEIURf36EqY5e7bMtJwEBclMedCgvE7axETpBLZ9u1TfbNxYQjKHDm1OzZoNKSxEtzgriCVLZjB+/HCystLP7w8JCWf06CleURIrVkgOQ2qqRO4895xvBn9f06KF2N3LwsaNG1m3bh3x8ZcTFdXWM4IZEJtNnpejR6V/h+uKPSMjlZCQcAICAkhJkeNiY3NNUq5s3Ci1t3buzLu9Th0xh2zcmPu8NWwopeBr15ZZtNUqP0NDxYRSXpTHzp0b2bp1FW3aXEnjxgUfpORkGcfmzZP/LyBArkVwsIw3gYHyP/fpA5deWrK/bUQFcTnwkta6l+P9swBa69cLOb4D8L7W+sqizhsS0kAHBlp4991ZNG2at8PMkSPwzTcy2+3SRUpEu97Ax4/D+PGyUnAlIkLq/nTrJuWnXR16ISG5vzdqJOGCW7aI2QokLPKZZ2QZPns2/PZbbox81apiD9y6NXdgr1atJg899FaBAd3d4K+UIiqqGikpZ4iNrUtGRqrbZvCeNkNZrfLwfvedvL/iCnjqKXFUVkQuu0xMHmVh1KhRTJw4kXHj3qJXr9F5JhMXC717R5CZmc6CBefBlX1dAAAgAElEQVQID7+w88lulxXJ/v0yELZsKZM3kGduwQJ5nt2ZqJzUqSPd93r2lGe1vKC1rMT27ZPX3r2yQnPW1LrmGjEPeSKpFIypIAYCCVrrYY73dwGdtdYjCzn+feC41vr/3OwbDgwHiIur23HmzCKtUEWitQzukyfLRXNG4LgOEElJuTHkaWnQtq3Y1C+7LHcmtHq1KJvTp2UF4VQKAQGiaM6cke5nVavOID29eLN+V/NRWFgUVmsmOTlWLkR+M1RZ2LFDyjXs3CkzlgcekDafRspNeuWV21FK8cAD44iJqVWmc1kscNVVZf//5s6dy48//sjAgQPp2TOBvXvF5HSxYLfbuemmKmRmpvHzz9ke6728YcMKRo/+GriX8PDq1K3b8PyM+tAh6XcC8iz37y8O29DQvL2kIyKMc/8ePy5jyy+/5DXVObn0Uhg2TPx8nqRcKwil1J3ASKCb1rrIjjmeyqTOzpYbqKgbJz1dVgaF9QNOTpZM4WXL5Ca88UaxDcbFiWJ57DHYs6c+4N50NGXKfsLD3UdXFWZycocnVhD798Nnn8mMDiT65YUXjNd3wGbLoU8fUZ4//JBEZGQRoTDFoHJl8Tt5g7NnxeFamCO3ImK32z2mHABWrPie55+X4paPPDKJm29+5Pw+m01W7N9+W9BU5UqlSuIrcb7q1pVVydGjua/ISLHpR3upWd2OHSLnb79p7HYZdCIixITdsCE0aCArqKKijcqCERVEsUxMSqnrgfcQ5XDyQuc1YqmNfftEieQPlTx9GgYODADcXX8F2GnYUOoT5Q/TLcxpnZ+y+iCOHoVp08S0prXYOwcMEJuvEXsg22w2du7cwOHDO+nR484yn69WLe/kaTjJyREH7PHj3vsbFRmbLYcFCz6le/fBhSaYaS2r9blzZaKTk5Mb+ZOVVXwFXbWq5O209ZALKSVFzEaLF7uGEOcA3zByZANuvvkqn61sjKggAhEn9XXAEcRJfbvWeqvLMR2AOchKY1dxzhsSEqa7dLmBl1+ec+GDDcDAgfU5fdrdSqAesB+QsMG33spbtrqwFUSlStUJC4sscxRTaqpEk8ybJw+TxSJ+mLvu8t4syog0b174CrEkaK1JSkri8OHDtHUzwiQmymrCiDWcKjJay7V3hvDu2iW+yuhoed7i42W1PH++hGpbLPDwwzJJKs3gnZEhUVy//JJbbQByLQzBwZM5ceIP+vcfQYsWl3n2ny0CwykIAKVUH2ACEub6mdb6VaXUWGC91nq+UmoJ0AZw1vA9qLUuslSrUko3bNiWTz/d7FXZPcWSJTMYN2442dm5PoiAgHBuumkKt912By+9JDdv9eqiJBo0yP2cNyKWcnLEBzNtmpjPlJLQ4HvuKbqvQkWlUyfPrJTsdjvh4eFkZWWRmppKREREgWPS0yVXIj3dzQnKOfv3b2PixBE0btyeESPe9bc4JcZmkxpW334r73v0kHD4whIobTbxIRw9mptDsnOnFMVzDrcBAWK+7N5d/JJubgmfcPDgDoKC0rj99o7GUhDeoH79VnrMmK/KVevBJUtm8NFHYzhz5iAxMXUZPjx31p+WJklnmzdL5ukbb0ho7O7d8P33M/j99zFkZR2kUiX53A035CqHlSvn88MPkxk27B2yspoRHS1hhe5mPmfOwLp1EkZ38KBsa9dOZkuedoh5kzlzJgBw3XW3U7Vq2cqUBgRIDL6nlvmXXHIJVquVRYsWUbuQhhc2m6wkEhM98zeNwsaNS3niieto164bEyYs87c4pWbpUpmoOc1SERHip6pUSSYS586J6TgpyX2OgsUiq9Jrr5WXv3uha615+OHO7N//N5mZGRVfQRjRB1FWsrKkheYff+QmoGVnFzwuNFTC3/r0EWUybtxMtm+vjMVyHTab9GOOjobWrSU+PD5ebJ/r10u5Aye1akm7yiuvNE50R3G59dbanDp1hC+/3Ent2mVzHkRFSS9sf3DokIQ2VpRHMyUliV27NhEaGk7Lll38LU6Z2LdPitzt2VN4oppSYraJiclbx6pRI/HjFUVGRhrHju2lYcM2BfZNmvQorVpdTvfugz1W1vzAge1Mn/4fli79zlQQ5RWbTZzVixfL+3r1JKqhVSu5GX/6qehaOfXqySohJQVgBjAGOAjUBV4lJOQO2rUTpdC7d8FMaE/jjYxvrTXff/8h+/dv5bHH3i9ztEx8vH9XT0lJUkssf7a/iTGw22WFn5wsKwdnG9zoaFkZlKa2m91uJyEhnOzsLL7//hTTpr3IwIH/platRmzduoqRI68gNDScGTP2eLQiriF9EN6gevWa+uWX55abXhAlwVnYrEYN93bxQ4ek3MfixaJQOnaUuOlOneSGtdvh229n8Nlnw8nJyTV0BwWF8/jjU0hI8E3RP19nfJeWpk3973fJyJCM44rolzBxz/Dhl2C1ZtKwYVt+/fVbmje/lA8/XIPdbmfRomlYrRkMGJCbDWCz2YqsN5aVlUFQUEieCdNvv80lNDSczp17AxeRglBK6REjJjBw4GP+FsUwuM7WlQrAbi8YKuPLon9GLjzoSseOnq02++OPPzJq1CiuueYaJk+eXOzP5eTISsJd4lR5YevWVWzbtppWra6gZcvO/hbH0GitUUqRlnaOV14ZzLBhr7ktvQGwfv3PfPDBv3nhhZk0aNDa7THTpr3EnDkTGD78Tfr2fYAjR3Zz331tsVoz+eijdTRr1rFIBVFOKpUUj+rV4yvk6qG0LFkygzff/BcnThxAa+1WOYCUDx88uD7duwcweHB9liyZwZIlM4q1raScPHmw0O3z5r3P2bO5HtqDB/9hwoQRLFz4GbYLxIBu3LiUv/5aSWZm2afbSnk+qiQoKIidO3eys6isLTcEBkrsvb9XM2Vh7dpFfPjh46xd+6O/RTE8Tt9CREQl3nhjYaHKAeDrr19n//6trFjx/fltp08f49y53Fouhw7tJC0tmcqVJZmqZs2G3H77syQk3FugHJFbeSrSCqKi+iBKS0kyrl2xWIJQShrv5N2m8pT3cGcaupB/oTCZIiOrkJp6luHD32DIkKcB2LZtDSNGdKFevRZMnbq5yCZAw4d3ZNeujUyatJw2ba4q8f+cVxYxzXmS1NRUDh48SJ06dYgqxdJEaynhUlhjHyOzZs2PrF27iM6d+3DZZb38LU6FISMjjf/+90NuvfVxLBYLy5fP4403htK9+xCeeCJ3lZqYeJjIyCqEheXapp0rFSjaxFShGgaZ5KWw2fqFsNkKhkm525aVlc7rrw/ltdfuIja2Ll269GHRoi/O+xecjY3+/nslq1YtIDHxEFFR1QgMDC6gaG64YTh7927Gas1Nba1TpylDh75I+/bXnFcOmZnpnDlznPj4vPXUmze/FK3tNGhQMPqjpHijkVFkZCQty9B4Wykp03KwdF+pX+ncufd5e7eJ5wgLi2Dw4CfPv69btzlZWRmcPXsyj2/CXZ+Z4kZBVagVhFJKx8bW5f77XzOUw9NfFDZbDwiwoLWd2Ni6pVphFI6i8NIhudstliAiIiqdr0RbkiimL74Yy4wZrzJy5ET69n3QI1Lnp0kTCfc1GunpkoHrbVxnl8nJpzl6dI9PM3tNSs/BgztK3AflovFBgMyax48fXir7eEVj2LBXCQnJW6s6JCScZ5/9gqVL7cycuZ+4uHoe/IuFTTbybrfZsgkLizwvQ0mU+enTR8nOtlKvXuln4xfCW61QJ0+ezN13383WrVsvfLAbwsNzS157i927/+Thhztz5MgetNa8+eY9PPLIlfzyyzelPuexY/s4cmRPntWhiXfwRJMsVyqcggAxfUydOsbfYvid66+/g9GjpxAXVw+lFHFx9Qr4DNwpEYsliMDA4AtuKwulNX89/vjHfPnlTtq1u/r8tg8+eJyVK+eXWSaLRSpmemsQXrx4MV9++WWpFQR4pjZUUUydOoZ//lnH7NnvYLfbqFWrCeHhUbRqJcEfBw/+w3/+05/XXrur2Od88817ufPOxmzbttpbYpt4iQpnYnL53WN9ECo67hzLQJHbCguZLWhmcm928lRY64kTBxk8WFZB48b9xKWX9izVeSpVku5xhdXX8QQ//vgjR48e5brrrqN+/fol/vyxY8eoVKkaGzaEFJrFW1bS0s7x9devM3ToiwQHS8/Ks2cTqVIlBhCH56BBdQgLi2T+/DMEBgbx229zychIISHhHrfnHDt2MNu3r+GVV+YVGZVj4h8uqjwI5+9Gi6uvaBSW8JaQMJTVqxeeVyz5HdfO4zyVGGez2fj55y85enQPQ4e+iMVSeNxFbKzUWEpPl1dOjjh/69eXPgC+Ki1y6NAh1q9fT3x8PJ07Fz8voF+/fqxZs4Zx476lbt1uxf6cq0/BEyxd+i2tWl1OXFxdtm1bzYgRlxMaGsH06f+4dYiaGJuLLoopJCT8/IzXxDs4B/filMxo3fpKj5fWcGKxWAqduToJCRHTUf7iaFarZJjnb+7ubX7//XfuvPNOhgwZwtdffw3IIP77779z9dVXnx/MDx48iMVioVatWmRmZnLw4EHOnj1Lly4tOHpUznWhTNrsbCsvvHAzffrcR9euAwrst9ly+Pjjp4iMrMzdd79QLEXSvXtua/iWLbvQp899NGlyCdWrl+NkDRO3VLgVRFxcPY8OQCbGJyZGbPNJSVJNMyMjd1/NmlIkrTS1cbzFihUrGD9+PFdffTWPP/44ALNnz2bQoEHccccdfPXVV2zZsoWePXsSHx/P8uXLiYiIQGvNzp07adq0GWvWQEaGZvToHtSt25x//esVoqKqAlJeISREbGWLFk3jzTfvJTq6Fl9+uZPQ0Lz+pr17/+LBBztht9uZNGm5x4vpnT59jMzMdGrVauTR85p4jotmBdG0aUfMRLmKhTOiSAoN5iU0VEJSnR33qleX6plpaaIoIiP9X1LZHVdddRVXXZU3mS8zM5PKlSvTtWtXAOLj44mMjKRq1apkO8r3KqVo5ug7GRcHv/yyhT///JXdu//kvvtkxbxq1QLGjx/G889/Q/v219Cr11CSkk5yySXdCygHgIYN2/Dkk58SG1vXI8ohNfUs2dlWqlaNxWbL4aGHLkNrO/HxjZkwYZlHTV0m3qdCKQiTikNwsPTjdUbtZGZKn4TERFEWtWuL78CddSUiwn8NWErLXXfdRUJCAtUcGi06Opply5YRFxdHkJvyujVqQOPG7Zg6dTPHju0733Jz+/Y1nDlznIULP6N9+2tQSjFkyFN5PvvWW8Po1u3W81nNnmjPCvD333/wwgs306bNVbz00mwslkBuvvlRtm1bxX33vWoqh3KI3xSEUioBmIh0lJuqtX4j3/4QYDrQETgN3Ka13u9rOU18i1KSpFa/fl6zUGgo1KkjL5vNvWIo78TExOR5X1hjIZBoqypVoEGD1nkKtd199/PExzeiZ0/3Yah//bWCxYuns3btj3z++bZCezmXhtjYOmRlpXPZZQnY7XYsFgu33TbaVAzlGL8oCKWUBfgA6AEcBtYppeZrrbe5HHYfkKS1bqyUGgy8CdxW8Gwm5Z2wMDEHRUZKPf0Lzf4ronIoDQ0bwoED0uvD6UoMDAwiIWFooZ+Ji6tH9+5D6NChu0eVA4iCeP75mWzbtvq849xUDsYlKEgmY0UVgvSLk1opdTnwkta6l+P9swBa69ddjvnJccwqpVQgcByI0UUIbBbrKz9ER4uZKCrKHPDLitUKJ0/CiRPufTUmFy9hYTJ5sNnkZbfLBKx2bfFjOdtEKGUsJ3Ut4JDL+8NA/oDw88dorXOUUslAdeCUTyQ0KTXVq4tJKDlZHMauKj06WsxH7poemZSO4GB54GvXhtRUaR518mTFaVlqUjKUkpyfOnUKPmdalyzfp9w7qZVSw4HhAHFxdf0szcVNtWrQoEHeWkY5OaIoUlJEOZiKwbtERkpGeMOGcOQIHD1qti29WAgMlLDu2rUl98cdJbX4+UtBHAHquLyv7djm7pjDDhNTZcRZnQet9RRgCoiJySvSmhSKUlC1qqwK3NUwCgyUFYUzFNXEN4SEiJJw9iM/e1YUdWqqvyUzKSvBwZL7ExUl33NwsPz0Rq6PvxTEOqCJUqoBoggGA7fnO2Y+MBRYBQwElhblf3CHUuYy29NYLKIIKleWV6VKpg/ByFgsMpg4A6RyckRZHDhg+ivKExaLrMDj4mRC5ivfv18UhMOnMBL4CQlz/UxrvVUpNRZYr7WeD3wKfKmU2g2cQZRIsXCGStatC6dOwb59kF2w3w3BwTLDCgyEXbvMpXhhKCUhlTVryk0aUCFrAF8cBAbKdxgdLU7tvXvLZ5e6iorFIs9aWJj48Zyv8HD/PHcVqtRGs2ad9Hffradhw7xVOXNyZMZ0+LCsKCyW3Jh65+zXaoUdOyQD15XAwFyP/6lTco78D5RSYkKpU0fKPOzZ414hGZ2gILkeAQHy03mz1qjh+3pFJr7Bbhen9uHD8h1HReW+bDbZfupU6Vfi4eHil8rJgd275ZwmeQkPF/9d9eqyKveLIigkiqlCKYgOHTrpTZsKD3NNT5dM3Jo1ZfXgjuPH5UYOCJABPz4+rwlFa4kQOXxYzlejhigQV4WUnS3nOHEi77mDgiS6oHJlcR6ePVv4/+JcQrr7egICcvMGQkJEKblWKAUJZatUSV5RUSKT85j0dFGIERG5g0FkpLHqFZkYh4wMud+PHxeFEhkpZo4qVeTeSU6W5+r06dz7LyRE/FI1auTey5mZsH27HO9KYKCs+GNixLF+/HjhCikiQvalp7vfXxwCAuRvWiwiU0mGQKcSDQiQZ8hqlWfLdUKolLwCAmSccb5CQmQMcL53/d3fXBQKQimVAuzwtxxuiMZ44blGlAlMuUqKEeUyokxgylUU9bTWMfk3VrQ54w53WtDfKKXWG00uI8oEplwlxYhyGVEmMOUqDaa70cTExMTELaaCMDExMTFxS0VTEFP8LUAhGFEuI8oEplwlxYhyGVEmMOUqMRXKSW1iYmJi4jkq2grCxA3KrLlsYmIIytuzWK4UhFKqtlLKs0XsPYBSKs7fMuRHKdVGKfU0QElLlHgTpVRNIz4kSqmq/pbBHUqpev6WwR2O77Fgqzs/opQyZMUvpVRLpdR9YKxnsTiUCwWhlApXSr2NlOb4Qil1l2O7XwcapVSkUmoC8KNSarJS6mZ/yuOQSSmlxgNfA4FGeYiVUiFKqY+A34ApRrhWcP7e+gBYpJR6RCnVwbHd78+GUuoqYJ+j+6IhUEpFKKXeQZ7FD5RSNzq2++1ZdDyH7wILlFL/p5S61l+yuKKUsiilJgGzgEillAFS4kqG3x+CYvI80iyoFdKG9H7wrzZWStUCvgQU0AcZ+Mb5Sx4XYoCaQEet9ataa6MU/egL1NRaNwX+B4xVSjX1s0wAjyN9RoYCocBkAK213Z9COaiE1CF7yN+TIRfGAZHAdcBmpJCm355FpVQTYB5gA/4FJALP+UMWNzQCamitW2utJ2qtrf4WqKQYVkEopSIdP8OAcOB7x644ZLZX07HfX/9DJtJL+zGt9XFklvCnUqqtP4RxuQ6VgCZaa6tSqpdSarRSqpefZAp3eauRhxet9X+BRcCD/jDtKKVCHT8DgWDga631P1rrt4BEx2zU5/eWi1zO4i4auBP5Tkc59vlcUbjIVQ3J+n1Xa50IVAVWK6UiHPv98SymAVO01qMdLYsXAseUUoU39PYyjvsK5HtzjmO9lVL3OrpplhsMpyCUUo2VUrMQU9KNyEB8ALhJKbUKeBKoBqxVSrXRWtt98dAopZoppT52KCy01qeBZS6H1AEa4sNSH64yucx4A4DfHZVxn0Ku3wSl1FCn0vWBXE2UUtMRU1JfxzWzAmeVUs4OuG8BHYCWjs/44jtsqpSaAbynlOqktc5BHmDXh/ZB4C6lVG1frSLyy4UoLYBOQAPgYWCYUuoyx3ufkE+uS7XWZ5CeLE8rpdYA9yDf4UqlVB1fPIuOe/78Sl1rfRT40eWQcKC51vqwN+UoSi7HfQWiIP5WSj2JrGqqA3OUUj18KVuZ0Fob5oUMbv8DXgD6AR8Dbzj21QbmAJGO9y8DP/lIrquAtYAdGOPYpvId0wz4zofXqoBMju1VgUnAr0A7x7ZbHdcuygdy3QVsAx5ClvyfArcgSv1/QAIQ4jj2JWCOj65XmOOaPAU8AnwO3IesSJOAaJdjJwAv+0muqcBTjn2DgCsdv//j+K77+kmuacADjn2tgW/yXa/5PpDpBmCr4zo849gWmO+Ya4EvfXGNipLLsT0O+C/wA1DfsW0E8D9fyleWl9FWEDWBs8CrWswQrwDdHCuJHORBdtZx/BjIcS5vvcxpZLBrCtyrlKqnHd+2Cx2APQBKqft9YGrKL1N9AK11EjIQZyIzULTWs5HZS5S7E3mYE8DTWuuPtNafIUXIamiZfS4GbgbaOY6dCST5yJHeCEjTWo/TWr+HDMQDkIHwI/ImK+1E+qT7YmWTX67PgSuVUu0QpfqpUupPxN5/ANjgZXkKk+sToI9S6kogBHD1bU0HjvvACXsCuAO5559WSkVq6S0T4PI9tUQGa5RSt/vIz5VfrigArfUJZGJWCWjsOHYyEOYP02pp8KuCyP/waa2PIINaD5f3HwNOO39n4FFHBMxMYJ3WOs0Hcm0HdmutdwM/A2Mdx7lev+uA6kqpuUh3vEwfy/Syy+6fkYf2BqXUs0qp5cDfiMPTozjlcv7UWi8GFrvYYTMBp1npA+AQ8IxS6gnkO9yrveRId71mWuu/gfpKqasdm7YAvyAz5DFANaXUi0qpQcAwIMPxOY87X4sh16/ITHMFohAe1lrfBnwLPOppeUog11JkhbgJ6KeUGqKUug54DymU6XEnbD6Z1gP/OO75RcjYALKad35PVwExSql5yKDti3srv1wfuRz6NfI8DlRKPYKYpdcB57whl8fxx7IFGTCmAK0c7xVgcfx+D7DC5dgqwGxEO3cB/oNc5Nt8IZfLPmfWeRSwG7gu32d/RGYuAw0kUxvgCWCwL69VvuNmADe7vA8FrgYmAnd6Qa5YZJLhep0CHD8fAb5y2d4eMYFFO+6vu5FVzh0GkOtj57XNf7yf5foMsfP3RUxLqz39LLqTyWWf856vhFgbLnXZF4Iosg3AIF9cq2LKFYr4ucYDQzwtlzdfvv+DMsD/gWj2AvZ8ZFWzFBjlsm060NqfcjneO5XYKBx2RGAIouCuMZhM4X6+VgGOgWQeYotVQC8c/gcvyTUGUZQ/AR+4ubcaA3OBoY731R3H1vDyvVUauRYhYcGu37FbJexjuRY7r5dTLl/KlO96PA/86vg9wfGzvz++wyLk6u3Ne97bL9/9IYnPn4osuWIcg8W7QLCbYzsC+4D+SJjfBqClAeRyfXiSgGRkBhpqMJk+QQZnTw8oxZbLcXxNRNn/C3Go/x8ym/KoXI6/1csxeAUgfU4OA3FurlFPxFd0CeIE/hWo68X73pTLAzIVcc/nACnIijTIgHK946173hcvXzYMOge8oCUsDaVUc6Cqlnj9AO0IKXT8vkEpNQq5Ka9FfBDb/CkXiD1aSamP/yC29Ie01isvEplKJJeDTsA1iKP6Ca31ci/JBfLwpiIPcEvEztsCOKGdT69SSmu9WEmm+T3AlcCjWuuDplyGkKtQmVwPctzz0cDrwF/ASC/e80aWy/t4S/Mgy9EpQLd8253LsHrIgBadb79XNW1p5XI5LgBoW9Fl8pBcEThCI70tFxIZNR7xBSUiIbR/IpnSsc7rlP9/MOXyj1yllcnl2EAcIcAXg1z+ennnpDJwzENCMT8GquXbr5AEpWnADT77Zw0olxFl8oRceMGhWohc1fPtnwD0cvzeFViAIwbdx9fLlKscyWRkufz58laYayrwKpL1WQ+4zjUkVDuuMBKhlA0+S9M3olxGlKnMcmnvZSHnl6u78+8qKVFxEvG/oMWkFY7kE3gbU67yLZOR5fIbZR5o3CUSaSlDsVVrfQ74BomqqeXyGYvWOhU4gmSzenxAMaJcRpSpIsmltbYhoY79lVKPK6VmI077A6Zc/pHLiDIZWS6jUSYFoZQKcplJ5k8ecSYaTUdS0Ae6zDCdA8ksJFnKoxhRLiPKVMHkcmZjv++QqQMSatjf8eCbcvlYLiPKZGS5DElpbVPASKTE9VjgJpftBRxbQDdgPhJX/S+8aLczolxGlKmCynUfuTVvvJFUZspVjmUyslxGfZV4BaGUqqakUmcv4FkkhHGoUqoB5JoZlFJttSzL0Fr/hjg0NyJlKHLcnbssGFEuI8pUweUagtTnUtqzpkFTrnIsk5HlMjyl0MAWYDi5qeUNkUgWZ8mFGkjm83KkHEMIEkN9AC9lORpVLiPKZMplymXe88aRy+iv4lzYQGA0UMdlW6TL7wFIPZYmjvc9kOJirufweOalEeUyokymXKZc3pTLiDIZWa7y9rrQRW6DLK9O4FL/Pd8xLYCFhX1JXhHagHIZUSZTLlMub8plRJmMLFd5fF3IB3EKaT7THCn92xNwNuN2ev5r4mglqZTqrBwNwx22Oo/bqQ0slxFlMuUy5TLveePIVe4oUkForY8B32ppQjMNRzNwLU4c54VuBwQrpd5CCrc5P6u9IbBR5TKiTKZcplzelMuIMhlZrvLIBaOYtCMuGHHgZCqlHnVsd/afvRroDpzRWl+htf7Va9IaXC4jymTKZcp1sclkZLnKHSWxRyEhYmscv7d1/OyLiyPIHy8jymVEmUy5TLkuNpmMLFd5eJXmYi8CsoCFFFLF0083geHkMqJMplymXBebTEaWy+ivklzgAKThywHgfn8LbmS5jCiTKZcp18Umk5HlKi8vZ9JIsVBK9QaWaq2ziv0hH2BEuYwoE5hylRRTruJjRJnAuHKVB0qkIExMTExMLh580VfAxMTExKQcYioIExMTExO3mArCxMTExMQtpoIwMTExMXGLqZCIl10AAAHKSURBVCBMTExMTNxiKggTk1KilLIppf5USm1VSm1WSj2hcluyFvaZ+kqp230lo4lJWTAVhIlJ6cnQWrfXWrdC+gn0Bl68wGfqIx35TEwMj5kHYWJSSpRSqVrrSJf3DYF1QDRQD/gSiHDsHqm1/kMptRrpRbAP+AIpS/0GcA3SxewDrfVkn/0TJiZFYCoIE5NSkl9BOLadBZoBKYBda52plGqCNK7ppJS6Bhittb7RcfxwIFZr/X9KqRBgJXCr1nqfT/8ZExM3BPpbABOTCkoQ8L5Sqj1gA5oWclxPoK1SaqDjfWWgCbLCMDHxK6aCMDHxEA4Tkw04ifgiTiCNaQKAzMI+Bjyitf7JJ0KamJQA00ltYuIBlFIxwMfA+1rstpWBY1prO3AXYHEcmgJEuXz0J+AhpVSQ4zxNlVIRmJgYAHMFYWJSesKUUn8i5qQcxCn9jmPfh8BcpdTdSC+CNMf2LYBNKbUZaYc5EYls2ujodJYI9PfVP2BiUhSmk9rExMTExC2micnExMTExC2mgjAxMTExcYupIExMTExM3GIqCBMTExMTt5gKwsTExMTELaaCMDExMTFxi6kgTExMTEzcYioIExMTExO3/D9KsXrxx9ArBQAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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test: -1.675, grad_norm: 20, std: 0.059\n", - "2, i=600, loss: -1.377, test: -1.579, grad_norm: 13, std: 0.073\n", - "2, i=700, loss: -1.374, test: -1.637, grad_norm: 7.6, std: 0.078\n", - "2, i=800, loss: -1.562, test: -1.599, grad_norm: 15, std: 0.065\n", - "2, i=900, loss: -1.366, test: -1.634, grad_norm: 15, std: 0.079\n", - "2, i=1000, loss: -1.344, test: -1.643, grad_norm: 18, std: 0.097\n", - "2, i=1100, loss: -1.347, test: -1.632, grad_norm: 11, std: 0.087\n", - "\n" - ] - }, - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "epoch: 2, loss: -1.347, loss_test:-1.632, kl=0.00018, grad_norm: 11\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "17ac37c3f023436f95edb3da200bf36c", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, max=1101.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "3, i=0, loss: -1.369, test: -1.637, grad_norm: 17, std: 0.075\n", - "3, i=100, loss: -1.314, test: -1.647, grad_norm: 15, std: 0.088\n", - "3, i=200, loss: -1.249, test: -1.651, grad_norm: 20, std: 0.098\n", - "3, i=300, loss: -1.441, test: -1.652, grad_norm: 8.8, std: 0.071\n", - "3, i=400, loss: -1.276, test: -1.651, grad_norm: 18, std: 0.079\n" - ] - }, - { - "ename": "KeyboardInterrupt", - "evalue": "", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0mpbar\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtqdm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloader_train\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0munit\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'batch'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpbar\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 8\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0;32massert\u001b[0m \u001b[0mall\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misfinite\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0md\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mall\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0md\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - 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"\u001b[0;32m~/.pyenv/versions/3.7.2/envs/jup3.7.2/lib/python3.7/site-packages/tqdm/std.py\u001b[0m in \u001b[0;36m__iter__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1102\u001b[0m fp_write=getattr(self.fp, 'write', sys.stderr.write))\n\u001b[1;32m 1103\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1104\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mobj\u001b[0m \u001b[0;32min\u001b[0m \u001b[0miterable\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1105\u001b[0m \u001b[0;32myield\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1106\u001b[0m \u001b[0;31m# Update and possibly print the progressbar.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.pyenv/versions/3.7.2/envs/jup3.7.2/lib/python3.7/site-packages/torch/utils/data/dataloader.py\u001b[0m in \u001b[0;36m__next__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 802\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 803\u001b[0m \u001b[0;32massert\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_shutdown\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_tasks_outstanding\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 804\u001b[0;31m \u001b[0midx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 805\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_tasks_outstanding\u001b[0m \u001b[0;34m-=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 806\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - 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"\u001b[0;32m~/.pyenv/versions/3.7.2/lib/python3.7/multiprocessing/resource_sharer.py\u001b[0m in \u001b[0;36mdetach\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 56\u001b[0m \u001b[0;34m'''Get the fd. This should only be called once.'''\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 57\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0m_resource_sharer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_connection\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_id\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mconn\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 58\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mreduction\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrecv_handle\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 59\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 60\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m~/.pyenv/versions/3.7.2/lib/python3.7/multiprocessing/reduction.py\u001b[0m in 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\u001b[0mEOFError\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mKeyboardInterrupt\u001b[0m: " - ] - } - ], - "source": [ - "epochs = 10\n", - "grad_clip = 40\n", - "history = []\n", - "for epoch in tqdm(range(epochs), unit='epoch'):\n", - "\n", - " pbar = tqdm(loader_train, unit='batch')\n", - " for i, data in enumerate(pbar):\n", - " model.train()\n", - " assert all(torch.isfinite(d).all() for d in data)\n", - " data = [d.to(device) for d in data]\n", - " context_x, context_y, target_x, target_y = data\n", - "\n", - " optim.zero_grad()\n", - " y_pred, kl, loss, loss_mse, y_std = model(context_x, context_y, target_x, target_y)\n", - "\n", - " # These attentive NP models work great when you need uncertainty, but still seem a bit unstable. \n", - " # Sometimes they produce nans, especically if the data is not fully normalized. \n", - " assert torch.isfinite(y_pred.sum())\n", - " if not torch.isfinite(loss):\n", - " logger.error(\"loss is not finite\")\n", - " continue\n", - " loss.backward()\n", - " grad_norm = torch.nn.utils.clip_grad_norm_(model.parameters(), grad_clip)\n", - " if not np.isfinite(grad_norm):\n", - " logger.error(\"grad_norm is not finite\")\n", - " continue\n", - " optim.step()\n", - "\n", - " if i%100==0:\n", - " model.eval()\n", - " test_loss = plot_from_loader(loader_test, model, i=vis_i, plot=False)\n", - " pbar.set_description(f\"{epoch}, loss: {loss.item():4.4g}, test: {test_loss.item():4.4g}\")\n", - " print(f\"{epoch}, i={i}, loss: {loss.item():4.4g}, test: {test_loss.item():4.4g}, grad_norm: {grad_norm: 2.2g}, std: {y_std.mean().item(): 2.2g}\")\n", - " \n", - " history.append(dict(\n", - " n=epoch*len(loader_train) + i,\n", - " epoch=epoch,\n", - " i=i,\n", - " loss=loss.item(),\n", - " kl=kl.mean().item(),\n", - " test_loss=test_loss.item(),\n", - " y_std=y_std.mean().item(),\n", - " grad_norm=grad_norm,\n", - " ))\n", - " scheduler.step(loss.item())\n", - " \n", - " test_loss = plot_from_loader(loader_train, model, i=vis_i, title=f'epoch={epoch}, train,')\n", - " plt.show()\n", - " model.eval()\n", - " test_loss = plot_from_loader(loader_test, model, i=vis_i, title=f'epoch={epoch}, test,')\n", - " plt.show()\n", - " print(f\"epoch: {epoch}, loss: {loss.item():4.4g}, loss_test:{test_loss.item():4.4g}, kl={kl.mean().item():2.2g}, grad_norm: {grad_norm: 2.2g}\")" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-02T00:49:29.294085Z", - "start_time": "2020-02-02T00:49:25.160680Z" - }, - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": 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Nw24w1Ciqg4IYQ5nlJaVUgvX3mIh8AvQF7CoIg8GfZGVlsXXrVsLCwoxyMNQ6/KogRCQcuBC4yaasARCglMq03g8BpvhJRIPBKSEhIWzZsoXTp09z9OhRpk2bRlBQEFOnTvW3aAaDx/jMBiEiC4BBQDRwFHgGqAuglHrLajMWuFQpNcbmuHbAJ9bHOsB8pZRLd1ufPn3Uhg0bvPQNDAb3OHLkCK1ataJZs2YkJSX5WxyDwSX8YoNQSl3vQps5aHdY27J9gImZbKhxNG3alBdffJGWLVv6WxSDwStUBxuEwVBj2bFjB/PmzaN79+5cd911PP744/4WyWDwGibUhsHgAdu2bWPq1KksXLjQ36IYDF7HzCAMBg/o3LkzU6ZMoWPHjgDs3LmT7du3Ex8fT7t27fwsncHgGUZBGAweEBcXR1xcXMnnV155hdmzZ/Pmm29y9913+1Eyg8FzjIIwGLxI3759OXr0KDExMf4WxWDwGJ+G2qhqjJuroarZs2cPJ06coF27dkRFRflbHIPBbZy5uRojtcHgAdOmTaNv37589NFH/hbFYPA6RkEYDB7QsmVLevfuTYsWLUrKCgsLSU1N9aNUBoN3MEtMBoMXOXbsGDExMURGRnLs2DF/i2MwVIhZYjIYqoioqKiSoH0FBQV+lsZg8AzjxWQweJHAwEBOnTpFvXr1/C2KweAxZgZhMHhAt27daN68OYcOHSopM8rBUFswMwiDwQOSkpJITU0lJCTE36IYDF7HzCAMBg/Yv38/CQkJREZGlpS98847DBw4kPfff9+PkhkMnuMzBSEi74nIMRH5w0H9IBFJF5HN1muSTd2lIrJLRPaIyBO+ktFg8JSwsDBiYmIICDhzKyUnJ7NmzRp27NhRqm1aWlrZww2Gao0vZxBzgEsraLNaKRVvvaYAiEggMBO4DOgCXC8iXXwop9/JyfG3BAZvcsMNN7By5UomTJhQUrZ161aaN2/Ovffe60fJDAb38JmCUEqtAiozZOoL7FFK7VNK5QEfAld4VbhqxrFjkJvrbykM7pKYmMgNN9zA008/Xaq8Xbt2XHjhhTRv3rykbPXq1eTn55eaaRgM1R1//1r7icgWEflSRIpDYrYADtu0OWKV1VqysyElxd9SGNzl6NGjLFiwgM8++6zCtvfeey9PPfUUCxcuZMaMGVUgncHgOf70YvoNaKOUyhKRYcBSoIO7nYjIeGA8QOvWrb0rYRWRna1nEC1qtRqsfbRu3Zr333+f0NDQUuX5+fnMnDmT1NRUnnvuuZLyRo0akZKSwsGDB6taVIOhUvg01IaIxAKfK6W6utD2ANAHrSQmK6WGWuVPAiilXqioj5oaauOnn6CwEAYMgDrG8bjGU1RURP369cnPz+fkyZMkJCTQpUsXkpKSSE5OJiYmhqZNm/pbTIMBqKahNkSkmVgxCUSkryVLKrAe6CAibUWkHjAGWOYvOX1NXh4UFIBSYOK71Q4CAgJ44okneOGFF1iwYAFxcXFMmDCB5s2b07NnT6McDDUGn41XRWQBMAiIFpEjwDNAXQCl1FvANcA9IlIAnAbGKD2dKRCRvwNfA4HAe0qpbb6S099kZ595n5IC5tlRc9i+fTtbt24lLi6Orl1LT5KnTJkCwPTp0wkODqZnz57+ENFg8AgTzdXPJCbCn3/q94GBepnJOLrUDP71r3/xxBNP8MgjjzBt2jSH7dLS0mjQoAGpqanMmjWLiIgIJk6cWIWSGgyOqZZLTAaN7QyisBBOnPCfLAb36NixI9dee63d2UFaWhq//PILe/fuJTIykqCgIFJTU5kyZQrvvPOOH6Q1GNzHKAg/Y6sgwNghahJXXXUVixYt4oYbbihX9+yzz3L++efz1ltvlZTFxMTwzDPP8MADD1SlmAZDpTEKws+UVRBmP0TtYOjQoQBkZWWVlEVFRTF58mTuvPNOf4llMLiFcar0I0VF5cNs5OVBRgY0bOgfmQyuk5GRQb169QgKCipJElTMZZddxq+//kp8fLyfpDMYPKfCGYSIBIhITxEZLiIXiUiTqhDsbKDs7KEYM4uoGYwaNYrg4GC+/fbbcnUiwnnnnUfdunVLlW/ZsoUffviBvLy8qhLTYKg0DmcQItIeeBy4GNgNHAfqAx1FJBuYBcxVShVVhaC1EWcKol27qpXF4D4BAQHUrVuXsLAwl4+57LLLSEpK4siRI7QwW+cN1RxnS0z/BN4E7lJlfGGtWcQNwM3AXN+JV7txpCCys/XL5KCp3qxYsQIAd1zF//KXv5CWlkZRkRlXGao/DhWEUup6J3XHgFd9ItFZhCMFAXpvRFAQ5OfrndYFBdChA0REVJ18Btcoa39wxieffOJDSQwG7+KSkVpE+gOxtu2VUv/zkUxnDc4UxMmT5ctSUoyCMBgMVUeFCkJE3gfaA5uBQqtYAUZBeIBSzhWEPVJT9SzC4H8KCwsZOHAg4eHhfPnll27NIgyGmoIr+yD6AAOUUvcqpSZYr/t9LVhtJzdXu7m6Q04O2LjVG/xIVlYW69atY+3atW4ph4ceeojw8HD++9//+lA6g8E7uLLE9AfQDEjysSxnFe7OHopJTYUy6QcMfiAkJIQ1a9aQ42a+2MLCQjIyMkhPT/eRZAaD93AYrE9EPkMvJYUB8cCvQEliTKXU5VUhoDvUpGB9R47Anj3uH9ewIfTq5X15DFVDeno6SinCwsIIDAz0tzgGg9Ngfc5mENN9JI+Bys8gMjL0but69bwrj6FqCA8P97cIBoPLOHNz/bEqBTnbqKyCAL3M1Ly592QxuM/u3btZsmQJXbp04fLLq91k2mDwCq6E2hglIrtFJF1EMkQkU0QyXDjuPRE5JiJ/OKi/UUR+F5GtIrJWRHrY1B2wyjeLSM1YM3KTU6cqf6yJ+Op/tmzZwpNPPsncue7tE924cSO33HKL0/wRBkN1wRUvppeAy5VS4UqphkqpMKWUK6Hk5gCXOqnfD1yolOoGPAe8XaZ+sFIq3tHaWE0mP1+/KsuJE+57QBm8S4cOHXjsscfcnj0cO3aM999/n++//95HkhkM3sMVL6ajSqkd7naslFolIrFO6tfafFwHtHT3HDUVT5aX4Exioago78hjcJ8ePXrQo0ePihvaOW7u3LnExsZ6XyiDwcs4C9Y3ynq7QUQWAksp7cX0sRfluB340uazAlaIiAJmKaXKzi5s5RwPjAdo3bq1F0XyHZ4qCNDLTEZB1DxiYmK45ZZb/C2GweASzmYQI23eZwNDbD4rwCsKQkQGoxXEQJvigUqpBCso4DcislMptcre8ZbyeBu0m6s3ZPI13lIQBv9x6NAhsrKyaNmyJQ1N8g5DLcWZDeIb4BGl1Dg7r9u8cXIR6Q68A1yhlCp55CmlEqy/x4BPgL7eOF91wRsKIjcXMjM97+dsRilFYWFhxQ3tMHXqVOLi4pg/f75bxxUUFLB48WL+9z/7kWoKCwuZNGkSq1evrpRcBtfxxn1Y23GmIFoBH4nIahGZLCJ/ES8GnBGR1uhZyM1KqT9tyhuISFjxe/TMxa4nVE3FWz9MM4vwjAsvvJBevXpVKvR248aNOffcc2nWrJlbx4kI1157LWPHjrUbJvzPP/9k9uzZPP74427LZHCd1FQ4etTfUlR/HO6kLmmgH9YXoz2S+gI7gK+Ar5VSDi+xiCwABgHRwFHgGaAugFLqLRF5B7gaOGgdUqCU6iMi7dCzBtBLYPOVUlNd+TI1YSd1Tg788osO1ucpDRro4H2BgVCnzpm/ASbTeIXk5OQQHBwMQGpqKpGRkVV27uuvv5769esza9Ys6pXZ8ZiQkEDLli1p3Lgxx44dqzKZziaUgg0bdMiazp39LY3/cbaTukIFYaezLsBlwBCl1FAvyOc1aoKC+P13SEvzXf+NGoFJg+waGRkZhISEUKdO9UnNXlRUxJw5c2jbti2DBw/2tzi1kqQk2LULwsOhZ09/S+N/Khtqw7aDFkAbm/brlVIve0m+s4bkZN8qB4D0dJ1cqBo986ot1dG4vHHjRiIiImhncs76hMJC2L9fv3czzuJZiSs7qf8FrAH+D3jUej3iY7lqHXl5sHev78+jlO+VUG0g20NDUN++fenQoQNHjhxx+9j8/HxSU1PJzc0tV/fuu+8yatQoli9f7pF8BvscPqzvRahcyP2zDVdWq68EOimlhimlRlovE3zGTfbs8Wz3tDsY43XF/PWvf0VEOOecc9i0aZPbx+/bt489e/YQFBTk9rHDhg0jOjqaH38sH+6se/fuxMbG8t1337FmzRq3+zY4Ji9PKwhbzCzCOa4oiH1YxmWD68ybN4/Y2FgCAgJo1SqW+fPnVdm509K8YwSvrSilOGw9Kfbu3cuhQ4fc7uOPP/5g165dlTJuR0REEBERQb6dEcO9997L+PHjWbJkCUuXLnW7b4Nj9u/XS0y2GAXhHGc7qf+D3hCXDWwWke8ovZPaZJVzwLx58xg/fnzJMsaRIweZPn08ABdffKPPz5+fr8OCm8jS9hERkpKSWLBgASEhIfTt6/42m2bNmrnt4lrMokWLnNb369eP8ePH079//0r1f7aTkgIHDkBIiPb0CwnRHn7JyeXbnj5d5eLVKJwlDLrV2YFKKffCWFYB1cWLKTY2loMHD5Yrb9q0DR9+eKBKZGjVCtq3r5JTGbzI8ePHiYyMNMmEKklREfz6q+szA3OfVN6LKR1Ya+1mNrjA4cN6842jJYtjx9xfyqgsqanmh+8rkpOTmTRpEu3ateOJJ57wWr+5ubk0adKEoKAgTp8+7Vau67MRpVSp/Syg70F3lo3MEpNznNkgbgI2Wbkg5orIeBHpWlWC1TQyMmDfPsjKgiZN7AcNdFTuC7KzzfTZEXfffTcjRoxgwYIF/Pe//+WXX35x6/ikpCRmz57NwoULK3X+JUuWMHDgQF5+ubSn+MmTJ4mMjCQqKorU1FQ2bNhg19PJoHnjjTfo06cPe6zcvbm54K45ySgI5zhUEEqpa5RSLYBLgK+B7sBcETkuIsYHz4aiIti584xh+I47phIUFFKqTVBQCOefP4wxY2K56KIAxoyJ5dtvfWu4Nt5M9lmxYgVffPEFK1as4LbbbuOjjz5y6/gWLVrw1ltv8dhjj1Xq/KmpqaxZs4adO3eWKm/atCmpqakcOnSIAQMGcN5557F79+5KnaO2U1BQwOzZs9m+fTvFy8p795Y3QleEGUQ5p8LtVEqpAyJSHwi2XsXvDRYHDpSOr1RsiP7Pfx4gIyOVJk1a06/fcL76ai65ubrh0aO+N1ynpkLLsybLhut8+eWX/P777zRo0AClFL1793br+CZNmnDXXXdV+vwjRoxg1apVtGrVym59YGAg3bt3Jzg4mNPmCWaXOnXqsHr1aj799FMuuugi3n33Q9q2vY4AN+PMFBSYjaXOcGakfgroBzQGdqGT+qwDfldKVS4Epo/xh5E6IwM2bbLvVnrppSHk5p5m+fIsxo2L4+jRqjVcBwTAgAHag8NgqA0opcrZZtq2bcuBAwd4660NdOrknrIH6NNHx2U6W3FmpHambm8BYtCB+eahg+Ztqq7KwR+UXVoqXVfEkCG3cNFF11O/fohDA7UvDddFRWZXtS/Ys2cPX3zxhdeXf+bMmcPAgQN57733vNpvbUEpxS233MKUKVNKReC96KLL6dNnCIWFBZXq10zSHONwYqWUOldEIoH+6KisT4hIKLAF7d3036oRsfpSdmnJloCAAB566K2Sz02atLY7g/C14To1FRo3PvO5qAiOHIGmTaESm4BrPO+88w4JCQlcf/31tG/fnpMnT1JQUEDTpk1d7uPjjz/m8ccf59FHH+Wll15yW4a0tDTeffddgoKCuP/+M9uJduzYwZo1axg+fHhJmb0R89nKokWL+OCDD2jQoAE333wzbdu25dgxGDv2NbdtD7YYQ7VjnC7YKaXSlFKfA5OAJ4GPgMHoJD9nLUVFkJBQftu+MxwZru+4w6VI5pUmNVXPcJTSUSx/+UV7W52tBuy5c+cyefJkDhw4wIYNG4iOjmbkyJEVH2hDmzZtuOyyy4iLi6uUDJmZmTz22GNMnz69VPn999/PypUrGTNmDDt27KB9+/Zms5wNf/vb3/jtt99Yu3YtrVq1ZccO2Nxdkk8AACAASURBVL7dfcN0WYyCcIyzndSXo2cPA4A4YBs6aN/DwFpXOheR94ARwDGlVDkXWSsB0WvAMPSO7bFKqd+sulvRAQIB/lkdNuYVFkJiYumAX47IzT1NRkYaYWER1K8fUmKInjXrcVJSEmnSpCV33vmCz3dW5+fDwYNw7Fjp2U5KCsTE+PTU1ZIHHniAfv360bNnT1JSUoiIiCDUzQXo0aNHM3r06ErLEBUVxcMPP1xu1tKiRQtatGgB6L0W+/btIz09vdLnqW1ER0cTHR1NerrO51D2wZ6QsBcRISbGvUi4RkE4xpmR+mO0QlgLbFRKVfBItNvHX4Es4H8OFMQwYAJaQfwFeE0p9RdraWsD0Acd7mMj0FspdcLZ+XxppD50SCsGVwPubdz4LY88cgk9ew7mlVe+LymfOHEQW7b8yL///QPx8YN8IqsrBARA//7Ge6O6opRi165dtGnTptRGsLOdxETYvbu83W/x4teYOXMil19+Nw8++KZbfYaEQCWirdQaKmWkVkqNsnI+NCqrHETkbldOrJRaBTgzk16BVh5KKbUOaCQizYGhwDfWEtcJdH7sS105py84dkwvy7gTjbWwsJDIyGZERJQeJTZv3o42bbog4t+0b8aAXXny8vLspgv1lBdeeIFXXnmFU6dOISKce+65RjnY8Prrs3jyyUkkJu4vVxcX14/Q0EbUreu+Yc3MIBzjSsrRtcD/KaW+tz4/BgxWSl3m0glEYoHPHcwgPgdeVEr9ZH3+DngcbRSvr5T6p1X+NHBaKTW9bB+2+GIGUVCgY7tUtKRUE2nSBLp08bcUVcfPP//MiRMn6Nu3L9HR0ZXu5+KLL2blypWsWLGCiy66qFJ97Nu3j9TUVLp160b9+vVRShESEkJOTg5ZWVk0aNCg0vLVVuLj+7Nly8/MmLGabt0GlqorKipCqSICAys3Je7fH8pkfz1rqKybazGXA8+LyAUiMhW9FHSFNwX0BCsEyAYR2XD8+HGv979/f+1UDnD2hQWfMWMGw4cPZ9myZSVlF110EfHx8eS4MYzMycmhsLDQo4f4sGHD6Nu3L/ut9GZFRUU8/fTTPPTQQyX9fvrpp9xwww0sXry40uepLZw8CZdddje33voMzZuXtzEEBARUWjmAcXV1hCs7qVMsg/W3aFvANcp78+sEwHY7aUurLAE9i7AtX+lAvreBt0HPILwkFwCZmXrNs7ZSUAAnTkAlUhrUSHr27MnRo0fp1atXSdmWLVtIS0sjKyuL+vXru9TPTz/9RF5enkcRV7t27VrKOB4YGMhTTz1Vqs3OnTtZsGABzZs355prrqn0uWo6Smm7w9Cht7jQVpGcfIDmzdu6dY6cHBMe3x7OjNSZaANxMfWAAqtMKaVcSuhbwRLTcODvnDFSz1BK9bWM1BuB4jv5N7SR2umquTeXmJSC337TSqIyfPDB8/z00ydcf/0TXHjh1SXlX3zxLvPnP8+ll47j5pv/z0kPVUNMDHTsaL8uN7f275X49ddfqVevHnFxcdStW73yYv3xxx9s3LiRPn36VNqltjaQkKAVREVkZ2dy880dyc7O4NNP06hXz/Ufb9u20KaNB0LWYCoV7lspFeaFEy9AzwSiReQI8AxWdjql1FvAcrRy2IN2cx1n1aWJyHPAequrKRUpB2+TmFh55QBw5Mif7Nq1gezsjFLleXk5JCbuIyWlekxNHO2HKI5OGx9ftfJUNZVJFuQLjh49ysGDB2ndunVJIqKuXbvStevZHUA5P19vSC0qKmLLlh8JDW1Ehw497bYNCQkjPDyagIBAkpP307r1uS6fxxiq7eNsBhGrlDrg8EC9h6GFUsr9rO0+wlsziLw8bZguqNzOfQCOHz9CSkoizZrFEhHRpKQ8IyONzMw0wsOjCQ1t5LGs3qB3bwizGQ4UFmo/89OnoV+/2jGLSE5OJiAggCZNmlTc2Ak5OTmMGDGCJk2aMH/+fC9Jp3d433nnnYwbN86E2rBh9249g8jKOsnIkRE0aNCQzz93vDckPT2Fhg2j3N593qhR7R8MOaKyRuppIrJERG4RkTgRaSIirUXkImt0vwbo7BOJ/czu3Z4pB4DGjVvSuXPfUsoBoGHDSFq0OKfaKAfQm+Zs2bfvjNHOB3Z/vzB9+nSaNm3KtGnTSpUvWrSISZMmsWvXLpf6OXnyJN999x3fffedR/JMnTqVmJgY3njjDQBCQ0Pp3bs3nTp1KtXuyy+/ZMaMGZw6dcqj89VEUlPP2AALCvLp0eNCunTp5/SY8PDoSoUmsTeDyM/PZ+zYsRWmiK3NOFtiulZEugA3ArcBzdHLQDvQS0NTlVK1bmKWlFR7HoqukpKi12BBG60TEs7UHT9eO0KGh4WFERwcTJcyfr0LFixg6dKlxMfHl3s426NRo0asWLGCfHc2xdghJyeHpKQkUiztPGbMGMaMGVOu3cMPP8yOHTsYNGgQ3bt39+icNQGl9O/x0KHSS7yNGjXm1VdX+uy8ubn63La6ZcGCBcydO5e5c+dy3XXX+ezc1RmnXkxKqe3AP6pIFr9z6pRrxjBXmDfvBYqKCrnqqgmEhp5xj0hLS2bBgpcIDQ3n1luf8c7JPOTUKT1jqFtXR6e1JSNDL7nVdB/xZ555hokTJ5bbeHbdddcRHx/Puee6tl5dv359LrnkEo/lmThxInfddRdRUVFO211zzTWkpKQQEhLitF1tIDlZKwZHATBd5dFHh7Jv3+/Mnr2JyMhmLh2jlJ5F2P48BgwYwJQpU4g5G2PSWFS4Ua4m4YkNorBQey15ayZ/xRVRZGSksXTpccLDz2zKSkjYy003nUNMTDvmzdvrnZN5gfbtdbrUo0fL13XoAFaIIIPBJyQlgYurfBVyxx3x7N27xe38ED16QESEd2SoSXi6Ue6sYM8e7ykHgBtvfIobbniSBg1KO1dHRjblnnteZuzYZ713Mi9w+LB95QA1e8ktNzeXdevWeS00xrZt2/jPf/7DqlWrvNJfMeeddx4tW7Ysl4b0bCA3V6cLdcb333/I8OENefXV+yrsb9KkD1m06DDnnOOe1dl4MpXHKAh0rKWkJO/2ed11D3Pnnc9Tp05p3/rg4FCuu+4hLrnkJu+e0EOc7RZPT6+5u8k/++wz+vXr53ANOSUlhQ0bNpTsaK6In376ifvvv5/333/fI7l27tzJPffcU5JP4vDhwyQkJBAWVtq7XCnFsWPHanVu6l27KnYKycw8QXZ2JkVFFcf2bt36XBo3bun2RsayCuKXX36hT58+9OzZkwMHDrjVV22hQgUhIh+LyHDxd3Q5H3H6NPz5p7+lqN4oVXNnEZmZmTRp0oQBAwbYrf/f//7Heeedx2uvveZSf126dOG+++5j8ODBHsmVkpLCW2+9xdKlSwHYv38/Bw8eLNkDUcz69etp2rSpR+HFqzNJSa4FjRwxYjyffXaS8eP/5TNZyobbmDBhAhs3bmTz5s0k1uaQCk5wJXjJG+gNbDNE5CPgv0opL60W+g6ldPyWitYUveHSWpZTpzLYt+93IiKa0rJlh3L1f/yxlvT0FHr3vpj69WuG8fH48Zpphxg3bhw33XQTBQ7+ya1ataJXr14uGyIvuOACLrjgAo/l6tChAzNnzqR1a51RMDg4uOS9LbGxsURERNCoUfVxi/YWriwtFRMYGFjK2cMZ+/f/wWefvU1MTHuuueYBl+UpO4Po2rUr69evZ/78+WfthkWXjdQiEg5cj/ZqOgzMBj5QSnnm7+dFbI3UiYnan/+88xxv9Dp+HLZt874cW7eu4f77B9Kly/nMnPlzufobbzyHxMS9vP/+n3YVSHVERG+aq+neTIaqJztb5x8pG+pqyxbtVu1tNmz4hkcfHUJ8/CD+/e8fXD6uXj0d1fVsw2MjtYhEAWOBO4BN6CxwvdB5Gqod+fk6CmtBgWO31cJC10cv7lK3bj3i4vrTvn0Pu/Xx8YPo12+ER9Enq5pi//SaglKKr7/+2uP9CmU5fPgwhw4dIjc312t9btmyhdGjR7u8zFWTyM2FTZtg3Tqd7nbXLm3zO3zYPeWwaNErPP/8zezY8WuFbdu27cq9977C9dc/7paseXmepy+tbbiSD+IToBPwPjBHKZVkU7fBkebxB8UziF27Shudu3TRuQ9s2bdP+1wbXCciQrsC1gTWrVtHv3796NGjB5s2barU7lp7DB8+nOXLl/P5558zfPhwj/r6+uuvS1KKjh49mlGjRrFkyRJviFktKCqCzZv1XhpPeeqpkfz88+c899xSBg70XbaBTp2geXMoKCggICCAHTt28OWXX3LuuecyYsQIn53Xn3g6g5ihlOqilHrBVjkAVCflUExGRnmPpD17SmeDy86GI9UmglTN4eRJzzcxVRUZGRl07tyZSy65xKly2Lp1KzExMfz1r391qd+IiAhatGhR4QY3Vxg1ahSjR4+mW7duzJ8/n/vus+/C+dprr9G2bVtef/11j89Zlezd6x3lAHD99Y/z+ONz3NrXUBmKbdFLly4lKCiI+Ph4Hn30URYuXOjT81ZXXFnjiBCRUWXK0oGtSqljPpDJI+wtKeXlaSXR2YoctWePHt34E08zYPkDpXQQwwYNdA6JyEgdQz+gGvq3DRkyhG3btlW4FFS3bl2SkpJK5WZwxgcffOAN8QAYOXIkhYWFNG/enM6dHYc1y87O5sCBAxypQaOao0dLh2yxZdmyt/j223lceeV9XHRR+fAi9ujWbWC5LHLO2LVrI4cP76JXr78RGdm04gMsMjO1Ujt+/DgFBQUMGDCAPn36cP7557vcR23ClafT7UA/oNjaMwidq6GtiExRSnnmEO5F8vMdh+g+ehSaNtVrjL7Oxfzee0/z6advMHbsFK66qvyo8I03Hmbx4n/z97+/xqhRE3wrjA84dUq/Dh+GOnXg/PP13+qGiFSYBKh9+/YcOXLEqYJISdHft7BQDyyKivT3bdRIvyqrID/88EOX2t1+++1ce+215VxgqwNpaToSsG0qjVOnnLuOHz9+hK1bf6J3b89DljjinXeeYsOGFTz//Of06+feUmBiItxzzz2MGzeO3Nxcws/iTEKu3NZ1gc5KqaMAItIU+B86wc8qtG2iWlCR3XDXrtLBuHxFenoKGRmOtVDdukEopcjJqfkROgsKtDdY8+b+luQMiYmJhISEuOQaWrduXVo48d89dUp7utkz1R06pJVDw4Z6NhUVpWdX7rJ8+XIyMzMZPHiw3XDkTZo08ThMuS84dEjb8gBCQvRssmFDXe7M2Jufn8tVV/2dyy4b5/K5Vqx4n6CgYAYOvNKlWXfPnoNp0CCcsDD3Y2ccO6ZDz9SvX9/lLIO1FVeM1NuVUl1sPguwTSnVRUQ2KaXsZ+/QbS9FezwFAu8opV4sU/9voHjHUQjQRCnVyKorBLZadYeUUpdX9GU6deqjZs3yTkY5T8jPz+PUqXSCgoIJDi4/Ms3LyyUwMLBGLS85Izwcejr8FVQ9Y8aMYeHChcyfP5/rr7++0v2UzSpYUJDPLbd0omHDKN5881e7to2QEGjcGKKj9ci6oEDbbopfhYXaEFqsu3Jzcxk0aBDr1q3jhx9+YNCgQZWWtyo5eVK7qbobwSQvL5ehQ+sTEBDIN9/kEeDC9EspxcUX16GoqIhvvskrF53AF7RvD61a6XPv37+flJQUzjvvPK85O1QnKpVRzoaVIvI58JH1+WqrrAFw0slJA4GZwCXAEWC9iCyzIsQCoJR60Kb9BMD2MXNaKVUjU3jUrVuPRo0aO6x3JxViTSA9Xe9CLRMo1W+ICCEhIcTGxrrUfuLEiaSkpDB79uxS0V4PHy69ZHnqVDpJSfs5dSrd4YMiOxsOHtSvevX0smfZh+iWLXrT4RNPXMuSJYvp3r0711xzDW0c5LxMT09nypQpFBYW8uqrr7r0nXxJXh5s3+6+cgA9e7j88rvJy8txSTmAVsxDhtxCbu7pKlEOAOPGXUd0dAAzZ84kLi6OnJwcMjMzXbZV1RZcmUEIMAoothCtAZaoCg4UkX7AZKXUUOvzkwBKqRcctF8LPKOU+sb6nKWUcuu/UV1mEGcjbdqcySlRHVBKoZRy6SHUpEkTjh8/TnJyMk2baoPmqVOwcWNpZ4bCwkKSkw+Qm5tNu3bdPJZx+vSxrFgxn/fee4+bbnIcmyszM5OGDRsSEhJSZYmDjh+HwEC9dGaLUlrBnXQ4NKyYrKx0vvxSZ8279toHK2hdefLz88jMPOGWkRr0b2fo0PrWSsApLr74YvLy8vjiiy9Kfh+1iUrPIKxZwLdKqcGAuw7aLdA7ros5grZb2DtPG6At8L1NcX0R2QAUAC8qpZa6eX6/8frrE8nOzuSOO6bajUe/e/cm5s59ljZtunDnnc/7QULvk5wMsbFVY+NxBRFxeTng5ZdfRilVMjpUSturynq6BQYG0qJFe6/J+OCD7/DII/+lUSPhzz+1/aL4ZWv0DQ0NZdq0aURHR1NUVOTyyLuypKScmSE0aqQVf7Gd9sABz5QDQF7ead544yEaNWrsMwWxf/82brutK23adGbOnO0VH2CDUoqXXvqa/PxkQkJCWLt2rU9krAlUlDCoUESKRCRcKeU4EaznjAEWK6VsTVttlFIJItIO+F5Etiqlyu19FpHxwHiApk3Lx7LxBz/+uJiUlATGjp1st/7UqQzWrPmUzEwfu1NVIbm5rsW+qo7cfPPNpT4fOeI9/31nBAbWIT8/j927j9OoUWPq1j0Tx6RxY61wGzTQyu6RRx7xvUDo3c22y0cnT+qd0FFRejZx8KBn/aenp1BQkM+VV95HdLRrwb3y8nI5fTqTBg3CXV5iio6OISDAvWiuxQQEBBAfPwgR/buuDTnZK4srQ5EsYKuIvCsiM4pfLhyXALSy+dzSKrPHGGCBbYFSKsH6uw9YSWn7hG27t5VSfZRSfcLDHa/7VyUPPPA6jzwy26Edom3brkyZ8jF33TXNbn1NJTnZ3xLA3Llz6dixI9OnT3epfVGRXlPPzi72f9dhWuyxa9cGZs58iB9+8F6O4oMHt3PddS25667SG8COH4f167UHlTdXlfLz9UZSe7ELMzLgjz/s7xFKTfVOtsXFi19l9OjWhIdHc+ONT7p0zObNK7nyysY8+aTr7qqhoY1YsSLX7dmDLUqd2Th3tuKKkfpj6+Uu64EOItIWrRjGADeUbSQi5wIRwM82ZRFAtlIqV0SigQHAS5WQwS8MHHil0/rw8CguuOCqKpKm6khJ0V46bobh9yrbt29n9+7dZFew5buwUD/wkpNh5871JCcfIC6uH40bO07AvWfPZhYv/jeXXjqOwYM9z1G8YcM3TJ58DQBRUfajyR4/rl/p6dvJzNzFBRf0cmjMdoZSeuPagQNnYpQ1aQIxMdo19dQp2LrV97GIAgICadSoscuzB4DCwnzCwiIIC4usuLGFiLidD6KYbdt+ZseOX+nWbSCBgb2ZNWs6c+e+wmOPPcqDD/rOZlIdqVBBKKXmikgw0NqdMN9KqQIR+TvwNdrN9T2l1DYRmQJsUEots5qOAT4sY/TuDMwSkSL0LOdFW+8nQ/WksFD7kPtzT8TkyZO5+eabne6ByMrSyyjFOmTBgn+xatUSnnlmEYMGXevwuM6d/8I990ynTZsuDtu4Q3p6CqdOZTB48GiefnqB07ZvvvkSX389l6effpd7772NJk1c36B34kT5jIlFRVo5JidDaKieWXg5rqFdxo17lnHjniU1NYmdO9fTvHk7wsOdhy3p128Ey5ZV3XLsunVf8MEHUxk7djKdOvUmLa2A5OQkNm1KJClJK1Z/DoKqkgoVhIiMBKYD9dC7p+OBKa7sS1BKLQeWlymbVObzZDvHrQU8dxPxA1lZJ1mzZhnR0TH07n2x3TZKKT799AMSEurSrt1oEhKEAQPOhAKpySQn+1dBBAcHO43df+SI3txlu4wSF9cPoMIE9+3adfOK91IxPXpcyL/+9SVNmrSu0KDeqdN5ZGaeICSkGTt36u8QEXFGSYjo98U7vYt3fefnV2xPycry0hdyg9de+zurV39coVL2hMWLX+Obb95n9OhHXA7pAdCly/lcccW9xMXp2N/Dh9/JxRffSKNGjdm1S8/ounf3icjVDleWmCYDfdF2AJRSmy3DscEOiYn7ePHFW2nfvgfvvLO5VF1REcyaBT/+KBw9WtowunQp/Oc/1ctVtDJUtz0RoOU5eVLPbuyFmL7uuoerXii0ITU62rVERVdddV+psC15eY5ziNcEWrc+lw4delK3ru8swCdPHuPPPzdy+HD5uB/Hj+sQ5MOGlZ8N9Os3gn79zkRu1TOcM7OctDQ9G6vMrvmahisKIl8plV5mhOPnUHfVl5CQMC655Ca7a9lvvw2LLPtmQEA+oaHH6NmzCenpddm8GZ58EmbO1B4jNZnDh/Uu1KCgqg3kl5iYyGOPPcZ5553HLbc8QHKyVgzeSt3w55+/kZ2dSbt23WjY0PX1cGfMnv0kv/32PePGPUvfvpd6pc/qSmFhAbfc0omoqBhee20Vd9wx1aXjFiz4F2vWLGPMmEcrtO/ZMmzY7fTvfzktWpxTqjwjAyZO1AbounXh0kpc9iNH9I742o4rCmKbiNwABIpIB+B+4Ox1DK6Ali078NRT5cNTffYZLFyoRyvPPQd9+9YlMFAb6nJz4aGH9Lr4U0/Bq69WrxG4uyQmnvH+CArSmcSaNwdfx5rbvn078+bNY+/eQ8THP+DWTt+8vFyUKiIoyPGFnzPnGX7++XP++c9PGTCgwhXWCjl9+hTz579Ycv6KKCwsJCfnFA0aNPT43P4gLe0oiYn7OH36lFshKw4e3MG2bWvJzHQv/VxMTDtiYkovdhQW6vuv+Pe5eXNpBaGUYteuDURHtyAqqjkiQlbWSd599/8A7aEIevbWrl3p/Sq1EVfGdxOAOCAX7YqaAUz0pVC1jY0b9UMftCLo16/0tDYoCP75T/0Q/fNP/b62ZLbKzdXLTn/+6ftcEl26dGHGjHe57LL73VIOH3/8H4YOrc+sWc4zkMXGxtG9+wUuLwtVREFBXsn7ikJZ79mzmSFD6jFx4oVeObc/iIxsygcf7ObFF5dX3NiGsWMn89prq7wyw3r7bdiw4czehq1bS9efOpXBPff05eabbVMBC0uXzuSrr+aUlBQVnR0usK54MWWj81D/w/fi1HxOn86isLCQkJAwAgICOHAAnnlG/6BuuEGveYION5CVdYLw8GiCg0OJiIAXX4S//x3WroU339TvawtFRbBjB/Tq5dlu65UrVzJt2jQGDhzIk0+W9qMPCYmhR4/b3M71Ub9+AwID61BU5Fwrjx//otN6dwkJCePyy+8mNLRRhZ48YWGRFBUVkZ+f57RddSYwsE7Jcs+OHb8yadIoYmO7MG3aCqfHNWsWS7NmsW6fLz8/j8WL/016egp33z2Nb77RS7yBgfDCC/CPf+iHfGrqmWXd7OwMOnToSb16wSWznAYNGjJhwgzCw6NRSpWUJyRA69bVJ3qAL3AlFlNH4BEgFhuFopS6yKeSVQJ/xmLKy4MffoAffljOL798xAUXXMrQoaN5/XXt2fPXv2pFUbwm/49/XMHatcuYMuXjUnsiNm+GRx/VvurdusHIkXDhhTrwW23Ak5hNubm5xMXFsXfvXvr378+aNWtK6jIydIygysy8bG/66kpRURFFRYVVFqzO1+zf/we33datUqEwXMU2ptKMGdk88kgweXnwwANw5ZX6PtuwASZNgsGDK+7PHp076zwzNRlPo7l+BLwFvAPUkoUP71JYCJMnw88/AwwDhrF6NaxerevPPVcboG0NttHRLWjatDUipVf54uO1HWLaND393boVXn8dhg6FK67QUUBrMocOnclEV5bCwjPummU5fRo2bz7K3r062soTTyxk0yatOIOCtBL+4os5REQ0pVevv5UKW1ERriqHqoiD5IiAgAC/ndtbrFr1Mdu2rWXgwKs499zzWLDggNOox8UsWvQKhYUFjBx5F6GhzpP3pKXB00/rdKdhYUJo6CGCg/OZNKk+eXkwfLi+j0C7qm7YoO+xyiqII0dqvoJwhisKokAp9abPJamhKAUzZmjl0LAhDBoEOTmQk6PIyREiImD8eG2oteXBB99w2OfgwTpL23ffwbJletfrRx9pV9iXX9Yzi5qKUrBzJ/Tpc8YOk5enb7TERD1zCgrSRvr69bURsNitMCMjlHvvfQWRAMLCWpJuEx2soCCf6dPvpLCwgK++8r6xo7CwkCFD6tGgQThLl6bU+Ie1P1i//ms+//xtmjdvR7duA2jWzLUd4fPnv0B6egpDh94KOFYQOTl62WjnTv1Ze681LXFtjouD++8/syRUfB/9/nvFMuzevYnDh3fRpUu/UnJnZmpPORdyU9VIXFEQn4nIvcAnaEM1AEqp2hNpzgMWLNAP8bp1tXH5zMPbsyWL4GAYMUK/du2CefP0jOSZZ/ReisbVI+xUpTh9Wu/sbd1au8QmJ5feuJaba981tWHDSIfRP3NzTzNs2O1kZZ106olkj+TkA7zyyt1ERjbjiSfm2G2TnZ1hLfP4bxYxe/ZTbN26mvvue5VOnXpXfEA1Y/Dg0TRv3pauXQe4ddx11z1MenoKoaGOn8JFRdqusHOnHtH/+996JpqZqV/Z2Xp2brtU27mzTh27b5/eLBgaCjNmTGDt2mXcc8/LXHjhNSVtFy6cznffzefJJ/9Hs2blgzuezQriVuvvozZlCjjrN8t9+y3Mnq1HJP/4h+9G9p06acXw6KM6suakSfDaazXbLpGUpBVDZZLOZGSk8cknr3Py5LESt8MGDRry0ENvVUqWwsIC1q//upxLpC1hYRF8+20+p0/7YduxxYED29i69SeOHj1YIxVEr14X0avXGdPlvHkvsHfvFu6443mn1/6GG56osO/Zs2HVKr157cUXz+zmr18/hVOnthMTE0WDBnGlBUc7rAAAIABJREFUjgkK0vfWtm369Ze/QFLSfo4ePURgYGlbT1xcfwoK8uzGzEpN1bNcT/KTV1cqNFLXJHxppFZKj1IKCnT4gu3btVIoKID77oNrrMHG1Kk3kZKSwMMPv03Llh0c9rd69SfMmTOZ/v1Hcvvt/3RJhvR0uPtu/WAdOhQef7x2e1CU5dChnaSlHSU6OoZbb9VxST7//KTdtK7ukJt7mi1bfiQ0NIIuXeymLKkW7Nq1gdOnT3l1o54/mThxEFu2/MjLL39XSnG4y+ef66XXwED417+gt43uXLJkBq+//gBXXHEvEyfOLHfsrFnw4Yfaw/DOOyEvL4eUlEQaNWpMSEiYW3KIaAUVFqaXm6tTnnZnVMpILSKPKaVest5fq5T6yKbueaXUU94XtfpRWAjTp8OKFfbDIF9zzRnlALBjxy8kJOyhqAJfy5ycbPbt+53YWNcDv4WH600+EybA119Dhw5w9dUuH17jWbbsLZYseY177pnOnXe+QExM+5K83snJBwkODq3QXdQeQUHBNWIXc6dOdu/hGkFRURE//bSU6OgWJUp49OhHGT78Tqf3wOnTpzh4cDsNG0aVmmWcPKlzU+zapR/yAA8+WFo5ALRq1Ym4uH40bWrf3tG9u1YQxfsh6tWr73Q24wyl9FJVVpaeIdepU7OXgsHJDEJEflNK9Sr73t7n6oIvZhDvvKPX/0FPH+vU0faGOnW0MXnChNLTyr17fyc9PYW4uH5O18LT01M5fvwIERFNiIpyb6jxww8wZYo+7wsvQN++lflmNY+PPvo3q1YtYcyYx8rtZH700SFs2PANL7zwBeefP8zr59669ScWLpxOfPxgrrnmAa/3X9tJSzvK1Vc3o2HDKD79NMXl43buXM899/SlQ4eePPbYb7z5prZflQ1AWDwDcJfMTO3VVKeOnok4W7bNz8/j9Oksl2dvoaHaGaO6U1k3V3Hw3t7nWsnKlVo5BATASy+VH53Yo31718I8hodHVWq0C1ox7dkD8+frZaaePfUs5vzza98aqC3XXvugQyN1vXr1CQ4OJSamcilBv/jiHTIyUhk16n67ij0hYQ9r1nxKgwbO3Sx9SXLyAVat+pioqOb87W/X+02OylBYWED//pdTv36IW8cFBATSsWNvmjU7nyef1DlHQDtxtGmjHR26d4fLLqucXGFhel/Ovn2wbt0xVq68n/bte5RLZvTHH2uZMGEAcXH9eP111yINZWWV3oRXE3GmIJSD9/Y+20VELgVeQ+eDeEcp9WKZ+rHANM5kmntdKfWOVXcr8H9W+T+VUnNdOae32LtXr2cC3HOPa8qhKrntNr3ktXSpNlxv2qSTv1x1FVx+ec02YLvKxo3fsnHjt9x00z+YOnUZntjT3nvvadLSkrnkkpvtKoiePS9iypSPHSb2qQoSEvbw5psP07Pn4BqnIBo3bsHUqZ+WKjt+/Ah//LGWiIgmxMcPsntcx469eP31DTz8sFYO3brpfQ7R0e7Z3/LycqlTp65dD7Ru3bSC+PXXU/zww0KOHTtcTkE0bBhVspzpDgcP1l4F0UNEMtCzhWDrPdbn+o4PsxqJBAIzgUuAI8B6EVlmJ/HPQqXU38scGwk8A/RBK6ON1rHuReuqJOnp+keYkwNDhri+zp+Vlc7ixf8mOroFI0Y4n+9mZaWzaNF0AgICHeaudkZgINx1F9x4IyxfDp98ovcRzJypd2M/91ztM2AXFhaUuknffff/2LHjF+LjB9G376Ue7YYeMWI8ubmnHYafbtq0td9znrdo0YFRo+4nNjau4sY1gG3bfmbKlNFccMEohwoC9G9661atFCZP1hst3WH8+F7s3r2J+fP30bx5+W383bvDp59CYmIMTz31AcHB5eN4t2rVkW++yXP7N5aRoUPM18Rc7eBEQSilPM2Z1BfYY+WURkQ+BK4AXNlXPxT4pnivhYh8A1xKmbzVvqCwUK/vJyVpF7iHHnL9QZuWlsTcuc/SsmWHChVEYWE+77//T8LCIiqlIIoJDYXrrtNKbM0avRS2Zg0sWVLaeF7TKSwsYMiQIBo2jGLx4iQCAwO59NKx9OhxoUMDpDuMG/esF6T0Lc2atWHChNf8LUalKFa+tiP4li07cMEFo+jatb/D45Yv1w/vunXh2WfdVw6glx8DAgI5ceKoXQVR7J7+559BTJt2o91scZ4MPg4erIUKwgu0AA7bfD4C2PMhvFpE/gr8CTyolDrs4FifB5nYvFkbpbdt0//Q5547E/XRFUJDG3HzzU+7FI65QYNwxo591unmH3cIDNTxnuDMZrquXXWYj9pAenpqyfviXMOXX343oEMxPPnkcEaPfpQrrrjHJ+dfv34FqamJxMcPdnkHsOEMb775CJ99NouHHnqL4cPvAOCcc+KZMmWJw2N27ICXXy4A6jBw4Dd06XJJpc794ovLCQ4Oc5ijunFjHYo+ORn274dzzrHbrNKcPKlXJeyFl6nu+FJBuMJnwAKlVK6I3AXMBdxyiBaR8cB4oNJLALt2wbvvwvr1+nN4uJ5FuOuiFhnZjNtum+JS2zp16nLrrf/f3nnHR1Vm//99JgkhhRZKCAFCB2VBmqLiroqgKCJiRVgXXRHp+lMUC4voV2y4KqygRhRRBBZRbKuAWNZFlGKlK1ICIRBCGkkgbZ7fH2eGTJJJn5Zw36/XvDJz587MZ27m3vM85zllZsU7VpG//EXXIVat0u8QH6+zjNpOVFQ0a9fmkZ2dUeq5hISdJCXtqzC0uDzS04+RmXmcqKiWbo32Rx+9zPr1H/DYY+/51UAcPZpAauoROnbsSb16FXp6A4aTJ7Ow2wvdLvIbA2+/reVqnK1SCwu165vdHgwsoGvXHNRbXXUqMwjr0UMNxPvv/8xdd7WmUaNmpfaZO3cyu3Zt4sEHFxMXV7X+wAcO1M42pd6MeUkE2rg8bk3RYjQAxpjjxhhnUYWFQN/KvtblPeKNMf2MMf0aNaraFT0nR6et48ercYiIgNtv1+igctoaBzzjx2uORFKS5nDUlVzIoKCgUiGGGRnH6dPnMmbNerdGvY3nzp3MmDFnsWnTarfP9+lzGVdcMabaUVKe4oEHrmDixP4kJv7hVx1V5aGHFrN2bS4DBgwvtj0/P4/4+EwWLdIyGb//rgEi+/dr/a1evQpZunT46VlHTSivKZPz4v3ZZ7+5bVEKcODADnbt2kxKittLUbmkpmpIbW3DmzOIzUBnEWmPXtxHAqNcdxCRGGNMkuPhNcBOx/01wJMi4vTcXQ4UDyuoIc7aLevXa8TPiBFwyy01mwYeP55EWtpRmjWLrVSVyn37tpGWlky3budWOWuzPOrVUzfTuHHw3/+qD/fayndqrFWsWPEcS5c+zc0331+sdk5VadGiDW3adClzkXrEiMBoztG+/Z8IDQ2nsLDA31KqjLsKuyNGTCE7+1VEDNOmCR07qrvUeWvTJgiRmnmXs7Iy+Ne/prJz5/csWrTdbTSS00CEhAwiOvqU2/e56645FBbmExdX+eRWV/bsgXPOqV2h6F6TaowpACajF/udwApjzHYReVxEnFlOU0Vku4j8grYyvc3x2lTg/1Ajsxl4vKrFAbds0YJdKWXk5CxZosYhIkLruIwfX3Mf4eefL+HOO3uzbNkzldr/6adv4777LiMhYVfNPtgNsbFw3316f8ECnUn88ov7bPDawLp1S3nkkWv46qsVxbb37TuYXr0uoU2bmjUInjDhOd56a3ex3hyByKxZ7xIf/wOdOp3jbyk1Zvt2yMmZB8DIkce46ioNDOnUSXMTPNWMJywskh07viMx8Q927Pje7T5t2miUVH5+FOvWuQ9l7tq1L2effX61W75mZGjl2IJaZNu9ugZhjPkU+LTEtpku9x+ijJmBMeYN4I3qfO7u3VonKS9Pu7M98UTxBuMbNsCbb+qP7x//0B+iJ4iIaESHDj0qHVXTtWs/wsMbEBzsnaSFgQN12v7uu/Cf/+gtOhoGD9a6+N7uEe1J9uz5iQ0bPqZ79+IRLyULwHmLI0f2ExHRiMjIxgHfXCiQ2LMHXnwxn8OHP6VTp9089dQDBAWpv3/GDDAmlGHD4M47W7h9/RtvzCQj4xijRj1U7TXGoKAgpk9/k6ZNY9xGMYFeC+69V3uxLFyo14s+XqgVkZ6uA7WePWtHP+s6V6zv6ae3MH48JCdrwazMTI1Emj5dM5ATEmDiRPVvjh2reQR1nf374fPPtfpscrJui4iAV16B1q39Kq3SHDz4G/v3bycu7izatvVtaJbdbmfQoGCMMaxbl1+thKkzkYQE7d6Wnl60LSpKOyT+9JP+Lvv1U1dvcBmHdMyYs0hI2MWiRdurVLesKqxe/SbJyQe54YZ7WLasAUuWaGXW+PjigSoHDuxk/foPiI3tVKP1LtDzr2fPqkVJeovySm3UIm9YxRijiTTJydocZNky7QGdm6sRPQsX6owhO1t/pKNGVfiWdYJ27bROzbJl8PzzWpojO1uPSV4taXHcpk0X/vznEV4zDl9++W9uvbULr71WugZlbu5JWrRoS7NmsX43Dl99tYIbb2zNvHlT/aqjIpKS1MWZng69excyaNABmjbNITVVI+z279dSGY8+WrZxALjjjtlMnfoSzZt7biSzd+/W0xFveXm5LFz4MIsWzWTLls+57TatmpCergEs+flFr9u3bxsLFz7Ml1/WPB0rO1uN5Cn3yx0BQ50yEMnJ6uNr1kz/ueHhMG2azhhsNq2rlJCg/s0zrVQ26DHo3VsNQ0yMRow4K2G6Yoweq5EjnW1U6z55eac4dOh3jh07VOq5sLAIli/fz7vvln7O19hsNlJSEklJ8b+Wo0f193HyZPHtKSl63qWk6Cj5ySeDeOSRON59N5xXXoGbb4YBA3TmsHHjMiZOPJ+VK190+xl/+ct1jBgxqdp+/5LMmTOWO+7oyYYNHwNQr14oM2YsZejQO/nzn0cQFKSurxYtdI3kZZdemh069GDkyAe45JKbPKLl1Cl1wQUydcrFJNLPhIRsYe5c7RblysaNmvgWFKSLtt7o7fzgg0PZv38bs2atpFu3cyvcf+nSp1myZDa33DKdW2+dUeH+nmTnTq1EW1iox+Wii3R7QYEu7n/qWDlyLuL7u7b9qlXzCQuLZODAkdSr5/l5+YkTaaSlJTuKKJaOgQ8UcnJOcOJEGo0bN69y5zxP4uo+CgmBc8+FP/8Zzj5bG1odOKB+/H/+U39DZfHhhy/z4osTufrqcdx3n5vRiodZuXIur7/+MOPGPcuIEZPK3G/HDv1+BQVaRnzYMO8NKM89t/xj5G3KczHVOQMxffoWhpRR2j8rS0fHDTwXUVqMO+7oyd69W3nttZ/o1KlXhfsvW/YM8fEPcvPN0xg/fo53RJXDihU6QmrQQI1AZKS66LZsUd9o+/a6yN2tm/bd9teimt1u5/LLQyksLGDNmlNeMRCV4cgRHTFv2KD1dbp317DFXr2qVwKitpKUpL2dU1K0EF1qaulcm/btdaDRqBF8++1HHD78B/37X1nKRZiScpikpH20bNmO5s2Lj9pyc0/y7bcf0bhxc48FIuTmnuTUqWwaNWpGbu7Jco3shx/Ci46JTe/eOqBq736Nu0a0aKGG1V+cMQaiSZN+ZtUq73SUc2XdundYuPARkpMTaNGiLWPHzmbQoNFkZaVz4kQaTZu2qtRF7OTJbOz2QsLCIv3S59hu12iv77/XH+ipU1rVsnFjmD1bF7DHjVNXwk03aVVbf+D0E+fkZDJt2ms+/eyUFHj11b18800+eXllh9K2aaMj5tati9/8OTKsCceO6YAhrMT1MyVFR9aHD6v76Jln1J/+7bfaM/3HH3V2/uKLRUZz1qyb+O9/32XGjKVVqkKblLSPUaM6EB0dx/Ll+z335dAEy9tvP5vLLhvN+PHPul1bMkZn0vHxGuxis8HgwWlceulO+vXrX2bpjqoiorOI8KpVQvcYZ4yB6NKln4mP966BWLfuHZ57bhy5uTmnt4WGhjNtWjyDBtW+kKiMDI3mcuaLtGmjPX1bOULBt2/X0aLdDk8+CRdc4D+t3iQtLZl//3sOYWENGDNmJrm5Gh78zjtFC4lBQScZMCCMCy5Ql9vWrRqyuG1b2YuNUVEaRt22rR7b9u111lHewmxFzJ9/L8ePH+ahh95ym3xWUz76SHueh4ZqMMeVV2opiowMuOee8t1HJ0+qG9e13Pznny9h585NDBs2jvbtK1+iIDn5IAsW3EfDhlHV7jdeFrt3/8C8eZMJDQ3j+ee/LHffjAx44w1tKKRr20eZPTuECy/03LSxZUv/1U07YwyEN3tSOxk5sh1Hjx4otd0boxxf8csv8NBDetI/9piGB7uybJmOoho2VFdUC/ch67Ua52i1RYs4JkzYzyuv6MwJ4IIL8unfP4GePQ3t25eu5FZQAL/9poXeEhPh0CG9JSa6jxJr0gQGDYIhQ6BDNbpbXnddS9LSjrJixaFSbpmaYAwsWqR1kUrSqpUaNWeQh9N9VFPy8/NYufIFsrMzGTt2ds3fsJJ8990nvPzyfcyatZIOHXpU6jW//w733rudrKzuNGpUyGuvBXmspagI9O8P9f1QXssyEB5k4ECb28Y0IsLgwbfStGkM48Y97eaVpUlM3MObb86iWbNY7rqrctnX3iI3t+yYbLtdE4g2blS/++zZvq1MmZGRQlZWOlFRMW5r9XuCnJws5s//jF9//QuHDkUDevGePFn9z9XBbtfIuoQEvR08qBWDExKK9unSRRd3nTOM2NiKmz2tXfs2NlsQF144rMolWnJz1T3Upk3xWUxhoc4IPvtMXSn33qsupNWrtR+7c4bZurXOLjy15mK32xk8uB52eyFr1+Z6ZUbkSQoL4f77NUS1e3c1lJ5am2vVSn8PvsYyEB7k5pvjSE5OKLW9WbNYUlISad68NStWHHTzytLs2fMLd97Ziw4devD66796WqpHSU/XXIqUFDUOEydqRrYvQoXfe28eL710N8OHT+See+Z79L3z8+GLL9SdtHevbmvUSDv2DR2K294ANcEYjSBbs0Y/Nzu7+PMimu3eubMWjOzeXe/XtENgbi58/LHOBlNT1d/dq5dmC59zjrpQvvtOBwmPPlrclVhYCD/8oC61a66pWpXjvLxc9uz5mebNY8vMZVi06FHq1w8v1e5Vi+uZgKtam5amzbqOHdMaZ3d7qEW5zaazCF8nz1kGwoN88MEC5s2bgjFFRY2Cg0O4++4FBAcHI2Ljiiv+Vqn3ysrKYMOGj4iKakm/ftUrZexLEhN1lPnTT/q4d28daXo7G/vDD19m+fJnueaa8dxyy/Qav58xGn++YYP6lZ2j46ZNtfHSsGHFS6R/8cUyDhzYwSWX3FRpd0RlyMvTxd0dO9QldfCgRgiVrJcVEqIjyx49dFTfo0eRPmPUFbZzp5aYsdmK1jzatlXD4jQMxx0tNRo3Lp7d7KRhQ81N8GRETULCLsaMOYvY2E4sWfJ7lV67atVLzJs3hWuvncTdd7/kOVEeYOdONQz5+eqevfxyz7xvbKwOCHxJeQbCqhlQRa69diKRkY2Ij3+QlJREoqJiGD/+WYDTkU2LFs08HdlUHpGRjbj88lt9IdsjxMaqgVizRsNjf/pJR9rjx8N113nvc4cPn1DjRkD5+Rq++913enMt4tiunSZvtWz5PadOpVKv3mVA0TDum2/e45tv3qNDh54eNRD16mn5l0svLa4zMVHDi7dt0yCBAwf07/btsHw5iBiio9Np1iyIQ4caur3Yu36Gcx2kc2e47TadHaSk6KxgyxaNPAoP1yAET9Ulc1JQkE+XLn2r1fUvPz+P4OAQj1Y6rimrVr3E4sWPMXToWKZMeYrnn9fqBB06eKbRUFKSGvCmTQOj6qs1g/AAdS2yqTJkZGgtp9WO9gmPPVbU0S7Q2LgRXnpJR+lOmjWD889X//+556pr58YbW5OSksi//51AixZF7Ui++eZ99u3byqWXjqRt25pVja0OWVlqHH79VW87dhRitxf5vho10giYbt30eyQkqFE5eFCNQ6dOMGaMZi8HYvWAolyIuFJuKGMMdrvdYyGlNWXTptVMn34lF154DU888SFz5ui6TYsW6m4691zo2LHmxzkoSNd5mjdXY+HNr2+5mDxEYuIewsMb0qRJ8TCemkQ2rV//ARkZKQwefKvfEsBqgjPZrn59zVD3RiJRdUlMVE0bNujj1q01euiCC3Q0XfIkfuKJ0WRmHuf++xd6tPaPp/nmm095772NdOw4kBtvvJiWLd1fkOx2NeSNGwemYXAyb95UVq36F5MmvcANN9zjbznlkpd3imPHDtGqVUdEhNxcDf3d5VKxPypKDcXQoUX9rmtCUJCuE5WMLvQUloHwEDNnXs+3337IzJnLizWnKS+y6csvy2/AcP31MaSmHmHlysM0bernehbVwBiNavriC70Av/yy51ucTphwHnl5p3j22TWVOkYnTuii8/Ll6rIJD9cR9IgRtaPEcl3BGHM6cKM8Vq2az+efv83w4RMrvX4XSOTmqtty0ybtTOl0X4aEaMKgJ9Z0QkI0oKBk4qIn8NsahIgMAeYCQcBCY8zTJZ6/FxgLFADHgL8bYw44nisEtjp2TTDGXIMfMcYgIgQFBZfqSdCiRVu3M4gWLSp26F588Y2cOpWNzRYYU+iqIqKF2fbv11aRTzyhvmxP+U+NMezdu5W8vFMV+qITEuC99zQs05m4NniwRpw0bVp9DT///F/CwiLo1Kl3wLg6agN//PErd97Zi759B/Hcc5+Xud+IEZPc1kVasOA+9u3bxtixT9K1a183r/Qvdrsdm81GaChcconejNFzYdkyLbE/c6a6YpvVsLxXfr66F/v08ewgJ7fsLqyAFw2EiAQB89FO44eAzSLykTFmh8tuPwH9jDE5IjIBeBa42fHcSWNMxQWNfISI8NhjK8nOzixVWXLs2Nlu1yAqk/gzdeo8j2v1NfXra8G/8ePV3//mm7p47SneeecP0tKOEhZWempSUKCjtlWr9K+Tvn111lDVKb5zJuhsCmSMYdq0QafrQAWKgcjPz+PEiTSioqL9LaVMEhP3EBYWSfPmbSre2Q07d25k27ZvfV7IsiIyM1N58sm/cvjwXhYv3lmsgZSIulkfeEDDYH/+WVsMzJ1b81Dlkyc11LhXr5oPwDIydE2urI6bTrw5gzgP2GOM2QsgIsuB4cBpA2GM+cpl/++Bv3pRj0dwV3bYuRDtrj7TmUJMjI6WHnhAM3HT09XX36tXzabFIkKzZq1o1qyoDaTdrqOpL7/UntuZmbq9Xj2dMVx/ffXWQubMGcuaNYuZPv1NBg/W/11+fh49e/6Z3NyTAbNGlJNzgqFDG1K/fgSffZblbzllcvHF13PhhcPIycms1P7OWbqTu+9+iePHk6pUnsMXREY25rfffiAtLZnDh/8gNrZ0+FJwsOaTjB+v6xMvvKDnRk3XgjIzNSy6e/fy3+vECc13yc1VYxIUpH9F1HCdOFG5z/OmgYgFXDPGDgH9y9n/DuAzl8f1RWQL6n562hjzgeclVsy6de8QH/8gx44lEh1d9oV/0KDR1TII+fl5ZGdnEBoa7rUsYV/Rt6+eEAsWaOz9xx/rdLhHDzUWV19dvVICxmhEjjPUc+PG4iOfuDiNQx86tGYZ3iI2CgsLOHmy6KJbr15ohbV6fE1YWCT160cQFhZJXt6pgEskcyUkpF6F5dOPHNnPxInnExnZmLfeKlrt7dSpV6WqIvsam83GrFkriY3tVO6aWOPG6nKdPFmj/Tp10sFLTUlJ0RDoyEg1RM5bYaEm8aWmFm90VBO8tkgtIjcAQ4wxYx2PbwX6G2Mmu9n3r8Bk4GJjTK5jW6wxJlFEOgBfApcZY/5w89pxwDiA6Oi2fZcvL70WUF18Eb769NO3sWbNYh544A2uvPJ2j7ynv9m1SxftNm/W+86fWKtWWlu/n9vlsCKM0fWETZvgm2/S2L07hPz84u6lmBjNHxg4UGPQPRGlc+pUDkFBwQFf7gGK/N+Bis646leqf3dmZirDhzclIqIhn3yS4QN1vuWrr7RJl82miYjnnedvRcW59FL/LFInAq7Ox9aObcUQkUHAI7gYBwBjTKLj714R+RroDZQyEMaYeCAeNIqpJoJLlvE+eTKrmHEAyM3NYeHCRzxmIBo0iKJhwyi3UVC1FWdM/u23q69zyxZYulRLWdx/v7qBJk7UERaoyygpSYuh/fCDGhZnoTxoAkBoaBr9+zehe3fNJu7a1fOhm/Xr+6necjUIZOMA8OqrD7B+/QdMnfovLrro2nL3bdCgCe++m1hspmG321m+/FkiIhrVOEnS31x6qWbuL12q5fWnT9dw69qAN2cQwcBvwGWoYdgMjDLGbHfZpzewEp1p/O6yvQmQY4zJFZFmwHfA8BIL3KWoSZiru9lCWVQmfNWiOAUFmjOxeLEmbzVsCBdeqK6jvXtLt61s3Fhjydu1O0R+/ud0796Gfv18f1Z9//2nPP74zVx00bU8/LCbMqd+Zs+en2nXrjvBwYEVvzt58gC2b9/AvHnr6dFjQJVe+/vvP9GyZTuuuSaKsLBIPv20kg5zH/Of/7zOmjVv8ve/P0GvXheXu6/driHgK1fq47FjYdSowMhP8csMwhhTICKTgTVomOsbxpjtIvI4sMUY8xEwB4gE3nVMRZ3hrGcBr4qIHe2b/XRFxqGmLFz4SKWMA1QufNWiOMHBekJcfLEu2P3wQ1EWNmgYaocOul5x3nmayKaD5NaAb1xvP/30FR98MJ+ePf/C9ddPBSArK52TJ7MoLCzwiYaq8NJL9/Dee3MD0j05b97/+OOPX6pcmiQhYRdTpgwgLu5sRoyY4te2qhWRkLCTrVvXs2nTZxUaCJsNJk3SjOuXX4aFC7XS79Sp3s2SrilezYMwxnwKfFpi20yX+26HhMaYDYDnit5UAndnPOlvAAAdWElEQVQVWt1R2fDVylJWd7q6SmwszJmj2c1JSRpt1LFjkbvJn6SkJPLNN+8RElIUrTRw4EguuOBq7PZCPypzT9eu/QgNDePEiVR/SymFzWajc+eq10lPTz9GeHhD4uLODvgQ8CFDbqdHj4vo1evSind2cOONaiRmz9bGTMeOabSTryu4VhYrk9pBWeUyGjZsSlhYpFcu4OvWvcOzz95Bfn5Rtkpdr+FUVTZvXovNZuPss893mwfhSY4cOcCuXZuIielAcHAIW7eup2PHnvTocZFXP7e6FBYWkJmZWqr0i78pGa5aVdLSkqlXr77bkPK6wtatMGOGhq0OGaLrEv6iPBdTYK90+ZCxY2cTGlp8kTI0NJwpU+ayfPl+vvzSzvLl+z164V648JFixgGKFsEtlLlzJzFt2mCOHTtU8c41pGXLOC655Ea6du3Lpk2rmTt3Ev/73yqvf251CQoKDjjjUFCQzy23tGfWrBsd/RyqTpMmLeq0cQB1pT7/vM4cVq/Wgn+BiGUgHAwaNJq2bbsRGhqOiBAdHef1kXxZbq2S29ete4eRI9sxcKCNkSPbsW7dO17TFGicc87F9Op1CVFRLX36ud26ncuwYXeVKqsSiBhj+OGHdWzevNbfUvjttx84evQA+/ZtC5jEQm+SlLSPV165n8WLH6/yazt21EJ/oDWb/igVo+l/LBeTgxMn0rj22uaICB98cIzISO87xStTBfZMLCVuUTXWr/+Af/xjBG3adGXRou1+LweSmPgHqalJAeua8yTOrpDNmsWyYsXBarnWnnlGZxFt2ugCdoSP82UtF1MlaNCgCUuW/M6MGUu9ZhycdVqcxbbcubWCg+sVWwR3F11luaEsXDn//KF063YuV1wxJiCirWJjO54RxgGgQ4cejBnzKA899NbpXKaNGz/j+PGkSr/H3XdrBN/Bg9qQK5DG7FZHORdiYtoTE+OdhgbBwXDWWRrOmZamtYpK1nCy2YIpKMgrZjQq64aqi+Tn52G3FwZ0qGMgEBwcwoIFG0+PXvfs+Zl77x1Ijx4XMXv2R6f3S0jYTcuW7bzi+iksLGDFiucZNuwuIiNrUO+klmGz2bjttlmnH2dlZfDww1cjYuPjj9PLLZ+TlpZMWtpR2rf/E48+Kowfr1nXcXFatbV+fb2Fhel1wx85E3VyBuEvn31oqPuY5ogIrVPkLDkd7jJpGDRo9OlF8EmTnic6Oo4XX5zEwIE2brqpDQ0aRLn9rDMhF2Pz5jUMGRLOzJle7GdaR3B1baSnH+PEiTROnsw+vc1utzNx4nkMHdqAjIwKSnhWg3nzphAfP50XXhjv8ff2Ft7orZCZeZx+/S6nd++BxYzDJ5+8xpEj+08/3rt3K9ddF824cX04eHA3bdtq2XzQashTp8K4cfC3v2lo7OTJcOSI+880xvDaaw/z8MPDqrQOlZ+v5fHLo87NIEr67I8ePcBzz40DKNNn//XX7/LJJ/GMGDGFAQOq13YiJqaoS1lWloavZWbq486dixuOsnyMERGNSU8/dlr7sWOHsNmCCA6uR0FB3un9PJ2L4Wsqm/uRk3OC4OAQIiLOnBGpJ+jT5zI++CClWIRcZuZxmjZtRU7OiQqL51WHG2+8l59//pprrgn8shj162uplsaN1a2zf79mOnuCVq068MwznxUrnZOQsJt//nMcF110LY8//j4iQlzc2TRtGsOQIbfTtm03QOuKZWdrheJTp7S6wKlT6m3YsUP7mjzySOlaTiJCZuZxvvvuE4YMKUqYLCwsICio9CXeGPj6a03WO3y4/O9T5xapMzJSqtz+87HHbubrr1eU2fIwPFx7wyYlFTWAd2KzQZcu0LIKQTbp6VonviSVycVo3rwN5503hJycE8yY8U6N4s2rgqcS+twvuocxbdprDBo0ms8+W8SGDR9x5ZV/58ILh2GMIT8/74yIiPEF+fl5p4sRpqcf47PPFnHzzdNO13ay2+0kJyfQsmW7Mt+joCCfb755n23b1jNlyrzTv8FALyAImqjZoUPxAVtWFuzcqRdnb5CYuIfFix/j11//x9Kle08fo8LCwmIBBTt2bOQ//3mNSZNeON0ca9++bWzf/jtr1w5i69YGiMAtt+TRtu27dOrUg44dewKQmnqETz55jVGjHiQoKIRff4V587aQlJRB796d6NkzjhYtdP3z7bft/PabaoiLgwMHzpCWoyJS5pcpr35SZmYqGzZ8TN++g2jePLbYc02aaO314GAdZSQna6ONrCydonbvXvUWm3l5RX2SXalM69LMzFRuvbUzmZmpNG7cgoyMY6cv2OCdnhSejKSqKHJr/vx7WbnyBSZMeI6bbrqvxtot3KONkAbz449fMGrUQ9x555McOXKAqVMvQkRYtmz/6QvZzJnXExoaxp13PkWLFm0oLCzkhhtiSE8/xuuv/1rlchreRkQvhCI6gLPZ9Pxt377sjH27XWcSBw/6Z5HYbrdz55292Lt3K2+8sY327bsD8K9/3c37789j3Lhnyc+/nzffdOpbS7t23zF9+kxatRIaNtRr0tq1mqF9oIKi1uHh2UyYEMGVV8KgQX5qORpINGgQxciR7UpdPEWgYcMohgwZU+o1MTE6O3AO0m02nSm0bKmzAGc99qpSr57+gEvWbK9M69KGDaMYOHAUn3wST3p6MqButKefvh0ROe2KqoxrrSy8WdW2okX3K64YQ48eF50eGVl4BxFh1KgHSU09wogRWoG/RYs22Gw2RGwcO3aI6Oi2ZGdn8u23HwJw993zAQgKCmLkyAew2YJ8np9SEQ0a6DnboPzutKWw2XRm0b69unZycvRvdrZWFva20bDZbMyYsYw5c+4gL6+ocmW3budy8cU30LFjT847T/tbP/ZYPllZl7N//+VMcHj0IiP1euJsIRoVBUOGFBAWtpegoPYcPx5CcjJs27aH9PS3ue66MK6++sEKdZ0RM4igoJBiF0/QEfDQoWPYvPlTDh1KoFWrtkyYMJuLLhqNMZrE0qZ6nRIrxU8/aSlsVyo7Ui9rFO6Okq41d64iKJp5NGgQRU7OiWLHqizczcoqckXdcEMsx4+XdnyW5wK08B4l3ULJyQdp1iz29DZjDAkJu/jjj18YOHCkv2QC2gyqa1cdnCUlFe+K5pwhtGrl+Wgf5xpASfeyt6ioVMmxY9pi9+BBXUM4fLioB3ufPnDNNTBggPvBa1ZWOvXrRxSr/lteHkSdNhAicnoEnJl53N3+xVw64eHhLFgQz3XXja7yCKSq/Pab+wWiyvj6y3JFlYXzOJx//lWsXr24mAFyZzwrS1BQMFFRLUlJSaRFi7b0738la9YsJje3aATkauDWrn2bp54aQ3BwMAUF+W73sTgzCQ7WxeOsMjqoxsZqRzbX62ZWlhqK/Hwd0Hmz4F1urnYzzKxc91SfYowaMbu9KFKyKpyRBsJ1RFqVC2pcXBz79+/3hrxiHDqkTUSqQ1VmEIGAzRaEMXbCwxuSnZ3BVVfdwQ8/rDtjKthalE/9+toEKjxcL3QHD8Jxx3jOZtNZQ3S0fzWCXoB//12NUl3CXx3l/EZoaDgTJ86me3cdXcTEtOXw4cpdUBMSfJOAVpN0+rFjZ5dyRdVkJlAZSla1zc7OJCsrrVKvdZbKzs7OoF69+vTqdSn337/QKzotAo/wcHWBuAslbdgQ/vQnXZcDXURu3FjXAA4f1vW+qgaBeAunsYqK0mCVtDRthFWX8WpMmogMEZHdIrJHREqtiIhIqIj82/H8RhFp5/LcQ47tu0Xkisp+ZnR0HLNmxfPww6Np3lx9ks8+O5vw8OIlLcry8bVt65sEtJoYiEGDRjNtWjzR0XGnCws++OAipk9/4/Q2T+Kuqm12dnq13isv7xSvv26VCTlTiInRzoAXXKCLwPXrFz3XvDn06lVkHFwJD1eXUqAYB1eaN9foxQEDoHdvDRUNRJ2ewJstR4PQlqODgUNoy9FbXDvDichEoKcxZryIjARGGGNuFpGzgWXAeUArYB3QxRhTbteWrl37mdWrt9CuXemFqnfeeYdHHnmEhIQE2rZty1VXXcXixYvJySkahYeHhxMfH8/o0b5xd6xf770RSNluKAGK/ufuZh5BQSFERDTkxInUMl1AlX1/d1gtW+sGNpteGN355UX0Ah9bPGocY9R9lJMDPhqL+YzsbJ1ZHD1atGhcG/BXsb7zgD3GmL3GmDxgOTC8xD7DgcWO+yuBy0SHv8OB5caYXGPMPmCP4/3KJSxMIxncDaBHjx7N/v37sdvt7N+/nwULFhAfH09cXJwjszHOp8YBvFu1saz+FsOHjy935uHc9uGHKeX2wKjM+9ts7quKngllQuo6oaE6eu7TRzN7W7cuipoJCdE1hZLGAfTcbNas7hkH0PO5fXs4/3w9NjExgd1OtDJ4cw0iFjjo8vgQ0L+sfRw9rDOApo7t35d4rZufG4jIOGAcVN09NHr0aJ8ahJKEh5cOdfUUJQsBVrQYXNVF4sq8f1lhu7W5TIiFrhF0715UldjpDurQQUfQjRp5p85RbaJRI7117KgzisOHvZep7U1q/SK1MSYeiAfo169frQrJ8nbd90GDRns1Oqii96+qkapNBAfX3QVKmw3atdPRb0aG3pwJWK1b60XP3SzdmUhqUURwsM6kYmN1UXvnTt/lU3gCbxqIRMA11ay1Y5u7fQ6JSDDQCDheydfWekqsm9dJvG2kPE1wMBQWlp0526CBXiCdkTbOC2hmpkbMOUs7OHPPatuoMTxcs3Wdi65ON9GpU3pha1i3O4F6lSZNtKrztm3Fk/wCGW8aiM1AZxFpj17cRwKjSuzzETAG+A64AfjSGGNE5CNgqYg8jy5SdwY2eVGrX/B15yiL8omM1F7BIuoqOXKkKHGrXj11oURHF42ew8P1FhNT9numpmorydpgKGJi1FXkzm/u7E1gUTOcaze7d6vrKdDxmoFwrClMBtYAQcAbxpjtIvI4sMUY8xHwOvC2iOwBUlEjgmO/FcAOoACYVFEEU20kNLRuuypqE02b6sjZeXFs3Vpv2dk6Q4iOrt6CY1SUjhyTkrQYnLfcCyEhGtLtLCiZm1t6nwYNdEbQtKnqcJaTPnlSZ0TNm3tHm0VxbDZtHhYRAfv2BVYHuZLUqUzqfv36mS1bqteT2l/8+GNgpu+fSbRpo7MDb1dOLyjQUWNenrqj8vN1W25u2YlkFRERoYYsOrrIreUsvZCcDCkpaqRiYy33UCCSnq4VFcoqMeJNRDSarEOHMyyTujYREWEZCF8QFqZVPvPz9WLsHDk7kyl9gXPBsiychuLUKb3IBwUVvxUWFr+FhurspCQiur1JE838tQhcGjfWdYkjR3Q24W6GGRGhv1VPNTUCdad27Vpx1ds6NYMQkWNARTU1mgGe77lYcwJRVyBqAktXVQlEXYGoCc5MXXHGGLcOxjplICqDiGwpazrlTwJRVyBqAktXVQlEXYGoCSxdJQns/oAWFhYWFn7DMhAWFhYWFm45Ew1EvL8FlEEg6gpETWDpqiqBqCsQNYGlqxhn3BqEhYWFhUXlOBNnEBYWdRbxdDMQizOaOmcgRMRNZLj/EREvd7muHiLSyvE3oH4LIhJweb0i0sjfGtwhIl1FZDiACSCXQCCei4GoCUBE4vytwR0BdVGoCSISLiLzgdUiMkVEeju2+/U7ikiEQ9d7IjLKUZsqIBCR69FCiecZY+z+PlYOTZEi8k/0/zhbRAYEiKbngfdF5B4R6eVvTQAiEiwiLwHvA01FxE1vNt8TiOdiIGpyIiIXAftEZIi/tZTE7wfHg9yL9pIYA9QHXgUwxvi7ddnjQEPgCaA38LR/5RTDBhwB/gn+P1aOir7z0Qz/v6Gt6S7zs6ZewFogD3gUTVia6E9NLvQDoo0x3Y0xbzgacwUCgXguBqImJw3RWnQTAs1FWKsNhNP6Oy4sIcBSY8wuY8wc4JiIvOC6nw91BTv+RgINgCeNMd8AswGbiMzwpR43upxl5xoCVwGRjvavp/fxhy4gGmhvjLnbGLMdCAd2+lpPCTKAl40xDxpj1gP/AwodM0O/nMwux6sxWh7f2f99uIh0dzz29W8+4M5FEanvoqleIGgqoct5Hhrgr+j5eI/juYAwFLXSQIhIZxF5FZghIh2MMQXo6MC1Y9144FYRae2rUYKIdBORRcDjIhJnjMkCmuAoc26MSQeeAW4QEZ+1Vimhqy3gPB7dgI7osfqHiHQGfFaE3M3xSgROichiEdkIXA1cIyIfiEg5RbU9qqmziDzgfOxoebvKZZcctD96ti/9/a66HL93gJZAhohMQGc3fYAvRORPDpeh1y8ygXguikgXEXkH+JeI9HNoigQu8Jcmd7pQowU6E2yPzkzHish5jsd+p9YZCBH5f8AHaCnwFsDTItIYmItO0ZoCGGMOAkuAO32kqymwCNiGljd/UkQGAQ8BN7ksuv4KfA0M9ZOu/wNudjydDPxkjNkInAJ2A71cRja+1PWkiFwOXAG8CewyxnQBxqL1tWb6QNMo4EvgftFWtohIkMPQO+kAbPe2lop0OfgCGAL8GbjKGPMo6jqZA95fsA7Ec1FEwtBj8At6rk0SkTvQgdl4EWnma01l6BoPTHE8vRv41RizEz0Xvgf+5AtdFVEbq7mmAn83xmwUkRD0JOljjPlSRN4DXgZucuz7G5APOmXz8gnTDcgxxvzTMWUdhV6In0MXEV8A/mqMyRORQuCYF7VUpOsyxwjdACscx3EzEAV856PeG+503YAag0jU548xJldE1uObE+YQ6qM+CcwXkSXGmBzHSFwcI80OwI8AopFDPxtjKioQ6RVdxpiDIrIEuBFdG0lD13B6iUi4MSan7Lf0CIF4LnYEso0xzzo+awA6SPvCoSceuM7HmsrS9YCInIOed4+LyCnUgIQCP3hRS6WpdTMI4ENgk4iEGmPygT2onx90itZSRGaKyE3o6PMk+CT870cgVET6Oi4k3wIHgRHALOB8ERkvIlcAf6HIzeNtytL1V9S/vweYYIy5CViO7xbR3elKRI/Xd8BVInKFYyp+Lz5oOetYJ/qfMeY7YCv6fwOwubghegBtRLse/hVtaOUvXaADj+3AaBG5HR2MbPaBcYAAORddXWnGmG1AOxH5i2PTr6hxeAB4BIgSkUd9cX2ohK6vgEnAetQgTDTG3Az8G5jqaT3VwhgTkDfUqoa7PJYy9vsROMfl8VnoaGstMNoLulqiPuiS2xsCDwNPuGwbDrzouD8A+H/o9NHfukYATwGtS+xr87Oua4F/Ou7/HXgH+Am42ReaSuzzJ/Ri3MNlW3O05PIGT2uqoa4Y1NX0FjDSH7oc+/nsXHRourbENpvj7xRgicv2Xmj3ymZAFzRCzpvXh6roegXo7m7/QLj5XUAZB3kG6td8A3jQsS2oxD4CnA186jyoqNvCawcX9Q8mOn5sbZ06XJ4f5HjuasfjLsAWoL6Xj1d1dG0GwlyPLWUYYX8dL1wGCN7UVM6+jwOvO+6f5/h7m6/+h5XU1R8I8eVvy80+Pj0XHdeHn4FxZTzfCXgPGON43BRtfdzSW8epBrpWAzHOY+08nt7UWZVbQLmYRKSxiLwMdAcuRxe7pohIA+PiF3fxFzYCDjimiz+jMfPejNxoii7s5gJ9RaSeMca4hMltAv6L+hPbAD1Rd06kFzVVV9chNIwU57F1HFN/6zp9vIx33CSlNJWz7/8Bw0UkCxgmIjZjzJte0FQTXUPAq2GR5ery5bkoIvUdEVN3ARcaY+JLPG8DMMbsQReEZ4pIH4eWehRFDXmUGuoKRcOCvXkeVpuAWKQWkabGmONAFjDHGLPXsb0v8DEaennCub/LAbwS/adEAZON+mo9qSvKGJPqsumEQw/AQPRE2Gcc/mljTCbwlmja/JPoFHKcMcajnaA8qOt4gOry2PGqrKYSrxHUHfG647n/ZzQHwmPUFV2+OBddNOWi6x6N0HDoLqjLbYcxZhcadOHUtVZEngNuQ927U40xCZ7SFMi6PIo/py/oAV2I+nQnAWc7toeiEUAH0MiD9cAQx3M2iqrQDgbu8LKuicCfHNvPB95y3J+PJrWMAhqbElNDvOMesXR5WZPL6+s5f3OWrkrp8vi56Ob60NWx/VngKLARDelNoMhNefr64Hgc5ElNgazLGzd/u5geQn2cd6BZoa+BhjYCPxhj4owxE9CFnBccz9mN4wgbYz43xrzuZV1NKKrF/iP6TwcdKT0HDDCaAIdTl+O+N9wjli4va4LTbpM8Y8xqD2uqk7rAa+diSU3O91+CGqsBxpj7Ud//Uw4d9hK/K2+EbAeqLo/jFwMhitO99Y4xZqcxZjaQLyKPO7bvdXnJCiBBRFr4SVeeaHmMGDTp7UfU7bUE2CUiUZauwNDlCU2uJ7KlK2D+h0+gJU4eNcb8CjxlijLK3wUSxcsVgANVlzfxiYEouYBmlAKgFdDX5amJaAZmE+PwU4uWf1gB/G6MSfaTrkloiNph4CNgljHmGnS00BoPH0dLV+3WZOnymqYJwGTH9cGZ4NYFzRvYY4zxaPJpoOryKcbLPixKhOChkQ3OuOA+aEZxmMvzrwH3O+7fjSNdPgB0LUIXlALteJ2xugJRk6XL65peAx5w3P97AF0ffKLL1zevziBEZDKwTkQeF5FhUDRNFq1x8yOa5bjA5WW7gSTH/S+A/saY+QGgaztFlTO9UqvI0lW7NVm6fKJpNzqrAV0kDpTrg9d1+QOvGAgRiRKRt9DCaw+h2adjxNEsx+iCTaHj8Rigk4g8LCIj0SxHZ/r7NmPMyQDU5dEFJktX7dZk6fKbpl0Ben3wqC6/4o1pCbrCP46icNQOaIXO7o7HLdGyAN+jSSK90GnZWuB6b02XLF21X1cgarJ01X5NgazLnzdPHdhgYBrQxmVbpMt9m+OgdnY8HowWpvLul7N01XpdgajJ0lX7NQWyrkC6eeIg90BjpY8Cy8rY5ywcdVrcPOeVhBFLV+3XFYiaLF21X1Mg6wq0myfWIFKAeWhxrnaiTV8QkSCXMLEYHP0PRKS/iFzquC/Gewkjlq7arysQNVm6ar+mQNYVUNTYQBhjkoB/G2PSUH/dw47thRQV6zoHqCcic3BkRDv2MTX9fEtX3dUViJosXbVfUyDrCjQ8EsVkilbs30KLVU11bHf2xf0LWugr1RhzoTHmK098rqWr7usKRE2WrtqvKZB1BRSe9lmhIWIbHfd7Ov5eg8tCkD9ulq7arysQNVm6ar+mQNbl75u3DvZqtATup0Azf39JS1fd0RWImixdtV9TIOvy6zHx8AG2AU+gZbrv9PeXs3TVHV2BqMnSVfs1BbKuQLg5E0I8hohcCXxptGR3wGDpqhqBqCsQNYGlqyoEoiYIXF3+xuMGwsLCwsKibuDvhkEWFhYWFgGKZSAsLCwsLNxiGQgLCwsLC7dYBsLCwsLCwi2WgbCwsLCwcItlICwsqomIFIrIzyKyXUR+EZH7RKTcc0pE2onIKF9ptLCoCZaBsLCoPieNMb2MMd3RXgFXAo9W8Jp2gGUgLGoFVh6EhUU1EZEsY0yky+MOwGagGRAHvA1EOJ6ebIzZICLfo30G9gGL0ZLTTwOXAKHAfGPMqz77EhYW5WAZCAuLalLSQDi2pQNdgROA3RhzSkQ6o01p+onIJcA0Y8zVjv3HAS2MMU+ISCjwLXCjMWafT7+MhYUbgv0twMKijhICvCQivYBCoEsZ+10O9BSRGxyPGwGd0RmGhYVfsQyEhYWHcLiYCoFkdC3iKNp0xgacKutlwBRjzBqfiLSwqALWIrWFhQcQkebAK8BLRv22jYAkY4wduBUIcux6Amjg8tI1wAQRCXG8TxcRicDCIgCwZhAWFtUnTER+Rt1JBeii9POO5xYA74nI39A+A9mO7b8ChSLyC9rqci4a2fSjo4vZMeBaX30BC4vysBapLSwsLCzcYrmYLCwsLCzcYhkICwsLCwu3WAbCwsLCwsItloGwsLCwsHCLZSAsLCwsLNxiGQgLCwsLC7dYBsLCwsLCwi2WgbCwsLCwcMv/B8ip1laywzxEAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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nqVQqAuXqLBZChAI7pJQtzfTpBSwBukspb5noMwmYBBAcHNw+3yEcERHBzJkziYmJITg4mHnz5tG8eT/mz19IzZqhDBnyHM2aQa1aZfzGVFQclMTERNzc3PD29ra3KCp3GXPOYrsqAiFEa2AL8LCU8oI1Y+ZHDRUNFQXFDPSf/yylXbs7K4DataFp01K8CRWVe4CpU6dy8uRJNmzYUGzFoFI5sEvUkCWEEMHAt8CT1ioBQ2bOnFlICYDiDPvoo5mFjqk7jCs+f/zxB0eOHCEvL8/eotyz7Nmzh19//ZXo6Gh7i6JiB8ozfHQdcAhoKoSIE0I8I4SYLISYrO/yFhAILBFCHBdCGN8cYAJTIaHx8TFcuXKWkyd/R6vNQ6OB3NzSvBOV8qZfv3507NiRzMxMe4tSafnxxx/p3bs38+fPN9r+wQcfsGvXLpo0aXKXJVOpCJTb7hEp5WgL7ROBiSUdPzg42OjmsZo1g5k2rRfJyTfYtOkagYG1SU2FatVKeiWV8qZ9+/akp6fj7u5ub1EqLVeuXGHPnj00atTIaPuAAeYivVUqOxUlashm5s2bh4eHR6FjHh4eTJo0jyZN2tO8+f1otYqpQTUPVWy2b9/OBx98wP79++0tSqVl8ODB7N69m5dfftneoqhUQBx2P3l4eDiZmZkFhbfzo4aCgsLp1atwuKgxRaDVgpOTWsmsIvDXX3/Rr18/unbtSp8+fewtTqWkdu3aZstR3rhxg23btuHu7s6TTz55FyVTqQg47IoAoFGjRiQkJNCzZ08uX77M8OHG9wukp4NOpzzPyYGoKDh0SF0pVBRatWpFt27d6NKli71FuWeJi4vjueeeM+lDUKncOOyKAJQUur1796Zt27aAcpM3hpQQH68Uq0lIuKMUUlJA3UdjX2JiYmjdujWNGzdWb0LlyK5duzh37hwPPfQQzZs3L9beoEEDnn76aaNtKpUfh1YEnTp14pdffil4na8I/ve/19m5cwWTJ3/EgAHjAbhgJEBVXRHYH41GQ2pqKmlqoelyZd26daxevZpVq1YZvdn7+/uzYsUKO0imUhFwaEVQlPww0dzcbFJTb5KWZjLVEaAoAp1O8RWo2IfGjRtz69Yt8vLySElJQaPRUKdOHXuLVeno378/fn5+tGjRotyuIaXqc3NUKlU9gpgYxf6flpaEVpuHl5cfVaq4mh2vXTswkqtO5S6zZs0annrqKcaOHcuaNWvsLc49SVpaGtHR0dSsWZNaNuZlycpSHiYSAKtUACrkzuKyYMGCBXh4eDB79mzgjmnIxycAf/8aFpUAKH4CFfvTqFEj3Nzc0OU7cFTuOjNmzKBt27Zs2LDB5nOjokz76FQqPg5tGsrMzCQrK6ugyEZJvogpKRASUsaCqVjN0aNHWbRoER06dCAjIwNnZ2d7i1QpuXjxIs7OztSrV48qVaoY7dOsWTPCwsJwc3OzaezUVEhMBB+fspBUxR44tGlIp9MVKAIPDw+OH1du7JcuRfLtt4sJDm7GE0+8anY8Z2fo3l21bdqLjRs3MnLkSB5//HE2bdpkb3EqLY0aNeLSpUtcuHCBxo0bl+nYx44pEXkhIVC/fpkOrVKGmDMNOfSKwMnJCU9Pz4LX+SuC5OQb/PDDl7Rr19uiItBqlX0G6mzGPnTs2JGVK1dSr169gmNF6+mqlJ569eqh1WrLPP10QoKiBEDN6eXIOLQiKEq+IggNbcH06UupXdu66UlKiqoI7EVoaCjjx48HFIfx3LlzefLJJwv8Piplw549e6zua60i1unAMFmpmjzWcXFoZ/HHH3/MqFGjOHToEDrdnS9itWp1eOSRZ2nfvq9V46gO44qBEIKLFy8SGRlpb1HuWe677z48PT1JT0+32PfqVSVSKB91ReC4OPSK4MCBA2zdupUnnniiVBELqalqDLS9OHXqFOfOnaNly5Y8/PDDnDhxgqZqJSG7kZKSQlZWFgkJCWbNSHl5UDT5r7oicFwcekXw2muvsW7dOjp27FhIEeh0Og4e/I7du7+2apx8P4HK3WfDhg2MGDGC9evXExgYSOvWralataq9xapUJCYmUr9+fR588EGLfffv38+tW7eob8HrGxtb/MavrggcF4deEXTp0qUgUdnNm3eOCyF4661haLV59Ogx3Or9BKqf4O4TFhbGsGHDynXH671Oeno6ly9fxpoIwaCgIIt9dDq4dq34cVUROC4OrQgMMVwRCCHo0WM4QjiRl5djlSJQ8w7Zh9GjRzN69J0aRlu2bGHjxo2Eh4czaNAgO0pWeahXrx5RUVHkltGdOiHB+E1fq1VNrI6KQyuCjRs3kpuby+DBg8nJKWzPnD17nU1jqX6CikFkZCTr1q0jODhYVQRlRJUqVSyaevJZs2YNv/zyC+PHj6dnz55G+1y9avr83FxwtTzvUqlglJsiEEKsAB4BEqSULY20C2ARMBDQAOOllMdsucarr75KTEwM0dHR5OaWLj46Lw8yMqCMw6xVLJCVlYWTkxOurq4IIRg6dCj16tWja9eu9hbtnuSPP/7gq6++okOHDkYVQXq6eX9aXp6qCByR8nQWrwLMFUJ9GGisf0wCvrD1AsOGDWP06NH4+voWixqSUqLRpJOTk231eGoY6d0nPDwcNzc3Nm/eDECbNm2YMGECzZo1s7NklYe///6bKVOmsHbtWot9x4wZw4oVK+jb13jotbnVAKh+Akel3BSBlHIfYC4P9KPAaqnwB+AnhDBdS88ICxcu5Ouvv8bf37+YInjrrWEMGuTD4cM7rR5PVQR3HyEELi4uauH6cuT06dMsXryYnTst/xa6devG008/bVQR5+Yq/gFzqCGkjok9fQRBQKzB6zj9seslGayoInB398bNzZPcXOs3GCQlwe3bYGPOLZVSkL8SMIxo+fPPPzl48CCPPPJImefFuRdp3749CxcuLPVnef26EjGUkZHKjRtXcHf3ok6dBoX6qCsCx8QhnMVCiEko5iOCg4MBZa9AYmIiHh4eeHt7F1MEb7zxFW++udqm60ip1DRo0qRMxFaxAcOUBp9//jlr1qzB09NTVQRlQFhYGGFhYVb1jY+P59ChQwQGBhbadyDlnZDRvXs38PHHkxg48Bn+/e/lhc5XVwSOiUVFIIRwAtoAdYAs4JSU0sIC0SquAvUMXtfVHyuGlHIpsBSU7KOg7ICsVasW/v7+JCYmodUWk7tEQsXHK1kU1T1N9uPhhx/G09PT6puXNVy9epWAgADVBGWBv/76i2HDhjFw4MBCiuDWLWW1DFCtWhD167ckIKB48Rp1ReCYmFQEQoiGwOtAX+AikAi4AU2EEBrgf8BXUsqSVhLZDrwohFgPdAZSpZRWm4Wys7OpXr06fn5+ZVoQQ6dTdk02alR2Y6qYZsyYMdy6dYuVK1cWlKgsuregtGi1WoYPH05SUhJbt24tUwXjCJw5c4br168TFhZmsQxoSEgIjz76KB06FM5WbOgkllLHY4+9RMeO/Yudr64IHBNzzuL/AGuBhlLK/lLKsVLK4VLK1sAQwBd40tTJQoh1wCGgqRAiTgjxjBBishBisr7LD0AU8A+wDHjeFsFr165NQkICFy5cMKoI/vrrJ155pTdr186zZVhAsYWq1ZbuDvv27eOnn35CW3RJV4bEx8eTlpZGRkYGtWvbFI9QKfjss8/o27cvW7Zssdi3devWbN26lVmzZhUcy8yE5OQ7fbZtW8KCBc8RHX2q2PnqisAxMbkikFKanJLpTUOfmBvY3Pn6dgm8YElAazB2005PT+Lvv/fg41PN5vG0WoiLgwYNLPdVKR0bNmwgLS2NGjVqFByTUhIXF8etW7do27ZticeWUrJ48WLat2/PkSNHiI6Oxs/PryzEdigaN25Mr169CA0NtflcKeH8+cLHOnceRLVqQQQFNSzWX1UEjolVFcqEEF2BUAwUh5TSNk9sGWGseP3Vq3DxYuF+SUnxREefonr1egQH257N0tkZunQBF4dwp1cudDodrq6uaLVacnJyTJZWtERUVBQNGzakWrVqJCQkFPiNkpKS+OKLL7h9+zZz584tS9ErBVqtlvT0dPz8/IiLg3/+KdyenZ3F00+3ICfnNps2FU465O0N7dvfRWFVrKZUFcqEEGuAhsBxIH/9LgG7KIJ8/vzzT15++WW6devGSy8tKNYeEFDLqDPLWvJXBSWYRKmUEicnJ1q2VDajp6enExAQUOKxJk+ejJubW6HggYSEBGbNmoW7uzvTpk0r1fiVjby8PKpUqYKTkxPp6XlERxcPunB1dSMxMY68vFxycm7j6non3lpdETgm1sx3OwDNZQUrbpyQkMDhw4epUaNGudnzr16FevWU1YFK2ZObm8uiRYvw9vbmueeeK9R2/PjxUo/foEEDvvii+Ib1Zs2aMWfOHLp164a/v3+pr1PRsaX0p4uLC15eXjg5OXHihAat1rNYn9jYC3zyyW/UrduEKlUKh9epzmLHxKJpSAixEXjZloie8iTfNJSSksK5c+fw8vJCypbculW43+3bGnbsWIaUOkaMmFbi6zVqBHXrllJoFaMkJycTEBCAj48PqWr613KjXbt2XLhwgT/++INWrVpZ7K/T6YiPd+LCheJtOTnZ9O/vhrOzCz//nGNUwfTooSZvrIiUyDQkhPgOxQTkDZwRQhwGChL3SCmHlLWgtuDn58f9998PwNGjxdvz8nL5/POpuLt7FVMEu3dHsHz5TBISYqhRI5iJE+fRt2+40evcvKkqgvLCxcWFV155pcQ+AHNkZGRw5MgROnbsiKdn8VmtIbbMmB2R9PR0NBqN1XsocnOdiIoy3nb7diZ16zbGycnZ5GeWlwfl8C9VKUfMmYbm3zUpSokxu6SHhzePPfYiXl5+hX7ou3dHMH/+JLKzNQDcuHGF+fMnARhVBmlpir9ANQ+VPd7e3nz88cdG2z744AOWLFnCm2++WcxsZA0HDx6kf//+dO3ald9//91on5s3b/LOO+9w6dIlfvjhB5uv4SicP38ejUaDh4eHVf0vXDBt4vHxCWDNmgt8//2XvP/+eIYM+RfNm3cu1Cc3V1UEjoa58NHf7qYgtrJ//3727dvHAw88ABQvwefk5MTLL39a7Pjy5TMLlEA+2dkali+faVQR6HRKrQLVn3h3ycrKIiYmhquW0l2aIC8vj/bt29O9e3eTfapWrcrq1atJS0vj/PnzlbZWsrOzs9n6w4ZkZ8NHH83mxInfmDTpA1q06GK0X2TkPn76aTVt2vQopghUP4HjYU3U0DDgA6AGIPQPKaW0a2HHX3/9lTlz5vDmm7Pp189yLdZ8EhJibDoOymYaVRGUPRqNhtjYWHx9falVq3CE1/PPP8+4ceOoWbNmicYeOHAgAwcONFue0dvbm2XLltGsWbNKqwRsJSkJLl8+Q2TkfhIT40z2GzBgPG3b9qRVq+KKVo0ccjysSUP9ITBESukrpfSRUnrbWwkAdO/enTfeeIPWrU0rgcTEq/zzzwmysjIKjtWoEWy0r6njUHhXpYpxIiIiCA0NxcnJidDQUCIiIiyec/ToUZo1a8bjjz9erK1GjRrUr1/fanOGKSzZ/keOHEnr1q1LdY2KTFZWFkOGDOHpp5+2qv+tW/DUU7NZuHAv7dr1KtZ+4MA2xo0L49ixX3j44aepW7d4UkBVETge1oSP3pBSni13SWykT58+9OnTh6NHTVdMevfdJzh16ncWLdpH69YPADBx4rxCPgKAqlU9mDjRdCqKjAxl97Jaeck4ERERTJo0CY1G+UyvXLnCpEmK3yU83LgTHhSTRePGjQkJCSlTedLS0pBS4uvra9N5WVlZlS4pXVpaGt999x3Vq1e32FdKZdLTqJHp3dxJSdeJiTlHSkqiyT6qacjxMLkiEEIM05uFjgghvhFCjM4/pj9udyyVzatbtzH167dESaCq0LdvOK++upSqVZUfvJ9fdV59danJqKF81FWBaWbOnFmgBPLRaDTMnDnT7Hldu3blwoULfP3118Xabt68ydSpU/n3v/9tszwRERH4+/szY8YMq/qnp6czcuRImjRpQl4lu4v5+PiwdetWli5darFvSgrFsvgWpU+fMaxceZpBgyZy4MA2/v57T7E+6orA8TC3Ihhs8FwDPECtEncAACAASURBVGTwWgLflotEVvLPP/9w5kwWLi6heHgYd4S9/vpKo8f79g3n0KHv2bt3Ay+//Bm9eo20eL3kZCihubrSExNj3L9i6rg1aLVaFi1aRGBgIB999JFN58bHx+Pi4mL1SsPLy4t9+/Zx48YNYmNjrS707gi4u7vz6KOPWtU3SV9PMCrqJEeO/ExoaHM6dSpcbdbT0wdPz+YcPvwjs2cPpX37vsVMSJVMl94TmFMEPwM/SilvmeljN6ZPf5Xt27fx7rvf8sADj9l07rfffoqnpw9Llx6jYUPr7MPqisA0wcHBXLlyxejxkhIYGMj8+fNL5Cx+5513mDFjBjqddRnShRDs3r0bd3d36t7Dm0byFcHZs3/yxRfTefjhCcUUQT41awbTtetgGje+r1ibuiJwPMw5i+sBG4UQ+4UQc4QQnUUF2nUTEFCP+vVb4uMTaPO5Bw5s4bvv/kdSUrzV52RnQxHrh4qeefPm4VIkO5+Hhwfz5plPAb527VqaNm1qtJ+LiwvTp09n7NixJZLJ3d3d4kYyQ1q2bEnDhg3LZXObPbly5QrLly9nz57iJhxDbt9W0k0DNGzYhuHDpxqtN7BjxzKWLp2BlJJ587YzfvycYn3UFYHjYVIRSCk/kFL2BgYCJ4AJwDEhxNdCiKeEEHY1lLzwwqesWHGSNm1MRw19//1yRo0KZfXqwhkmR416nX/962MaNLC83d4QdVVgnPDwcMLDwwuSu4WEhLB06VKzjmKgoJ7EraL5QUqBtauAe4Vjx47x7LPPsmjRIrP98lcDAM2adeSFFxYaNZn+9tsm1q37wGy4tboicDwsho9KKdOllFuklM9JKduhFKypjh2zj6amKpE8lsjJyebGjSvculU4TVKnTv1p3LgdH344gbVr/2v1dVVFYJpVq1aRlZWFTqfj8uXLFpUAwIQJEzh79qxJh/CJEyfYvHmzTZvKXnvtNcLCwti2bZvV5wDs3LmTadOmsXv3bpvOq+jUrVuXCRMm0KdPH7P9rNXFgwc/x8SJ/yU4OAydTkd6enKxvRrqisDxsCrbvhAiCAgx6P+XlNJ4boC7wHUr09/17TuGzp0fxte3eHGatLRbHD68qyB6yBpSUpQQu4pjIHNs/Pz8zBaKeeedd9iyZQsbNmxgxIgRVo15+PBhzp07Z3MY6MGDB/nkk0/w8/Ojb9++Np1bkenYsSMdO3Y020enU77b+Wi1ecTHXyYnJ5v69VsU6vvgg3cCBocOrU5q6k22br2Jr+8dE626InA8rNlZ/AHwBHCGwvUI9pWjXCaREhISYNKk9qSl3eKzzw5SrZrxOqze3v54exdOM5yQEEtk5H58fAL57393UKuW9THseXlK7iEbw9MrPdevX0er1bJq1Sp27tzJnDlz6NevX6nH7dq1K1JKq2Lg89m9ezd///13QT0DaxkwYAC+vr5mU1JUVoqGjSYl3WDs2MYEBtYuVnjGEC8vP/LyctFo0gopgrw8dcLkaFizIhgKNJVSZlvsWQQhxABgEeAMLJdSvl+kPRj4CvDT95khpTSb/Ss3V5nBJCTEkJp6ExcX25x7J08eYN68cHr0GM6cORttOhcU85CqCAqzePFi3n//zr/W2rDRb775hiNHjjBixAg6depUrP3VV1/l1VdftUkWV1dXOnfubLljEbp160a3bt1sPq+ik5KSQm5uLr6+vria2BFp6B8A8PLypXbt+gQEFK7vLKXk8OFdeHn50bz5/axefR4nJ+PWZTUDqWNhTYqJKMDmf6kQwhn4HHgYaA6MFkI0L9JtFrBB73sYBSyxNG6+/XHFilN8/XUU3t6mkwAlJcXz2WdTWbFidsGxgIBa9OgxwmxqCnOofgLj+Pv7M3fuXPbv38/gwYMtn4Bil58/fz6nThUvgm4r6enpJKv/nGLMmzePGjVq8MknpkuMF/UPuLt78fXXUXz2WeGsrdnZWcyYMZBXXumNEMKkEgDVPORomKtH8CmKCUgDHBdC/ELhegQvWxi7E/CPlDJKP9564FEUE1PBMEB+3iJfwPQ6tAgBAZaDlm7f1rB58yJq1gxhwgQlcqhdu160a9eLvLxctm//H7dvZzJy5CvWXlZNS22E9957j//+97/odDqcbfhgRo0aRfPmzY2uBvLJy8tDo9Hg42M+vdUnn3zCRx99xKeffsq4ceOsliEfjUbDkSNH0Gq19OpVPMeOo+Lq6kq1atVM+mKyspSHNeTmZtOxY3+zCiAf1WHsWJisUCaEMPtrklJ+ZXZgIYYDA6SUE/WvnwQ6SylfNOhTG/gJ8Ac8gb5SSiNlZu7QvHkHuWTJEXNdCsjKymTHjqX4+dWgX7/CUSw6nY6+fV2QUrJ7d55NN7D69aGM0+OoGGHPnj306dOHnj178uuvv5rt+8QTT7Bhwwb27t1Ljx49bL7WxYsXadKkCQ0aNODSpUslFdnhMFac3lq++24pu3dHMHjwc/TtO6ZQW6tWEGj7Fh+VcsRchTJzqj0V2Cml/MrYo4xkGw2sklLWRdmvsEYYJgbSI4SYJIQ4IoQ4kpyciEaTzvz5z7Js2RtmB3d392TEiGmFlEBCQiy5uTk4OTkxdOgLPPHEv9FqbZu+XL5sfbhdZcBcZlGtgZfx7NmzfPjhh2zZsqVMrptfTzjXCjvDN998w/Hjx0ukBACqV69O165dC6re3Qvk5Sl1uY0xe/ZjjBxZj+ho02a7xMQ4IiP3cfXqRaNjqzgO5lYEm4AuKKahg8DvwEEppVUGXSFEF2COlLK//vUbAFLK9wz6nEZZNcTqX0cB90spE0yN27x5BzlnzhaeeCKYatWC2LjRdM70okgpGTjQm+xsDdu3J+PlVXKvr4sLtG8PlSxZZTGKZhYFZddw/oax+fPnM3/+fGbNmkX16tUZNWoUw4cPZ+NGy474w4cPc/v2bdq1a2e0cIpOp0NKadNqTcV6Tp+GRBNJRF96qXuxzL06nQ4hREFq76tX/yExMY6goEZUr144NYda67viUaIVgZRyuJQyCOgH/Ai0Br4SQiQKIayp6/cX0FgIUV8I4YriDN5epE8M0EcvZBjgBpjOb6vH09OX6dOX8swz/7EoxKlTB9m/fwtZWRlkZWXg6xuIl5cfnp6lK6mQlwenTlnO1ujoWMoseubMGW7cuEHVqlVp0aIF06dPZ+jQoVaN/fzzz9OjRw/OnjWe5dzJycmiEvjpp5+IjY216nr3Ik8++SRdunQp5pC/etW0EgCYOTOC9euvEBZ2JwLrl1/W0b+/Gx9/rJQODQpqRNu2PYspAVBXBI6GxfBRKeVlIYQb4K5/5D+3dF6eEOJFFCXiDKyQUp4WQrwLHJFSbgemA8uEENNQHMfjpbmSUno8PX145JFnLXUD4KOPniEm5hwrVpyifv0WrF9/Ba1WixCCtLQkUlISCAioXaLVQWYmnDsHLVpY7uuoWMosunz5cmbNmoWfnx8BAQHMn299qet27drh7u5OQAnLv2VkZBAeHk5qaiqRkZE0a9asROMYkm/qqiyrkBMnTnDy5MlCJrz0dLDkBjG2vyYzM1VvVrX82ahRQ46FuaihN1FMQ9WB88AfwGfAJCmlVfNg/Z6AH4oce8vg+RmgXIO327btSd26TahS5U4Mdf6PfP78iezfv4U5czbRo0fxKlnWkJgIMTFQikSbFRpLmUWdnJxo0KBBicZetmyZxT7PP/88x48fZ+3atcWuk5GRQb9+/bhy5UqZlJocMGAAP/30E/v37680ewo2bNhAcnIyjRo1ApSZ+unTyl4cWxk69HkGDpxQ4FNLTk5g9+4I3Nw8GTx4UqG+qiJwLMytCJ4CMoHvUHwEf0opU++KVBZISorn7NnDVK9elyZNiqfBNWTatC9MttWsGULduo1xdrYq04ZJoqOhTh3Fb1DZmDdvHhMnTuT27dsFx0xlFtVqtfzzzz9oNBratWtXJtf/+++/+eOPP7h27VoxRVCrVi2+/vprcnJyLJaktAYXFyWKLMUw34KDU3SVdO6ckmnUEocP/8ihQ9/RqdMAunR5pOC4q6tbwfO0tFssWfIK9eo1LaYIVNOQY2HOR9AMxT9wBOgJbBFCHBZCLBNCWFcAtZw4e/Yws2Y9yqpVb9t03qpVc3juuQ4cOLAVgBdeWMiaNRfo3t26wh2myC/xVxkJDw9n+fLl1KtXD1CKuCxZsoTw8HA2bdrE4MGD2bBhAwCZmZk0a9aMBx8s2WY9YyxYsIB9+/aZrStsasesraxfv57c3FwGDRpUJuNVNK5dg5s3ret74cIRtm79nFOnDprsExhYm8cfn8Ijj0wq1qauCBwLs3NYKWUSsEMIsQtoDzwIPIeSktp4+a+7gK9vNbp0eYRmzUxvRDJEq9UipY6oqJNcuHCUnBybs2VY5NYtsCEljkORn2Zaq9UWsp3v27ePHTt2FJhRvLy8aNy4Mb6+vuh0Oosbj/I3OeU7m43RpUsXo8dTU1O5fPkyTZs2xc3NzWgfW/Hy8iqTcSoKOp2O2bNn4+3tzauvziA62vpzO3R4CA8PH5o1u5OwbvXquURFnWT06Ndp2rQ9Xl5+vPii8R3L6orAsTAXPjoE6Ipiw28BnEYJIT2EEkZqMbqnPLBlQxnAsmVv8vXX7zF58kc89NBTXL8eRVBQI6MZSUuDqyt07VqmQ1YYtm3bhkajoX///oUcu1euXOHPP/+kTZs2Ntvo83chCyEKnPe2sHXrVh577DEGDBjAzp07bTr3XiEjIwNvb288PDw4eTKTUlQOBWD69L4cO/YLH330Ex06mE8q6OIC92D+vgqNufBRcyuC8Sg3/teAo1LKnHKQrdzJt2nevq3B378G/v41CtoOH97FZ59NpV273kybZjHNkVlycpRoDCPh8A7PrFmzOHXqFCdOnMDf3589e/aQk5PDgAEDrK4LXBQhBFlZWWRlZZlVAqdPn+aHH36gadOmDBkypOB4Xl4eTZo0MWsyspW9e/fyySef0L17d5uT3VVEnJ2dmTt3Lrm5kjjrt9uYZMKEuQwaNJEGDe585gkJsSQnJxASEoabm0fBcTUDqWNhUhFIKYcBCCEeLqoEhBCTpZT/V97CmUKrzUMIJ6tynowZM4OxY2caDQfUarXExp6ndu2yKVaelFQ5FcEjjzxCixYtqFGjBjt27GDIkCGEhYXRv3//EjtphRC4ublZNOscPXqU1157jTFjxhRSBMOHD2f48OHFiqKUhoSEBLZt21ZpQkfd3d2ZNWsWZ8/CjRu2nZuZmcbZs3/i4uJK27bKbu0WLbrQokVhU92bbw7m0qUT/O9/R4sFbqgZSB0Ha7KPzhZC9M5/IYR4DSV5nN1Ys+Y/9OnjzFdfvWuxb5Uqrjg7OxMff4VFi17k+++/LGhr0+ZBVq06wxtvlE2xtaLpfCsL7733HuvXr6dWrVoMGDCA+vXrEx0djZOTE7Vq1SqUcmLMmDHUqVOHQ4cOlcm127Rpw9SpU01mNL19u+ymnN26dWPz5s3Mnj3bcmcHIT3ddiUAyq7hf//7IT7/fKrZfiEhzWnUqK1Rhaz6CRwHawIeh6A4jP8NDACaYWdFkJurLFBcXY07GI0RE3OWrVs/5777+jBo0DMAeHh4ExISVmZypaUpX/7KGEaaz4YNG7hx40ZBOOmNGzeYNEmJGgkPDyc5OZnr16+TZEErXr16lalTp1K/fn0+/PBDk/3atGnDwoULCx2TUqLT6YiOdubaNWjaFGqWQQXtoKAghg0bZrmjg5CSksJ3353H2bk6derYttfDz686993Xh3r1FN+PlJJt277Ay8uPPn1GF6wEZ8/+2uQYubmVPwVLZcGks7hQJyFqALuBo8AEa3b/lhf5zmIlD43O6B6A6Ghlg5ezM1y+fIZly2YghBNt2/YkIKAWvXuPKkf5oEYNy/0cBZ1OR2JiIl5eXnh6ehIaGmp0g1nduiH8/vtl4uKuotOBr291nJ1d0ekUO7GTk/L/cHJSHufOnWDQoLY0bdqSX345SdWqSsEfa0wJ58+fp02btrRr14f33tsBQFCQkt9GtUnfYePGnxg5sj/t2/dl/vyfSzWWRpPOoEE+uLl5snOnFQXDgdatoYSbxlXKgRI5i4UQ6ShpH/JxBRoAw4UQUkpZumQ9pUTxDxS3bB0+DK+/Dg8/DK+9BtnZGg4e/I7Gje9j+PDCy1ydTseyZW+g0aQxdeqSMtmUlJRUuRRBWloatWrVwtfXl5SUFJMpJ65ejSEqCiAIsJydVasN5u23N1C1qgcXDZJXenqCn5/yCAxUlEZUVBQJCQl07twZIQR//HGR7OzbSHlne+zVq5CRoaT7KOm2Aiklq1evJjk5mSlTppTJ98FeSAlJSe40a9aR4ODSr3p1Oh1Dhky26Rx1L4HjYNWKoCJhKXz000/h22+VmeHKlRAYmMrx43sJCKhJ8+bFUww/9JAbubnZ7NqlsamQvSkqWxjp9evXadOmDb6+vly8eJHg4FBiY4uvCGrWDGH9+stleu0qVaBWLWjd2hONRkNKSgq3b/ty9ixkZKSSmZlKzZqFc3tUrQodOpTcSenu7s7t27fJyMjA09OzDN6FfbhyBZv2DZgiLy8XZ2cXk0px586VrFz5Fv37jyuWBFLNQFqxKFH2USFEqIVBhRDCLv/mFSveYubMIZw791extjP6+mdSwqpVSv3V7t0fJSMjhRMn9pGdXbgc06RJH5TZagDuhJFWFmrXrk1CQgIXL14kMRHGj59H1aoehfpUrerBxIlKyoljx35l4cJ/sWfPhlJfOzcXYmOhYcP7aNGiAxcvajh3Tmnz8vItpgQAsrOVehEl5dlnn2XKlCmFkrQ5GpmZiiIoLaNGhdKvnyvJyaa9zTqdlsTEOG7dul6sTXUWOw7m3Jof6YvEbEPxDSSiZB5tBPRCSR/9NlAGEcq2cebMIY4e3c3QoS8WOp6dDRcv3rFH790LY8dCw4Ywf/6zJCbG8fXXUYXCRYcPn1Lm8lXGMNLYWCVjZe/e4eh0sHz5TBISYqhRI5iJE+fRt69S/Cc6+hTbt/8fzs4u9Oo10uR4169HExm5n6CgRrRsaX4JtXjxfkAx/VjDtWuKz8DDw3Lf4tdabPtJFQgplXxCJUkqVxQXlyo4OTmh0aTj5uZJZmYaPj4BhVbOPXqMoEOHh/DxKV6OTDUNOQ7mcg2NAGYDTVGK0O9HUQoTUbKR9pZSls4DVUKeeWYec+dupXHjwonNLlxQ6gOEhkJ+tOGqVbBr11ckJsbRpEl7o7nTy5rKVr1MSgptSOrbN5z16y/z66861q+/XKAEQKkJPWXK5/TqZd4hf+rUQd5/fxxbtnxqkyy5uTlMmfIgCxZMNrmHQErLaZYrK7Gxd1akERHvMWxYLTZtMl243hxffhnJ7t151K3bmH37vmXkyLp8/HHhvEL5K7M1azx56ikwzNenrggcB0u5hs4AM++SLFYTFmY8x9Dp08rfFi0gPBy+/x4OHIDjx9cA8N57O3BxKWw8vnLlLPHxl2nQoDXVqweViXzp6cpsqDJsptm7dy+vvjqDsLC+VhUCatCgFQ0atLLYr1atEPr1G0vz5sZzCZkiLu4ikZH7SUyMM2vOu3VLSQSor3ZpNRkZGSQkJODv719QKtNR0GgKm8XS0m6RnHzD5lKs+RjO/IUQBATUwt+/eJzu99/DunXK82PHoLd+15G6InAcrNlQ5jDk+weaN1fC1vILZXl7f8rjj0/B2bn4nXnNmv8wY8ZA/v7bfHF0W6hM2UivXbvG0aN/cu1a2U6xW7XqzptvrmHo0Oct9t2wYQHDh9dhw4aPqVUrlPnzd/PCC5ZnuZcuKf8LW5g+fToNGzZk/fr1tp1oZ4yZhCZMmMvmzdcZNMi6Ik7m6N//KTZvvs6//lW48NDff2ewYMGdO75hsTh1ReA4OOTWpx9+WIFOp6VPnzG4uyuRHVIWXhEAjBoFmzdHcP36TDZvjuHAga0F9uzcXMWX0LhxO9LSbuHnV7apQytLGGnv3v35/PNDeHhYFy2clZVBZOR+hHCiU6f+ZSKDVpvHrVvXuXnzGu7unrRv38eq8zIyID4eate2/lp169YlJCQEFwfbFRgXp2xoNKRqVfdSRcJt2/YFhw59x9ChL3L//QOLtaekwHvveaDTOQFRQINCie3UFYHj4JDho1evXiYt7RZbtiQU3MDj42H0aPDxga1blfDR3bsjeP/9SWi1d2ruOjt7ULPmUhITwwkIgOXLoTyyD3t7K8XtHZ24OPjnH1v6X+TJJ5tQp05DIiJMn5iVlYFWm4ebm2cxc11R0tKSyM7W4Otb3abd5KCE83burAQPVFakhIMHy/7Gu3jxy2zZ8ikvvPBJsaAKrVbZp3PsGNSseZ2+fSOJiOhP48awdKnSp0oVqCSF3ioFJQofNTj5WyHEIH0Eka0XHiCEOC+E+EcIMcNEn5FCiDNCiNNCCNP71Q0YMGA8Awc+g7v7nTt4/mqgefM7u0uXL59ZSAkAaLUarl2bSW6ukoNl0yZb35V1ZGVZ7uMIXC8eFWgWH59AOnbsT7t2vcz2W7t2HoMH+/PNN5ZrHPv4BFC9el1cXauydu08duxYxu3bGovngRLOe/my7SYiR+LWLeNKICLiPebPn0RMzPkSjTtw4DP897/f0b37UD755AUmT+5IZKQSwbV8uaIE/P3h009rM3KksvqLi7vzWefmWlcNTcX+WLP+XQI8DSwWQmwEVkopLX6zhBDOKNFG/VBCTP8SQmzXO6Dz+zQG3gC6SSmT9aksLFLUTgnFzUIACQmmErDH8N578MYbsHEjDB0q8fLKszgztYW8POUmVEbFs+xCejr8+utOLl78m44d+9O0qeUljo9PAB9+uMtiP2dnFzw9lZQF1pKTk83KlW8Dkn79xlp9XmysotCqVVOKB/n7K2bByoKppHKHDn3H6dOHGDBgfInGbdSoDY0atQHgypUznD9/hLy8XPbvh/Xrlc/wrbfuFGTy9YXUVKUKWv6xa9eghCWtVe4iFhWBlHI3sFsI4QuM1j+PBZYBa6WUphaknYB/pJRRAEKI9SjJ6s4Y9HkW+FxKmay/VkJJ34ihozifGjWCuXHD2C7YYO6/Hzp2hL/+gmHDFtCt2wHmzt1S0ssbRaNxbEVw/TocPLid7dv/D29vf6sUgbVMmDCXCRPmWtU3IyOF5ctnotGkM3HiPJKTE2y2feflKebD+HglKWC1aorvwNe3cL9Tp04RHh5OaGgo27Zts+ka9iAvz3S4cnj4TBIT4wgKalTq67z++kqSkxNwdW3G2/oKsc89B23bwvnzR7l+PYpatYaQmlqVmJg7iuD6dSWcuzIp3sqIVR4xIUQgMBZ4EvgbiAC6A+NQ6hkbIwgwiCEgDuhcpE8T/fi/A87AHCml2emklJLr16Nxd/cq8A9kZyt2bCcnCDNIqzJx4jzmz59EdvYdM4LhLthnnlEUgZT/Ii2t+C7l0qLRKDlzHBGdDhISoFOnh/Hy8qNJE9uUQE7ObVxcXK2qGWEJJydntm1bQtWq7rz5ZulThhsqBU9PqFNHyV7q4qIUsI+MjESjsc70ZG8SE01vHuvSpXS1l2/ciOHPP3cSGFibbt2GUK1aKFOmKE74rl1hxAil3+rV73Lw4Hbuu+8yEEJs7B3/WG6uImNZZIdVKT8sKgIhxBaUTWVrgMFSynyr8TdCCOtrRpq+fmMUZVIX2CeEaCWlTDHsJISYBEwCqF49iDFjGlC9el02bFD0zPnzivOqYcPCaW/zNzqZ2gXbtCl066bj9989aNCg7MMFHeReYpTEROWG2a3bELp1G2L5BAPGjQsjJuYca9ZcoG7dxqWWxd3di5df/hQfn0CraiHbQmamshv90iVlN3JwcH2OHTtGdQcpQF2SWgPWcvnyaRYunEzHjv3p1m0IX36prLxr1FASO+b74lq27IqzswsBATqOHSscQgpKQkBVEVRsrFkRLJZS7jHWYMoDrecqUM/gdV39MUPigD/15qVoIcQFFMVQaHoupVwKLAVo1KiVdHJyITDwTkygMf9APn37hhfa+VqUZ55x4uBB2LEDnnhCSXJWVjiyIoiPL/m5Vau64+JShdu3M032+fzzV7hw4QjPPfeh0WSAhggheOyxFzl+/DeioiIJCWlOlSpla3PT6ZQbWEJCVRo1aocj6IHs7MI7eYuyd+9GqlZ1p3PngSVSnrVrN2DQoGcJDW3BW28tY//+Z3FyglmzlOi8fEaPfh2A33+HbduKK4K0NGUVUR7ReSplgzWKwF8IUbRaRypw0oJN/y+gsRCiPooCGAWMKdJnK4rfYaUQohqKqSjKnDCurlVZv/5koWPG/APWUr8+9O0LP/8MX32lzHTKCkdVBFlZdzbERUefAiAoqFFB/WdLLFnyp0XH+6VLJ4iM3E9WlpUJhICPP36WuLiLLF9+goYNy65WsSHZ2crEIiAAGjeu2IVVzK0GtFot77yj5Hr65ZeSJdALDm7Kq68u5fLlFD7/XHEFTpgArUxsHK+nn/YVVQSgrAqaNi2RGCp3AWsUwTNAFyB/VdATJQldfSHEu1LKNcZOklLmCSFeBH5Esf+vkFKeFkK8CxyRUm7Xtz0khDgDaIF/SyltytRjbCOZbedL0tOnIsTH/PSTM6NHC4KLJ7UsEdnZykzT0RxlhumL3313FJcvn+bLLyOtSh0BWBV9NWXKZ6SkJFo95oULx4iLu4ibm2dB1azy4ttvPyU29jxjx75JcHAd3N0peHh7V5yEguYVQR49e45Eq80tlSlNq4WFC70AF4KCohk92nh977y8XPz9s3F29uLGDeW7X9Vgy0dCgmK6dbB9evcM1vxbqgBhUsobAEKImsBqFMfvPhTfgVGklD8APxQ59pbBcwm8on+UiPh4Zfbq66vYeG1FCMGpU6uRsjlSPseKFTBnTkmlKYyUyqrAkZbEKSnKjzafoKBGSCnx8ipbr3dIH8um9gAAIABJREFUSJhNZUI3bVLKVU6Z8rnNm8ps5eef13Lu3GH69g0nMLAOmUUsXCEhSiSMPevWZGRQTC5DXF2r8vbb35TqGjqdZP78LCIjPfD3h8WL6xud1Ozdu5F33hlJz54jqVPnG2Jjlf0EDRve6aPVKr9VtT5BxcQaRVA3XwnoSQDqSSmThBB3fRN5ZmYaEya0omPH/vzrX/ONbiSzlTfeWE1GhjcLFkh++01w4gS0aVM28jqSIpCSQtXCAP7zn602j/P991/y228bGTjwGXr2HFEmsjVv3oWcnOwySwxojscee5G0tCRq1DC+NLxyRdljERZmv8SC5ekkzmfTJsmuXR7Abd5+uwoBAca3Z3t6+uLk5IRWm0u9eoppSKkjUbjftWuqIqioWKMI9gohdgAb9a8f1x/zBMy4qsqHvLw8YmIuEhqq2IFK4x/Ip2tXJWf19etK2upPP4X//a9s0hI40g7jq1fNzzKt5dq1S/z114+0atXdZJ9NmxaRl5fD4MHP4elpOY/R0KHPW5Wgrix46KEnLfZJSoIjRxRzpM9dLtoqZeFVmzG02jxyc3OoWtW9REWXDhyA//s/ZfpfpcpksrNHER8fRq1aIcX63ndfH37+WTFB/d//KceM+Qk0mpJlhFUpf6xRBC8Aw1D2DYBiFtqsN+uYzyNQDnh5+bJ8+YmCHaml8Q8UZdQo2LlTCSX8/nsYYlvUpFEcxWGcn4qhLHjooSdp3foBs6afiIh5pKQk8tBDT1qlCCoi2dlw/PidjWk+PuBmnT+9VKSkKNc2x5kzf/Lyy91p2bIbn356wKbxz5+HefMUhfPMMxAQ8CCvv/4w/fuPY8aMVcX6OxvMmMw5jEFZTfn6Op7frLJjVhHo00TsllL2AjbfHZHM4+zsXBAxkpqq3LSdnKBZs5KPGRm5n0uXIrnvvt5MnhzGO+/Al19Cr16ldww6iiKIiiqeNjgjI4Unn2xCtWpBLFv2t9VjWWP/f/zxKaSnJ1ud1fRucuvWdS5fPkNAQE3q129ptq9Op6ykruoDo11dFYUQElI+TuW8POuK7uTmZuPq6oabm21l2m7cgDffVHIEDRig1PU4cMCfFi26WuXTyQ+0iDGR3SUlRclR1KJFxY7IutewVJhGK4TQCSF8pZSpd0soa1m2THFCde5cui/Vrl2r2LlzBdOnL2XQoDDatIETJxQz0UsvlU5GR1AEaWnG9w1kZqaRkpJIlSpl75wdO7bC1TsqYN++b1m8+EWGDJnMtGlf2HRuTo6SaycpSbGRlySAwRRaLURGWley8777evPjj1nobKhZqdMpgRJJSdCuHbzyiuJ3e+CBx3jggcdMnielZNasR0lNvcmcOb8BVYiNVVYUxqxSGRlw9KgyeatWzWrxVMoRa0xDGcBJIcTPQIEFWUr5crlJZU6YjDSWL59J9erD+f77dri4wPOlNB23a9eLKlVcqVevKULAiy8qeVS2boVHHlH2GpQUrbZ4KF1FIienuIM4n2rVgti8OZ7cXAt2iCIkJl7l99+34etbzWzd4opKUFBD2rbtSVBQyXdF63TK55qaqsTPl9bfpNPByZPFaw5YwpbQ0f37leI21arBO+8ojvDPPpvK4cO7mDbtC5MZZZXIu4Okpd3C2TkFb+/qpKcrCiWweCljQFnZnDqlmJIaNLBvBJaKdYrgW/2jQpCZmUZExPsEBipT9ZEjKXXcf79+Ywtls2zUSFEA27fDkiXw4Yel+6JqNBVLEeh0yqw1P/TWVIpmZ2dnAgJszw1w/XoUixa9QIsWXY0qAq02j+joU7i5eZZJCoqyplOnAXTqNKBMxkpIUGbAzZubjx7LzVUmDE5O4FHEmpO/V8bcLuLSotXCypXK87Fj75i1bt26TmzseZKTzYcpvfXWN7i6uuHl5UtwsCJvbKxpRZBPvi+haISRyt3FmuyjXwkh3IFga9JPlzdeXr40abKSP/6oRc2aype2PJgwAX79VYkMOXiwdAU2NJqKEylx6ZISHVWeZQRr1AhmyJDJ1K3bxGh7WloSzz7bDj+/6mzZUuKEsw6DRqN8j5yclFm2ktxOWSVkZyv2eK3B5l83N+X7EhCgJC28cMF0hlFT/PxzBD/+uIq+fcOtSkO9Z4/iyK1ZEwYaFCN79tn3uHTpBO+/Pw4fn0A6dOhn9HzDqnH16imKICZGyU5qifwMpZW5eFBFx5rCNIOB48Au/eu2Qojt5S2YKapW9ebkyYcBeOGFsnE45ebmkJh4lcTEuIJjvr4wbpzy/MsvTWd4tIaK4ieIilJmYNYqgfPnjzB//rN8//1ym65Tq1YI06Z9wYgR04y2S6mjQYPWBAdbv6HMHpS06LspdDrlxp+ZqZiMkpKU59oiGSBu31ZujqdPK/l7EhNtv1Zc3AWOHt1tNA17UbRaJb0KwJNPFt4bUadOA/z9a5Cbm4OLi+X8Tmlp/9/eeYdHVWYN/Pdm0kgIEEKAhBJ6D4KAqAuiCK4gKq64IqigIAJ2RZaVtUtbERcLCgIqAqJiQ+WjK4IKUkVapIYeCAmB9DLv98eZIZNkJjNJpgXu73nmyZQ7d07uzL3nPT2F+vXlZHGUOVQcazdYA9/higPxJWS2wDkArfV2wGejJk6flpOna1fo5jhNvUxs3rySf/6zPlOnFh3yfdtt0mnx0CH46afy798faglOnnScyeGII0cS+OGH2WzdusatstSsWZc5c/5g+vS1bt2vu8jOzuSWW6rRr18l7SGOTPH773+Xc+ONxdt7lWTFCqkEjo2Fv9sZM/3GG6v55pszTpsD/v77MoYObcPx49JMwFVFAPL5Br7DFUWQZydjqALr44qRlgaBgWaGD7/gtgBT9eq1iIqKKdFGIThYVkggGUTFV26u4muLIDVV3AtlpU2brjzzzCz69HmgzO89c+Y4iYl7qGwzsUG6p+bmZl+8VUZiYhrTpctNTmMweXkwzzLiYciQkr2A9u7dxNy5z7N16xqnrT1yc3NITU3i2LHvgLIpgqyssru/DNyHK8HiXUqpQYDJMlryceBXz4pVOvn5r3Lu3LXIFMyK06ZNVxYvPmH3tZtvhk8/lR/1qlX2V0zOsPqAfeEDzcwUF0N5rsf16jUr93Sr++9vSXZ2Bj/8cJ6wMD/p0uYiSim+/voM4eHVylWVW5n4v/8Tt0zDhnDjjSVfP3RoJ59+OoWbbrrfaQZYt263M2XK/9G+/U3ccovstyzjWo8dcx5cNvAMrlgEjwFtgRzgU+A88KQnhSqNgIA8WrRYTbVq3vnFBAYWWgXz5pU/yOoL91BenqQcejIw7Ij69ZvToEFLcnJK/uM7dqzj7rsbMnHi/d4XzEWqVq1eqZXA2rVf8tVXb3PqlOMYQW4uzJ8v94cOtb9Qad68IwDbtrnmHrzqqpsJDQ0gJqaw2M7K11+/w9ixN/Pbbz/YfW9qqntanBiUHaeKQGudqbUer7XuorXubLnvM3u5RYsgZs78mRYtrvTaZ/buLZkQJ07A8uXl24e33UPWlMOKKKB9+7bx66/fkZRUxuAC8MEH25g3by+RkbVLvJaRkcbp00c5f97wBXiKJUve4+23H+fYMcc+wc8+k0B0kybQo4f9baKjpUuc7bhXV4iNlX6UW7YU+oe+/vodNm1azl9/bXH4PiNW4BtcGVXZAhgDNLLdXmvd03NilSaPZ/b7+OPdOXv2JHPm7ChRlm8yyYrp1VfFKujdu+xD6b2tCA4cqHje+XffzeS772by1FPvcdttI90jGNCpUy8WLUrEZPLf5vRffvkWmzYt5+67xzgspPJnunf/Bw0btqJu3UZ2X1+yBObOlfvDhzvu/RMaGs5LL31R5gyqtLRfgR7s3JnMgAHSgOjZZ+eQknKK664rPueqkKQkUUy+6up6ueLKmfgF8D4wGxkec0ly/Ph+UlJOceFCqt3+LNdfL2b0oUPSkO4OxxX3dvGmIkhKcs/KqnHjdlx99S3ExLg3SSw4OJQ6ddw0/cdDHDy4g40bl/K3v91eKRVBaZ1aly6FN2W8A489Btdc43g/ISFV6NFjQJk//6abruKvv+Do0cKVW3y882Ics1ks77iSTU4NPIhyltWhlNqite7kJXmcEhQUoiMiavDRR3uoVq2m2/Z74MAOQkKqEBPT2OFKdd06eOEFCWi9/37Z+qRUrQqdS5vw7CYuXIBt2ypW9+AOZs78F+vWfcWoUW/wt7+5oY2rl0lI2MLZsydo3rzjRffIpcCKFTB5srgOR42SynxPsH07PPWUzGyYMaPoa/n5eZhMgQ5jMCEhcPXVl1bbic2bNxMSEkK8ozmfXsByLbd7FXIlWPydUmq0UipGKVXTenOzjC5TUJBHauppl+fnukrTpu2pX795qe6Kbt2kUdbZs9Ke95dfXN+/N4LFeXnSv8XTSiAnR9xk/fvDxImiILNtokb5+XDoUA2OH7+fDz64khkzpO+Odc2xefNK/ve/R1i/vuxDb2wxmz13XFu27MS1195aaZXAkSMJJCUdKdJ0bs0amDJFvoeHHvKcEoDCti+HDxe1hocObctNN4Vw9uxJh+/NyfHO4B1vsW7dOrp160b//v1JSUnxtTh2ccU1ZKmv5Vmb5zQuFJUppW4GpiMzi2drrSc72O5OYDHQRWu9ubR9Nm9+BZMmLSMkxPs9bJWSPu2TJ8OmTfCf/0jR2ahRzvvQe7r5nDU47KxPfVnIzc0mKCikyMrt/HkYP14UDsDKlXILCYEuXeS5bdsgI+PfgLQtSEyEL76QNgK9e0Ny8hG+/fYoBw+G8uOPUvEcECAuiu7doUWL0leDWsPateLjPnVKLmp33mn0uLfloYc6kJubzdKl6VSpEs5vv8lv12yWeNcg53VmFSIyUvor7d4tVcujRsnz1oXWuXNnqFUr1uH7jxyBunU9K6O36Ny5M+3ataNLly5U9dNxhU5dQ+Xescwy+AtJ9j8GbALu0VrvLrZdBPADEAw86kwRtGnTWc+YUeom5WL9+m/YsWMdPXoMoG3bUpymyMn01Vcwa5aswuPixGXUxIlqvOIKz/Uc2rPH/auooUPbcuTIHubM+ZPGjduSlAT/+pdc2GvVgmeflaD0zz9L10pbGjQQxdCunaSwrlkjxYCuEB0t1tcVV8gxjY0tTG3cskWOe/ECuS5dYNw46c/jDpKTT7Bhww9ERESWy0fuS8xmMw8+2I7s7AwWLjxEQkIATz8tVtugQRIc9obbJSFBFIBSMHu2dPGVGRQRLiUKtG0rv4XKzLZt2/jyyy9p3749//SkCeYCpbmGHH4bSqmxWuv/Wu7fpbX+wua1iVrr55x87lXAfq31Qct7FgG3A7uLbfcqMIWiFofX2bx5Jd9+O4O6dRs5VQQBATBggFyoXntNLoxjxsCCBaX3PkpMlKEl7i4s27fPM6a02ZyP1poqVapy4IBcaJOTZWU/ZYq037jqKrjnHklD/O03+d86dSq6mrvhBmkVvmmT+KgTEuTi3rixXOibNJEOnevWFfbW+fpruYFkaMXFyV/rRLqoKLj/fmnK9sYbsu/hw2HsWPEvV5QTJw7wxhsjaN68Y6VTBAEBAXz0kZxmx48XHTTjLSUA0n771lslQ+l//5NbRITrK6EjRyq/Iti4cSMTJkxg+PDhFxVBbm4uf/75J506VTz0qrW0j6lTp2LXFYcWgVJqq9b6yuL37T128P4BwM1a6+GWx/cBXbXWj9pscyUwXmt9p1LqJ2CMM4ugevUo3bfvcB5+eIpr/6GLbN68kv37t3PllTeWqUYhO1uCYnv3StzAWTfUyEiIj3efG+PwYfeNmLRHQUEBCQkBjB2ryMiA9u3FxeDMwt2/fzsrV86nceN2LnW/tGI2i6L49VdRcAcPFm26Fh4uq9p//KPQHZecDJMmyeQrgNtvlwteRazwtLRkRo/uyksvLb5YVFXZOHdOZmscPy4W08SJJVtIeJoLF6QgMy1NFFLvMjYD8KQV7Q22bNnC999/T8eOHbnttttIT0+nT58+bNu2jQ0bNtCuXekT8EojK0tcbxcuyG+9XbvSXdSlWQSlKYJtWuuOxe/be+zg/aUqAqVUALAGGKq1PlyaIlBKjQBGWB52atCgBfPm+bwj9kW2boVnnpEv49NPnV+AataUL62iyuD4ccdDZdxFSooM6UlOlqKj555zrYZi7drFvPTSXXTv/g9eeaXolNP9+7eTkpJE06btiYqKcbqv9HRJ2z1zRjKv7A2LN5vh88/FBVFQIJbCQw/JKri8xzk/P4/AwMqZ0J6VJRPG9u6F5s1lNV58zoG3+L//k5kekZHwzDNrWbbsf7Rvf53D7rS21KjhWivryoLWmvvuu4+1a9eycOFCunfvbne7HTt20Lx5c6o4cDGcPi3uUduuAUFB4k6rUaxXYnq6pJO3bl2+rCHt4L69x/Y4DjSweVzf8pyVCKAd8JNS6jBwNbBEKVVCUK31LEtVc+fY2MYMGzbRhY8vG6tWLWDgwEb07BnAwIGNWLVqgcvvvfJKGe2Xni5BUWekpIiLw5XsnuRk8bHv3Sv9js6elZM8KcnzSiA/XyZVJSeLJfCf/7heSNe06RWMGDHFbsO6RYte51//utnlrqZVq4oV1bOnfSUAcrEfOBBmzhRZz52D11+XVuXF4xeuYqsEtm37scJZTt5i0aJp9O+/kr17xUU3ebLvlABIf662baWFxJIldVm//ht27frNpfeeO1f2qWz+jFKKWbNmsXPnTodKIC0tjZtvvpn4+HiOHj1apHFjQYFYzLt3l2wdk5cnI3aPHROX0ZkzkrixebPzNt+lWQQFyGhKBVQBrElgCgjVWpe6VFJKBSLB4hsRBbAJGKS13uVg+59wwTXkiWDxqlULmDr1oSJ9cUJCwhgzZha9eg12aR9//gmPPy4n3MKFMs/AGbVqSYZM8Yur2SwX+qNHfde5ND09jQcfXMGZM3cRFSUBWncFYhcunMy2bWsYPHg8HTo46G1QAbSG1atFKSQni0+8WzdJd+3Ysew+8sOHdzNiREdAMXPmZqcD7X2J2QxDhmzg2LGrCQnJYtasKhWe4OcO9u8Xy1JrzcMPr6Zz59o0bdrepffWqiUWdGVk3bp1RERE0KZNG4IdrKIKCgow2Tj4ExISGDBgADt37iQyMpJJkyZx770Pc+KEXBdc6R0WFCSKwZYbbiiHRaC1Nmmtq2mtI7TWgZb71sdO7WWtdT7wKLAc2AN8rrXepZR6RSnlVxVGs2ePL9EcLScnk9mzXR+wHh8vgdPMTFi0yLX3JCeLL/znn2HjRinC2bMHNmwQre/L9tUrV+Zy5sxdQB4vvug+JQAwaNA4Xn99hUeUAMiFvlcvaQdyzz0SRFu3Ttx3DzwgQeiyHNu4uNb06TOMfv1GEBfXxiMyuwOt4Z13sCgBM6+8ku0XSgBk/Ovtt4PWii++6EVmpmtKAOQ8qazN6AYMGEDHjh05a6fHttls5q233qJLly5k2RTEtGzZkq1bt/Lwww+TmprK5s3H2LRJXMGuNpAsrgSc4bH0UU9Rv35TPX78p7RufZXb9tmzZ4DdvvlKKdascb06KyEBRo6UnPqFC9178fQmhw7B6NGa7GxF//4JPPFEyzLvIz8/jz17NpKbm02nTr08IKXrnD0L338P331X2PM+JESyWmxvsbGO4wlmsxmllF93JP3oI8nZDwqS4LkbklLcSmamxJj++EOU86hREvR35ZDWqSNVypUJrTV9+/blxIkTbN26tciqHyA7O5tOnTqxe/du5s+fz+DBhd4Hsxk2bjzLyZP51KgRTYAbsktKswgqnSJQSumePQfy/POfum2fAwc2sjvSr06dOBYtOlymfT3/PKxfLz/wxx5zk4BeJCtLTPijR6U//fjx5Us3zMpKp2/fCEJCqrBsWdHlt9baJxfU/Hz5br7+GnbsKPl6bKzUg7Qsu97zOYsXw7vviiJ78UW47jpfS2SfggJ4/vm9/PZbK0DiPmPGOB85q5RY3O4YTetPbNmyhaNHj9K/f3/efPNNkpOT+de//sPBg1Uq3DSyOOVyDfkrERGRtG7thkRxG4YPn0BISNFoWkhIGMOHTyjzvh54QH60330nkf3KxqJFogQaNRJXSnmv16Gh4cTHd6NDh+uLtDkAGD78Cnr3DubgwT8rLnAZCAyU5oHTp4symDxZvq9rr5WMlhMnRHkvW2b//efPpzBt2kgmTRpifwMfsXKlKAGARx65wI8/3s0nn7zmW6EcYDLBoUN9gAGEhppZs0YC+snJpb9P67KPWq0MdOrUif79+5Oamsrzzz/PxIkT+eSTX92uBJxR6RRB/fpNGDDgCbfus1evwYwZM4s6deJQSlG7dsMyBYptadJECqjy8lzLIPInzpyRHvUAgwcfYenSt9iyZVW59qWU4q231jF58tISZm1eXg75+XkEBXmo34YL1Kghc6/vv1/qIhYtgn795HubMkXSLYv7WYODQ/nuu5msXr3Q7YPty0tqqig2EFdLq1a7+emnz1m37mvfClYKvXvfx4ABDZk48QwNG4or8q23nL8vKcm9LVQ8TUFBgcujWmvUiGTx4hUMGfIf2raVUXF5ebm8+eYoXnzR8wWN/tsQ3sv06jWYDRuWsmbNEZ588l2uuaZfufd1223SUmH7djcK6AU++EBOtB49QOufeeedJ7jxxkFu9/F//PFe8vJy/SpHPzhYLKBWreTC+u23kukyapRkrURGQmhoGGPGfECtWvX8ZhbznDkSSO3aFe66C9LSmvDcc/Odzhf2JQ8++MrF+1OnijJet04SJrp2dfw+s1msgualj2H2G95//33GjBnD008/zYQJRb0L58+LFZSZKbfsbAgNvZahQ6+9uE1gYBArVswjOzuTjIzzhIc7yJ12A5VOEZjNZo/5mK1zCNLSnNipTmjZUny1Bw9av2B3SOdZ9uwRF0NQkMQIUlObc8cdj9GiRcUijtYLpu33pZTy2wvVLbeIVffii1Lr8eijha9FREDt2sN54AHvV+jaIyFBZguYTNLCQymoUSOa3r3Lbsn6iuhoaYL3/vtiFXz4Yem1KidPFrYb8XdOnz5NdnY2IcU6TZ4961odkVKKJ598j/DwagQFefYfrpTB4hEjpnDPPWPdvu/MzAsEB4e6ZaX60EOyopw+XQqc/BmtpQZi505Jtxwxwvl7XGHcuFvYtGk506at4Yor/DR66YDUVKlDOHhQ7qekFJ64AQHwxBNi+fkKrSWesWsX3H23ZKtVFnJzczh79gQmUyC1azcgP1/Ol8OHRSkMcRKCadAAmjb1hqQV58KFC2itqWaphDx9WhZdvrjsXlLBYqWU3Qli7iAsLMJt7gprqtvu4i32/JCffhIlEBkJg924mFRKYTYXkJlZWBqqtebf/+7Hiy8O8Bv3ij0iI6XJ3qxZEutZuRK++QYGDEjDbJYJXx995JsTGmDVKlECkZHSy8fKzz9/xc8/f0V6upejjWVg2bKPGDSoCR9//DIg1tUTlrDfwoUStC+NEyfKnifvKyIiIi4qgZMnfacEnFHpFEGrVldyxx2POt/Qx7Sx1B3t2eNbOZyRmysrX5AMmvBwuZ+ScopTpw6TnV3+qrYXXljEihU5ReIteXk5bNjwA7/+usSvc/KLExAg1eIdOqxF2l4V8PHHMG2apER6k8zMwu9sxIjC7wxgzpzxvPjinZw+fdT+m/2A2rUbUKdOHGFhhT7vDh2kIV1uLrz9dukXy4KCyjfk/tgxceWVVQkcP76f5cvn8eef6z0jmAU/8HT6D2lpybzxxsNobebVVyuWdWG1CPxZEZw/L62zrQPD+/YtfO3DD1/k++9nVWhwfZUqJbvvmUyBTJz4Hfn5lWRJV4wmTeLp1etzQkKWs3JlX77/vjDdFgrTbdu2lToMT+i6BQvEz9yqFdx0U9HXrrmmH/XqNaNOHf8d+nv11X3t1ueMHCmV9hs2SDvybt0c7+P4cXER+UOspjhaS9+xu+7qT3BwBM88MxOty+fF+P335bz11qP06zeC+PhSDkgF8cPDWDp79mxh4MBGDB8+oVzpnaUREhLGunVfERgYhNlsrlA1X4MGslI7c0ayA8oy39hTFBRIA6pt26Rj6v79hSuU0aOL9jMPD69OnToNqVYtyq0ymEyBFcrI8jUxMY0ZP34+IM3Uxo+XStk//ii63TffyHwGV4qlysLBg4VpyY89VrISeuTI1933YV6mZk2xSt95R25dujie6JefLwq4cWPvyuiMc+fEzZqZmc3y5d9iMgXy5JMfl7sDbrNmV3DjjYNo08a9tVPFqZTBYih7UzhXWbv2S6KiYmjT5uoKl3WPGSMTtV55RUYw+hKtpZPo2rWFz1nb1v7979Ku2d3MmDGGJUtmkJOTRZ06cR5R3r7m1ClJe7TNAElPF193drZkuLz8svytCFrD8uWSfGAdMvOvf1Vsn/5IQYG4uw4elNTd0oZ6KSWdfyMivCdfaZw5Ix4As1larGzb9iMXLqTQs+dAX4sGXIItJqz3y9MCwpvMmQPz50t75Icf9q0sn30mKXrh4dL868orpaOjp2Yor1q1gClTHijiAgoJCWP06DcAqFkzhm7dbvfMh3uYnJwsTpw4QPXqtahZ0/5g3cRESUFNTJT04WeflXYK5SEjQ4LTq1fL4169ZNZAcUsjLe0seXk51KxZ1y29aTzJU0/dQGLiHubO/ZMaNYqOIduwAf79b2k5vnBh0RhIccLCZEaFr//dEyekLbw/X05LUwSVzjVky+nT/l1z7i8B4z/+kOwXkEyY0nyv7mL27PEl4gA5OZl8/PHLpKSconnzKyutInjvvTF8++0MRo+e5nC4SlwcvPeeFEytWQOvviqKuFo1uVWvLn/Dw+ViFh4uF/YqVUQ5h4RIrnxGhlgBJ06IQnniCbHg7MUeli6dzaxZ4/jnP59h1KipHj4KFSM1NYnU1CRSUk6VUARdu0rK9Y4dMmziLPhPAAAgAElEQVTogZIjLS6SmSlzs31ZZJaYKNXRniI7O5Pk5OPExDQuMet540ZxFfbtW/6FBlRyRVC7tvt77CYkbGbbth9p1eqqCrdJtgaMExLE5HX3rGJXSEkR15TZLJaJq0rg2Wf/TkrKSV599RtiY5uU+XMdKemUlCRuueUhatduYPf1ykBcXBsaNGjhtEVGlSoyzKddO8nyOXOm6NjNstCsmTQ0LK2ttNaaGjWi/TpQbOXVV78hNDTcrkWllIwaffxxucj171/6uMrjxyW+EOXecJZTCgokznbyZMnXdu/ewL5922jb9lqaNbuiQp8zdGhrkpKOsGDBgYvnYm6uLCysc723bBFZhg0r33Wm0iqC8jaFc8bmzSuZPfs57r57TIUVQY0aEBMjP5TDh71fBFNQIEogJUVmvw4f7vp7jxzZw+nTRwkIKJ/2ql27oYOOrtLHqTJzxx2PcMcdj7i0rVJwxx2yYktNlUyttDT5e/58YYuBjAz5m5UlJ3lOjtzy8iRo+sADzqtpBw0ax6BB4/y6PsNKgwYtSn09Ph6uvlrcRAsWFK3wtkdCghynIC91LUlLk8l3WVn2X1+//hs+/XQKw4a9VmFFEBvblIAA08V6nEOH4LXXJI5iMoklsHq1jMk9eFAWH9ZxuQUF8PvvMi60NCqlIvBk4LFdu78xYMCTXHHF9W7ZX+vWhYUk3lYEc+aIW6hmTWmvXJaVwv/+t5aMjPPUqhVbrs8ePnwCU6eOICensA7BU8q7MhASImMj69oPKbiVylSfURrDhokiWLIEBgwo/djl5sqFOT7eszKZzbKoO3q09HhA69ZdueWWh2jVqvxzU7KzJe4wcOAaMjPl/s8/S4PEvDyoX18u+i1bQp8+8NJL4ioaPRqefFIyA5cvd97ZFSphsNgToyo9ibVPfJ8+MNb9XTFKoLX4Vr/8Uhp5BQRI0dMVFVuUlItVqxbwwQf/vljcNGzYRO6887GLDbTs1RlUJuz1UTJwjV27fmPlyvm0anUVN9/suKfEq69KjMXVLKmmTSV12xOkp8uCzhvT0g4dknieo1b2ffuKlWSbMHDypCiGgweLbluvnmz/wQeXaLC4MuCtgHFenrSK+OKLwqH2gYHyY/GFEgDp6Nqr12BWrPiE6Oj6XHFFD5Yv/5j//vdB/v73IYwb95FvBHMD48ffxtatq5kx43caN27ra3FISUli5MjONGvWgYkTv/O1OEDhRcqe++T48f18++0MLlxILVURPPigpDyvWCExLmdpuAcOiPVVu3YFBC+G1hIQTkz0TlbQtm0SD8rIkGFJsbGSUGBNJrjqKrjmmpLvi4mR+ov//lcsqeuuEwXQvr24KD/4wPFnelQRKKVuBqYDJmC21npysdefBoYD+cAZ4EGtdUnHspdJSjrC6dNHaNPmmhLj5cpKs2ZyQU5MlC+2tFS48nLunATWjlq6ClSvLg3R+vcv37jMzMwLzJ37PJGRdRg8+N8Vlu+mmwqb4QQGBlGzZl23F6p5m/z8PLKzMzl16pBfKIJTpw5z5swxatRw4xWwAlSpIm0jlBILNT296Ott2lzNo49OdzrA3rqa/e47mD1bLARn7N0rsYLSAsyukp4u+ysuvzMOHNhBVFQM1avXKpPFuGqVzMPIz5cL+XPPwd69P/P224/TokUnnnhiTqnvr1JF0pa1LltVu8dcQ0opE/AX0Bs4BmwC7tFa77bZ5gZgo9Y6Uyk1Crhea313afv1hmvoH/+oS2pqEp9/fpTo6PoV3t+oUfJjeuMNyd93JwUFkqO+bZusHAYNkjzzitQHnDqVyD33NKJ27QZ89pl7U3R9NabS3Zw+fZSwsAiqVq3ha1EAKCjI5/Tpo2RnZ9C4cTufymJVAtbfYH6+VNuWd+pWcrI01svOFkXgSuabyQQdOxYGTctKbq6k7JbHCsjKyqBv36oEBQWzfHl2id+72QybNsnCMCKiMJ34xx8L07zvvFOuGyYT/PnnLzz+eDdat+7KjBkbyvcP4bs6gquA/VrrgwBKqUXA7cBFRaC1/tFm+w3AvR6Ux2VatuxMWlpyhRqu2dK6tSiCPXvcrwhmzhQlEBkpU7Wio52/xxnh4dUYPXqaWyeIpaae5sMPX+D06SNMnrzUbfv1Ff6W/moyBRIT4/t+C8WVAIhF3L69/P7Lkz5bq5a0qX77bfmNd+jg/AJfUCCWSMeOzlt8mM3ivkpLK8zocpQN5AoZGWk0atSWoKBgu0rgjTdkjoQjRo+WIUNWmjXrwPvvb/bob86TiqAeYNsC8RhQyvwhhgF2k5yUUiOQlo/Urev+2oHiTJr0vVv317q15Pu6O06werXEBEwmaWPgDiUAMhfaUaFUeQkNDWPVqgVkZaVz8uQhv7hoGbiX0FCJR9mzRgMCJF62b19hm+nt29eSnHycHj0GOB28cvvtEjTetUvy58eMcS5Pbq4og5gYeax14S0nRyyMrCz3j7+sVSuWDz/cWeL5ggIpMFy2TI7R1VfDhQtyO39ejtGIETJX25YqVcJp2bJiA6Kc4RfBYqXUvUBnwG7ivtZ6FjALxDXkRdHcgjVgvHt32X13jti/H1639Bd75BHPp81VlCpVqjJ27Fw2bPiBF18cwN13j+HGG+/xtVjlJjPzAjNmPM358ym88sqXvhaHTz55jfT0c9xxx6PUrdvI659frZr0rSrNJakUtGghq/n9+2HChMEkJx8nPr4bdeqUvsAzmcQF+tBD8MMPkjvvinWdlVUyi8YXFBSI73/lSlGYkyaJZeMveFIRHAdsbZn6lueKoJTqBYwHemit/Wo0tbv82bGxcqKkpkrL57LkkickSKCsSpXCPPTISCkoycmRtLr+/SssYhFSUk6RmLiH6Oj61K/vvtr966+/i23b1rBv31bOn09x2359QUhIFZYv/5j8/DyysjKoUsUDWQBlYOXK+Rw9msDNNw/1+mc3bChdQF09VWJjRRlcc00fLlw47/wNFuLi4N57ZZzlG29InUxlGANbUCAX/tWrRd7Jk8ueybd06VwSEjZx551P0rBhS7fL6ElFsAlorpRqjCiAgcAg2w2UUh2BmcDNWmsHGbPeZ9OmFUyePIT4+O689NLnFd6fUuIe2rhRWgffeiv061d6Ro/ZLH1WZs92PPikZUt46in397zfvHklkybdT69egy+2XHYX9947nj59HvQ7H3tZMZkCGTt2LpGRdUr0f/EFw4ZN4PjxfdSt6z2XW3CwzEQoT2ZatWqwePEH7NolfnlXueceSSc9eFAmxPnbiM78fJg69QM2btxDhw73Ub16R/btE29AlSpiFZTHev/ll2/59dcldOrUu3IpAq11vlLqUWA5kj46V2u9Syn1CrBZa70EeB2oCnxhWXkf0Vr7cBKsEBoaTkrKKbc2tRs8WFoWJybKimb+fPEF9u0rSsLWpD57VlYNmy3JUbfeKn7OU6fEojh1Sk7Cl1/2zBDvatWiuOKKHjRq5P60yOjo+m7JxPIHevf2i9wGAHr0uNNrn6WU9PVp0aJiv7/gYHGP/PWX/X499ggKEhfRI49IfKxHj8KeXr4mLU2K3hISHgKkrsdKWJgogXblTOjq0+cBOnfuTdOmnikKMiqL7ZCbm825c2eIiopx62pPayn7/uorGVpiPfQmk3RPbNNGLvjz58uPqnp1+WHZKx4xuPzIzc3m0KFdHg8c2iMgQFb+tWrJzV2TwbKzs8nNzeXUqWpOZxXb8t57YjHXrSvB4+rV3SNPeUlJkQD2oUMQFWWmadN0YmODqVcvlOhoUQDebopXnEu2DbVSMmLx5Elp2OUugoNDPeK6UAo6dZLbyZPSQ+X336V3yd69crPSqZP0ZPf1j8cRERFSyr9vX+UZJO5uzpw5zoYNP1C1ag1uuKFwgorZbOb55+/g2mtvo0+fB9w2G2D69EdZsWIeY8d+SO/eg/nxx8+JjKxDZGRtDh/eRbNmHahXr5lbPsuWRo3ku3Z399yZM2cycuRIRo4cyXvvvYfWrlsGw4ZJH62EBImXTZ7sm+6+ICmxzzwjBZ0NG8LUqQFER1dz/kY/otIqApNJVtBRUeJ721kyW8uviYmRYTUPPyxKbM8eue3fLznX/fv7ftiGI6pWlWBXYKCsxPbssV8sFBUljbGOH3et8VVl48iRPUyb9jDx8d2KKIKNG5fy669L2Lv3d66//i7Cwyt+UTCbzVSpUhWTKZDGjduSkLCZCRMGYzIF0qvXYJYuneP2OQSBgeJ28dRiJCoqisDAQHIs+ZstWoiVfOqU8/daXaMPPywu1LlzJaPI25w8KUrg5Enpc/T66+6paC5OVlYGu3dvoKAgj6uucv84wUrpGpo7dzPx8UXbNWzbVragkzMWL57Ojh1rue++52nevKP7dlwJePPNUaxcOZ8nnniXv//9/iKvhYWJX9fWN6w1HDkilo3W4kJo1EgCglZOnhQlZy/wHREhir28lae+Ijn5BLNnP0fz5leSlZXOddfdScOGLdFas2bNIoKDQ+ne/Q5ALuSZmecrXIl86lQidevGUVBQwJtvjiIiIpIWLTqxevVCeva8h549Sy3Md5mwMHFnhJVv5rpL5OfnExAQUMRi0los46Qk1/axbZu4ZMxmUQzXXechYYuRkgLr18Mnn8gip1UriQEEBaXz5pujiY1twtChL7nt844cSWDIkFbExjZlwYL95drHJeUaMpnEbVK873jTpuJ/dxc7d/7CunVf0737nZedIsjIOE9WVnqJWQRVqoglUDxAqJSk9kVGyolsz18bEyOv790rF/zgYGkMFhNTqNCzsmQ1eOqU+4t8PEGtWrGMG/cRX375FnPmjGfFio+ZO3cngYFBJWokli6dw/z5E3j55cW0bFnyXCwoyOeHH2Zz5MheBg9+jshI6RmUnp5GcHAowcGSTVC3rnRdM5lMPPPMTEC6n9paJBX/v8QS8LSrJdBOoEEpuajm5Li2MOjYUayC994T91BcXMXnQzvi1CnJWFq3rrAmCCQLaNIk+R0fOXKclSs/ITa2qVsVQXR0fdq3v47YWM/0sq90FkHnzp315s32g8W7dpV/AlRxtm9fS2pqEu3aXXvJZLm4ilIFKJWBUsGYTKHk54vi7djRPXnbaWliLThKe9Vaai7y8uRzAwML/1pft/5sL1yQOIUjxREYKO6p1FT3Woy2ZGVl8Nxz/bj77me5+uq+drcZN64vGzf+H2PHzqVPn5KzF8+cOcb997ciNzeb779Pu1iX8MQTPcjNzebllxd7POW2Zk05VuVJB3U3GRni8nHl8qS1xAnWrJFYxvTp7nXPmM3STv6DDyQ9FOT32KkTdO8uvb2si6Pz51NYv/4bAgJMpXZV9QWX1PD60hRBVpY0czKbvSyUj1m1agGzZ4/n9Okj1K7dsMJDe1q1Kln05q6KaE+Qny955cWzTurUEUvRepKmpEhWx4UL7pfBWfFhbm4OP//8Jb16FZbS5ORkERJS2Ahn2bKPSE4+zr33jr/43LBh7Tl79iSzZm31iCIICJDjVL++ZzrjOuPuu+/mwIEDrF69murFTMn9++HYMdf2k5UlLdcPHpTf7sSJUuRWUc6dE0tj40Z5fN11kvbdtatn3Wae4LJRBOD4x6NUydWFySSBT+stLExMvsrglrCyatUCu5PAxoyZVS5lEB4OnTv770W/NM6dkyySgABJx63hwB1/9qwEsG3jFVrLKtRR8Z67OXPmOP/8Z30mTvyOa67p53C71as/pXnzjjRs2MrtMtSoUbKGxds0b96c/fv3s2fPHlq1Kvo/5udLVl1urmv7SkmB8ePF/RgeLlP5rir/gDC2b4cJEyQGEBEBY8dqtm59ggYNWnDHHU5mZ3oIayPM0FDRQlFRstjZt0+s3tK4rBRBXp5o7/x8udDXqiUrnsjIQmVgvQUElLzgnTsnaWmZmen8+ut35OZm2zXl/YWBAxs5mA0cx6JFhy8+dtVqiI+HF154hLS0NF5//XVirB27Kglms3yn5VFkaWnw55+F5r8nmTLlQZYt+5DrrruTl19e7PkPtEEpCeY3bOh7hb9+/XqCg4OJj4+nip02oadOFU2rdkZOjvjr166V8/vRR2VmtDMKCiShwTqA5sABKQgzm6Ft23xeeCGQpKT1PP54d4KCQpg3L+FivMaWnTt/JS0tmVatuhAVVfFzJySkcGE6ffqjfPPNuzz99Ez69x9B06bSrgPkenbgQOkW1CUVLHZGUFBhGlqtWiUDXs4uEjVqyAmydesFXnttENWr1/JrReCo+tn2+eJWQ1JSIlOnjgAoogxq1JAVxpIlSzh27BgTJ070oOSeoSIpt9WrS+rujh2eVwaPP/42ffs+SJs23q0WDA2VtOtqfpLm3s3JcIG6deUC7Si+k5Z2lkOH/iQ8vDrNm3ckJEQsAWv1/ltvSWbRlVdKSxarqzA3V9Ket2+XJJO9e0taHkpBly6bSEy8m6ysH4iP78ZTT71PdHQ9u0oA4NNPp/Drr0v4z38WVqipYkCAuGhr15ahOGfOQFRUTYKCgjGbL9C5c9H22krJEKzwcLEOrO5xpeR37Wxi2yVnEbgDqQA288wzA4mOrs+oUVPLVBTkbp99aTiyCKpViyI0NJwzZ46iVABmc0mfR3Gr4cor5QKxdOlSzp49y4ABA+yu0i51LlwQZXApFcoFBMhFtUkT91UFu5Ndu3axZcsW7r///hKvpafDli1QUGBm9+4N1K7d4GK8ZO3aL3nppQF069afV1/9GpB4zWefTSUg4AE++KBWEaVuMkk8xF5mWnS0ZBxZraU2bQqYPv16/vxzPePGfVwilRpg795NhISEXZxSd/z4fu6/vxWzZ28v94Agk0lSd4sHvHNycjCbgwkNVaUuZtPSJJU7Kkr+J6vrT6nLyDXkLrKzJWvB9kfkygXe3T770ti3bxuHDu1k2rSRRT7PZAoCNAUFpS9rlVKsWSNLh+hoaSNsIKSni4uwsiuDwEBxH9Sv75m+VO4gIyOD+Ph4Dh06xMKFC7nnnpIr6b/+gueee5Ivv5zO0KEvM2TICwDs3r2RmTOfJT6+O8OHTwAk4++pp66nVq1YXn/9CFu2mEhIkH0cPVq4Wm7cGNq1y6VLl2Dat5eV82uvDSY3N4uRI6cSG9uE7OxMNm5cSo8eA0rIlJi4h2HD2tO+fXemTVtz8XlX5m2Eh8uCs3hHhOBgsUrLO1mtNEpTBH64NvAPvvxyAePGjef4cbnoX311X5Yt+9ipe2X27PFFLsoAOTmZTJo0hIkT7yvVQnBV0cyePZ6kpCOApnHjeJ588l0++uili+/Lykrn/PmzTv/H2rWlB7y1VYdBIVWrSrpsaqr4jwsK5AKSmSnBZn8nOFhWtTExvmu94Crh4eGMGzeOjz76iP6WnuqJiYnMmzePfv360bFjR5o0gW7devPLL98WqdRu06Yr06f/XGR/NWpE06vXYOLiWtOokYlGjaRO45dflnDllbdx/HggUVF5fPHFv1mxYh4PPLCT6tVro7Vmw4YfyMhI48knZwASlLWnBACOHdtHdHR9IiPrYjabL3oNnCmBiIjCyvysLPk9nT0rFkp8vPOJaitXrqRmzZp06uS+nlOGRWCHBQsWMGLECDKLqGsFlDxWxd0rPXsG4OyY2rMQXLEk7G0TEGBi3LiP6d27cF9llaFePcmyAfjwww8ZM2YMqampNGzYkAkTJjB4sGfcWpWVv/4qmarqT8TEiC/cH11ApVFQUIDJorWeeeYZpk2bxqhRo5gxQy7KOTlm/vhDkZlZ9gj3mjWf8eqrA+nc+SZef305WmvGjr2ZrVtXMW7cPHr3HozWmoMH/yQxcQ833PBPj8zWrlpVKvPL+90kJCTQuXNnzGYzmzZtoo116pUNc+bMYerUqVx//fW89957F583LIIyMn78+GJKAOwpARDLYODARhdX4xERNZ2uxnNyMpk9e3wRRTBr1r/tWhK229mzNszmAubMGV9EEdSu3dBu3CAgwITWZmrXbsh9940hLCyfuDhxG4AowEceeYQsy8DWxMRERowQq8dQBoW0aCHWgSs9cbxJWJjI5iht1t8x2ZguQ4cO5eTJk9xlM7w3JCSADh0k+FvWmcLBwSHUq9eM7t3/AYhb9Omn3+f8+ZSL3VyVUjRt2p6mTdtX/J+xQ3h4oSVQXho3bsxdd91FdnY2rR303+7ZsyejR4+mWbPCBoTOFoaGRWCHgADnK2orSqki25pMQSilyM93nvxcp07cRQVi78Jt3b/Vj3/DDQHYU0i224Bj62Ls2FmMHTuYgoI0mjRpwrlz59i4cSOdO8sioVGjRiQmlpQjLi6Ow4cPO/1/LifK2hPHkwQESEVtXJz/Nip0J9nZku2TnV229xUUFKC1mcDAIOcbuxl7PbrKi9aa/Px8gix9dhYvXsyPP/7Iu+++e3GbTZs2ERQURAfLPMzU1FRq1qxpBIvLgqMLYvGLfvHHVqpXjyI0tCqnTx9xmLFT0tVk3/UUEhJGjRrRF2MC9ijungL78YZHHhl8cZD3s88+y5o1a0hKSuLEiRPExMRwwoG/QymF+XIr13YBraUA0drWxGQS/29EhBQ3ZWR4XoZq1SQt0hdVwb4kK0uUgb8VfyolFrbVuLF6l+rW9UzhXn5+PrfffjtLly7ll19+4dprr7W7XUFBAYGBgYZrqCxMmDChRIwgLCyMIUOGsHTpUo4cOULDhg3tKguQfiOHDyezfbv91bn9i762+3xOTqZDawFEUVizJWzp1WtwEddTrVpgWxvWvn17ZsyYcfF/dKQEABo2LH2w+OWKUpKTf/q0XIjDwwtP/EaNpMr5tIcGsJpMEuCPjfV9UZgvsDZA3LbNfzK7lJLMu1q1vPeZiYmJKKV4//336dq1q8PtTE4yBgxFYAerP3z8+PEXL/r2gqaOLIeGDRtSo4YU79j69525gUAXcRedP3+WrKz0ElvZ+vpdqVEIDpZVoy3PP/+8nThISSsnLCyMCRNKKhoDQSmpXC+OdV5GtWpS8ekuw1spudA0a+bb1hD+QFiYZNn88Yf3WoM4wroo8KYSAGjatCnff/99hffjUdeQUupmYDoys3i21npysddDgHlAJ+AscLfW+nBp+/RWHYEr2MsuCgsLY9asWQwePJhDh6RcvTiutoVwlP1TPCbgjPbtS3aULC0OEhcXV6oCNCgbaWnSGdfVnjn2CA4W90JsrHs6wF5KnD0rg6l85eW2KoHoaN98vqv4JGtIKWUC3gV6A8eATUqpJVrr3TabDQNStdbNlFIDgSmAeyZreAFnlkOdOvYVwfDhE+wGc4u7eBxZD9b8/6LPyS0pSU4Mq0u/Xj37bYUdubaMwLD7qV5dmp9lZYkbw3rLyYHz56WS2V4IJjhYLIratWWleTkEgstDVJRYvGXpSeQuKosScIYnXUNXAfu11gcBlFKLgNsBW0VwO/CS5f5i4B2llNKVKII9ePBghyvmsDAJHBZve2zPXWTPxeOqwggJkbTBwEC5YOTlSQAzNVXyye3hKA5iuIE8Q2Cg/BbsYTbLb+T8ealktwacL3fXT1moW1csroMHPbP/wEDp/RMZKd+RtcgwIODSCNR7UhHUA47aPD4GFI9mXNxGa52vlEoDooAiE26VUiOAEVD5Apd16tjvf188mGsPVxVGq1ZFc5ODgsSFYO1MaA9X4yAGnicgQKwGe5PdDFynYUOJzRw65N6mgcXHdvp7pXZ58FiMQCk1ALhZaz3c8vg+oKvW+lGbbXZatjlmeXzAso3DUef+FCNwhdxc+O03z/kv69eXwKGBgYGQmyvK4OTJiu8rKkpmNlS2Km17lBYj8KTX8ThgO1KpvuU5u9sopQKB6kjQ+JIhONhzlZ7h4UaPIAOD4liz5Dp1Kl+7bZNJ0lMbNZKspEtBCTjDk//iJqC5UqoxcsEfCAwqts0SYAjwGzAAWFOZ4gOuUqeO8+lBZSUgQFYqRgDRwMA+ERHSWj0lRXpDnT1b0jIPDJRgfHS0ZGMFB1+arh9neEwRWHz+jwLLkfTRuVrrXUqpV4DNWuslwBzgE6XUfiAFURaXHNHR0qisvMW59erJjzM3VwLBubmiXDzRqtbA4FKjZk255eSIQjh1SqzpunWNbCwrRosJL7F7d/mqTJs3F0VgYGBgUBEuqcE0SqkzgOOeC4XUolj2kR/gjzKBIVdZ8Ue5/FEmMOQqC56WKU5rbbfiodIpAldRSm12pP18hT/KBIZcZcUf5fJHmcCQqyz4UibDO2ZgYGBwmWMoAgMDA4PLnEtZEczytQB28EeZwJCrrPijXP4oExhylQWfyXTJxggMDAwMDFzjUrYIDAwqjPLEBHMDAz+j0ioCpVSkr2Wwh1IqztcyFEcpFaOU8v6gVicopaJ8LYM9lFJtlFLDAPyl0l0p5ZeNjv1YrqZKqTBfy1EcpVR9pZTftResdIpAKRWmlHoXWKaUekwp1dHyvM//F6VUN+CQZSCPz1FKhSulpiHV3e8qpfpZnvfpKlcpVVUp9Sbwg1LqNaXUDb6Ux4pSyqSUegv4HKiqlHLDqPEKyxSqlHoP+FEp9YpSqqfleZ/+3v1VLosMzYF9wGB/WQBZrltvIOfix5YmnD4/F634/EsrB08jraqHAKHATACttT9MV6+GtMoY5Sdf8H+BqsCNwB9IPyefrnItJ+nXQAHwIHAGeM5X8hSjKVBXa91Oaz1da12BmWJu40GgNtADOATMVUqF+sHv3V/lAqgDnEDa3vtL3/rngWitdVtkKuND4D8WZ6VQBEqpUMvfQCAYWKi13qu1fh04Y1lden01YiOXtU2VBu5FFMKTlte8qhBsZKqJVCq+qbU+A0QCG5RS4ZbXffXdZwCztNZjLNPqlgInlVL1fSSP9XcF8r1VtTzXRyn1gFLqGh/IU9wS+U1rfVZr/SHSoHGiZTtv/7Zsu1spf5PL5nMzkIFXVYB7vCmLLTZyVQubS/MAAArFSURBVAHCgG8sL9VBPBoxltd9fh32uQCloZRqoZRaALytlOqstc5HTlTbk3MkcJ9Sqr63ViPF5UKUE0BnoDEwGhiulLrK8tjbMnXRWqcgLb3/pZTaCAwFOgK/KKUaaK3N3jhhlVItlVL/tT7WWp8A/s9mkzCglXUmhbewlcvyuwJRBDuVUs8iVkoUsFgp1dtLMjVXSs0F3lBKWYc4hSAK3cqzwB1KqaZaa+2l77CZUupz4COl1C1KZo2DWAR+Ixdgbfh+DVAX8R50U0rdoZS6xlsKykaujy3u2GykLc6tSqnfkGNVE/hdKRXvrXOxNPxWEVi06EzEpbEDeERJAG8KMFIpVQtAa30UmI/F1PKBXCOBxywvJwA7tNZ7kI6rG4B2PpDpEaXUw1rr0cBU4KDWupnW+mHgJ2SWtMfNUsvJ+RUwRik1zvJcoNY63Wazmshx8xr25LKwC2gJXAfcp7Weiqxyn/CCTKOAb4EtQBJgjX99AdyilGoLYFGY32Jxp3nhOwwA/gfsBD4BbgVeQNwbfZVS7fxErr7Aq5aXtwMJWuskRIl+CbTxhhummFzzgH7AJK31NMQ9dBxor7UeA8xFzk+fu4j8VhEg/toMrfV/tdZvA7OBOxBz7z2KFl/8hYzC9IZZWlyuD4G/KaWuQC5qc5RS25GLciJyYnua4jJ9gJykf0NWlHk2284DTnkpEJoEDAZaIJZJVUt78gCb76kNcgFGKTVIKdXCB3JFAFguHIsRy8A6920mUEV5PkstCXhCa/0uMAlpEd/UcoH9ziJnHcu2y3Ct8aI7iAHOARO01t8iF9veQHPk2Iz3E7kmAp2UJB7UByZbzsN9wDrAW6Pt7R2vHhbLIB9IBayDwt8H8q3uWp+itfabG5YCN5vHO4HrLPcjgKeAGYh/8ifgReCfwFbgXh/K9SSimNoBC4BrLa9NBqb4SKYnkB9aAJCG+EpvBH4BnvHisQq1/P0UmG+5b7J5/VPgDSSA/APQ2FdyWWUD/mM5do8B6y3fo8mTMgFBlluw5fFbwGjL/UBkwTEDGI4sMh711HdoR869yEhZ6+MHgGWW+7Mtx8of5BqKKKNqiJfAeh4+DrwMBPlIriHASsv9HZbrxT+AtcBL3jpepcrscwHEz9i52EkRYPn7WLGTtAMyzKYWspq7H1gBDPYDud4H2hbbR4CPZZqL+OBvQ8zVDcDd3jhWNq9Zq9erISulLjavhVhOjC3AP/1IrlDEzzwVuMdbMhXbbjXQw+ZxXcv3uMhDv/cooFqx5wItf4cC622er4Gk2HZAkhBu9RO5IoHPgL8V296t52E5j9cXlmvW1chC4ydPnIvl/n98+uEwHtiPJc/d8pztRa4Z4t8bYnPwlyMpfv4m1zIgxvLYVPw9PpJphfVY4YEVrStyFTsezwM/Wu7fbPnb38/k6gOE+FCmAMS98ANinQQgaZAeW80ifv0DyMJhrJ3XA4A1wJM2z80D2nlKpgrI9bFVLk+ch/58vCr0P/nsg+HvlgtVAGL6HgPqFP/igJssB/1KxA30I9DwcpLLH2VyJlex7WxlzAcuANM9dXGroFzTEIvA3RcPl2SybNsKUeqDELfnOMRt5FaZbH4zyy37r4VYIoMpdFFZLc5OSL1AfyRFegsSgPXUb8uQy4s3Tw6vd0YAkI6cFG2QYfetgSRtOZJKKaW1XqGUmoqYW38DHtdaH7nM5PJHmUqVy3YjrbW2ZHlNAv5E/Mi/XGZyuSSTheuRxIh8ZFX5s4dkAoknJSCr52Sl1DYkvrQP+F1LamOA1nqLUupJZJFxAxLY3m3I5TdyVQxvaBvETTGLoj7PKxAf7P8h1aUvIWlfTwO1bbWr5b4ngnV+J5c/ylQRuWy2DaSY7/ZSlasC36E1btECGOGlY9UfCUIPQeph/oe4pYZZZcIDloghl3/dPP8BEIdkhJxFAqpRxV7/H/B3y/3uloPa6HKUyx9lMuSq/DI5kKuW5XkT4rqYjyQTPI1ktPzkaZkMufzn5o06gnRgAlJhGwf0tJZUK2nNcBrJbEFrvc5yv+ZlKpc/ymTIVfllsifXDZbivgKt9XzgYeB2LYVPa4GDSqkQL9TlGHL5AW6NEVj81Nr2Oa31WaVUptY6Syn1KZLPvgE4qrUusJSr91dKNUZS9tJwc1GKP8rljzIZclV+mcojl2WTbK11hqWaeQKwRWudY8jlO7m8irtMC4plgODAT4ZUbj5l3R6IBm5BysRHu9vk8Ue5/FEmQ67KL1M55bJmuSigLbAbm7RHQy7fyOXtm7sO5qOIefQKcKvN8yUCmEjb2iVI3vswLP5RPFP04Xdy+aNMhlyVX6YKyvUgEGd53u01FIZc/n+rUIxAKVVTKTUPyZH+N5AMDLGYvWhLN1ClVHutdYHlubVIB9GtiLmVbzHN3NY51B/l8keZDLkqv0xukmswMh8C7Ub3hiFXJaKCGtUEjKAw7a0J8BGWVgtIWfw8pOlTLNJSYCjiE/VIRam/yuWPMhlyVX6ZDLkuHbl8eSvrAQwExgANbJ6ranM/AAmoNLc87k0xPygeqHT1R7n8USZDrsovkyHXpSOXP93KcjDjEbMoCfjUwTatgaWOvgyP/AN+KJc/ymTIVfllMuS6dOTyt1tZYgTJSGvcVkAjpdRNgHXgtzV3NgapmkQp1VVZhpJbfKL5dvbpDvxRLn+UyZCr8stkyHXpyOVXuKwItNYngc+01qmIP806iagASaUCKaMPVkq9Drxp817tLoErg1z+KJMhV+WXyZDr0pHL3yhT1pDWOstydx6QrZR63PK8debmdUBPIEVrfa3W+ke3SluJ5PJHmQy5Kr9MhlyXjlx+RXl9Skjq1UbL/faWv7dhE5Dxxc0f5fJHmQy5Kr9MhlyXjly+vlX0oC4DcoClWJoy+cPNH+XyR5kMuSq/TIZcl45cPj0m5TyQAcBrSF7tQ77+J/xZLn+UyZCr8stkyHXpyOUPN2tBRZlRSvUB1mg/q6zzR7n8USYw5CoL/igTGHKVFX+Vy9eUWxEYGBgYGFwaeGMegYGBgYGBH2MoAgMDA4PLHEMRGBgYGFzmGIrAwMDA4DLHUAQGBgYGlzmGIjAwcIJSqkAptV0ptUsp9YdS6hllGUhfynsaKaUGeUtGA4OKYCgCAwPnZGmtO2it2yK96vsALzp5TyPAUAQGlQKjjsDAwAlKqXStdVWbx02ATUAtIA4ZRB9ueflRrfWvSqkNSJ/7Q8DHSCvkycD1yMSrd7XWM732TxgYlIKhCAwMnFBcEVieOwe0BC4AZq11tlKqOTL8pLNS6npgjNa6n2X7EUBtrfVrSqkQ4BfgLq31Ia/+MwYGdgj0tQAGBpWcIOAdpVQHZKB5Cwfb3QS0V0oNsDyuDjRHLAYDA59iKAIDgzJicQ0VAKeRWEESMtwkAMh29DbgMa31cq8IaWBQBoxgsYFBGVBKRQPvA+9o8atWB05qrc3AfYDJsukFIMLmrcuBUUqpIMt+WiilwjEw8AMMi8DAwDlVlFLbETdQPhIcnmZ5bQbwpVLqfqTPfYbl+R1AgVLqD2RE4nQkk2irZSrWGaC/t/4BA4PSMILFBgYGBpc5hmvIwMDA4DLHUAQGBgYGlzmGIjAwMDC4zDEUgYGBgcFljqEIDAwMDC5zDEVgYGBgcJljKAIDAwODyxxDERgYGBhc5vw/1KMYOKFRcEYAAAAASUVORK5CYII=\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "for vis_i in [20, 500, 2160, 700]:\n", - " test_loss = plot_from_loader(loader_train, model, i=vis_i, title=f'epoch={epoch}, train,')\n", - " plt.show()\n", - " model.eval()\n", - " test_loss = plot_from_loader(loader_test, model, i=vis_i, title=f'epoch={epoch}, test,')\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T12:20:14.488703Z", - "start_time": "2020-02-01T12:20:14.427953Z" - } - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## History" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-02T00:47:54.381564Z", - "start_time": "2020-02-01T23:50:15.400Z" - } - }, - "outputs": [], - "source": [ - "df_hist = pd.DataFrame(history)\n", - "df_hist['n'] = df_hist['n']/(df_hist['epoch']+1)\n", - "df_hist.head(3)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-02T00:47:54.383057Z", - "start_time": "2020-02-01T23:50:15.400Z" - } - }, - "outputs": [], - "source": [ - "(df_hist[['loss', 'test_loss']]).plot(ylim=[-2,0])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-02T00:47:54.384762Z", - "start_time": "2020-02-01T23:50:15.400Z" - } - }, - "outputs": [], - "source": [ - "df_hist[['y_std']].plot(ylim=[0,1e4], logy=True)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "file_extension": ".py", - "kernelspec": { - "display_name": "jup3.7.2", - "language": "python", - "name": "jup3.7.2" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.2" - }, - "mimetype": "text/x-python", - "name": "python", - "npconvert_exporter": "python", - "pygments_lexer": "ipython3", - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": true, - "sideBar": false, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": true - }, - "version": 3 - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/smartmeters-long.ipynb b/smartmeters-long.ipynb deleted file mode 100644 index 7bcbe65..0000000 --- a/smartmeters-long.ipynb +++ /dev/null @@ -1,1061 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:20:11.444382Z", - "start_time": "2020-02-01T23:20:10.562565Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/wassname/.pyenv/versions/3.7.2/envs/jup3.7.2/lib/python3.7/site-packages/IPython/core/magics/pylab.py:160: UserWarning: pylab import has clobbered these variables: ['plt']\n", - "`%matplotlib` prevents importing * from pylab and numpy\n", - " \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n" - ] - } - ], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "import matplotlib as plt\n", - "import collections\n", - "from pathlib import Path\n", - "from tqdm.auto import tqdm\n", - "\n", - "import math\n", - "%pylab inline\n", - "%reload_ext autoreload\n", - "%autoreload 2\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:20:11.477765Z", - "start_time": "2020-02-01T23:20:11.448030Z" - } - }, - "outputs": [], - "source": [ - "import logging\n", - "logging.basicConfig(stream=sys.stdout, level=logging.INFO)\n", - "logger = logging.getLogger(\"smartmeters.ipynb\")" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:20:12.037124Z", - "start_time": "2020-02-01T23:20:11.483112Z" - } - }, - "outputs": [], - "source": [ - "import torch\n", - "from torch import nn\n", - "import torch.nn.functional as F" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:20:12.198995Z", - "start_time": "2020-02-01T23:20:12.041918Z" - } - }, - "outputs": [], - "source": [ - "from src.models.model import LatentModel\n", - "from src.data.smart_meter import collate_fns, SmartMeterDataSet, get_smartmeter_df\n", - "from src.plot import plot_from_loader" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:20:12.236202Z", - "start_time": "2020-02-01T23:20:12.208597Z" - } - }, - "outputs": [], - "source": [ - "# Params\n", - "device='cuda'\n", - "batch_size=32\n", - "num_workers=3\n", - "use_logy=False\n", - "num_context, num_extra_target = 24*2*6, 24*2\n", - "esp=1e-4" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Load kaggle smart meter data" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:20:28.318981Z", - "start_time": "2020-02-01T23:20:12.245427Z" - } - }, - "outputs": [], - "source": [ - "df_train, df_test = get_smartmeter_df()" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:20:29.059249Z", - "start_time": "2020-02-01T23:20:28.322338Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "df_train['energy(kWh/hh)'].plot(label='train')\n", - "df_test['energy(kWh/hh)'].plot(label='test')\n", - "plt.title('energy(kWh/hh)')\n", - "plt.legend()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "ExecuteTime": { - "end_time": "2019-11-02T05:13:17.870138Z", - "start_time": "2019-11-02T05:13:17.836065Z" - } - }, - "source": [ - "# Dataloaders" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:20:29.115972Z", - "start_time": "2020-02-01T23:20:29.062094Z" - } - }, - "outputs": [], - "source": [ - "data_train = SmartMeterDataSet(df_train, num_context, num_extra_target)\n", - "data_test = SmartMeterDataSet(df_test, num_context, num_extra_target)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2019-11-02T05:19:43.988134Z", - "start_time": "2019-11-02T05:19:43.959496Z" - } - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:20:29.167411Z", - "start_time": "2020-02-01T23:20:29.124309Z" - } - }, - "outputs": [], - "source": [ - "loader_train = torch.utils.data.DataLoader(data_train, batch_size=batch_size, shuffle=True, \n", - " collate_fn=collate_fns(num_context, num_extra_target, sample=True),\n", - " num_workers=num_workers,\n", - ")\n", - "\n", - "loader_test = torch.utils.data.DataLoader(data_test, batch_size=batch_size, shuffle=False, \n", - " collate_fn=collate_fns(num_context, num_extra_target, sample=False)\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Run" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:20:34.509442Z", - "start_time": "2020-02-01T23:20:29.170397Z" - }, - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "(torch.Size([32, 176, 17]), torch.Size([32, 176, 1]))" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "x, y, _, _ = next(iter(loader_train))\n", - "x.shape, y.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:20:34.568718Z", - "start_time": "2020-02-01T23:20:34.515951Z" - } - }, - "outputs": [], - "source": [ - "# # [I 2020-02-01 23:14:15,952] Finished trial#58 resulted in value: -1.3353958129882812. Current \n", - "# # best value is -1.586141586303711 with parameters: \n", - "# a = {\n", - "# 'attention_dropout': 0.2,\n", - "# 'attention_layers': 2,\n", - "# 'batch_size': 16,\n", - "# 'batchnorm': False,\n", - "# 'det_enc_cross_attn_type': 'multihead',\n", - "# 'det_enc_self_attn_type': 'ptmultihead',\n", - "# 'dropout': 0,\n", - "# 'grad_clip': 40,\n", - "# 'hidden_dim': 64,\n", - "# 'latent_dim': 64,\n", - "# 'latent_enc_self_attn_type': 'multihead',\n", - "# 'learning_rate': 0.001922598180719319,\n", - "# 'max_nb_epochs': 2,\n", - "# 'min_std': 0.005,\n", - "# 'n_decoder_layers': 2,\n", - "# 'n_det_encoder_layers': 8,\n", - "# 'n_latent_encoder_layers': 1,\n", - "# 'num_context': 48,\n", - "# 'num_extra_target': 24,\n", - "# 'num_heads': 8,\n", - "# 'num_workers': 4,\n", - "# 'use_deterministic_path': False,\n", - "# 'use_lvar': True,\n", - "# 'use_self_attn': True,\n", - "# 'vis_i': 670,\n", - "# 'x_dim': 16,\n", - "# 'y_dim': 1\n", - "# }" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:22:39.955893Z", - "start_time": "2020-02-01T23:22:39.666548Z" - } - }, - "outputs": [], - "source": [ - "from src.models.model import LatentModel\n", - "model = LatentModel(\n", - " x_dim=x.shape[-1], \n", - " y_dim=y.shape[-1], \n", - " hidden_dim=64*3,\n", - " latent_dim=64*3,\n", - "# dropout=0.,\n", - " min_std=0.01,\n", - "# attention_dropout=0.2,\n", - " num_heads=8,\n", - " n_latent_encoder_layers=2,\n", - " n_det_encoder_layers=4,\n", - " n_decoder_layers=3,\n", - " attention_layers=2,\n", - " latent_enc_self_attn_type=\"multihead\", \n", - " det_enc_self_attn_type=\"multihead\",\n", - " det_enc_cross_attn_type=\"multihead\",\n", - " use_self_attn=True,\n", - " batchnorm=False,\n", - " use_lvar=False,\n", - " use_deterministic_path=False\n", - ").to(device)\n", - "\n", - "optim = torch.optim.AdamW(model.parameters(), lr=1e-4)\n", - "scheduler = torch.optim.lr_scheduler.ReduceLROnPlateau(optim, patience=4)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:22:46.526247Z", - "start_time": "2020-02-01T23:22:40.438349Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "=======================================================================================================\n", - " Kernel Shape \\\n", - "Layer \n", - "0__latent_encoder.Linear__input_layer [18, 192] \n", - "1__latent_encoder._encoder.0.Linear_linear [192, 192] \n", - "2__latent_encoder._encoder.0.ReLU_act - \n", - "3__latent_encoder._encoder.0.Dropout2d_dropout - \n", - "4__latent_encoder._encoder.1.Linear_linear [192, 192] \n", - "5__latent_encoder._encoder.1.ReLU_act - \n", - "6__latent_encoder._encoder.1.Dropout2d_dropout - \n", - "7__latent_encoder._self_attention._W_k.0.Linear... [192, 192] \n", - "8__latent_encoder._self_attention._W_v.0.Linear... [192, 192] \n", - "9__latent_encoder._self_attention._W_q.0.Linear... [192, 192] \n", - "10__latent_encoder._self_attention._W_k.1.Linea... [192, 192] \n", - "11__latent_encoder._self_attention._W_v.1.Linea... [192, 192] \n", - "12__latent_encoder._self_attention._W_q.1.Linea... [192, 192] \n", - "13__latent_encoder._self_attention._W_k.2.Linea... [192, 192] \n", - "14__latent_encoder._self_attention._W_v.2.Linea... [192, 192] \n", - "15__latent_encoder._self_attention._W_q.2.Linea... [192, 192] \n", - "16__latent_encoder._self_attention._W_k.3.Linea... [192, 192] \n", - "17__latent_encoder._self_attention._W_v.3.Linea... [192, 192] \n", - "18__latent_encoder._self_attention._W_q.3.Linea... [192, 192] \n", - "19__latent_encoder._self_attention._W_k.4.Linea... [192, 192] \n", - "20__latent_encoder._self_attention._W_v.4.Linea... [192, 192] \n", - "21__latent_encoder._self_attention._W_q.4.Linea... [192, 192] \n", - "22__latent_encoder._self_attention._W_k.5.Linea... [192, 192] \n", - "23__latent_encoder._self_attention._W_v.5.Linea... [192, 192] \n", - "24__latent_encoder._self_attention._W_q.5.Linea... [192, 192] \n", - "25__latent_encoder._self_attention._W_k.6.Linea... [192, 192] \n", - "26__latent_encoder._self_attention._W_v.6.Linea... [192, 192] \n", - "27__latent_encoder._self_attention._W_q.6.Linea... [192, 192] \n", - "28__latent_encoder._self_attention._W_k.7.Linea... [192, 192] \n", - "29__latent_encoder._self_attention._W_v.7.Linea... [192, 192] \n", - "30__latent_encoder._self_attention._W_q.7.Linea... [192, 192] \n", - "31__latent_encoder._self_attention._W.Linear_li... [1536, 192] \n", - "32__latent_encoder.Linear__penultimate_layer [192, 192] \n", - "33__latent_encoder.Linear__mean [192, 192] \n", - "34__latent_encoder.Linear__log_var [192, 192] \n", - "35__latent_encoder.Linear__input_layer [18, 192] \n", - "36__latent_encoder._encoder.0.Linear_linear [192, 192] \n", - "37__latent_encoder._encoder.0.ReLU_act - \n", - "38__latent_encoder._encoder.0.Dropout2d_dropout - \n", - "39__latent_encoder._encoder.1.Linear_linear [192, 192] \n", - "40__latent_encoder._encoder.1.ReLU_act - \n", - "41__latent_encoder._encoder.1.Dropout2d_dropout - \n", - "42__latent_encoder._self_attention._W_k.0.Linea... [192, 192] \n", - "43__latent_encoder._self_attention._W_v.0.Linea... [192, 192] \n", - "44__latent_encoder._self_attention._W_q.0.Linea... [192, 192] \n", - "45__latent_encoder._self_attention._W_k.1.Linea... [192, 192] \n", - "46__latent_encoder._self_attention._W_v.1.Linea... [192, 192] \n", - "47__latent_encoder._self_attention._W_q.1.Linea... [192, 192] \n", - "48__latent_encoder._self_attention._W_k.2.Linea... [192, 192] \n", - "49__latent_encoder._self_attention._W_v.2.Linea... [192, 192] \n", - "50__latent_encoder._self_attention._W_q.2.Linea... [192, 192] \n", - "51__latent_encoder._self_attention._W_k.3.Linea... [192, 192] \n", - "52__latent_encoder._self_attention._W_v.3.Linea... [192, 192] \n", - "53__latent_encoder._self_attention._W_q.3.Linea... [192, 192] \n", - "54__latent_encoder._self_attention._W_k.4.Linea... [192, 192] \n", - "55__latent_encoder._self_attention._W_v.4.Linea... [192, 192] \n", - "56__latent_encoder._self_attention._W_q.4.Linea... [192, 192] \n", - "57__latent_encoder._self_attention._W_k.5.Linea... [192, 192] \n", - "58__latent_encoder._self_attention._W_v.5.Linea... [192, 192] \n", - "59__latent_encoder._self_attention._W_q.5.Linea... [192, 192] \n", - "60__latent_encoder._self_attention._W_k.6.Linea... [192, 192] \n", - "61__latent_encoder._self_attention._W_v.6.Linea... [192, 192] \n", - "62__latent_encoder._self_attention._W_q.6.Linea... [192, 192] \n", - "63__latent_encoder._self_attention._W_k.7.Linea... [192, 192] \n", - "64__latent_encoder._self_attention._W_v.7.Linea... [192, 192] \n", - "65__latent_encoder._self_attention._W_q.7.Linea... [192, 192] \n", - "66__latent_encoder._self_attention._W.Linear_li... [1536, 192] \n", - "67__latent_encoder.Linear__penultimate_layer [192, 192] \n", - "68__latent_encoder.Linear__mean [192, 192] \n", - "69__latent_encoder.Linear__log_var [192, 192] \n", - "70__decoder.Linear__target_transform [17, 192] \n", - "71__decoder._decoder.0.Linear_linear [384, 384] \n", - "72__decoder._decoder.0.ReLU_act - \n", - "73__decoder._decoder.0.Dropout2d_dropout - \n", - "74__decoder._decoder.1.Linear_linear [384, 384] \n", - "75__decoder._decoder.1.ReLU_act - \n", - "76__decoder._decoder.1.Dropout2d_dropout - \n", - "77__decoder._decoder.2.Linear_linear [384, 384] \n", - "78__decoder._decoder.2.ReLU_act - \n", - "79__decoder._decoder.2.Dropout2d_dropout - \n", - "80__decoder.Linear__mean [384, 1] \n", - "81__decoder.Linear__std [384, 1] \n", - "\n", - " Output Shape \\\n", - "Layer \n", - "0__latent_encoder.Linear__input_layer [32, 170, 192] \n", - "1__latent_encoder._encoder.0.Linear_linear [32, 170, 192] \n", - "2__latent_encoder._encoder.0.ReLU_act [32, 170, 192] \n", - "3__latent_encoder._encoder.0.Dropout2d_dropout [32, 192, 170, 1] \n", - "4__latent_encoder._encoder.1.Linear_linear [32, 170, 192] \n", - "5__latent_encoder._encoder.1.ReLU_act [32, 170, 192] \n", - "6__latent_encoder._encoder.1.Dropout2d_dropout [32, 192, 170, 1] \n", - "7__latent_encoder._self_attention._W_k.0.Linear... [32, 170, 192] \n", - "8__latent_encoder._self_attention._W_v.0.Linear... [32, 170, 192] \n", - "9__latent_encoder._self_attention._W_q.0.Linear... [32, 170, 192] \n", - "10__latent_encoder._self_attention._W_k.1.Linea... [32, 170, 192] \n", - "11__latent_encoder._self_attention._W_v.1.Linea... [32, 170, 192] \n", - "12__latent_encoder._self_attention._W_q.1.Linea... [32, 170, 192] \n", - "13__latent_encoder._self_attention._W_k.2.Linea... [32, 170, 192] \n", - "14__latent_encoder._self_attention._W_v.2.Linea... [32, 170, 192] \n", - "15__latent_encoder._self_attention._W_q.2.Linea... [32, 170, 192] \n", - "16__latent_encoder._self_attention._W_k.3.Linea... [32, 170, 192] \n", - "17__latent_encoder._self_attention._W_v.3.Linea... [32, 170, 192] \n", - "18__latent_encoder._self_attention._W_q.3.Linea... [32, 170, 192] \n", - "19__latent_encoder._self_attention._W_k.4.Linea... [32, 170, 192] \n", - "20__latent_encoder._self_attention._W_v.4.Linea... [32, 170, 192] \n", - "21__latent_encoder._self_attention._W_q.4.Linea... [32, 170, 192] \n", - "22__latent_encoder._self_attention._W_k.5.Linea... [32, 170, 192] \n", - "23__latent_encoder._self_attention._W_v.5.Linea... [32, 170, 192] \n", - "24__latent_encoder._self_attention._W_q.5.Linea... [32, 170, 192] \n", - "25__latent_encoder._self_attention._W_k.6.Linea... [32, 170, 192] \n", - "26__latent_encoder._self_attention._W_v.6.Linea... [32, 170, 192] \n", - "27__latent_encoder._self_attention._W_q.6.Linea... [32, 170, 192] \n", - "28__latent_encoder._self_attention._W_k.7.Linea... [32, 170, 192] \n", - "29__latent_encoder._self_attention._W_v.7.Linea... [32, 170, 192] \n", - "30__latent_encoder._self_attention._W_q.7.Linea... [32, 170, 192] \n", - "31__latent_encoder._self_attention._W.Linear_li... [32, 170, 192] \n", - "32__latent_encoder.Linear__penultimate_layer [32, 192] \n", - "33__latent_encoder.Linear__mean [32, 192] \n", - "34__latent_encoder.Linear__log_var [32, 192] \n", - "35__latent_encoder.Linear__input_layer [32, 198, 192] \n", - "36__latent_encoder._encoder.0.Linear_linear [32, 198, 192] \n", - "37__latent_encoder._encoder.0.ReLU_act [32, 198, 192] \n", - "38__latent_encoder._encoder.0.Dropout2d_dropout [32, 192, 198, 1] \n", - "39__latent_encoder._encoder.1.Linear_linear [32, 198, 192] \n", - "40__latent_encoder._encoder.1.ReLU_act [32, 198, 192] \n", - "41__latent_encoder._encoder.1.Dropout2d_dropout [32, 192, 198, 1] \n", - "42__latent_encoder._self_attention._W_k.0.Linea... [32, 198, 192] \n", - "43__latent_encoder._self_attention._W_v.0.Linea... [32, 198, 192] \n", - "44__latent_encoder._self_attention._W_q.0.Linea... [32, 198, 192] \n", - "45__latent_encoder._self_attention._W_k.1.Linea... [32, 198, 192] \n", - "46__latent_encoder._self_attention._W_v.1.Linea... [32, 198, 192] \n", - "47__latent_encoder._self_attention._W_q.1.Linea... [32, 198, 192] \n", - "48__latent_encoder._self_attention._W_k.2.Linea... [32, 198, 192] \n", - "49__latent_encoder._self_attention._W_v.2.Linea... [32, 198, 192] \n", - "50__latent_encoder._self_attention._W_q.2.Linea... [32, 198, 192] \n", - "51__latent_encoder._self_attention._W_k.3.Linea... [32, 198, 192] \n", - "52__latent_encoder._self_attention._W_v.3.Linea... [32, 198, 192] \n", - "53__latent_encoder._self_attention._W_q.3.Linea... [32, 198, 192] \n", - "54__latent_encoder._self_attention._W_k.4.Linea... [32, 198, 192] \n", - "55__latent_encoder._self_attention._W_v.4.Linea... [32, 198, 192] \n", - "56__latent_encoder._self_attention._W_q.4.Linea... [32, 198, 192] \n", - "57__latent_encoder._self_attention._W_k.5.Linea... [32, 198, 192] \n", - "58__latent_encoder._self_attention._W_v.5.Linea... [32, 198, 192] \n", - "59__latent_encoder._self_attention._W_q.5.Linea... [32, 198, 192] \n", - "60__latent_encoder._self_attention._W_k.6.Linea... [32, 198, 192] \n", - "61__latent_encoder._self_attention._W_v.6.Linea... [32, 198, 192] \n", - "62__latent_encoder._self_attention._W_q.6.Linea... [32, 198, 192] \n", - "63__latent_encoder._self_attention._W_k.7.Linea... [32, 198, 192] \n", - "64__latent_encoder._self_attention._W_v.7.Linea... [32, 198, 192] \n", - "65__latent_encoder._self_attention._W_q.7.Linea... [32, 198, 192] \n", - "66__latent_encoder._self_attention._W.Linear_li... [32, 198, 192] \n", - "67__latent_encoder.Linear__penultimate_layer [32, 192] \n", - "68__latent_encoder.Linear__mean [32, 192] \n", - "69__latent_encoder.Linear__log_var [32, 192] \n", - "70__decoder.Linear__target_transform [32, 198, 192] \n", - "71__decoder._decoder.0.Linear_linear [32, 198, 384] \n", - "72__decoder._decoder.0.ReLU_act [32, 198, 384] \n", - "73__decoder._decoder.0.Dropout2d_dropout [32, 384, 198, 1] \n", - "74__decoder._decoder.1.Linear_linear [32, 198, 384] \n", - "75__decoder._decoder.1.ReLU_act [32, 198, 384] \n", - "76__decoder._decoder.1.Dropout2d_dropout [32, 384, 198, 1] \n", - "77__decoder._decoder.2.Linear_linear [32, 198, 384] \n", - "78__decoder._decoder.2.ReLU_act [32, 198, 384] \n", - "79__decoder._decoder.2.Dropout2d_dropout [32, 384, 198, 1] \n", - "80__decoder.Linear__mean [32, 198, 1] \n", - "81__decoder.Linear__std [32, 198, 1] \n", - "\n", - " Params Mult-Adds \n", - "Layer \n", - "0__latent_encoder.Linear__input_layer 3.648k 3.456k \n", - "1__latent_encoder._encoder.0.Linear_linear 36.864k 36.864k \n", - "2__latent_encoder._encoder.0.ReLU_act - - \n", - "3__latent_encoder._encoder.0.Dropout2d_dropout - - \n", - "4__latent_encoder._encoder.1.Linear_linear 36.864k 36.864k \n", - "5__latent_encoder._encoder.1.ReLU_act - - \n", - "6__latent_encoder._encoder.1.Dropout2d_dropout - - \n", - "7__latent_encoder._self_attention._W_k.0.Linear... 36.864k 36.864k \n", - "8__latent_encoder._self_attention._W_v.0.Linear... 36.864k 36.864k \n", - "9__latent_encoder._self_attention._W_q.0.Linear... 36.864k 36.864k \n", - "10__latent_encoder._self_attention._W_k.1.Linea... 36.864k 36.864k \n", - "11__latent_encoder._self_attention._W_v.1.Linea... 36.864k 36.864k \n", - "12__latent_encoder._self_attention._W_q.1.Linea... 36.864k 36.864k \n", - "13__latent_encoder._self_attention._W_k.2.Linea... 36.864k 36.864k \n", - "14__latent_encoder._self_attention._W_v.2.Linea... 36.864k 36.864k \n", - "15__latent_encoder._self_attention._W_q.2.Linea... 36.864k 36.864k \n", - "16__latent_encoder._self_attention._W_k.3.Linea... 36.864k 36.864k \n", - "17__latent_encoder._self_attention._W_v.3.Linea... 36.864k 36.864k \n", - "18__latent_encoder._self_attention._W_q.3.Linea... 36.864k 36.864k \n", - "19__latent_encoder._self_attention._W_k.4.Linea... 36.864k 36.864k \n", - "20__latent_encoder._self_attention._W_v.4.Linea... 36.864k 36.864k \n", - "21__latent_encoder._self_attention._W_q.4.Linea... 36.864k 36.864k \n", - "22__latent_encoder._self_attention._W_k.5.Linea... 36.864k 36.864k \n", - "23__latent_encoder._self_attention._W_v.5.Linea... 36.864k 36.864k \n", - "24__latent_encoder._self_attention._W_q.5.Linea... 36.864k 36.864k \n", - "25__latent_encoder._self_attention._W_k.6.Linea... 36.864k 36.864k \n", - "26__latent_encoder._self_attention._W_v.6.Linea... 36.864k 36.864k \n", - "27__latent_encoder._self_attention._W_q.6.Linea... 36.864k 36.864k \n", - "28__latent_encoder._self_attention._W_k.7.Linea... 36.864k 36.864k \n", - "29__latent_encoder._self_attention._W_v.7.Linea... 36.864k 36.864k \n", - "30__latent_encoder._self_attention._W_q.7.Linea... 36.864k 36.864k \n", - "31__latent_encoder._self_attention._W.Linear_li... 294.912k 294.912k \n", - "32__latent_encoder.Linear__penultimate_layer 37.056k 36.864k \n", - "33__latent_encoder.Linear__mean 37.056k 36.864k \n", - "34__latent_encoder.Linear__log_var 37.056k 36.864k \n", - "35__latent_encoder.Linear__input_layer - 3.456k \n", - "36__latent_encoder._encoder.0.Linear_linear - 36.864k \n", - "37__latent_encoder._encoder.0.ReLU_act - - \n", - "38__latent_encoder._encoder.0.Dropout2d_dropout - - \n", - "39__latent_encoder._encoder.1.Linear_linear - 36.864k \n", - "40__latent_encoder._encoder.1.ReLU_act - - \n", - "41__latent_encoder._encoder.1.Dropout2d_dropout - - \n", - "42__latent_encoder._self_attention._W_k.0.Linea... - 36.864k \n", - "43__latent_encoder._self_attention._W_v.0.Linea... - 36.864k \n", - "44__latent_encoder._self_attention._W_q.0.Linea... - 36.864k \n", - "45__latent_encoder._self_attention._W_k.1.Linea... - 36.864k \n", - "46__latent_encoder._self_attention._W_v.1.Linea... - 36.864k \n", - "47__latent_encoder._self_attention._W_q.1.Linea... - 36.864k \n", - "48__latent_encoder._self_attention._W_k.2.Linea... - 36.864k \n", - "49__latent_encoder._self_attention._W_v.2.Linea... - 36.864k \n", - "50__latent_encoder._self_attention._W_q.2.Linea... - 36.864k \n", - "51__latent_encoder._self_attention._W_k.3.Linea... - 36.864k \n", - "52__latent_encoder._self_attention._W_v.3.Linea... - 36.864k \n", - "53__latent_encoder._self_attention._W_q.3.Linea... - 36.864k \n", - "54__latent_encoder._self_attention._W_k.4.Linea... - 36.864k \n", - "55__latent_encoder._self_attention._W_v.4.Linea... - 36.864k \n", - "56__latent_encoder._self_attention._W_q.4.Linea... - 36.864k \n", - "57__latent_encoder._self_attention._W_k.5.Linea... - 36.864k \n", - "58__latent_encoder._self_attention._W_v.5.Linea... - 36.864k \n", - "59__latent_encoder._self_attention._W_q.5.Linea... - 36.864k \n", - "60__latent_encoder._self_attention._W_k.6.Linea... - 36.864k \n", - "61__latent_encoder._self_attention._W_v.6.Linea... - 36.864k \n", - "62__latent_encoder._self_attention._W_q.6.Linea... - 36.864k \n", - "63__latent_encoder._self_attention._W_k.7.Linea... - 36.864k \n", - "64__latent_encoder._self_attention._W_v.7.Linea... - 36.864k \n", - "65__latent_encoder._self_attention._W_q.7.Linea... - 36.864k \n", - "66__latent_encoder._self_attention._W.Linear_li... - 294.912k \n", - "67__latent_encoder.Linear__penultimate_layer - 36.864k \n", - "68__latent_encoder.Linear__mean - 36.864k \n", - "69__latent_encoder.Linear__log_var - 36.864k \n", - "70__decoder.Linear__target_transform 3.456k 3.264k \n", - "71__decoder._decoder.0.Linear_linear 147.456k 147.456k \n", - "72__decoder._decoder.0.ReLU_act - - \n", - "73__decoder._decoder.0.Dropout2d_dropout - - \n", - "74__decoder._decoder.1.Linear_linear 147.456k 147.456k \n", - "75__decoder._decoder.1.ReLU_act - - \n", - "76__decoder._decoder.1.Dropout2d_dropout - - \n", - "77__decoder._decoder.2.Linear_linear 147.456k 147.456k \n", - "78__decoder._decoder.2.ReLU_act - - \n", - "79__decoder._decoder.2.Dropout2d_dropout - - \n", - "80__decoder.Linear__mean 385.0 384.0 \n", - "81__decoder.Linear__std 385.0 384.0 \n", - "-------------------------------------------------------------------------------------------------------\n", - " Totals\n", - "Total params 1.814786M\n", - "Trainable params 1.814786M\n", - "Non-trainable params 0.0\n", - "Mult-Adds 3.181248M\n", - "=======================================================================================================\n" - ] - } - ], - "source": [ - "from torchsummaryX import summary\n", - "data = next(iter(loader_train))\n", - "data = [d.to(device) for d in data]\n", - "context_x, context_y, target_x, target_y = data\n", - "with torch.no_grad():\n", - " model.eval()\n", - " summary(model, context_x, context_y, target_x, target_y)\n", - " dist, log_p, kl, loss_mse, loss = model(context_x, context_y, target_x, target_y)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:22:47.165856Z", - "start_time": "2020-02-01T23:22:46.532419Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "tensor(0.8344, device='cuda:0')" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Lets choose a challenging time to forecast\n", - "vis_i = 670 # 290 # 1600\n", - "plot_from_loader(loader_test, model, i=vis_i)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T15:23:58.470241Z", - "start_time": "2020-02-01T15:23:51.044449Z" - } - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T13:17:08.536646Z", - "start_time": "2020-02-01T13:17:08.499131Z" - } - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2020-02-01T23:22:41.600Z" - }, - "scrolled": true - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "80cf7530e0954cacba18f5e7c6c99d23", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, max=10.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "375400b84bb74454943adaf2d33b3542", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, max=1093.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0, i=0, loss: 0.7975, test: 0.8082, grad_norm: 1.3, std: 0.68\n", - "0, i=100, loss: -0.2183, test: -0.3447, grad_norm: 10, std: 0.18\n", - "0, i=200, loss: -0.3002, test: -0.6174, grad_norm: 4.6, std: 0.16\n", - "0, i=300, loss: -0.5643, test: -0.6592, grad_norm: 6.1, std: 0.16\n", - "0, i=400, loss: -0.05472, test: -0.3722, grad_norm: 22, std: 0.22\n", - "0, i=500, loss: -0.5082, test: -0.6556, grad_norm: 13, std: 0.2\n", - "0, i=600, loss: -0.7577, test: -0.595, grad_norm: 14, std: 0.13\n", - "0, i=700, loss: -0.8033, test: -0.8108, grad_norm: 3.7, std: 0.11\n", - "0, i=800, loss: -0.9265, test: -0.863, grad_norm: 20, std: 0.11\n", - "0, i=900, loss: -0.8924, test: -0.5864, grad_norm: 17, std: 0.13\n", - "0, i=1000, loss: -0.8474, test: -0.8609, grad_norm: 9.4, std: 0.14\n", - "\n" - ] - }, - { - "data": { - "image/png": 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ZgwcPulqlUsWuXbvYsmULgG4EdJyGnrrkv0uZbBEkJCQwfvx4QBtY1qRJExdrVLowGAwEBgbSpk0bvaWk4xT01CX/bcpkiok1a9bw4Ycf4uvry8svv+xqlXR0/vPoqUvKPrZSTJRJQ7Bjxw5Xq1HqiYmJITo6mpCQEEJDQ12tjk4Zx83NjYK+FUopDIZCpxTRKQX8J3MNAZw+fZq//vqLM2fOuFqVUkdkZCQdO3Zk0aJFrlZF5z+Anrrkv02ZNASpqans3buXUaNGceutt7J06dISP2dZcpR98cUX5jEVgYGBLtZG57+Anrrkv02ZdBbv3r2bjh07AtC2bVtq1KhRoucra44y06jr8ePHM2TIEBdro/NfwPScjxo1iqSkJIKDg3nnnXdK5fOv4zhl0kfw2WefMXToUG655RYWLlxY4ucsa46y8+fPc/r0aWrUqEFwcLCr1dH5DxEUFERcXBwxMTH6s+Uixo8fT2ZmJlOmTKFcOfvr8rqzuJjojjIdHRAR3Ny03uTExER9QigXYDAYcHd3B7SMy97e3nYf6xJnsVJqvlLqvFLqHyvl4UqpfUqp/UqpbUqpFiWlS3Epi46ypUuX4uvra+7C0tEpLqZKj1JKNwIuIisry/zbZBCcQUk6ixcAPWyUnwQ6iUhzYBIQ6egJ5s6dS82aNXn99deLpqGdREREXGN5S7OjbOHChbz55pskJyeTkpLianV0/iO4ubmxdetWNm3a5GpVbliUUtx333088MADeHh4OE1uiRkCEdkEJNoo3yYiScbVP4Ege2WvWrWKkJAQhg8fTnx8PJcuXSqmtrYJDw/niSeeMK+HhIQ4NcmdMyOSoqKiePrppzl27BjVq1fnnnvucYqOOjpKKQICAvD19SUjI8PV6txQHDlyhEOHDuHp6clPP/3EypUrnXsCESmxBQgD/rFjv5eAuTbKhwE7gB0hISGyePFiAaRXr15y7tw5SUlJkZJkyZIl4u/vL4BUrVpVlixZ4lTZPj4+ApgXHx+fIp3DmbJ0dAqiSZMmAsg///zjalVuKEzvc25urvz111+yceNGycjIcFTGDrH2jbVW4IzFHkMAdAEOAdXskdm6dWtJTU2VU6dOyblz5xy6EEWhpD+uoaGheWSbltDQUJfK0tHJT3p6uvmZOnLkiKvVuaEwXffMzEwJDAwUQGJjYx2VYdUQlGjUkFIqDPhRRJpZKb8Z+A64V0SO2iPzekcNlXToqDMjkvToJp2SJDExkWrVquHr60tSUlLhB+g4jU2bNuHm5k5gYB3q1tUGiZ49e5aaNWvaLcNW1JDLBpQppUKAb4FB9hqB/OzZs4dZs2bRvHlzRo8e7VwFjZT0/MghISEFGpqiRCQ5U5aOTn48PT157bXX8PT0dLUqNxwdO3YkNxeOHIkDoFatWg4ZgUKx1lQo7gJ8BZwFsoHTwFDgaeBpY/lcIAnYY1ysNlssl9atW8uvv/4qI0eOlCFDhgggPXv2dKiJ5Agl3d1S0j4CT09P3Uego1OGycrKkn79+snAgeFy5oxIbm6uZGVlOSzH1je2RH0EJbG0bt1apk6dKoD0799fIiMjZe3atQ5fFHu5Hg7YJUuWSLVq1QSQWrVqFUv2kiVLxNvbWwAJDAzUjYCOU+nbt6+EhYXJzp07Xa3KDcOVK1fM3579+1OLLOc/Zwh27twpH3/8sWzevLnIF8URlixZIqGhoaKUktDQ0BL5uPbp00cAWb58udNlmzAYSky0zg1AZmamVKpUSQDZsmWLq9W5YcjOzjYbgg0bzsidd94pVapUkf379zskx5YhKJNJ51q1akWrVq2u2/nCw8MJDw/nzz//JCYmhttuu83p50hMTMTX19dp/fkZGRn88MMPuLm50adPH7KyICcH8iWQ1NGxm7i4OPMAxdatW7tYmxuHcuXKMWnSJC5dukJ8fCKbN28G8o4yLi5lMg21ieTkZFauXMm6deuuy/mmT59O//792bZtm9NlHz9+nEuXLlGrVi2nyEtJSeHhhx9m+PDhAFy8CHrgkE5xKFeuHE2bNuWuu+7Cy8vL1ercULzxxhu89dY7ZGZq67Vq1aJFC+dl5SmTLYKDBw8SExNDdnY2vXv3pnnz5uzbt69Ez9mvXz9WrFjBnXfeSVCQ3YOg7Wb06NFcunSJKlWqFFtWo0aNOHPmDF26dKFevXoAJCRApUrFFu1SoqKiGDduHDExMYSEhBAREaGnQb6OBAcH888/BaYO0ylBMjMzWbZsGSLeVK9+DytWfE+VKhWcmmvI5X3+ji6tW7eW5557TgB54YUX5P7775fRo0c71FdWFIKCggSQmJiYEpEfExMj69evl2PHjhVbVtWqVQWQhIQE87bNm0WSk4st2mXoo6ZLB5999pmMGjVKDh486GpVbhjOnz9vfubXrk2Xy5eLJgcbPoIy2TXUqFEj7r77bu68805WrVrFjBkzSvycX3/9NevXr6d69ZKZBGfRokV06dKFL774otiyjh49yrlz5/D19QUw+wekbGUcz8O4cePMEwOZSEtLY9y4cS7S6Mbk+++/5+OPPy6V83D8V7FMLhcXd5z33pvKoEGDOHDggNPOUSYNwYgRI1i7di29e/e+blNItm/fnjvuuIP0dCE7O9vp8q9cuUKVKlWoXbt2sWVVr16dgIAAsrKySE5OJi1NswBl2RCU9MA+ncI5ePAga9euBaBJkyYu1ubGoUqVKvTq1YvGjZty+XIikye/xpIlS5w6V3uZNAQmTFNIRkdHIyLmKSRLyhiMHDmSatV8mD9/vtNlR0ZGkpycTP/+/Z0m09/fH19fX+LjLwNl2xCUxTkh/mukp6cDcMsttxAWFuZaZW4wvv/+ezZs+Ac3t6t+gaZNmzpNfpk2BK+99tp16y74+OOPmTNnDqDl7nE2TZs25eabb3Zo6jlrDBs2jM6dO3PlyhUAOnduxrp1UWXaEOiTp7ueZs2acfLkSVatWuVqVW4ocnNzSUpK4vLlFKpW9efBB4cSERHhlN4DM9acB6V1ad26tTz88MNSvnz5AlM/AKKUKpo3xQYmB+zOnQmF7+xilFLXXBNPTx+ZPbtsO1avx8A+Hdvs27dPfvnlFzl79qyrVblhOHnypAASFBQq69eLbN9eNDn815zFWVlZZGdnU6NGwY7bkugueOaZZ3j++RcQKZn46XXr1lG5cmXuv//+Ysvy8/O7ZltmZhqTJ5dtx2p4eLi5G/D777/XQ0ddwKRJk7j77rvZuHGjq1W54Th9OpoDB/5g584/WbZsmVP9Y2XSEHzzzTdkZmYyffr069ZdMGnSJN57bzru7iUzNLdcuXKkpKQ4ZWrJxMSCJ4aLiyvbjlWx6Nuy9j/qlBzHjh3j66+/BrBaCdNxPmFhYXTr1g2Ay5cT+Pzz1xgwYIBTB7aWSUPg5uaGh4cHgwYNIjIyktDQUJRShIaGOnUKyfzMnTuXYcO689VXXzld9uOPP06lSpWc0v9qrUUUGFi2HasiwtixYxk2bBgtW7Z0tTo3HKdPnwagU6dOdO3a1cXa3FgsWLCADRv+JSsrk717tdaYUwe2WuszKq1LnTp18vQT16xZUwAZOXJk0TrO7OTQoUPSq9dDAkhERITT5Xt6egog6enpxZKTm5srzz33nFkeFj6CWbP0PnWdohMbGyszZ86UFStWuFoVp1DWfE7Hj4u8//4vUrWqv/TuPdDh4/kvZR91c3Oz6iTevXu3wxfHXjw8PASQKVN+kOPHTzhd/unTpyUmJkYMxUwRappO0N3d3Wgklfj7B8u4cUvkzBknKaujU8YpSyPV//33X+nQoYP06jVI1q8XWb9eMwqOYssQlLmuIVtTLl64cKHEztugQQPq129I27b3EBRUx+nyK1asyNixYxk6dGix5Cil6N27Nw8++CBnz55l40YDy5bF0L17OBZd7GWStLQ0+vfvT4cOHTh06JCr1bkheeaZZ/Dy8mLevHmuVqVImN6BsjRSPTU1la1bt7Jy5WKOHt1Fbm4OCQlpzh3Yas1CmBY0P8ItQE+gK+Bf2DHG4+YD57EyeT2ggJnAcWAf0MpOuQWGi/70009y4cIFx82kAyQladY4Pt75si9duiSAVK5c2Wkys7NFxo1bIgEBWvM3MLD0N39tERsba77nCxYscLU6Nxzx8fHmGftmz57tanWKREqK9regEGvTt6S0kZqaap6wfvz4r+SBB0YIIJ988olDcihKi0ApVU8pFWn8UL8LDARGAuuUUn8qpZ5QStlqUSwAetgovxdoYFyGAZ/Z2NcmIsLIkSPNw99Lip07d7JixQy++26zU2vXIsJLL71ExYoVWbBggdPkjho1iqlTnyA+Xgu5jIsr2ZHXJY2Xl5d5vtxGjRq5WJsbj23bthEdHc3dd9/Nk08+6Wp1HMZggMvaIPsyNVK9QoUKREZGMnbsDJKSzrNqlelT6cSBrdYsBNqcwx0BVUCZPzAGeNza8cb9wrDeIvgcGGixfgSoZUueFOIjKOk+vvHjTVNkvuTUTJ65ublOq40YDAbJysqSnJycaxzGpsVZ8y3r3Fhs2bJF7rrrLnnzzTddrUqRyM4WOXxY+12WfAQm9u8XGTt2kQDSvXu4uXVjL7jKWVyIIfgRuMNi/TegjZV9hwE7gB3VqlWT6tWrWzUGJfGRy87Olvr16wsgDz00WiZN+l6c2QuVm5srgwcPlqpVq5ojGEaMGFGkiAZTylpb16g0Nn91ygZpaa7WoOhkZor8/ffVdcu5woOCgkqtETh9+rS8++67EhGxWL7//qJ8+ul2WbLkmDg6uLvYhgC4HXgEeMy02HmcUwyB5dK6dWsJCwu7rh+5zMxMAaR8+fJmr70zI3AKqp0UtbVz7tw5KVeunNSsWVMCA0P/Uy2CzMxMOXz4sOzZsyfPXAs6149ZsxZJ3759ZeXKla5WxWHS00U2bBDJydHWc3NzpXLlygLIkSNHXKucDbZt22Z+d5cujTZ/gxydusSWISg0akgptRiYBtwBtDUubQo7zg7igGCL9SDjtkLp168fFSpUKLCsJPr4ypcvz9GjR1m37ursTE6cLrTACIb82BvREBAQQHZ2NmfPnuWllyLw9PzvJGrbtWsXjRs3pmXLlnzyySeuVueGQwT27NnLihUrOHz4sKvVcRiDQfsfTIPSL1++zGWj08AZMwOWFJbT127b9gNr1izkhRe68eWXC512DnvCR9sAHURkpIiMMi6jnXDuVcBjSqM9kCwiZ+058L333uPzzz+/bukllFI0aNCAatVqERf3L0lJ53Fm5Ja9OUOio6Mdktu6dVcGD55I9eq1UUpRq1ZIiY68Lmkss75WrFjRhZrcmCxatJg5c6ZTuXJlevXq5Wp1HMYUeZ6QYFo34O/vj7+/P7feemuJz2lSVMLCwpg5cybt2nUnMfEs778/hN27f+fkyRPOO4m1poJc7bL5GjucuAUc9xVwFsgGTgNDgaeBp43lCpgF/Avsx45uITF2DZm43iMDIyI+F0B69nxSDhxwntzg4GCb3UJYdHs58j927vxAnuO//voP5ymtUyTK2mhWSyIj5wkggwcPdrUqReLSpbzh1CZfXFlxGm/fLjJ69McCSHBwI4mK+lcyMuw/nqL4CIAf0Grt64EkYK1xfRWwytpxJb20bt1azp07JxcuXDCPwk1KSpLY2FhJcdSNbidpaWkyZswYCQ2tL7Vq1ZGBA18VZw5inj9/vtiKhrJcCuvfP3v2rNxzzz0yePBg6dt3hAQFNTAfO2/ez85TWsdhymKkiiVpaTny66/pkuHI16cU8fnnS8TT0+eaylVR3rPrSUpKivzzzz/y3XfRMmvWHzJo0BsyZcoPsn69NrbJXopqCDrZWqwdV9JL69atpUKFCgKYP/xPPPGEADJ37lwHLq/9JCYmCiCVK/uaHTV//eXccyxZskSCg4NFKSUhISFFdoYfO3ZMAKlbt65s2aLpWqFCFQHk778Tnau0jkOYBmOV5o+OLdLTRebO3SuRkQtl165drlbHYYKCCr7+RXnPrie//PKLANKmTXfz98e0xMXZL8eWIbDqIxCRjbYWa8ddD/z8/KhWrZp5Ni8/Pz9q166Nt7d3iZzPy8uLDz74gFGjJpm3OdNZDFqu/dDQUP0bLf0AACAASURBVESEJUuWEBwcXOB+hTnDa9Wqxc8//8wnn8wz+zG++eYsP/10mUqVfJ2r9HXm119/RSmFUqpUpgIojLI+77LBAFu3rmTYsMf55ptvXK2OwziShr00DSwz+UJ37FjH4sWTOX58DytWfMSuXb9jnD202NgTNfSQUuqYUipZKXVZKZWilLrsnNMXjZiYGC5evIiXlzZJzLRp04iLi+ORRx4pkfN5e3vz/PPPM3Dgs+Zt2dlaBIIzqVy5Mr6+2sf6+eefv6bcHmd4hQoV6NGjB82adTZv8/T0xsenEk4diegCLHNJlZWPpyVlaTRrQfz0048sWvQ2AC1atHCxNo5jbxr20hZZ16FDByZOnAhAfHw033wzk1mznmfz5m+dZgjscfoeB5oUtt/1WiydxdebTz9dI9Wq1RZv70rGLhznOPvOnz8vbm5uUrNmTfO2CxcuSJ8+ffIMMnPkXHv3ijzyyGsSFNRA/P2DpV69FrJw4YZi6+pKEhISZM2aNbJixQo5ffq0q9VxCMvBS5ZLWfIRTJkyXQDp0+c5yc52tTaO88knS8TT0zvP9ffy8pK+ffuW+oFlaWmZsmZNmgwePMGs+4QJXzs0bSU2uobsmSk9XkRu6FSPmZmZbN26lS+/nElCwhnz9pgYLXcPUKyQTIPBYF5MVK9enRUrVjgs6+LFiyxbtoyEhBokJsZz+vQxAM6fjyU5uWzP6uXn58c999zjajUcJioqimHDhl0zVsTX15dPPvmkzITz3nPP/WRlhRAYWJ/0dKhUydUaOUavXuHs3n2KefPeACAkJJQpUyIIDw+nTZs2JCQk8N1339GmjTOGSTmXzEwPPD2hWrXa1K/fkvvue5JOnfqSkaH1TKjiNvatWQjgIeMyA1iGlnTOtO0ha8eV9NKqVStp27atdOrUyWzppk+fLi1btpRFixbZbx4dwJT1sqQiDAwGg+Tk5EhWVtY1ZadOnZKXXnpJ3nnnHbtk7dq1SwCpX7+lfP11nCxceMis5x9/XCqWnjpFw5qTODAw0NWqOURiosjatRmycmWCnDqV6mp1HCY6WuSLLw7Ibbf9Tx588FlJSRGZOHGi+Pn5GUMygyU6OtrVal7D2rVrJTi4jjzwwNPXOIsdiRyiiC0Cy1nU04C7Le0H8G1xDFBRMRgM7Nq1K8+Aori4OPbs2UN8fHyJnNPDw4MuXbqwfv36AsuL21+tlMLd3Z1Jkyaxbt06Jk6cSLNmzYiOjubChQtMmzaNZs2a8dprrxUqq1q1ajz55EhEAqlevTYGQ03efHMZIgYqViy9oyftYdu2bXz++eccPnyYIUOGMHz4cFerZBfWno8zZ84UuL20YjDAqlWzmTVrDEOGjGbevBmuVskhDAYIC7uJKVN+AODo0Rjeeustc3mVKlVKpb8mNTWV2NiTxMbOpmHD1nTtOoDExHi8vSvg51eTpCTwLW4ciDULgZZbqJq1clctrVq1ku3bt8uff/5ptnSxsbGya9cuiS+JiQKMpKeLBAQUXLMrSougoIFFAwYMEEC+/PJLmTt3rjFkrI34+vo65Cc4c+baWsP69SL79jmsZqli6tSp5mvesWNHV6tjN9ZaBCEhIa5WzSF++223NG16mwAybNgrrlbHYf79V3sPOnbsI4GB9WXixE/M92L48OHy/vvvu1rFa7hyRWTXrlQZMOAFAeSBB0bIuHFRAkjXrgNl/XqRHTvsk0URWwTBwNdKqfJoCeF+Bv4yCnQZSinatWuXZ1tQUJBzJ3IugKQkeOih0URGvkpubo55u7e34xEG+fuMo6Ojefzxx6lbty6bNm2icePGbNy4kbCwMPbu3WueiSg62j6fhKkreuvWVezduxERA97eFbnvvt40b97aIV1LE7fddhuDBw/mxIkT5utQFoiIiCjQR2BZGy0L/Pzz9xw48AePPfYmzz030dXqOIzBANnZWcTHRxMXdxwvr6qMGzeO0NBQ/ve//3Hu3DnOnz+Pv7+/q1U1c+kSJCdX4H//G0GjRu357bcviYjQ3v0qVaoDkJCQyYoVP1GjRjU6depUtBNZsxCmBagEPIg2f8Bu4Eu0DKQBhR1bEsv1ihoyGEQuX9Z+JyeLHDwoMn36b3lqdFWrBsi0aY5HGFirIbq7u9u1n60WSHp6uqxZc0q+/TZe+vZ9Ps9xb745x2FddZyDZQvQdD/WrFnjarUcYt68b+Xuux+Tt9/+VnbudLU2jnPkiEh4+OsCWpqYLVvSzWXDhg0TKH0zr/3zT95Wfd++YwSQESOmy/r1Ir//bpCnn35fALn77rttyqI4UUMikgJ8Z1xQSt2ENrvYIuC6h3Dk5uby9ttvU61aNZ555hkANmzYwG+//Ubnzp3p1q2bU86TkqK1Ary94YcfjvHkky3x8PDiqafeISAglG7dBgJQo4bjsq31Geefj7koA5D++usvevToxM0338ngwRPx8PDkyy/fBaBx41aOK6vjFPr06cOcOXMICQmhcuXK7Nmzh/Lly7taLYfo0eNB6tZ9EIDMTBcrUwRycyEj4woA9eq1wGDwYuPGjSxevJjly5cTEBBA5cqVXazlVQwGrUVw+PDf/PrrEho3bsvjj0/g4YdfxMdH0zMrK4PZs18GoE6dOohInuSM9mJP+ChKqUAg1GL/v0VkusNncwI5OTm89dZb1KlTx2wINm3axOTJkwGcYghENCOQkqJNbZeTk0NGRhr+/iE88kheh21RspCGhIQUmEm0Ro0aTJ06lW7dutGmTRur+9l2aHng7x+Mr68/t9zShYYNW3Phwmm8vCqUeUMQExPDmTNnuHjxIgEBAbRt29bVKtlNXFwSGzdqA/IPHTpE48aNXayR4xgM8Oefq1myJIJbb72X9u3fKH7Y4nXEYIBnn/2IESOmYTAYuHQpiaVL5/Hll4sBuO+++xg4cKCLtdQQgX37tO9LdPQhvv12JgAffrieli07m/czGLRuXy8vL2bPnl3k8xVqCJRSU4H+wEEg16QnsKnIZy0G7u7uvPHGG3nyh3fu3JmJEydy5513Flt+bi7s3WvqT9QMQXBwI1avTgW0rrSkpHjKlfOgcmW/IqWaKKjP2MfHh1tuuYXXXnuNDz74gMjISJKSkvD09CTTovpV2KjHRo3as2zZ1RZDhQqVef31xUbdHde1NDFt2jQ+/vhjAEJDQ4mIiGDcuHHExMQQEhJCREREqY3JT031NP9euHAhoaGhPP300y7UyHFSUlKJjT3CgQPbqF27HleuQFnKBm5qcP/221ccO7YbLy8fsxEArKZ1cQWpqVprAKBx47Y0bXobBw78wffff4q7e3mmT3+KJk3a8+qr81m9OgU/v+Kdz54WQW+gkYiUisZguXLlmDRpUp5tHTt2pGPHjk6Rn5R0dYJrgAsXwM3NDW/vCqSnp7JnzwZeeKErAO+9t5bbbrvbiiTrmD5WI0eO5PLly9SuXZt7772XnJwcXn75Zdq0acPGjRu5fPkyY8aM4bvvvrP7Y2d6eADOnYvm3LmTuLm5U66cB3XqBAGBDutbWqhVqxa1a9fmzJkzVK9e/RqHuzMG95UUOTl+xMUJVapcoWLFinh7e5c5QzBt2njmz/+IO+98iMceG09yctkxBFFRUTzzzHMkJyeYt9188500bnwzPXvexbRp01yo3VUMBq0yavkeh4Y24ZlnPuK77z4hNvYIU6cOJi7uOH5+VyesOXs2AX//bPz9/XFzs2eambzYc8QJoGx1ZhaDhIS861euXP19+vQxsxEAyM7OJCenaDXt8PBwkpOTERF++eUX5s2bx99//817771HTEwMu3btQinFN998Q0REBAaDgVOnThX6kUtOvvp77dqFPP98F557riPPPNOe1auXOK5oKWLs2LHExcUhIly8ePGaKBx7Z3FzBVeuaP3q7u7uAKSnp/Pdd9+5WCvH8PT0plKlqrRu3Z2goAZ5nrXSTFRUFE888UQeIwBw8OCfDBr0CtOmTWPZsmWEhIQUmOPrenL5Mpw5k9cQADRp0o7XX19EWFhT4uKO07fv87z66hfm8j596lKrVi3zjGuOYrVFoJT6GK0LKA3Yo5T6DTC3CsQ5s5Q5jMFgYPfu3VSqVIn69esDEB8fT3R0NP7+/oSFhRVLfkHX8cyZE8yd+zoiQtOmt+PnV5OXX56Lt7dWHcrKAk/Pa4+zF19fX4YOHUqtWrWuCS2NjY11qKa7ffsmPvroWVq06ESjRm2pVq0WCQnaxG9VqwYUXclSQHQ0VK8OFSqUrUyeOTmakdq9+wgZGV4MHjyYBQsWcP78eVer5hAvvjiFhx+eYl4vK4Zg3Lhx5hBsS3Jysvnoo9fo0CGInTt3Ehsb6/J7cukSxMXlrVxeuHCamJjD1KgRxD33PEbjxm1p2bIzAQEhJCcn8OabD3LlymX8/f2vCTixF1tdQzuMf3eiTUZTKkhPT6dVq1a0a9eO7du3A7B06VLGjBnDqFGjmDlzZrHkF9Tnn5KSyPr1y2jYsDWff77jmvL0dMcNQVJSEv3796dcuXIsWrSIuXPnkpCQQPPmzQus6T766KP4+/tz1113WZWZmQkpKcmcOLGfgIBQRo/+mJtuas+IEe2oXbsePXsOdkzJUkRODpw6BSbXUNEc6a4hMxP27dvEq6/eC8CyZcsYNWpUqdTVFgYDxMYeZfPmbwkMbEB2dgYDBowjNrZ0+2hsVQ4uXIijc+fOALz22mt2jd4vSS5dujYAZevWVcyY8QxduvTnhRc+z+MszspKZ9++zVSvHsjhw6epWrVo57VlCJKBbSJSZBOplOqBlqvIHZgrIu/mKw8BFgK+xn1eE5HVtmS6ubnRsmVLGjZsaN5Ws2ZN2rRpU2xnj0jBUUA1a9Zh/PivqFix4HHc8fGOD/GOj4/n119/BWDPnj10796dyMhIzp61Pm1zTk6O1TKAjAxo0aITc+bsMbdWgoMb8uOPWjuzLDuLk5Lg3XeHsGfPWs6dO4OXlxc+Pj7XONxLU/pgE1lZ4Obmbl53d3cnICCA6tWru1ArxzEY4NSpA8yZM5YGDVoRE3OYzMzS76OxVmnQuPpS+Pn5uXQS+5ycgnskqlfX/Hrr1y/j0qULjB27kG+//Zhq1WrxwANP8+GHG3B3L1eskF5bPoJHgd3GuQgWKqWGKaWa2StYKeWONifxvcBNwEDjGARL3gCWi8gtwADg08Lkent7s3v3bhYvvurt79+/P3///Te1a9cmLCwMpRTlypVDKeXQZNTWQkGrVKlG164DaNeuB2fPnqRLF0WXLor9+7cAmkPZ0RaZn4Wbv1KlSsTHx1O+fHnzZDv5CQkJoUePHjZlZmRoUUL167cgMLDeNeVl3RBcunSec+e0/DwZGRnMnj2bqsYqUMWKFYmMjCx1HyHQDEGbNnexebNw9uxZ+vbty0033URYWFipnTC9ID79dDJTpw4mLKwp8fHRZiNgorT6aCIiImyO2XjwwUEcO3aMIUOGXEetriU+vuDvyB139GLmzM1UrOhLbOxh1q5dyNKl77F27UI8PLxo2bITzZt3ICOj6Oe2NUNZXxEJBO5Cm6/4ZmChUuqCUspmrd1IO+C4iJwQkSxgKdAr/2kA0wiOKkCRs3CZ+tZNlj83V4t0NdVU7HnRCgsFPXcumkceqWtej4v7F9AseWqqY/r6+/ubR/W5ublRs2ZNli1bxoIFC66Zac3Hx4cpU6YUOlAk/4OwatXn3HdfJXr08OGhhwKYM6dspTSw5NIleP31xWzdGkt0dDSXLl3i0UcfZe3atbzyyit89dVXpdIIwNXnKicHDAbtHl6+fJno6GhExKFn1JWcOnWMK1cu07//S6SkFJzSvDT6aMLDw5kzZ06ebe7u5ejR4wmWLYvhhRc+xNvbm7feeosJEya4Rkk034A1mje/gx9+SKJJk1uZN+8NGjduS58+z5nL33qrL/ff35bTp08X6dz2jCw+pZTyAryNi+l3YQQCsRbrp4Fb8+0zAfhFKTUKqAB0L0iQUmoYMAys9wGPGzfumr51E6aaSmEfCmstgsTEeHbu/JXs7KuWom/f52ne/I5Cj81PVFTUNbHvTZo0wd/fHz8/P7OORYmPT0+H48f3smHDcurVa0Fubg7p6ZqFysxM58oVl04sVywyMqBSpar88cdqPv5YuzZ+fn5kZ2fj5ubG+++/X2r7qS2b7L6+AVSpUoXkfJ5We59RVzJ8+Hjuums4tWvXw98/hPj4suGjAejTZyDff/8XIjBmzKw8ZeXKQUrKYWbNmkXDhg1dYgzS06/mCLNFgwatyMrK4NFH36BZs9tJTk5gzZov2LRJmzrU2jewUKzlngBeB34A/kTrxx8B3AK4Wzsm3/F90fwCpvVBwCf59nkBeNH4+za0QWtutuQ2aNBAgoKC5IknnjDn0Fi2bJlTJqM+d67grJ0ffrhBAGnWrIOsXJkgP/6YfM0+Z84UKl6WLFkiPj4+efTy9vYuNKPohx9+KL169ZINGzbY3G/3bsmTmXDt2gx5993VAkjt2vVk7dqUwpUshWRladd43Lgl4uXlY/M+l8YZvw4cEHnxxUinPKOuZO9ekdWrU2X+/H9k5MgPxdPTp9RfexNxcQW/2/Pm7cuTgXTp0qXXVS+DQSQnx/q3Z/16kREjpouHh5c88sjYa8rmz99v1n/evO2SlpZm9VwUZfJ6tMRytYE1QBTwpYjsFpFcG8dYEoeWwdREkHGbJUOB5QAi8gdaa8OmB81gMHD69GkSE682TTPt8JLYU1OxVqv39a1Bt26P0LbtPVSu7EeFCtfmI7GnRVBQqyU9PZ0xY8YA8O2331KvXj1uv/12vvrqK06ePAnAzp07WblyZaHN7rQ0qFfvZoYMmUTnzv3w8PCkWbMOzJy5mQkTvjY7kMsaptv70UfPkJFhu8ZTGvups7Lg4sWrj7617JaltTZtwmDQYu+HDGnGH3/8wIsvRprLQkJCSq2PBjQ/Xn62bfuBmTNHmde//fZbBg4ceF19NikpcPFiwU5iE7m52WRlZfDll+8QEfEoWVkZ7N+/hYMHt1Opkh8PP/wiw4ZNpX79dtd0K9uL1a4hEWmslPIDbgc6A68ppSoCe9Giib6wdqyRv4EGSqk6aAZgANocB5bEAN2ABUqpJmiGoIBbdpXKlSsTGxuLh4eHeVufPn1ISUnhpZdeIr2A2ZztjSax5iMIC7uJN97QHoyYmCPMnTsWNzd3hgyZTEhII5vHWmLtQ55gHMV25coVTpw4wYkTJ/jjjz/w8/Nj5syZjB49mj59+tCqlfVcQenpmg516jSjTp2rPv0KFSqbu7DKqrPYZAiuXLEvcL209VNnZUHv3s8QEtKEcuXimTFjIu7u7mY/FpTeiCdLfv11BatWReHm5k5AQAjdug0kNvYgtWvn8u677xYuwEVkZ8PFizlcvHiG8uU92b59NTNnjjInoPPzq8nlywlcMFqL6xkBlZys+b9sfT8efvhFWrXqxtNPt+XYsV0kJZ1n9Og78fcPZtmyGEaM0EZFGwzau1KUMU02RxaLSKKI/Ai8CYwFvga6AHMLEywiOcCzaI7mQ2jRQQeUUm8rpR4w7vYi8JRSai/wFTDY2ISxrrCbG0FBQXlqVT4+PowcOZI5c+bgmy+Os3bt2nbXVAqr1WdkpDFiRFs2b/6OjRtXsH37VZ+5PYbAWo0vICCAdu3a8dlnn+Hl5WXenpiYyLBhwzh69Ci9e/e2WWPMPxIRYP/+LUyaNJDJk8N5//0n+eGHQm9bqSQzE9ati0Ip+4bOl6aadXa2ZqR9fWvQtWt/2re/i8TERHJzc6lQoQKgpc4ozbVpEz/9tIQtW75nwoSvefXVL3Bzc6N9+/u5887OpKSklMg5o6Kiih1dlZgICQlnGTAglOHDWyMiZGRcITT0Jp57TvMX5OTkffmvV8syOVnTz1awibt7OUJDb2LmzM0kJcUzYEAoAI0aXZ1b+eefv2Dhwrf5918bHmcb2BpZ/ABaa6AD0BQ4AGxF+3hvs0e4aGMCVufb9qbF74NG+U4hPDycyMhINm3aRL9+/WjWrBnPPvtsnlBNW1j7mOfkZJORkUZWVgZpaVcf+MDA+ubf9nQNWUs2N2TIEKZMmXJNgjko3IkoojUtTb7HxMR4zp07SdWqAZw7F83vvy+10DETkSfLVMZIgOXLo5g2bRgihcfolraa9YULeVti/v51GDNmDB999BFXjPlLIiMj+d///uciDe2nS5c+1K7dmKCgq2N4pk8fzokT+9izZw8tWrRw6vkKmsCpKDX1ixe1vzVqBFGtWi26dw+nc+d+lC/vSfnyHsyc+WyBx12PlmVysn0tdS8vH5o3v4OwsGbs27fJnIU0IyON8+djmD//DS5ePMNDD93FTTc5nk/MVtTQYLQP/yvATtFCQF1OamoqI0aM4I477jA/DHv27OGTTz4hNTWVTZs2UbNmTXr37k1ubm6BXUXWsPYx37HjV8aO7Unr1t159dUFeHh40rXrgDz72NMiMOk7ePBgcnJyCAwMZOrUqdx///306tWL9u3bF3hcTEwMc+fO5dZbb6V58+Z5ypKS4OBBMKawYcuW7/nww6fp2fMpHn30dbp2HWA2Bvfd9yQilDlD8P77466JWbdGaatZmzIW/PprFEuWTKZhw2bcdVdbgoODiY2NJSgoqMyk0+7RYxCWE2Dl5ubg5eVDYGAIPj4+Tj9fQT41R6OrcnO1Gre/fzDLl18NYvTw0PpPMjPTUcqNglyfJd2yzMqyrwK5fv1yNm5cQefO/fjoow0YDAZzKPnRozt57jkt4eagQeOpWrVoSSVtjSN4SLQ5B3zzGwGllMvSJqanpzN79mw2bNhg3hYTE8O8efNYtmwZAJ06dWLRokU89thj7Nu3zy65tsYCuLm54+NTCR+fyvTo8fg1RgDsDx8NDw+ndu3aAMTFxfHoo4/yxx9/0K5dO2rWrFngMRUrVuSpp54yj0S25Px5rUZhGnTs61uDxo3bUbt2XWrWDOPRR9+gf/+XeeWV+bRs2alM+gnOnrWvZhYaGlqqjABcdQJu2rSCmJjDrFu3grCwMPO99Pb2JiCgbOSAMhjg33/38cgjdRk37gFSUy9x8OCfpKVdoUGDBk4/nzPySZ0+rRmDgjhxYj+RkWMxGK7d4Xq0LO2N9Dx5cj8bN37N1KmD+fbbj3F3dzdnGPXw8CI4uCFduw5kyJC3qVq1aMbLnjTU45VSmSLyO4BS6hU0P0HRZ0EoBpUqVeLTTz/NM7FHixYtiIyMpEqVKgQHB1OxYkUmT55Mw4YN7R7Gf/Gi9dHB7drdw08/aW90YmI8Fy7EUqmSHzVqBFG+vOa0zs7G7tr2Tz/9lKdmb4oOeuyxx5g6dWqefX18fHj88cdJS0ujadOmecqys6+NhujY8SE6dnzIvF6nTlOefvo983pZNAQBASGcO2ctRcBVXD0yND/Z2Vefqe7dHyU29iiVK/uyePFiTp06xcqVK/MEPZR2Tp8+wfHjezh79qQ53Urdujfj61syaRmKm09KBGJjr91+4sR+oqKm5Ok2taRatWrMmDGjxCsV9nZWdOnSnypVavDJJ88RFTWFnj2fpF+/QMqX9+Dbb+NZtOiIwzLzY48heAD4USn1MtADaMy1I4SvG15eXowYMSLPttDQUJ566ikAtm/fzrFjx1i+fDmA3dlI4+PtO//48b05ePBPAB59dBxDh2ozo5nyFNnzXl80dVoCixcvpmbNmrz99ttUrVqV8PBws0MsJCSEKVOmWH0gz5yxXtvRznOGvXs3opQbHh6eVKlSgw4dnOaSuS7k5sLQoRFMmzYsT/eQUso8MMvDw4PMzMyiT9xdQli6ezp16kOnTn04dOgvRo68lfj4eObMmcPff//NX3/9Rbt27VynqB3k5MA77zzJ7t3refHFSNq370mVKtWZN29vsTLv2sKaT83emvqVK1dbyidP/sPkyY9Qt+7N3HvvEKtGAKBChQrXpWVp70e7Tp1m1KwZxsWLcSxd+h5vvvkQqamXzJVQgLNnT5KaeomgoLpoSRocw56RxReNjuN1aJlI+xYW2eMKTCN2LWsQbdq0savGdfSo1tduDyYjAHkTiYFW+wgOLtwYNGrUiEmTJtGoUSP69evH6tWreeutt7j33ntZvXo1S5YUPm+AwWB7SDrA8eN7mDz5asTurbfey/Dh9mQHKT0kJUH37tpLOXfuOM6fj8HfP4Q33oigceMA3N3dadZMC5fNHzHmagoa3lK9eiDdut3Nb7/9QsuWLQEt62VpNwTx8RAQEEZo6E3Uq9eC6tW17s1x4x5g+/afWbXqR+67z7lTmJs+xk8++SQZGRmFVozyYxnIlJaWwokT+/H09CEsrCnjxkUREfEolknnTMQW1IwoARwZBOztXZHhw6fy119r+PvvtXzwwe80bNjaXD5jxrNs376aKVN+pHv3njg6HbatqKEU8l4lD6Au0Nc4AtIlszxnZmayevVq6tevb85AOnv2bMaMGZMn4sbT05OnnnoqTzhmQaSnazVrW+zevZ4FC96iZcsudOnSHxHhjTeicHfPe/liY6FqVQqdNq5///7s3LmT9PR0Xn75ZZ599lnGjx9vnl8hP2lpaaSmpuLt7U2lSpUAzTdQkIP6u+9msXDhBHr3foY77uidp6xJk/ZlrmvIZKC7dw83GwSAkBChfn13RIScnBzzhC+lCdPjuG5dFJ999hKJifFUrepP7979gF8AqF+/Pq1bt7YupJRw9iy8+ur8a7bn5uaSm5tDWprtzLhFJTw8vMi1c8tBWnXr3sycOXvw8PDEzy+A7t0fYe7c1wtMk2HNV+ds7G0RHDmyg+joQzRs2JpRo2aQmnqJBg1aUaFCZXbt+p0PPhhOXNxx6tVrYZxJEYcNgS1ncSURqWyxeIlIRdN2x07jPBITE+nZsycLFy40b5swYcI1YZeZmZkMHz6cb775xqa8DLbnuQAAIABJREFUc+cKP2dS0nn27dtMTMxh3nxzKW+9tewaI2CisAyAUVFRbN68mbS0NHPCsfHjx9OoUSMefPBBfvvtN7ZtyxudO2PGDAICApgy5eqkINZaAxkZV0hOvkhGRhr167dk4sRvCAlpzCOPvMbjj79Z5gyB5Yxxpkk3cnNzSE6+QseOHenUqVOpNAJwdfzDtGnDSEw8B2jzXS9e/Ln543bLLbfQt29f1ypaCAbD1UCKpKTzfPzxcyxaNInTp49x9OgOWrToROfO97lWyQKwbBF4e1egfv0WhIRc9S0++WQEnp55o518fHx4//33S1w3EfsNwbp1X/LOO4+xfPl0Kleuxh139KZiRa37Jy3tMnFxx+nQoRdz5+4xhpQ6ro+tFkGYiJyyUa6AQBEpWrq7IuLp6cm9996bZz4CW7MKFfaRKGjoeX5aterKRx9tpEqVwh3Phd2EggapZGRkMG7cOJo3b0737lrevf79+7N0qdaPWbFiRWrUqGEePp6Rkfcht+TBB5/l3nufwMNDawnldx6XJUNw4cLV6ykidOumRUt06NCLzZu/4+uvv6Zv377Mnj2b7du3M2LEiFLVxZKZqXVn5Q99zcnJZs2aNQwdOpQ2bdpYObr0YPnBunIlmW+/nUnt2vW4447eJCWdx9fXn8zMkotJfuKJJ4iLi2PhwoXUqlWr8APQWsuW08xakpaWwh9//GjsGlJUqVKDy5cv4u8fwttvX5+khZcu2Z+6vmHD1nTp0p+ff57PL78sYt26bKZNG0Z6egqjR3/CokVH8PK6atCcagiA95U2lHMlmm/gAloKiPpoUUPdgLfQsopeN/z8/Fi9Om8/t7XoAjc3N/r06WNVVm6ufVbZ17cGvr41AJg163lWrPgIgGee+ZC+fcfk2bewm2ArJC4xMRF/f3/Onz+fJ+x11KhRjBp1NSdK/nmVLfHy8jE/FLm5uWRlaf+gp6cPBkMuOTllZ/ppy0t1NcRP4eHhjaenlylxIevXr2f58uXcfffdpc4QnD9vPa3IZ599RmJiIufOnbtu3RFFwfSOjB37Pw4c2MZ99w2lefM7CQ5uxNKl0bi5uRUrF74tUlNTWbBgAYB5AJ495J/uMSbmML/+uoSQkCbcdFN7C9+Z8Mor87j99vsBCApykuKFYBEvUih33RVO9+6PsH37E6SlpfPjj3NZvXouIsLzz39GcHDDPPs71RCISD/jRDLhwBCgFtr8xYfQRgtHiEgJ3X7HKCi6ALSuBFstgtRUx2vIJiMAEB196JrywvLfWTNaIsKsWbM4efIk+/fvN8cJF4QtQ2DJoUPbGTWqA25ubhgMBho3bsvWrX/Zd7CL0abdvLru7l6O3383YDDk4u5eDm9vuNWY1Hz48OHcc8893Hpr/iznriUzE6vpmgG6dOnC1q1b6dixIxs3brzO2tmPyRBcuHCalJQkevd+hgYNbgG0xG27d//G4MHPUq9eV6ef23JWPntbA3Ct3y8m5ghLlkRw++0P0K7dPXTtOoCqVQOMeXq01sz8+eM5cWIXs2ZNcfoo6fzY+w6bMBgUaWmaM3769Po89dQU/P1D8PDQeglmzXqeDRu+5tlnP+LBBx3varQZNWRMAVG6UjkWQHh4OCLCyy+/zDljp3///v356KOPbE7mYu9kMidO7Oevv9ZQt25zfHwqkZaWwvPPf0aLFteGKxZmjSMiIhgyZAhZFp5eT09PAgICCAsLw8fHx+YHLSvLdoTT5s3fsW3bD9xxR2+qVdNeHMsJre0d+OZqEguY90QpZfbNnD17Dk/PUIKCgvj333+vs3aFk5OjfUCffPLa0FcPDy+ysjLYunUrlSpVMgcAlFZMhuDdd1eTnZ1JtWq1zWVHj+5k8+bv6Ny5Z4mcu0qVKmRlZZGbm1to4IeJ9PRrn/OQkMYMGTKJwMD6VKlSnfHjv7rmuEOH/mLHjl+Ii3uOkrQDIo7V2tPTr3D5cjbajL7QvPlYevbsTZUq1Th8+G9+++0rVq78jOzsTNLSUorUIrAvi1cpIjY2Fnd3d2bMmGHetnfvXgYNGmQ2AgkJCbRv356+ffuyYsUKq7LsNQSHD//N/7k77/Coqu5t3ye9hxQSaiCB0Am9hyZRqnRQiIIFUBF45RUFVPzRkWIHRJqggnQUFCmh9957gCSQhISQTtqU8/2xMy3TQ1De77muXJly2szss9deaz3rWT/++DH792/gr7+y2b9fpnfvd6lWra7RtkVFlr2M6OhorRGQJImKFaswdeoi4uPjzSaptm/fTqtWrZgxYwbJyZaPf+vWWXbu/Ik7dy5Sp04L3nlHFJMNGDCRr7469T9jCKzReYuKFBQVFdkkQf5vID1d/E5RUdFMmLBU6+FJkgORkX3x8wsABHX0zz///Dcv1So0hiAwsBIBAZW4fPkwFy4c4MGD28TFXSEiogONGnV5JueWJAlnZ2ebjQCYzg2EhNTm9dc/M6kKoMHw4f/H7NnbqVWrSWku1WZYqv0xhUWLxvPqq7ouvyEhb+PrK8ZPXNxVNm36mmbNoli/PoFOnQZTUGB/pON/zhDIsoxarTYIneg/btCgAa6urty7d4+jR4+SaIFsb6shCA1twCuvTECh+A/jx1sO/9hi7YcNG0a/fq8xYsRMkpMfcOvWbWQZEhNTkSQJSZLYsOEPbWjk8ePHnDp1ijt37lhlOUVG9uOjj1bQpo0QMevVaxS//BLL+fMzGDTIfpf034BSaewR5ORkMHlyL7744g22bl3EF18MZ+XKNdy4cYMrV66wdetWYmNj/50LNgH9GHBUVLRWOVWW1YSHN2XIkLGUL1/+uat9MAX98Zybm8mECS8ybdpgUlPvc+PGaRwcHAgIqG53325bsWHDBr7//nutTLQ1WLuv9+xZwyuvhNC5s0S3bh6sWycWYA0atKVNm164u5d/2ku2CHsNgaurO+7uuhzSyZNZnDq1i5iYtVSpUov33ltA377vExRUFXd3T9Rq+2oUwLbK4ucKISEhJCUlGYR8GjRogH6NW0FBAWfPnqVhw4YMGjTI5HEsMW9Kom7dltSt25LOncXzUaMW0KhRLG3a9NJOuPq4fRsaNjQvNzFnzmqSk2H16u8pV648kuTBw4eQk6PLZ6xevY4XXuiDtzf06NGDEydO4O1dHgsEKQBq125G7do6XrqXly+Jib7cvSuex8fzTN3essD9+7qKUA0KCvI4ceIvAgMr4eVVjvPn9xMX1xsvLy9WrFjBN998w1dffcX48eP/nYvWgywbG7ItW1LIykrj/Pl9LFz4H156aYhFttvzgrw8nUfw00//R3LyPcLCIqhSJZyqVWsxbtxCbQgyOxvK2q6lpaXxyiuvANCuXTvKl7c+SZvyCDSqvNeunTBgchUW5rNy5ecEBlbS1qnYkZMuFew1BGPHfkv37lAsnkBami8LF37K/ftnWbnyMoMHf2i0T04OFKuc2wSrhkCSpC3ACuBv2RYd4H8ATk6Gl61vFJYvX86KFSs4ceIEPj4+WoG3kijdPbgG+JSEhHgSEuD27fMmDUF6ughtmCosS08XlcwA/fuPpX//sRw4sJFGjarQs+dAjh49yqZNW/H2bqYtGAsKCiIoKIikJPuu++HDeL74YjiJiR8BIoZb2pam/xTMVUz7+Pgze/Z2HB2dqVChGm3a9KJOHdEUKCIigj59+hAWFvYPX61p5OQYGzIfH398fPy5e/cSCkURu3atZfx4PxYvXkxRUZHdVbP/FPR7oe/e/TMPH8axZs0dKlUS33X9+m24c+cisbEXCQlpVOaGIFdveW+rbpipiVyjyuvu7mVE51UoCli+/FPKl69KfPx1IiM7UqtWHeODlBHsNQRgzG6sUqUv4eHh2q6DBw9u5ty5GDp0GECzZlFkZ4M9RDRbPILFwJvAd5IkbQR+kmX5ppV9/jXcuHGDEydOUK9ePSZOnGh2O3voW9nZ6ezYsQKYiiBOCcTGXiAmZo1BxasGGkOgVoM+AejBA5msrHQcHZ20RSEFBU949CiR9PRM2rZtS6VKbYmLM64cNpVALYk7dy6RlHSHsLCGqFQqLl48COh0VZ53Q5CZaTyJgnCP9Y2uk5ML8+aN59ChWsydO5s333zzH7xKyzDVJEiDtm1789tvcQwZUp1vvtEx0BISEv6xrli2QpYNNbjeeGMaubmZBvU0Bw9uYu3aObz99kwaN25EWdvi8uXLs2XLFlxdXW0Sm8vPN00J9/UNxNd3K1lZ/Y3fRNB8d+5cxc6dP+Hispz+/Z8vQ1Ay3NyixQT69XMjNfU+58/vZ/funzl2bBuVKtXQGgJ7YIvWUAwQI0mSLzCk+PF9YBnwqyzL/2j6MSUlhb59+/Lf//6XDh2EDndqair9+vXj2LFjODs7s2nTDvLzH5OUlMSRI0eIjIw0Oo49E2JMzBp+/PFjo9eVyiKWL//UrCHIy4MLF6BxY/DwECvFpKR8+vYNxNXVnZ07xUV07DiIZs2i8PJyR6HQrYg1huDWrVusXbsBWa5B585DLF7r33+vZPPmbxk9+itefvkdwsNf5vZt3dLgeTcEtuYwMjMfcejQZp48eX7qBjQoaQiKigpYsGAUly4dpGXL7jRv/pLJ/ezV2n/WyMkxnLS6dh1m8P7jx8lkZT0iPLwJoaENyc0VRtypDAPOnp6e9OvXz6ZtVSrj+gENOnYcwNSpACGAMZ03KCiERo064uTkTOXKtcnNBa9n1OLbXkOwatVU9u8vAnTKAklJInl+8OAmFi/+L3XqtOCDDxZTv34bQHhFJRehlmDTZpIkBSAa1YwAzgPfAk0BY4F8w/26SZJ0U5KkWEmSJpnZZrAkSdckSboqSdJaa9fy5MkT/vjjD5KTk7WvFRYWamUZfHz8aNeuO7GxsUycOJGYmBijYyiVpled5qCR3DUFcwVDublw546YzDWrqrg4kSz09vbDy6schw9v5b33WrJ587eUL18Fd/cAWrWK5JVXwsnKSjMwBNOmTWHXLutidKGhDYmM7EvlyjVxc/OgUydDWev/VUOQlfWYbduWcOjQFm7ePMOJE3/Sr99YJk2agSzLKBQKFM8BJUqlMmUICtmz5xdSUhLYvv1Hbt8+Z3b/56nfsv7niIlZQ48e1enc2YHOnR3o2tWdS5cO89dfy6lUqSbt2onus8+isCw1NZW4uDiLTaZSU+HUKaGJZAq6yXcWjo6GshKuru6MGDGLbt2G8+GHP9KwYaRdEQN7Ya8huH//pnZcODmJ7+DOHTX5+bn4+QXTqFFHXnppOH36vEfNmkLIUJbty3VYNQSSJG0FDgMewMuyLPeWZXm9LMtjAbM2U5IkR2AR0B2oBwwpLlDT3yYc0Qu5nSzL9YEPjA5UAhUqVGDr1q0Gcsrly5dn27ZtLF68hiVLzpCZmcfDhw9p1KgRbdu2NTqGvYP1pZdep3z5aibfCwoy765qJrVHj8RN9fixUBHcti2dTZuSyMx8xI0bp3n48J52n/Pnj5KYGMu2bUu0hqB69XBee+1Ti9Q3DXr2fJsZM7ZqKyULCw0prqXVK/8nUFBg/rdJTU3g66/f4+efp3P2bAy//DITV1d3IiNfYv78+bi4uPDJJ59YPUdZ9MC1BFN9LVxc3Jg0aTUDB35Aly5DOXx4Cx4epuW6nqd+y5r2pxq9pPz8eIQOpUxRUQF37lyiRYuu2skHyt4QpKenExwcTGhoKCdOnDC5jVIJ9+4JNp+5SVYXZo3G3X0p3t5+2vfefnu2kVf/PBmC4cOnMnjw/wGgVB4G4PLlTHr08Mbb249vvjlAv37vG+1nKysSbMsRfCfL8n5Tb8iybEkopSUQK8vyXQBJktYh+hhc09tmJLBIluWM4uNZTYV6eHjQt6+hqqabmxvdur3M8eNw/fpZFiz4nhUrfiQkJISXXjJ2w0szWAcNmsXixaPQzxFIkgMjRljXRs/Lgxs3jF9v164PNWo0IiHhBl9//R6NGnWkTp2W3LhxisDAytrBW65cbW3fA3uQn/+EgwcfAjVwcFChVjtSWFj27ntZwVJs3dvbn169RhEYWJnatZvTv/84GjRoR1GRIA84OjoaMMdMoax64FqCqWS+i4srXbsOo2vXYezYsZK9e9fi5GSsVf489VuWZZ0hMKWXBBAT8ys//3yT/Pwc8vJy8PDwLnNDoO8hmZKULywU4VdrC5x16xYCojdxbm40ffum8/vv4wCx0APIz8/lyZNs3Nw8AV8UCvtVPG2BvTTbkJDaBIiyARwdb6NStUKp9MfVtZZ2zCcm3uH+/ZtUqhSmFdazxxDYEhrykySpf4m/LpIkBVnZrzKgL+z9oPg1fdQCakmSdFSSpBOSJHUzdSBJkkZJknRGkqQz5rjEKSniCz516m9WrBC84K5dTeujl2awNm0aDSwFqiFK0qtSq1Z7k/kBW8/p7x9MvXqtyM/PZdu2JVy6dJgffjjJ/v0y3bu/qTUEtiikaqBSKVEqFciyTFZWLvHxYgSp1QcAsTK6efPZU+RKA83EYwoVKlTjww9/ZPjwz2nWLIrBgz8kNzeTI0cOMn78eJRKJQsWLLB4fEs9cMsKlj4DiHoIJycXlEpDJkC5cuWeq37L6em68Km58Gdqqgh19e1bnuXLxXdY1obAz8+PN998kylTpphsqnTtmm1ebm6u4YVVqPAqCxce4/ffH2mLs377bS6DBlVm82ZRrPqswqhPwxrq0+d1mjQRBnHChJu0bi1UX/fvX8/kyT3Ztetn7T5l7RG8DbQBNF5BJ4QIXagkSdNlWf7F9tOZPH948TGrAIckSWooy7LB2lCW5aWIWZjw8HB5xYoVdOvWjcqVhV2JjS1k2rTP+fXXeTRp8gIDBrxHr14tadmyJUlJSUYUUnsH67ZtP/LLL3uBDdSrF41CIWoFiheTdiE7O51PPumFr28gs2ZtA6Bx44588MFiqlc3bEWpVgsjkJaWx4MHt3FxcTWQ0TWFL798h7//XsmECctxcxsKuAPnEI5YFwoLRaiqYkX7eMb/BCx5BCVx69ZZvvhiOC+80IehQ23rTFYWPXAtQaUynXvKz3/CyZM7yM5OZ926uUZGAITC7PNiBMDQszGnlxQUFIKbmyc+Pv64ugrNm7Iu9K5WrRorVxr3QQBxf1gzvBp07/4+W7bonp86tZutW3WNjkaMmIWXVzkCAipqP0t+Pvg+gy6c9hqCgwc3cf58FaA1AQE+BATA+fNw+TIkJ89k7dovqFq1Fq1adadKFV3v6NxcXcLYGuPQFo/AGagry/IAWZYHIOL9MtAKMM/PhESgqt7zKsWv6eMBsE2WZYUsy/eAWwjDYBZ37txhxIgRNG3alDVr1lBQADdvFvLrr0JKobAwj//8ZzHZ2dnUr1+fL774wugY9hqC7OzHpKWJEefhATVqFH9AKx3CTKGoqICrV49z48Zp7t27yurV00lIuEGfPu/RqFEHDh7czN9//0RBQV7x5xVaRyNHNmbOnOFWj+/g4ICDg5BrPnxYDOhKlU7Rvn2P4vOL7Z6DvKoBsrMtr+yKigpIS0siJyeD/PxcFIoimjd/kWbNOtl8DnPx97KKy5ubBNPTHzJt2mC+/vpdMjNNe7SWKuD/aciyYdLelG6/g4MTEREd+Prrd+nSJZp33hGkhGelQmoKphozmYMkues9W8P586NISYlHlmVSUuJZsGAU/v4V2LQpiVdf/Qh4fjyC3bt/5uLFMwC4uYliVYBLl8R9UVDwhMjIfnzxxQ66d9fRqFUqUUAqyyKHYgm2GIIqsizrd/RNBarKspwOWJpOTgPhkiSFSpLkArwKbCuxze8IbwBJkgIRoaK7li5GExNLTU1l5MhRLFu2BmdnV9q164OrqzuDB09AoVDj4OBDjRq1CAoyjmDZmzDt3ftdxo1bBYC7OxQ7IqUyBD4+AXz//VFmzPiduLirrFr1f+zfv177/tSpA5k37y2OHRNflUIhEsxhYRFUrmy6g5k+JkxYxt69Srp3fxONkvX8+e9SvbqwXpqbx56b6J+AtZ7RFy4cYNCgykyf/ioHD25ixoxX8fevyODBH3DgwAG6d+9u0ujrY9asWXh4GDciKau4vLnv1NXVnY4dBxIUVNVsQ6PnLUms79lERUXzzjv6YdFqqNUtCA2tj0pl6AKVtSEoKioiOjqakJAQ9u7dW+I924+jMdKihfmnyHJeiffztOEtDZ4XQ9C+fX+qVxdClG5uULs2ODgoiYuDKlVa8Ndf2VrjVRIJCXDsmHUVBVsMwQFJkv6UJGm4JEnDEf0JDkiS5AmYdeZlWVYisjO7ENLVG2RZvipJ0vTiHsgUv/dYkqRriNDTR7Is26yGk5+fx+zZn+Li4srMmb+zc2ceLVt25fjxPxk79k1cXNz57LPPDPbJzrY/Pu7j44+7uyijd3cHV1dhAfbsMc1isAQXF1caNGhLvXqtqF69Hq+99ik1azbh+PG/+O03nejcd9+NJSZGMFpCQ+uzYsVFPvvMdoZLbq6oZXBxUVNUdAOFQng0RUVy8X+7L/2ZIS/PuiFwdHQiIKAiPj4BeHmVo2LFUHx9A1Eo4OHDh+zcuZPz589bPEZ0dDRLly7VPvfz88Pd3Z3XX3+9TBhE5jyCwMBKTJ26kfXrE3jhhVeM3nd1dWPKlClPde6yhCnBv6ZN+wNxgCYSfILff1/MpEmrGT36S+12CkXpYuDmcPz4cdauXcv9+/fJLBE7tGcMHz26CwAHh0zAfM5DH8+KYWfv99Ot2xtUq9YCEIbAxQW8vYXOdmysCg8Pb20jqpKQZdu8f1sMwfvAT0Dj4r+fgfdlWX4iy3JnSzvKsrxDluVasizXkGV5VvFrn8uyvK34sSzL8n9lWa4ny3JDWZbXWTqeKaSkGP54O3eu5rPP+gAgSYarL7XasGTeHmgGhbs7BAaKpUJOTkDpDlaM0NAGvP32TJydXfjkk16sWKGjP2ZlpbFgwSitMbAXmv7bRUWXGTkygo0b5wCQny9G4fMUGrp82XpdR7NmUWzalMSUKWuJjOzLTz9d5fXXPyM3t4DWrTuwdetfNtFHo6Oj6du3L/Xr16egoIDHjx9rW4aOGjXqqYyBLfHxTp1eoXbt5vj4BBQra7pQWFhA3brGSrb/FkzFk/PyFAiJlVGIgiyZ1NQEvvxyFMOH12XZssnabW0tCrSFyqvpJxIaGqrt3qeBPYYgNlaIIahUOXh6mva+fHwCGTWqGatXTwfEPf8sOvo9TWVxcZNCIiIE/djHR/SA2L59KV26OPLVV++W6posGoLiWoB9sixvlmV5fPHfJtkaT+8fhIbHf+3aSX7/fTEpKXGUL1+FoUMns3TpGW2/1cJCOHq0dBpDJ07sYN++vwCRI2jcWJP6qGE3FSw7O501a+awfbtuZVqhQiguLm5GbrYpd9UafvllJh9/3I1jxzR81ZsolQpUKuEbPm8eQUFB6VZeO3asoHdvfxYt+pCCgkp06tTD5mYiW7duJTc316hA6WkZROa+U9EprgCVSknbti+zZMlp/vgjjX371ERFvUbjxs21bUj/bZgTY3R29kG0Jimp01NIUtIdEhJ0/Ghb7jENlTc+Pt6iIY6MjESWZe7evYtvicytPWM4IuJFAPz9y9G37yxEWZQOrq4eREb24fbtc9q6HrW6tJpklmGvIUhOvkdmpghjaNS4IyJEkeuZMynMmDGEM2d2o1arjeYQW2HREMiyrALUxfISzx1cXT20PP7332/Nt9++T1paEhs23Kdu3ZYMHlyD4cPHc+WKSLqW1mW9cuUoV65cAIRF9vNzw88PFAoHuwdKZmYqy5d/wsaNX5KXl0Ns7AVq1IhAoTC9nExNTSAlJYFXXglh9OjWVo9/+/Z5Tp/eRUKCsFBVqwpBvt69RRJJpRLE6OfFENiriaKBo6MTnp6+uLt78fChfWyVBQsWmOwSB0/HIDJ3DTdvnqZrV3eiopx54QUHg6T/xx+vYPv20zRp8mw18G2FuRCdGC/mv5tRo3QV7PrUU3MoCyqvPWO4QgXhcZUr582wYdE4OoqchyRJBAdXY8KEpYwYMZslS87wxhvTtPuZGSZPBXvnofnz3+bmTVF+pTEENYvThQkJruzbt46IiA7ExCiYMGFZqa7JFvpoLnBZkqQ9gDa6LsvyuFKd8SkhSRKyLBMQUIl3351nxOOvUSMCELLFSUl3SUp6aLFi1Ra0atWDS5fcuXxZ55rVqgUnT8KZM9DLWIDULLy9/Rk6dBI+PgFcvXqcjz/uSrNmURYpegCpqfeN3jOFYcOm0LPnCLZvDwVgyJB+dO78hEOHXNm27flKFisUtkuBHzu2nVWr/o+2bXvTvPlLbNnyHe3b9+Odd+by6FEiR478Tt26FSz2qNbAXIUqPF3S1tx3qlarcXZ2RaEoRJZlCgvzUalU2rDHP8m0MQeFQkigmGsIJD6baZ0eT09fg765arWozLWkfmkPlXfz5s2cPXuWAQMG0KyZTmLdnjGs2dbVVcTYa9WK5vr1aBYsgKZNddtpepNrkJcnxmhZNpGz1xAEBYXg5OSPUqkzBCrVWaAZubmVmTx5LXXrNjNLRLAFtuy5pfjvuUCdOk1ZvPiM0ev79+uiVbGxF/j994V06DCAMWO+NdrWXjRs2I7KldEagtzcTIQW30D277fPEPj5BTFypIjXX7t2krCwCCpWDKNbtzeMWhpqPJ7AwEqsWxePs7NxZWVJ1KzZmJo1G6PJiVar5oSbm5N2AD0v9NHCQlEMZGuQMSMjldu371OhQiEREQXEx1/Hzy8YgMTEWKZMGUP79u2tGgKFQsHmzZsBcHd3NwgPPS2DyNyE3qBBW3bvLkCtVvPzz9NZvXoaISG1eeutGcC/L/uhUgmNHkssONE7YRZCbkz3QZ2dXYmONl7Fp6RYNgTmeneXNMQHDx5k4EDRgzc8PLzUhiAu7i4Qhkr1BPCkZk24fh1iYw0NgSmkp/+7hmDSpFX2eoOlAAAgAElEQVScPy/CVJqF6PXrOwFvlMpaVKs2hKpVLR7CKqwmi2VZXg1sAE7Isrxa8/d0p312OHnyb0aObMLVq8fJycnAz89aAbRt0E8WFxTkcerUSKCICxfsK4TSR716rVix4iLly1dh9uzXadGiK8HBhu5qVFQ0jo5OBAeH4O9vm8D4w4dw965YPSxY0Ip+/YKZPt0XcODkyRBiYtYgy2LV9m9VGKenC5qiraGhyMi+uLo+5PDhOQQHt2LlyitMmiSGYfnyVXjllfdsUqnUNEN3c3Nj2bJl+Bc3jQgJCXmqyt70dOvhKU2Nh5OTs3b1Nnfum3TqFMzff/9tdr9nqY+UlyeKk0o2ey+J7OwnQDTOzh/i7q4jSbi5eXDz5ml27lxlsH1mpuWJ2lYq72O9zHPTEjO2PYbg9OmDAOTmClU6TWhFv6ldYmIsq1ZNZedOw+nNFvl3e/A0yWLNgq5u3VZUry7ct8uX4erV43z2WV/WrrVMoTYHWxrTvAwsAFwQ1cSNgemyLPe2vOc/C7VajSRJPHkiZhZPT19GjJhtZS/b8ODBbVJS/IEAPDzA09OHkSMn8uefaSQnV+LuXeurCg0KCvJITr6Lq6uHtrmHLKuRZZmwsIbMmPF0ztfRo9vYtcsfiKRVKzh48JTB+wrFfRYsECXRjo7R1Kv3z1YYK5XCANl7c/n6Bmgn2gcPPElJOcyePb/Su/e7vPjia0yatJjGjS0fA4QBKCoqQqlU4u7uzmuvvQaIBHLJicYexMXZtt2wYVMYNkxHFX3yJJv09FSjeLkGz1IfSdNJzRYpAi8vsaAKDq5EaqrOhcnJyeDgwY3Exp6nW7c3DI6dnAzVTGs1aq9d8/1XqlSJefPmGX2mTp06cfz4ccqVK0edOrqqeqXSPkPg7x/GvXvg4yOMjylDkJR0l9Wrp9G8+Yt066bL42Rni+/JVKOp0uBpJCY0HkGzZlEMHAgLFsDevQmo1cc5evQPg7a99sCWvaYiBOQyAWRZvgD8a62gEhJu8d57rcjKMuSodeniyAsvOHD27B6WLTvP55+vY9++39i2bclTn/P33xdx44ZI1ri7iwKvoUMnEREhpCvsKSyLi7vKW281ZPp0HZ982LDPiYlRMmzY5yb3KSoq5OuvR/Pdd2NtuNaFHD4s4i0dOoCDg6PRNho2kkpV9pIA1nD/vhDgs7d3sv5Nn5srbtorV46SlpZk9L4lSJLElStXWL9+PZc0FXcYrjzthSxbznVcu3aCCRNe5O235/DGGyv55RedgOCECcvYvPkhL75oOr74rPSRCgoEgcLWj+3gIFYLaWnzKCoyNlrZ2caWPTlZnMccsy46OhpZlpFlmcTERJOGzd/fn9atWxsYARBerz2MvXr1hAyJRm4mLExIL8TH6ybZypVrMmzY57z44usG+8qyqOItiwKzvDz7Kan//e8YFArw9FSir7unqTC+ccMFpVLJjBlbGTLEpNq/VdhiCBSyLJdU9PjXWlYWFORx48YphMqFMTw9falZszGyLLN587ccOfL7U59TaPtXAXQWWbwu/ltzq/Xh7OxKtWr1qFgxjNjYiwweXJVJk3rg6OioTR6WhCyr2bbtB/76a7nV4zdpMhBoh6OjTKtWwlMyBU3xzD9tCDTflb202xMndJ5NfHwOqakJtG3bmy5dhqBSKUlIuM8DG4tENm7cyJtvvslff/3FoUOH+OOPP2hsizthBoWFlm/u9PQUzp7dy927k4mPf4tz53QJUR8ff/z9g1EqXU3u+6z0kR49EjU1toY1NTmlggJz/TeMs8wFBXDiBFy8KLzA0ibF4+PjOX78OEnFg8dcO1NL0IxzzUTq5gZ164pjnSlOOVaqFMabb07TqpGWhCmjKcvir7DQ8pjOzBRhWHuE4DRISBAaZI0aZWr7oOfl5SBJt3F3zwIq4OXVlcjIvtStW7pGTbYYgquSJA0FHCVJCpck6XvgWKnOVgYICanFokUn8PQ0ZLQuW3aBpUvPMWLEbBIT73Du3F6aN3+J3r1LV2Chj44dx1BQEIqLC1StKnjhly8fQakU3Gl7BmWNGhGsWnWV//u/9ahUSh49ekBGhuWyWicnF/7zn0WMHfud1eNXqjQKcKBhQwlPTwgONs2C0bCR/kn2UF5e6ZPUFy5c1T5OTFSwf/96Hjy4RVBQVZKS7jJoUAgdO3a2+nnS09OZM0ck6+vXr0/79u3p3bu3TU3RzcHaBFe/fhsmTTqkfX7jRgoHD24y2MbcBPGs9JE0evu2rk7T0sSK39XVdA9wS305srLgyhXROObYMZ36rS0hkosXL1K9enXatm3Lhg0bUCpFTsPeBHtBgTiZi4vuA7cRzbw4ZuNspm8IEhPFZzp/Hq5eFYlnS9ekMbr2GoJFi+Dx4/cA6NpV18Pi8OGtDBtWi/LljwNw/75tNTTmYIshGAvUBwqB34BsbGgg86zg5uZBvXqtcHIyFAqvWbMR4eFNSEmJZ/LknmzY8CUeHt5ERvY1cyTbcO8eTCumFTdtKjwClUrBuHHtWbPmbcA+j0AfYWENWb8+gS5dhvLZZ305dMh0fsDR0ZG+fUfTq9dIq8c8Vbxwblm8MKhVyzStLD8/l5iYNf+oR1DamgGA4GBd64ucHC9GjpzD4METANH4JTCwMp6eFawmv58Ub1ClShV69epFQkKCQbe70sCaIfDzC8LTU9cutaCggpYqvHv3L8yfP4KDBw+Z3PdZ6CPl59uu2qnBw4fiO3JzG2QkQOfi4kafPqOtHkOtFguP5GQ4fRquXUtHkiQkSeKvv46bHB/nzum6uQUHB3Ptmu2UY30cOrQDgLS0O9rXND2rTp4U11ZYmM+tW+e4c+eSqUOQlQXnzsGBA0J9OC1NjOm0NDHJmzMESUnCiNhrCG7fhk3F6wV/f2jdWhcX8vIqR+XKNQkPF4vRvXtV/PnnCo4f/9P2E+jBlp7FeYiSwrITbX+GSE6+x/37opy8RQvT/QhswYMH4gdcuFAn16BZQTg6OlG/flskKYArV3R9UjVum61wdnYhKKgqGRmpHD36B/XrG3dTsweyDCdPqgBHGjcuAlw4fHhL8bncUSh0IzU7+zELFozC1RUiIv4Z+eOnMQT+/g21jx8/dqF69frEx1/j3r2rhIbWZ+NGERbKzwc/P3NHgYCAALZs2YKLiwuZmZlUK85mXr9+3SgObStsCXnoqz927DiJ9u3F48uXj7BjxwoiIloAHYz2K5lUrVixIvPnz3+qRHFpZFZcXcWXWqPGULp3b87SpZ/y6FECUJWiokS2b1/CkCHGfb0tISFB5x5eupRGSIignLq46OSfIyIi+OSTT2jatCkdOgzg6lUzB7MCWRaTqJub7iatXh2CgwXV9c4dcHa+xzvvNCMkpA6rV1/XbhcTs4blyw0lq031IdE3BJowUW4u3LolHtvLLtwhbBcRETB9Ogb5gXbtetOuXW/y8p5w4YKax48d+fLL74mI8KVNGzv47MWwhTVUC5gAVNffXpblF+w+Wxng0aMkfvllJtHRnxhkyAcMqEh6+kNGj/6KN9+cTrly5alYMYxr105Sr14ru88zZkzJVVMSCsUBYCiOjk4sXHgUgN69xQolI8M2VsHly0eZNSuahg0j+fRT0YO4a9fhNGjQlmrV6pnd7/Tp3SiVRbRs2d1sLuHePUhPdwSSUSrvEROjm30UCuPZqrAwj0WLPmXKlH/GENi7CtWH/k2Umgr79q1j7961BAZWJjRU18fB2qTs4eFBr169yMnJMRAxO3z48DMzBPfuXeXQIWeEuC6kpblRsaIQMXzxxdeoU6cFdeu2M9tsPDo6usx6FahU9jU60sDHR4SEIiJaEBXVgqioaF57TUVioiNBQX2oWtX+GKO7e3m+++4wT55k06BBWx4/1t1HarVYOAQENGPcuGYEBeli+aVBRERXDh+GatV0PBdJEl7+33/D2bPQubMX4eFNqVgxVLuNpk2npr5HI1kNGBkDfUNw/z5GZAx7wqJ37sAuoZNHjRrL+OWXqwwdOsmIQj59+iAePx4EvEnt2p/QunWc7SfRgy2hoY2IhvWfAR/p/f0rSEtLZuXKKUgllt/p6WJ0KxSFDBs2hZo1mzBhQhTff29fAbRKJShl+pNWcPBZoDJubsa0ASFri80rlcLCPFJS4snISCEjI5Wvvx7Nvn2/ERnZ16A6syQ+/7w/n3zyMkVF5gORmrCQq+thLlzYrx2wAqaDwampCRaTXGXFYX/8+OlqFhITdT+IaLjRgPr12xo187Eldvzrr78SEBDA9OnTWbVqFSNGjKBWLfPfvTVYMwTXrp0gNlb3Jd+5o4sPRES0p2fPEYSE1P1HajoePSodfVGTe9GsSr/7bhyJicLbbNfuM+bONV8HYQ4ODg40bBhJ69Y98PIS2jlqtRgrV6+KhU1cnPh/9erTjR9dZbHhvKGpTzt7VuTTli49y7RpuvyNqTad5jTANGMvK0uwke7fL51WkVIJn34qjvfCC3D27Fds3vwtOTnGCXkXFzecnUVY0dt7sN1emQa2VBYrZVn+oVRHfwYIDKxI9+5vGxmCbt3eJC7uCm3a9CIvL4cnT7KoWbMxtWtbaqtsjGnT4PBhw9f692/Eyy/nmOwz27q1KOg4dgytu28JDRtGsnbtXZydXcnLy2Hbth+oWDHUak/iFi26FusRmY8/aQzBxx8PZunS6ib7zJZEUFAIBQVCTK8kyorDrlSKArenwaVL1xCN8gT27x+Jh8diwsObUFiYz+jRrXFycmbNGsvLxsePH7NhwwYAXF1dGT58OMOHW2/4YwnWDIFa3QLQeRuFhRW4e/cqYWGGRiw7u2wrWEtCw+0vDfLzFYAzkiRCjpmZqcAVYBBpaWVEsC+GLOu0ijIzH7Fo0XhiYtYwatTcUk90JVlDGmhKRy5dEhNvSe0/S206SyI/XyxSLl2ynxWnj5MnRbiqalWYOBH2759MTk66tpIe4Pr1U8yZM4xatZqxfv1P9O8vzqtSgZmAgUXY4hFslyRptCRJFSVJ8tf82X+qskH58pW0pfn6mDhxJT/8cIoKFaqzePF/+fjjrtSq1YwPPlhk87Gzs42NgJsbdOzohLu7l4HEw6BBlenZ04dmzcQy4MQJ21Zarq7uVKwYSmBgJcqVK8+4cQtp1aoHf/21gnv3zLsV06dvZs6cP3F3N139lZcnDJKDg1jlmBvAJTFixCyzye6y4LCrVGK19bSrXVkOBKBXr5NUrKgGAqlWrT8AkuTA3buXuHv3EgUF4rswl5SLj49n586dNGnShB9//PHpLgqx+rNmCM6fF/pXQ4aAk1MesuzN8eOXAUhIuMGRI3+QkHDTbA7lyZMn2qTq7t27S3WdRUVibJc2PHf3rsi7nTghvIB33pnHuHHvAFBYWKNUx3z0KJFBgyrTubPEtWsnTW6zZ8+vWin2/PxScC+Lce+eqBwrLDTkgPr5QYMG4vs5eNB4P3NsKFOvFxYKJlFpxS1lGebOBU0LlR49hOHq2nUYAwd+gI+PbtpVKou4f/8mKSnx+PlBYKBMURHculW6ehhbDMFwRCjoGKJX8VngKaJ1ZY+YmDW8+mp1XnjBgejocC3f3sfHvn4Bp0/rHlevLjL2a9eKhFJJPHmSTV5eDpUrK6hQQcSwrbWDKwlPTx/69XsfSZJYsGAE58/vs+8Aejh/Xqyi6tQRiTZLdD4NfHwCiIqKJjnZdPyyLDjs+gU7TwMvL9HBtEuXVoSFiWHbqdNH5Oc/wdnZhWXLzrN06XmUSkHlMzepapqhv/zyy9y9e5fw8HDatWtHVilnSGuJV7UajguGH336QK1aIlaQmCiIAXv2/MqUKX05eHCj2Wsu0LM0GeZU4awgNfXpVqlqtVgEubuLIEJwcAgtWoi8wZkzSbz2msUOsyaRk5OuLQi8cuWoyW18fAKoVCmMV1/9mKFDS1csBfDkiXAJhEdjiG7dxP+//1YycGAlhgzR5QhMtenUVz3Whyw/nYDgrVuwc6d47OgIL75oftvw8KasWnWNKVN+AyAwUKy0pk613pPDFGxhDYVa2+afREFBHvfuXSE0tAFgnMzJyHiIJDnQsGE7bR9VW6G5YUePhkGDdK9v3vwdV68eo1+/sTRs2A6A9esTkCQHPD29CQsTCbjERF3pujnExl5kx47l1KjRiJ49RwBQt25rCgryLCaLQdems2RYDDRhoTXcvPkBnTun4elZDicnF5ON0gGcnd0YO1YI8qlUooS+pMGzVRjMEkpLrS0JzfxXrpzuOn/44Rtq1uxB06YvULOmriAsJwe8vEwfJzQ0VNsM/fLly8TGxhIbG8vcuXOZPds+SRKNyqYlpKSIycHXV4mrawaDBvkybRqcOxeCWg0hIXVp2/ZlKleuSX6+WFW6lqgt8/HxYcuWLeTn59OzZ0+7rlH/Op4GwcG1uHYNoqIGal+rWBFcXWUKCyvx8KH9nM7AwMp07DiIuLgrZguhunYdRteuw0p93Rr4+4eSmgqBgcaUso4d4dtv4dIlJ+AJzs66KmlNQvjbb8eQm5uJn18Qo0d/ZZI19LTQOHt+fiJHEFC8jr106TAKRRENGrTF1VXErtzcPKhWrS5ff/0e8fHX8fT8CfDC0bF0DY7MegSSJH2s93hQifdsumMkSeomSdJNSZJiJUkya84lSRogSZIsSZLVgP69e9cZP17XGM1UMkeW1SQm3qFbNw/eeKN+yUOYxcWL4n/LEmPy6tVj7N+/nkePdFLQ3t5+eHn5IkkSxVXrNk16iYmxbN26kJMnd6BQFHHixA58fQP5+OMVNGvWxeQ+MTFrtFr2gwdXMepaJstw4IDoHqVSiZnpyZNMZFnWdsIS/wMQOQZHBg78wGAwm9L+McVhlySJ+Ph4mxLHBQXWdeltgUYZ081NTD4aQ+Dl1RhPTx+T++TkiPOb0pO/cuUK7dq1Y/bs2YwYIYxxaRrD5OZaL8jSaBBlZR1k5syhTJsWgKNjCikp4tpefDGaWbO28cILrwKix2xJODs7069fP4YOHYqXOQtnAfbIfZtDyWTxpUuHiYqSKCw8AsDHH1+x+5g+Pv5MnbqBVauu0bBhpPUdSomYmDWkpdUDHJg8uY7R/ePlBaHFy93p02NZv97wR4iKimb79gz275fZsiXlmRiB+HidIZgzR5fEBpg5cygTJkSRmfnIaL9bt85x8eJBQkLEVN66delKvCyFhl7Vezy5xHvdrB24uLvZIqA7UA8YIkmS0ZJXkiRv4D+A6SBhCbi5eRAWFqF9bi4W/vhxMoWF+RZZNvpITxerOw8PjCRd+/cfx2efraVevTYm99UYAlsqjGvWbMSYMd/Svftb5OXlMHlyT2bOHGJ2e43Ho+k8lJaWZNTC8sEDyM427h6lUilwd/di3z41f/yRRrVqaYCaWbPiGD7cUNcoPV2wNfQ/g6bHb0CALsSm8Upsae1YmnJ6UzhwQPxXq7dy6tRWrSHIy/PXeoa//jqLpUsnUVgofu8nT0So7t49XYJUoYBz54q4fDmRY8eOcePGTZYtW4Ysy6XqGWxLXYTGEHh4JBAQUAmQcXYWK447d4y3T04u+2rvp6nf0EATOnQuruO8c6d41cRioDpz5gTx6qvVS91a1RJOndrFF1+8QUzMWrv31dw/arVor5mWFm+yBWxYGMAa5s9vwYABFZ7ZZzEFlQomTRL3S6tWoteJPho2jKRJkxe03gCIVrZLlnxEUFBVvv56P/XqiRyavdIbGlgyBJKZx6aem0JLIFaW5buyLBcB64A+JrabAcxFX+TcAkJD6/LVV3u1z83Fwh0dnXjrrRmsWnXd5PsloSn6CA835nI3aNCWLl2GUKGCTkpx0aLxzJwZTVbWY7s0hypXrsmAAeNo06YXLi6utGzZjTp1WpKenqKdxPRhjb72008wbBjY0pBbp6JQxWBQgbjRr14VK1JNLLmwUNOsxHQljLXEcVnRITVJvKKin1EoirSGQK2ujFKpICZmDStXfs5vv83l9ddraWW2NeEQDR34wQPYu/cAQ4d2w9XVnYULf36q67JlgtXkjd59900mT15Np06DKSg4qr0u8TnUqIozjKbCTWlpabRp0wZPT0/27NnzTK7TGhIThTd85YrIYzVsGElEREccHLag6WGs4djbOoFmZKSyfftStm5dyMOHpluBbdjwFRMndmPXrtXFGmP2wVb6p0olPOqcHNE6U/+zpKc/5K23GvLRR1216sZlhVOnYNkyEVquUAGmTjUuTJ0y5Te++mqvQdOc/Pxc1q9fwM2bZ2jcuBM1awoSSWl7slsyBLKZx6aem0JlQL+t1oPi17SQJKkpUFWW5b8sHUiSpFGSJJ2RJOlMRoahe2QqmQNiNZyfn4uLi2kxr5LQNwS24PDhrezdu5b8/By7QkP6cHf3Yu7cvwkIqMSAARXYu/c3o20s0ddyc+Fn7Vxmnd0QFKTZ1/T1iDJ7kStJShKD6vvvP0WtNk+DsJQ4LguPICtL/DZOTjK//rqYtm1f5ubNNYj6xia8+mp15s59C1kW1uvRowdGk5FKBRcuCF63g4Mjvr6BtG7dE0ny4LPPPuOnn34q9bVZg8Yj0NSb+PoG4usrlm2xsbBx49d06eLIDz98qN2npCFITU3lxIkT5OXlcVyTyCqGWm0YfktNNQ4DlYUhyM9XFv8XF1ezZmNSUuJQqw3dF3v6bN+9e4mvvnqH774by9q1c0xuk5MjYpaVKoXRpctQu6/bVvrnmTPGHrXms2jykmfO7GbMmKer/tdHVpagh65fL563b6/rN2ANPj4BvPPOPF5/XVCMPD3TABVJSapSJawtGYJGkiRlS5KUA0QUP9Y8b2hhP5sgSZID8BXwobVtZVleKstyc1mWm/v5GYqDRUVFM2HCUm1DF+F+C/Tvb3sxmcYQ6LtlGjZS584O9OkTyJYt32tfLygQy91x4zpw5coaHBzETWjNrX/0KJHTp3cbUEU9PLzx8wsyWqWDZfrakSO6525u1tkNGo/g7793c/26+dWVQiG+jwcPrNNQq1YNISNDfG59dpA1aWZbcfGiOFaDBhKVK1fkyJGt/PDDKDSr0JycdKOEuKnJSJbFpNmsWRd+//0RU6du5Pbte8yaNYu33nqLiRMn2nVdqanWlVvj4oRejLOzJvQAH3ywiCVLBKvt9m1wcBB8DX2V2MxMQ8njgIAAunTpQpUqVejQ4UWDiT0xUVd1rVSK303/faWybAyBj49Yw7VsqcvP2cOxNwVf30Dt44CAiia3eeWVj/jttzh+/PFsqZQ1baV/Zmaa/yyBgZX58ksRhbClNsdW6N+/AO3a2b6vh4c3r776ESCxYcOX5OU9Ai4Djtq5zB6YZQ3JslyKsgQDJAL60fYqxa9p4A00AA4Us2AqANskSeoty7JZeurt25f473+7GISHoqKitQkclUpJVtZjFIpCFi0aj5ubBxMnWl7xKRS6RHG94ixGSTZSdvZjliz5iISE6+zcuVr7+qNH9/nmm1F4eUF2drTFZhwAZ87sZt68t+jadTiTJq0CYOzYb7UMnpIYMWKWUQtLkGjRogd/FutLffABdO8ezaFDMGvW64BMUFBVRo6cY5DY0hiCW7dSiI9PtnpjyTJmeymDMDTvvz+L69cpVjrVFeTcuVM2vXjPnxf/Nb3dTbn6pmBpMioszGfz5m/JyIijcePGXLhwgVj9DiU2wJam5r8VO3jh4RcYM+Y1unQZwpEjv+PvXxE/v21kZMDNm2PYt2+sQThArRYhg8aNNSypYGJiYgARakpLE0nby5eFMapUCQIDhVHQTPyacGVycul57frQaPUEBYlBlJeXg4uLu8nfwhbqMgivQr/FrCl4efni5eVrcRtL6NZtFqtXj0J/tW+K/mmpZ7iLiytNmnRm5848k4u10kK/biEsTNQzmMKAARXJzc1k48ZEg1oCgPXr53H//i1atOhKZGRFjhwRId6ICNPHMofStbOxDaeBcEmSQiVJckEkn7dp3pRlOUuW5UBZlqvLslwdOAFYNAIASqWCrCzznD1HRyf8/YPx8PDmwIENHD681eJFPn4Ma9aIMEZoqO4GMjXhKBSFbN++1GTMsbBQrECtWeOAgIo0axZF9er1UavV2oY65hAVFV3cLUk/cCizY8dqrl5dg48PdOokJoaoqGjefXceb7wxjbVr7xqxGzShoUqVOlOnTgvLF1oMc6E3H58AJkxYSsuW0RQVCXqnJhRUWFj6pFVJHDokwkA//STRo4e3WaNUEpYmI6VSwbJlk9mxYw179+7l5MmTzJ8/H7BNUiM313r+Q6WCQ8WCoiEhfxIXd5WMjFRu3jzD3bsX+egjEQbYs0fSihqWRMnvMC9PTOyapP6TJ2Liz8oSixlNfDgnR3gJ585h9tj2QpMs1rCGEhNjTRoBcxz7p8HDh/EcPLiZmzftL1+KjY0GluLhYdwCVh8jRszCycm8Ry1JUpkagd27Rd2SoyNs2QLLl5uvCBaklwIDbTW1Ws3Fi4eoUCGUgQPH4+cXTGSkSJ6VRpiv9G3vrUCWZaUkSWOAXYAjsFKW5auSJE0HzsiyvM3yEUwjPDyCOXN2Wtzm1KldnDu3l96936NFi5csbvvJJ7rJu4Oe+KO5FaW5eHlhodj+5k3LhSAtW3ajZUtBupJlWRsSUKvVZtvMnTixg5JpGbVaiMJ+8020VqkR4JVXJpg9t8YQQBVtzNoaOnQYwMWLhzh8eIvWADdtGsWXXxonLTWhoORk+7swmcLatWtIT9et5mytLLU0GZ06tVMbNnrllY/w8/OnZTFf2FZJjUfGLD4jJCYKjygoCEaOHMHgwX3x8vLj8uUj3L59Di+vIzRuHMmJE0J+w1RpRlqaWPV7eORw8eJRTp1KpnbtFoSGNjDwtnJyxBjWTNZ5eaILXFl4ZLpz5AEePHoUS+XKNQ2KNb29q5KT8wBX1xAmTDCtzGkKKlsOqrsAACAASURBVJUSlUqFk5Oz2bG/f/8GvvhiOEVFBXTr9oZV714f+/bB0aPg4jKU+fMjKV/eifLlK5vcNioqmrw8+PrrT4EEypcPYdQo8VlSUhLYtm0JFSpU5+WXR5nc3x6I84jH775rWS0XYMuWh8iyjIuLLoEgy2o++KAjDg6OzJsn5kONR3Htmv1qyM/SI0CW5R2yLNeSZbmGLMuzil/73JQRkGW5kzVvAMDJydlsPBGEyzpxYjfWr59PcHCIxX4E8fE6IyBJQuBJA3MrSlOtHwHKlRPb37hh5QPoQZIk9uwpYujQSbz/fmtOnzYtH2A+zJGg5T/bAk1o6NEj2yfq3Nws/vxzqYEXlpBw3SQzJDdXpzf/tMjKglWrjBN4AoYj3NHRGWdnQQoICKhocsWnQXp6Crdvn+Oll4bRp89oVq48yeXLQgjJFkkNWbZNSOz2bfE/PBz8/SsQGtqA8uUr4+srJtD8/CfUKFZmWLZsHb/9Zlz8KMti9f/nn6cZMKA7c+e+xa+/ihIe/XCPWm1snMrSCKhUkJcnBszDh0JqIjg4hP37ZfbvlxkzZjugxt//jl0c+wMHNtK1qxtdujjy+ecDTG5z+fJhiorEhwkPt72ntEIB3xX3cXrjjVzef786I0da7kLXu3c0VapcBtR8+OFV7WdJTb3P2rVz2LVrFdHRNejd25/8/NJT4o4cEb9Pw4YwcKDpbTQtPEEIy7m6uhsUkjo4OBIe3pRWrboXs86UxMTMwNm5gIwM+6VEnqkh+DegUOgShxERxvru+tDw0yMj4ZdfDFdl5krLX355lMnX33pLrEBv3bKviMrJyZmkpLvcuHHapLogmDdKGuOjgVKpKF5xnje5vbs7eHqqUCjg7FnbYgbOzi40aBBpYADT0hKZN+9tI2Og0RV62mY3sgz//S8oFOYMoExwcDWEQajG4ME/sXt3Afv3y2zalGRxMmrdugfDh0/l7NkY+vYtz4gRrYmIqMGPP/5ok6RGaqptkhn6hkAfH364lOXLL9KgQVttAjkpydPsbwbg7KwbbyEhta2fvIyxbRuoVJ54eGRSq5ZYeejLusyf3xJYzcOHDnb19ZX1ViMa9eCS6NRpMOPGLWT58ov072+9Z7cG58+LybB6dXjppTwqVKhOUFBVq/tlZQlP9+JFHWU6ODiEt9+eSc+eI8nOTicnJ8Nsxb4t2Fuc3oyKMr/N5Mk9+fDDKIPvSB+SJLF06VlGj/6KBw9uo1IpWbXqcxQKUdhnL430mYWGnhWSk+PZtOkbBg40XUHn7u7FhAnLcXFxIynpDg8e3C6OsRtCodDpfffqpcsNaBAVFU1GxiMWLx6vfW3AgP8wcuRsGjRoZ7JRxYYN4ge4e9e4KESDrVsX8sMPH9K37xhGj/4SgBEjZjN48IdUqmRavMtUwtjR0YPRow3DH9nZjxk3rj1+fkFs2WJaU6BcuZs8eVKPqVN92LTJOl3N29uPR4/uG4XEFIpCli//1GjSLYuOZ3fuaNRKQxDsIEMEB1dj3bo4Zs+GPXuMCwAt4cyZ3axbN88ovj179myrkhqybLuelD4def/+DcTGnqd1616cO7cXFxdXhgyZqJUjKVeuC0OGVDF7rHr1WltNqj4rqNWwerV4PGlSOcLCyhkRKcSk+C6y7MTt29E0srFrYlTUUDp06E9GRipubqbFFCMi2hMRYYOsbwlo8jMdO0JAQDC//WbbDxcWpubiRUhK0snABgVV5bXXhFfYqlUPHB2djFrl2gq1WuRuNNdmCiqVipMndbLe06e/ilqtZsqUtUbdBseNiyQjI5VNm5J47bVPOXLElbg4MQ+ZSz6bwv+cR5CZmWaxHZuLiys9e75NVNRQ5swZxty5b5i0qn/8gZbh09yMsEWbNj2pX19UE7u5eWhj+1FR0axbF8e+fWrWrYvTToaaviaWwkMqlRKFokg7sc6cGc2iRR9QvXp9bdigJDQUWScnH0DCwaEqEycu5cUXS658JRo0aEetWuaVOgYMOI+LSzJPnviarGw1haelCdoLzU3cuLEpr8xdG//XFJbZo/lujnWUm5trtS2kLUqjmu2uXROPa9WC48e3s3btF9y6dZZVq/6PtWu/AMTiw8UFMjM9qFixie0f4h9EQoL4POXL62TWTX+HBcCn3Lxp3/FdXNwIDg4xO/ZBeA5KpQKl0rbOLunpOkZOB8tBASO89ZaI1SQnm5Yu8fcPxtc3wGxOwxry8kTEwNMTg9yePlQqBeXLV6F8+SpIksTBg5s4eHCjyW2Dg6sTHByCs7Mrb789k/btBbPfXo/gf84QVKgQYrU+IDHxDteunaB585d46aVhBhxtECu7jcXf66hR5rP1VaqE07//f3Bz86Rjx0E0aqQbVUqlKFjTD0XVLvbaLRmCfv3GsmtXPu+8Mw+Akyd3cPz4n8W9BnTIzTXsJBUVFU3t2ucANb17nzNhBMQg/f77I3zxhfn6vH79omnTRuRYbOlUpVIpCQw0nWCzlSZoD+Li0NJio6OFAdSHJhcgzi/+p6TA/Pkj6N3bnyNHfrd4/JQU08YrIyNDK6nh4yMmgUqVKrF06VJtothWg7N1q/CMWrUStM5OnQYzYsRsGjRoi49PALm5mTx8GI+jI6UuRvynoGGghIZmc+fOJQoL8y3mrOw1BNYQG3uRL798hxdfdGHatME27fPVV+L+adYMu3JooKv3uHdPV8uRlfWYq1ePk5hoH8XYFDQ1HZb6Tri4uLFhw302bBDh288/X8fnn69HlF7p8Ouvs4mNPU+vXu9oaaUa7/j/e0Pg51eedu16m31frVYzdmxbxoxpS/v2/Zg8ebVRa8dbt8RNHRAgGstYgouLGwUFT4zi9zNnRtOjh7fBxFO3WPjPkiFwdHTExcWNS5dc2LABIiOPERh4mnXrvuf+fR33dMwYIR2hqTL9+2+4erUGkgT9+weaObptqFDc7c6WpG5s7EUePXpgpHj6LGiCsgyffy6oqI0b62oH9L2C3NxMbeWwvkdQUJBHTk6G1SSephNWSWjCP/379ye7+G79+efNWiNgKiFrCvn5gg4Iov8AQNu2LxMdPZnatZtTpYpIGjx+LGZ+f3+RcDhw4LTRsTQ4dGgLnTtLdO4sMXq0lQFbxrhSrCV39+6PjBjRiPj46xYWACF2kSUOHdrCe++1IirKmR9+MM1227BhAX/9tQzAaCI0hUePBFPI1VVU7UoSxMVd4803GzBjhnlNLw08PWUaNpRRKETUAOD8+X2MGdOWH3+cyOrV05gzZ7jZBYU12GIIALZuXcSMGUO4efMMHTsOpHPnwUZeiIeHN0qlguxs0YMgIeEmSqVwRe2lb//PGQJrkGWZjAyxdCvZ31MDTUVfu3ame8Tqo2XLbvz1VzYzZxquNN3cPHBz8zQIO9WsKbyLuDgsJs3UapgwAX74AXburEtaWnN+++0Vpk71Jz9frEbi40Ue49o1EY5YvFjsO3asfTFxU9AYAtt618p4eZUjJKSONkHr5VWO6OhPylyF8coVwXsPDIQvvhDfpSWtGH3JjPHjf+CPPx7TubPlVWO/fmOM4qwODo4MHDiC27fhwgXdsj8oSJfoefTItp6zf/4p6Jz165su6und+z3efnumdjL18BDW5dChs2aPqU+bzcsrg3JtG6FS6Qotq1ZNJzS0Ae7uXmZrSyRpBklJtleUP3x4jxs3TqFSKdm1a7XJbcLCImjRoisLFsQwffpmq8c8WtzWoGVLHUsuLy+HuLirJCVZj4VOntyLy5dFCHjjRvEdeHv7UbduK6pWrc3Ro3+we/fPJpVAbYHGEJgLC2lw+fJh9u1bZ7A4LIkePd5m5848ba5x0qTuzJsnVFwfPLCvkPB/Llmck5PF7dvnCQ83HVN1cHCgbdveODo60rhxZ7KyHuPt7WdgTTVdyKy1lly5cgrbti0hKyuNiIj2jB+/hOrVRenxpEmrtJXBGri6ivDQtWsiidnHhMTeli072b49HSipm1KHu3cFv1hfVywxUbCbcnOhZs0i6tW7zOPHlUxSaK9dO8HEid1p0KAdc+aYzqNs2/YjCxfuAP6wyRDUrt2c7dt13tB3341l69aFZuWfnwYaGd6oKJ0mv6X8hMYQJCeDp6evTbzpt96aTkhIbZYv/1RbnKZWq1iyZAG9en3G48fOdOw4EC8vPyTJX0vhtCV0U1QExV0wGTpUx+O+d+8KT55kExJSh7CwhlSvXl/LZ69aVXxQf3/zK/1OnQbRuHEnlEoRO/6nsG6d+G6DgmDevDk4OQk9IE1vbQ1hQlNhXKFCD5KTRaLfloRxhw4DqFw5nDNndlO7tukCx1df/ahYSsE2aAxBWz1JoLCwhqxYcclkq9mScHR0QpJ24eubR0aGB/Hx0KxZFM2aCYpP3botyc3NNBCgtAcaI2nJI0hMjGX/fiFA5OHhzbZtS6hduwW1azcz2M7NzYPhw+uiVqtYufIKoaEN8fFJIju7iORkF86eNZbUN4f/OY/gwYNY1q2bZ/b9a9ckmjf/g2nTtjB0aCh9+wYahHXu3xerbU9PEX4wh5iYNWza9I2WP3/p0mGbCpoGFy9If/3VmEEjy7B6dQvi4syLZ5UUl1y6FBYuFI/LldvMu+82NylOByI8kpubaVWCQaUSqwzbPAJDNG3ahVdemWDQCKYskJ4OxSoKvKRXA6ivHaWPoKAQPDzEDaVUwvjxtq+AoqKiady4E97efkyc+BMVK4YSFtZQe76pUzcyYcJSsrOFAbhyxTZedkyMCOWFhhqGHJcs+YixY9tx5cpRRo1qyujRuruzbl0R3/L0NP99urq6ExwcQuXKNWwWUXxa5OWJMQzwwgtreO01QRXVyDPrEya2b88gJkZJkyYi4WsrCaFCherk5+dw/PifzJv35lNJP9+7J+6VM2eEJ9lGTzFeSNc3tIl6O3Pm7+zbp6RJE+HxXC8hXhwZ2Zdu3d4w0EmyB7aEhjQKp+HhTbh//yZff/0ee/b8YnLbBw9u8eDBbRwcHJg16w+WLDlN167C4O3da3IXk/ifMwReXr7UrGnsDaSkCIXJMWNEIcnFi8Kl8/b20ypTgi4s1KYNOJnxhzT0uJIT/8SJ3a0O1PbtoUYNMSGUVCcQLRT12REaFU2H4v+6HfSL2548EcymZs3SCA9vYrYFZ6NGHfjjj8dMnbrJ7PX16PEWv/8u+GspKfbr0ERG9uXdd+eXitJnCjdvCpbQ6tUiBNa2rWGCb+DA8Ub76OcnXn5ZvHbxIkyZ8v/aO/M4G6v/gb/PnX3MDIMxGGbGmjVLhVC2pNJXCYWJEEpatKg0bV81orT6klB9U6MUKSEiy7dkCT/JWoSRfcxkRjNmPb8/zn3u+txtVjfP+/WaF/e5z33u59znPOdzzud8lmQ2bnQfsJ6efoJDh3Zx7NgBsrMziYioxoIFf/DOO9Zi1Tt2rGXp0vc4fPiQ2Y3VOxabLRdDhtibHOPjm9OyZWeqVVNLmOLiYi5eVMraNzNdxfG//6n7Ua9eKkuWjOX0aef0zBpBQcEEBARYNlq9/c2058zdtQEOHtzJxIl9mD1bf2Vw7JiqKqjldhoyxLPpxRXaXpg3HoAlQVMEUW4W1PHxzZg79/+YNGk+DRq04pZb7qV1a/3nbf78A3z00X67OB8tPuGHH7wzZ4IfKoL69RszZMiT5Ofbpzl+/nk1K9R48snHGDfudZYuzbDL4625JnZ1UxDJlYthdnaGpaMuXz6PRx/twerV9p3WZIJHHlH///hj6NEDxoxRJp/x463nXXFFKsHB1iya6t+xQCqPPQYP2zhGtWoFr70Ggwc/xJw5O3TjIkAta6OiqjslprIlMDCIqlXDiI5WM2ktTbIrdu5cz4MPduH99591f2IJKC5WIfYvvKCCloRQv5UtAwY8zAMPvEGNGnV1c8WMGWOt5rRp024OHtzp9juXLJnB6NFtaNasA59/fsziEqxRVFTIl1++w5tv3s9vv233WlHm5qoBMDBQ5X4Ca9DV4sVvkZ5+nBMnDlrKkZ48qUbLmJgC8+til9HeP//8HdOmjaJPnzBeesn3VMwlQTPTnT/vXT5/wBIp7e2KYNasxz1e+9lnb2fMmHZs2/Yd+/fbb6jn5MCTTyqnCs2tt0cPuMfh8ThyZC9z505yelbdYasIli59j9tuq8m8ecns27eVDRsWc/ZsyRL/a6Yhd4ogNDSc6tVrc+TIXoQwMXHiPLp104+8jotrTHz8FXbOHHFxyi0+N9d7ReZ3ikBVmYKUFGWGeflluPlm52RvBQX92L7dWtbv99/VSmH/fmUW6tjR9Xe4z1ypOuqpU0fYuXO95YG2pXVruOsu6+uDB9VApzFnDvz1VzL5+Y7KJofQ0GT69LGf0bgKPCkN2tL59dfdFzXPzDzDnj0/ceyY8gvMzs4kLe2Ay0hQX3CcOXbsiFMOpMDAIAYNepRFi447xW1oaBHhPXok06WLXu0jK9HRsTRs2JpGjdqwZ88mJk68if79Yy1mj3ffncjGjcpdpHbtRLfXskULNIuPV2mnXc12q1SpSvPmHS0BVOnpe4FM8vJMLusfHzz4f6xc+SH5+RdZv36hy2jTsmLvXhWZGxoKFy54jiFZtWo+ycm3ceqU6uSHD3u30szM1A96tL22FjvQv/+D3H//a3bnTZmiEreBGvi++UZNCB1X+mlp+1mwYCo//OB5s3nJkpk89dTNZGauxGRSffTo0Qiyss6Rl5fLZ5+9yosvDmTPnk0er6WHt15DBw/uZPLku1i48DX3J9rwxhv3c8cdtdm0aZnF7L3T/bzIgt9tFh85Ao/bVDBwbQfrzldfqUE4L0/dUK1z9urlPqLWXeplUB31pptG0K5dT5fRwPfdp7xfPv7YevOrV4fhww9w6NBml+5neXlplgyPDz6oko5p5g9P/PLL/1i+fB5t23bnlltG6Z6zf//PfPbZayQkXEt09KPs26d+Gy3K1ZH27Xvyzjs/EBGhMmOtWPE+s2dPZNCgxyzeCiVh6VJr4i2Nfq69gt2i+eJHRXVw2Q6NgQMnWKLSn366L7t2WXMBnz59lKVLZ2EyBdC9+50+5b/XZsHarNiVt9O5cyf47LMjlmPBwaEEBe2goKAXO3fqJyy85po+pKUdYMOGL8jN/ZvBgxMZM2ZKudTOVbKrfwcMgDVrXKdn1khL28dPPy2lefOO1K3bjxMn1ISrpYdy4VWrxnD+vLP3je21U1KWUlxchMkUYOcGfvGi2hgODIT331eedK6cBRITWzB69BSL6647jh7dy9atK+nUqS+33aZiQjZuHMqiRTcSGhrCsmVzkFK6zXfmDm9WBH/88SsrVnwAaL/ROaKiqju5cDvy999ZZGae5sKF87Rrp9xfd+6EYcNUO9zhdysCd3l8hg1TvsO27N6tVgOaEhDC88Dqyj1Oo1ateOLiGtO+fU+X3gNCqIRSX36pViAAzz0HJ07MZdq0ES5zrNs+BAMGqNJ1mgfN2rWfMWhQHDNnOtvNQc18Vq/+mL17Xc9WMjNPs2HDF/z22/eWB9VNkTGqVq1J69ZdadCgpeV1/fpNXe5TeENurr0S6NxZLe/1VmlHjuxlxoxHWL58nsvrlSQoa+PGpWzfvsbpeEFBPjEx9UhO/sT7i2Fd3Wh2clerytOnjzJwYF1LvEN8/BWMHt0LUHma9DhyZA/r1i0071lJzpxJ86kkpC8cPapWA+HhMHiw65xbtjEkN9yQxEsvLaFbt4GWe7h5s+fvevDBNz1eOyAgwLIHYYuWXjsuTq3C3I2R8fHNSEqaRLduLjK82dCv3/288spyrr32X4wbp6LXT58WnDsXQ5UqUdx11xNMnryY1q3d2Jbd4M2K4NChXWzY8AX161/B2rWfMnhwvNsqgRoPPfQ2ixadoFu3gRavrZ074dVXlau6O/xOEbjiqqtUx73JYvJ13ogdMQJmz3Y9+9XQUjqEhUU4vedrIFVAAMycqZaxbdtC06ZXceONw+nbd4zHh8CRwsIC0tNPuPRhbtu2O0899V/69Bnh8hpNmrTn+ecXMnToJEs8gi8562+6aQTz5x/g7ruf8f5DDthWW4yKUoW7R47Uj+k4fvwgX375Dj/95HoTWFMEhw5ls3fvFq9k2L9/q8vEYWfOpJGZedonn31HReAq6EoIwblzJykqss5otBQn27frZ4X1tu5uWbBihfq3Rw+IiHCuAKiXz79Bg1Z07Xo79es3tZgcN3lhOfHm2qDMk0uW/Ie1az+zHNMmL3rpu0tDw4at6dTpFmrXTiAoyBrUuGtX2VxfWxG428xu2LA1I0b8m86d+9GkSTtuu+0Bp9gXPapVi6FGjToEB4dQrZp1v+3bbz1vGvudaQggPl5y6pSwlIV84QXrBh1AkyaT+P33t1D5TwCOYjKNJSYGmjb1bjmtVT1bsyZVN8HcH3/8yrZtq0lMbEmHDn3cXishwVq1rFevIfTqpSIcGzduw5tvjiMnJ5uoqBo89NDbbpf7113Xn3btjhEerr+urF+/qcXH2xU1a9a1BF1p0YfuVgT79//Mjh3f06xZB9q37+n6RC+QEp59Fn76Sb0eN06Zg9yZ6RITWzJ+/Ftu/bbrmFfpGRmRPPtsVT77zFpAxZHZsyeyfv3nXHfdHURGVrfUxLUlLCySgQPrcv/9r7mt76Bx/LiyqwthnWToJwoMsiiAkSNbct9907jhhiQaNFA56dPT1b1wrHDnyoxY1rmeLlyAleZSH7fcYj3erl1PrrrqBmrXTrTUyHVFmzZqNXHokPLQc+eUkZl5hlatuvDhh3sICgqmuLjYyT127txJfP/9p5w+fZTGjdvSs+dgwFohzhtFkJ5+glOnjlCzZpzP/v9t2qjfZNGi7dSvf4YOHW6isLAAIQSBgUE+XQu8WxE0anQljRqpaMTi4uISZzodOlR5pb30kppkudsL9LsVQWIizJ4tWLAApk1T5iDHwLDff5+KVQkoiotzmD/f9xmUqwRz+/Zt4d13H3eZDMrbay9fnkXnzv8iODiU+vWbuT0/LCyCmJh6ZRbM5c2KYNeuH5g7d5LbRH/esn27VQmEhqpZp6fsp3FxjRg48BG3dSVCQqBmTZWqITOzmdsqcefPp3P6dBoNG17JwIET7HIXAQQGBpOTo55Wx/dcMW+eMlneeKPaBwLrbDcyMtpyLWXjVVP+9PTjTJ8+lq+/fpf77msPqM0uPfNQeLjzyhTKNtfTV18pk2lWlnJ20NKlgEoRvWLF+2zYoO+WnJa2n+XL57Fr1w8EB6vVHShPN3eV3N5770mGDGlAUlJDevcO5quv/uN0zi+/bLAogR49rB4Y2uTFXVlYjfXrv+Chh7rw+eevW8y0rvjttx189dUsy2awFh1++vRVfPhhPWbPfoobbwzhiy/e8PzFDuTmqhWByeR5s1jDZDLZFaRxx9atK5k+fSz/+9+XlmM9eypF8NJLHr7HO3EuHcLC1F+NGipqbtQo10njHDl9+qjXdtX8/DzWrFnApk36CdwaNGjNwIETuOoqN+XIdMjNvUBWVgb5+dZos4yM06SnH7czF5QEZVtc5DYs/fz5c6xaNZ+NG5faKQJXs4UrrriawYOfpF07VbR869aV3H13E9588wGfZJMSPjQXl+rfH+bPt6YAKAtSUsIs/UCrBaDHuHGv8+mnR+jWbSB//vk7BQV5lhKE1arF0L69stfff/9rXuW/z8tTM18h4N577d/r1OlWxo9/i0aN2hAcHOo0s8vLy+GTT6bw++//x8WLylNJTxF07+6cZ6ascj1t2ADJyfC2TcnscePsbe4xMfV4/PE5DB06SXeltXPnBqZPH8N336mgpzvuUBvFWVlqorZwob7JKzKyOrGx8dSoUReTyWSJrbBlzJip/Pvfi5k+fQ1Dhz5tOe6Laah69VhatOhEnToNaNXKfVqZrVtX8vbb4y2myDp1oGFDZc85cKA15883Ma/s7N198/Pdm1/S0mD5cvWcNW3qOoYJ1Apw//6fffbMO3ToF5Yvn8vevfYbNF272kda61GupiEhxE3A26hSlfOklFMd3n8MGA0UAmeBUVJKt0Vpjx07yPr1X9C9+yCX50RHx7p0TZs+XZWa8+RxkZ2dQUpKEtHRsXz5pfMNadGiIy1auPFBdcGsWY+zbNkcHn10Nv363QfAlCnfUFCQZwk4csWJE3+wcOFrxMTUs+RHt2XNmlQ+++xVxox5xe6hseX06aNMnXoPjRu3Ze7cflSrpurb/vmn/kPVps31dllX8/Mvcvy41R/eW7ZuVeYTzXYZ5mX515MnD3PixCHq1GlI3boNXZ7XtKkKKpoxw33daC3OIiPjFJmZp83mgkR2797I7bc/SK9eQzhx4hGvPExABQkWFiqTkKNiW7nyQ5cb+xrnzh3nvfe2k5UVwcSJanMvI8O6sgCYOHEe7dr10DVRlhQplSnqpZesjhT166vf0HY1AEpB3nrrGMs5jnECCQnNufnmUbRq1QVQA+2wYWrvJzNT7ctt2wbXXKMirrWI+x493mD8+DfIz89ny5ZALl40sWqVkkczTdn2PY19+5T3YECAd4qgZ8/B9Ow5GJNJ9bvwcPsYJFuaNr2Kfv3up3lz9WwLAXPnRjJ9urK1r1o1hpo1x7BsGaxbp/qdENacTB995DzIZ2Wp31VbHXlKv7F8+Vw+/vhlRo6czPDhz3luoJlrrulDlSrVXKbfcUe5KQIhRAAwE+gN/An8LIRYKqXca3Pa/wFXSylzhBDjgFeBu5yvZuXChfNu08GuWZPqdmatbbJ5eogCAgLp2XOI7oZxaQgJCSMioppluXf06D6mTBlGTEw9p8R2jmRnZ7B06WyaNGmvqwgaNGjF9dcPID6+uc6nFVWr1qR377stPvLXXKPSWnz1lX0Qmyvat+/F/PkHfDJPSQn//a/6/+DB3isBgHXrFjJ37iQGD36S++5zLudo/Q5Jw4aFQBAHOQT0wAAAIABJREFUDqiZl7uZ3y+//I9t276jW7eBDBnyFAcP/kLz5h2oV6+J10oArJuIrVs7v+dNsfVateJp2lSVYGzRQinLCROUucl29q3tWZUFxcXKu26bjXht28Irr3g21dWtqwZh2zgBx8kCqNV6167WSP5t29SfrfeKyQSDBsHevcH8+qv997z2mgrqatkS4uKK6NTpT9LTg9i6tS7Llqk+NXCgb31J6w9VqrhWBB069HHa8zOZlL39W3OtGNt4D8dYmH37rH1BSqVo162zP8eTIoiOrs0VV1ztVUU1Wxo3blvi1C+ivIJThBDXAi9KKfuYX08CkFK+4uL8dsB/pJRd3F23fv3GcsqUFbqboo6Vk9zIxtq1bnZO3H5W3eC8vFzS048TGBhMbGzJbbXHjx/i7rsbU7t2oscqSufPp7N+/RdUr16b667rX+LvtOXgQTVDDw1VKTGqOwQlp6ef4MKFv6hevbbbiGVXHDigctb8+KPaEF2wwPNgY8vq1al8++0H9Oo1hL59R7s879dff+Thh28C1BMeHa3MTxEOevzrr9/lyJE9NGjQmo0bv6J1665OSnX9+i/49NNpXH/9AJKSJrmVb+JENcA5OiwADB6c6DYeJSQk3M5LJjNTZZc9flwFSnYxPwlSSoQQSCk5e/YvsrOzadSo5H1u3TqYPNn6+t13rZG0epw8eZg//viV+vUbM3x4C0sZSG/Q8kBp6axLzi7Ams61ZUsVDBniQ+ql4GBlIklL8z4NBsDevVtITz/O4cM9yMiI5sABda+ysvQLFV15pVJQW1w4sH3zjXO/rAh69BDbpZS6VavK0zQUB9huQ/4JuLOl3At8q/eGEGIsKv8CtWvHu/SMcZUawpHSbLLVrq0yMu7evZEnnuhNu3Y9eeMNH7I7OfDrrz8SHBzGqVNHGDSonsWTRI+qVWty223jSvxdejRurKKMN22CuXOd4zAWLnyNRYveYty417nzzsd8unZGhgr+05bEQ4f6pgQAevdOsivC48r7ISgohMDAfEJCdvD33+3JzFRtcgzQ2rx5OZs3L2fKlG9ISVmKECaklHz//QJzRtI0AgMDKSwsoGnTq5y/yAYtv5XJ5Jxyes2aVLdKIDY2gdGjU+jRYzAffvgCUhYzatRL3HyzWg0sWaJSi1StqmpfrFv3GR07/ovNm38GThETE8/Ysb6bh3Jz4QMVq0SbNqpMqzslALBly7e8/fZ4br99HMOHzyIiwl4RFBYWkJ2diclkckrGFhio9h+EUMrgwgVldz9zBpKTcygsDKVHj51kZb1GtWpVeOyxeXz6qYoJqVYNli3bTX5+K+BKhLhI796h3HKL+r29yTYL8MEHz/P11zMZPfrfdO78oNsN44sXc8jKOkdwcKglNc3ixW+zdu2nJCen0qxZNCdOvEWPHn3o3/8xhFDZaf/3P+tqR8/V9I471HMmZfkpgczMM+zfv5WIiGhat3Y7n3biknAfFULcDVwN6CZTkFLOAeYAtGhxtcsljLfudN5sshUWFlBQkEdwcJhdMEtCgspNHxYWSd26jUocYQhqsHjrrQfIz1ceL5onCXjew3C8jmY/jompz+jRU3QrmIFyR8vJyaKoqMhSHvCBB9SsduVK1UlHjbIuuatWjSEhobnloThz5hiLFr1FWlo/IiO78dRTrje+3n/fqgS6dvU+QtodUVFqT8ORZs2uYfXqfPLz1UogNVWtQhwVQb9+4+jQ4SYaNGjFpEm3sm3bdwwYMIGlS9+1VIkrLCwgMDCIxET3obELFqgZb69e9ispbWXqCq3mMqj6tPPnT0YIwahRL9G9u1IE27dDUhK89x5cvBiKlJKff14FKBnPnj3KK6+MpbgYbrzR+74ya5baD0pIUOaXIC88IGvVqs+1195KkybKpuE4kP3f/63jySf7cNVVNzB9+mqnz2smGVvzWWIiNGs2jt27dxAa2oF161SMwO7daxg9OoV771VtCg//jP37q9Ghw73cfHN0iQbRnJwssrIyKC5Wu7nuFMGGDYuYOvUeevcexjPPzAdU38rPzyU2Np5jx35j27bvqFmzrsV0V7s29O2rH7QVEaH6ibdeQu4QQu1vuPLE+u237TzzzL+45po+vPrqSt+uXdmmISHEDcAMoJuU0mMxwDp1EuW0aSuJj3eexnhaigNERdXg669dJHWxYdOm5TzzzK107HgzU6eusBzv1k0tC3fvdu+X64oPPnieHTvWMGLEv5k+fYyuvLYDhS2FhQVs27aa4uIiOndWo6qeOSwoKJgnn/xAV5lkZJxmwIDaVKsWw5Il1p97xQpV4q+oSG169uypBou4OLWM/ukntRSOizvD2rW/AcpB/M039dN55+TA7bergfKjj0pfTEcjPt593AOo2aaW66l/f7X5qZe6YeLEPmzb9h1hYRG6Kcbd9ZWzZ9VAXViovKFs3Rjd9cOwsHAee8xqDpJSMn/+ZAICAklKegYhBM8/b62ZAWpVUFSUoJv3p2rVBObNO0JND1mRMzJg7VoV3BgUpBSCp8BKR0JD1WZvdra9d9Ovv/7Ic8/158orr/eqeIzGqVNH+f77T/n448nk5eVajjuazEpLXl4uFy/+TfXqYVx3ndICmzY5p4kH+PHHr3j77Qe57rr+PPzwDKf3z579k8OHdxMTU98Sba/xww/KVHTmjPIg6ttXPU9ahllvmTp1BD//vIonnpjHtdf2tRwPClIrIVcR6AcP7mTevGSaNr2KUaMmO71fWaahn4EmQogGwHFgMA7VWMz7Au8BN3mjBEB1nl9//VFXEegF8dgSEhLGQw+9rfueI8XFRYSGViE01DoFCQxUWrl6dVWsoySpg48dO8CePZvIyjrnc1H4goJ8Jk3qCwiEUCau3NwLTu0tKMh3uSEeFBRMlSpVqVLFPrTxllvULO2tt5T75cKF+vIfOFALsHo3PfqoMmFcd50ylYwfr2aAmzerh6FVq9IpgWnTRrJu3UKeeGIevXsP9Sq9cK1aSmFv2KBMLEuWqME0Lk7N2rKzoW7dDLZtG0J09G4yM/VzU2RlnbPk3nfk009V+3r0cPZld7cyfeutOXZBjUII7rnnBbtzJk9W+wQjRihFo8ww+sEe58+nMXKkksfVbDk3V+W+0jY5Bw/2XQmA/WartlcG0Lp1V776yveKXbVrJ/DNN7PtlAB479DhLSEhYWYnDeuxxER06yt37Xq725gVrai8Hp4KXXnL+fPpZtdR+0l6UJBaWURG6leBa9y4rdt65e4oN0UgpSwUQjwIrEK5j34gpdwjhJgMbJNSLgVeAyKAL8wJldKklG5Tj1WrVlNXCYDVnKKZSSIj1Xpdq+nZrFkHrztXly79+PZb+1mirQmkTp2SKYJRo17ijjsepn79pi6T27naw/jhhy8xmUwUFysfZk+J8WyJiNDMANEsW6ZjW0F5rcyapZTA3r1KIWRnq4GuoMD1Btvu3dbNwO7dlQlAS/d9vbP3n09cvJhDXl4uJlMAJpPrwS47O5PJkweTnZ3BX3+d5cyZNKpVi6dq1RSOHk3i6aftfdl37aoOjOD8+fH6FzSjNyClp6uSlKDcJB1xdV9jYxO4994kfvxR36/elrg4lWF33Tot2jcelarckXguXFBF5jt2tF7X1n6+eLFVCbRpo/ZqfKGgIJ+AgEBLLIPJpBSrnonOVzxNhv766ywXLvzFs8/eTmRkNDNm/Fji77L1IqtdW/Vnb/L15+fnYTKZzNXLvNyYKAXPPfcpubkXnOpra2a86Gjvy4F6S7kGlEkpV0gpm0opG0kpU8zHnjcrAaSUN0gpY6WUbc1/HvNP1qmT4Dbhk20k8Ndfp/P11+m89NISqlWLoUGDVqVqj60iyMo6xogRzXnsMd/SLtSv35TWrbtQrVqMVwm9bPngg+co9tIe5ahMGjVyn/FQIzBQmTxSUlSpwp49HyQ7uxH33beSr79WZp5PP7X3OrFl716VefKHH9SDV1pF8OyzC1ix4gLXXdefgADlJaLnMlhcXMy2bd9x4MA2S+rnv/46yqlTY4mJSUVK1f7g4CMOn8t1vpgNegPVggVqAOnWzb6Ijoar+zpuXAoBAWqQ11izJpUBA+rSo4eJu+5KsAt47NBBbd43bryVsLAxOhGm4YDqK9u2KQ+wBx5Q+fg1s8fRo9YCSdOnqxWfrxv206aNpFevAFatWmA5Fhvr2zX0WLz4HcLC9I3nWv8dM6Ytw4Y15ejRvRw5ssfyvlbrwbZqmiuWLJnJtGkj2bNnq+WYEGoz2huefLIPvXsHs3Pnes6e/ZMlS/7Dhg3em8B8JTw8kho16lgCHTW08Sc62vVnpZR2ware4neRxSWha9fbGT/+TTZtWuZVx3GFrSKQUnL06H7+/NNNGKsHvE26peF9bhlBp07WZDHBwarz+LphZTLBX38d48SJP8jPzyMqCurUyefUqfVERq7X7ZCzZ6vI1OJi5SlR2gEjICCAsLAq5gyU6ljbts6bnBERVXUD8vLycrh48RFq1kwkO9tEQMCV1Kx5Fy1aaDtu7j3IHBXql18qU5MQ+qsBcH1f+/ZV97VRIzUYa/s7GRkncZdVNDz8CXJzn+XOO5+wxLVERkYzcuQc+vdX11y0SLkB79+vIsW/+UYFfv3738pu3bOntYCPr2gR0WE2GjgmxjrDPnPmGOPGdSQ52bc84itXfkhOTpaTgrOdDEVGViciohqvvrqKGTNUQWJvK5tp7Ny5jpUr/8upU/YrKj0z44ED2xg9ui3Tpo20HDOZTJhMAQQGBnH8+EHeeechvvzyHZ/aWhZofb5qVX0HjfT0E/TqFcDQoTqzEw9cEl5DvlBYWEB+fp5PtVsdN1S1jgO4TCxXUJDPd9/N56abRtKnz3DAfvCpU6cOq1fvIT3ddbpqPdauXcjJk3/Qvfsg4uIa+xQoFBlZ3WLmco9k5cqPaNWqCzfckGTxaNEUwYQJ3cnLy+U//9noMavhE0/MJSfnDapXVyN6bu4FHn20B5GR0cycmcG5c2oPYN8+lWZb4+qrlfdRWaINPCEhanZ/zuanCAgI1M1tD5CdfY7s7HNm+bMpLl7G6NFfsX//rRQXp6A8k533lRxXZ6dPWz1DHnnEWntAj6ZNr6ZHj7to1KgNN9ww1Cyjek8INZC6yypq2y9Pn06jatUYYmLieP/9XVy8mENsbDzh4ZGcP6+fa37mTOv/4+Lsa3j4yosvfkFRUZGdZ1RgoDLTZWWp/bT9+7e6jKdxlbixf/+HyMg4SURENP/97wucP59OdHRtHnhguuWZ+OCDX52u5+l3c6R//wfp1KkvV155jd1xvRVBXl4uhw79YhdI+sYbay3/P378ELfd9oBPQYe+MnfuJM6fP8fIkf+280rUxh+TSfU9xz2O4GDlXeZNympH/E4R/P77LrZuXUnXru4rUdniKY2vo5JISbmbwMAgCgsL7HIJ2WrhoKAg2rVr4RQR6YlVq/7L1q0radSoDXFx3u/YrVmTailq7Q22D4b2AIeEqL99+7aQn3/RYvvV+y5X6QyCg0Np06YbVapEUb++dSO4Sxc1y714UW0YD/Sc+t0ja9ak8uabD5CTk0XNmnWZMOFVrrlGyRERYa8IwHtFmZeXw6xZjyDlWCAXqA6EAedQ21lFBAYmEBWVQteu6vuKi63J5Xr1gts8dL8jR/bw2Wev0qXLbU6KAFTRInf2ccfJy/nzZ5k163GeeCLSbrCrWlX99mlpKsBKCBWta8sTTyi3w9Kg6gLYH4uMVIqgevU6zJy5yVJ1TWPNmlRmzHjE7p7YTsJsiyfdfrtz7ipX/dDV3pir37Nt2+60bdvdkqVWo0oV9TzYeg81adKOOXN2uMzwGxfXiAkTZuq+V1asX/85J078wZAhT9odd9yjdNzjiIyMZs2aQqfaDYDHqnZ+pwgCAgIJDfWtV7vqOKdPH2XGjEd0vYwKCwsICAi0s9M5LsdK4tPcvfudNGrUxmVlM1fMm5dMUZGXlajNnDmTRmCgvY97ZCS8/vr3mEwm3eyanlZPoaHhvPXWeqfPCaFSFKSllU28gKMc6eknePnlsSQmQlJSkpOZ6623HvBytaSwP/ccyt7+CaAG2cJC5SK6bZsyqbzxBqxZowbz4cM9Xz8xsQVjxrxCnTrW/Ei2z2dUFNStG8/x4/rOAr7Mel9+WW0Sa/uYo0apgKw+fZQC03Pv9Rbbwbh27Xheey2FpKQkSxuOH4fg4BBatOjk9DlXHnx5eTmkpNzNvHnJlsHdcdDv1OkWVq78yK4fTp06gt27NwLWLK62eAoUdUw5IoSqH7Fvn/VYWFiEJVePuwlReTJ27DTOnz9HdLS9XdVREVepYr9hL4RwUgJz505iwYKp9OvnPhC13OIIyosWLa6Ws2Z5zuGisWZNKikpw9DrON5g69PfoIHVVbC4uJinn36ao0cLGDfuTd3PlmVH6tnT5HOt2tjYBDZtOmK3oXn0qLW+rh6ufOBr1ozjiy/0C3aXtp16n1cmEWc5EhISOHLkCBcvWqtglfYe21wdOOLy3ZAQtUnewaGCpbftr13bPoo3NTWV0aPH2mXd1Hzop0wZpnu/hRAkJT1DYGAw99zzvFcyeCufp8EYIDw8nDlz5pCUlEROjkomqIc3MT2gIsL79LmH1as/cVAa+oO9yRTgwvQhSE7+WLdd27d/z4ULf9G3b3euvtq5st62bc65h/QUWXBwGI8//h5t2nRDymKfalqXBS1b2ic2/P13a00RR44fP0SdOg14881xLFs2RzvsMo7gH68IvO2Q7li3Tv1GTZpYPT6klAQEBCCl1F2O6XWk0gTK+NqOkJBwJk6cw/PPJ9nNJN57L5UXXrB/2DdvXmF57e47kpM/cZLd13Z6M9iEhIS7jAURQlg8p378Uc3cy+Iem6/OzJnF7NqVzkcfHePiRfssjn37KjOLbVscTR+a/Hrtj4tTfciWuXNTmTBhnKUamlagyJUijIioxoULahqopakAXN4Dvfe0QVb7vDYjd3WeI5oyBlU3OC+vmNTUKRQVFTJixIuAbxMX14O7b2jlU7OzM+wU3vjx17J372YWLfqJAQOudfpcerrV/fn8+XMsXvw2S5bMsPzOttSsGUd6+nFiYurx+ec+lPYrA9q0sfcYOnlSPxZiwoTu/PLLBqpXr01QUAitW3clJyeLn3765p+jCIQQ0rYDe6IkM2mHb7TMNJo3t/eCmT59Orm5gXTu/KCTrd3V4GQyBXDvvSncccdDPpm4vE2oB9bBZPjwJJrapGVKTU1l7Nix5OR4voYe2uAya9bjXLiQyVdfpTNqVGvddkZF1SAsLMJuFgquByVHXA0OtoPQnj3KfFP6e6ywXf3l5yvTiip5mgykUb16POPGuRs47YmOjmXkyMn8619jzbI7u5umpqYyatRo8vOt2ctCQsJp2fJaduxYi+NvExAQaJddNyQknJCQMF2zWGysWr56E20PjuYy19gq4wMHYP78VKZMuRtQ5pkxY6boKsiKRuuvhw/v5tixA0yePI3u3fU3eX/5RWUMOHnyMEOHuk53LoQgJqYeNWrUZdYsLwoz+0hGxmmWLn2Xm24a6VRN7eqr7c3RWVmwY4fzNaZPH8P33y/g4sUchBB89VU6UVHV3UYW+6UiAO9n12UxW9RSDbRurQri2FJUpGZFju79nganYcOe0w0Dd4fVi0S/PSZTAJMmfWT5TTp0sN8kTExM5OjR0v8W2dmZSFlMTEw9zp7VNxc5IwgLq6KbysFbQkPDmTdvjsVGfeqUcpcsi3us15/efDOV5cvHUlRkr7jat+/Jzp3rvZrF2qb7aNjQOX9+WdyTisZWGc+Zk8rDD9srRJXIr2TZfcsaIUyApFateJ55JoWHH9YfL/LyVLbQrKzzLF78NosXv0V2dqbTea7Sv/hKQYFyyQ0Ksq/0s3DhdGbPnkjnzv8iJcW+Tve119pnWy0qQjc48cKFvwgLi+Tvv8+zZcsKevdWStqdIvDbOAJvi3frBff4ipZqQC9BV0AA/PSTc3CLp42r5cvn+SyHFiyXnPyJbsCSrRKoXt3ZUyTNU5IeL8jKOmd5yL1XAgCyVEoABAMG3GNRAmDdBC/tPXYVv7FlS7KDEgCQ7NjxvdemjIKCfGbMeATQr6RXFvekIgkPDyclxepSm5LivKldVkpAiADzQF5ypCy2xBo8/fRYUlP1Yw1CQpQHVkREVe6553lzbWTHKGL7+JzSsHr1JwwenMC3335od7xVqy707DmEW2+9z+kzjs4qAQFQTyfbRURENQICAoiKqm5RAp7wW0UA3gVYacE92vK3pMybl2wXkZmamkrVqlURQjBp0t12wS0pKcM8zlAzM0uQn8KMN4FottGrGvHelHO6ZJGsX7/C7khwsPKcsP09vCUqqgbJyZ+wbp20q0UNkJv7N4MGxZXRvoN1IqGnCPzpnqi8SPbK+Nix8lNkUhaV6coiNzeH5GTXk0ctrmDNmlRWrvwIZ5Olis+ZMeMRNmxY7HWUP6iCWp98MoW0tP0AbN++moyMUxaTsmY9aNnyWp57boFdsjlQm8R6/Scx0bsMsp7wW9MQ+L5M82Ra8fC9lhufmprKyJEjKfAmUYkLymqJqUd8vHKLc6Qs5K5MbO+Bxr59KtBLw52ZyFtzYkFBPjfe6EPFEy+IjU3g11+POJWzTE1NZcyYseTmlmzfpqKxNQuB/5m29PqQRlYWbNtWzKBBcV7VC3755a/p2PFmAgOD+PvvLC5c+Itaterr5iN6552HWbJkBjfeOJxJkz5CSsnixe9QUJBHq1adOX/+HG++eT833jjcqRJfSIhyYdarFw0qnsCbheU/0jRUkuLd7kwrYN3g1CMuzjpzS05OLvVgmpt7oURpLjwRHKyf/waU/32UNwmHXFDaZXppqVvXefbsGMvhykwUFVXDa4+t9eu/IDjYhxqIXnDmTJrujC4pKYk33phT6b+ttziasmzNRP5AdccSfDZERsL69R97XTR+ypS7WbhwOqCK9wwenEDPnibGjGnH6dNpbNu2mvHjr2XFig8YNOhR2rfvxY03DufAgW3s3r2RvLwc5sx5ilWr5nPs2AEyMk5Z0nloBAdDu3aulQCo1b+7sqze4B+9zwFPOXk8oWdaSU7+hK+/Tuexx2Y7DSTh4eFMnWrt8GVla3eXH6UkmEzKq8ldgsSMjIwSXTskJJx+/e4jIKAM1qElIDAwmGeecR50HBWBu3vrbX95//1kS7GgsqJWrXhdRQBw991JXplAYmMTyrxCna84mrKSkpKo4ehB4SNRUTUqrF3Z2dku9wkWLEhl6tQxHq8RG5vA44/PIScnm5MnDyOl2v/SzM8HD+7kt9+2s2XLCvbu3cyJE8qn//XX15CTk8X991/DnDlP06qVqiK2fPlc5sx5ihEjXuTOO625QIRQsQOekgSGhJQsrbgtfmca8jWOoCTY+rrXqRPPq6+m2NlFy3I5XFYmoqAgaK9qoLst6F0S2W3ddW+7rWaluAVGRdXg0KF0pwIsBQXKa6ss6dGjbFMNayapp59O0o1G//jjVIYPdx0Q51ggp7LuAcAnn3xi9yyAMm8NG6YfAKeRnPyJx6C2imqXo3lLw5tnQ7uXnTrdSn7+RapUiWLSpFspKirgjTfWkp2dyfbta+jVawi5uRfYsWMt9etfQXz8FQDk5GTTt28UV1xxNbNmbWHOnKdZuPA1ADp0uIlp06zVehs31t8MdsVPPym3Z1f8o9xHK0IRgNLGV16ptLHjwFqWtnYhBGvXln5DrG5d7GIGXKEXSxAQEIQQwm5Z6sqeXlY++74ihODcuWLdjKebN+sXES8JJY1Svu22caxb97llINNcKG2VaMeO+kra3QAUGBjMU0/ZV5sru0hq34iOrkFGhn7FtnHjHmD2bJ1ajXg/2VmzJpWpU0f6lErFVXU5d7jaJzCZ3PdtvfilJUtm8s47DzJo0GM88MDrXn3/vn1bKS4uomVLFdx24sQfLFs2x5wYT1W3qVVL1QfxhV27VCU6V1RWhTK/RctV7irvtzYjuvtu71yz3OHJzdQTAQGqw7iqG+yIJntycjJpafbBXt6kIfAUfewsn7OSscVkCkDKYkuU8dKl7+maSWrVindpB61Vy7vNMm9QLsm+p/KYMGEWEybMcnlOcLBrO687U6OjEgBl/tq9eyNffz3ba1lL69sfEhLOK6+4ru737ruzSE+HRYvsZfJlL09r5+uv38fFiy4K89qgBU46BvZ5aqsrT634+HiXCtmVMrvttnEUFRW6rZHiSPPm9jlK6tZtyNixUy2vw8K8m9Q5EhHhXhG4o1z3CIQQNwkhDgghDgohntZ5P0QIsdD8/hYhRGJ5yuMNAQFwxRU4eXc4kpSURIJjjcIS4OuGtyM1aqg/b0o4aiQlJXHkyBFOniy2uE7aFvRxdKd0lFdvMzY0tIrFRmoyKWN4bGwCTz/9IU899YGu+64W+6B954QJs3jmmfkui/W4srE7ZpUsDd7XfFB4O9A1a6bv/geuB6bY2ASX92HChFkkJ39scZnVfvOoqBq69+GZZ+aTnPyJ0/navoPt/dFs9o7uyXfe6X6P5aWXrDJ5U19DjxtuSOLbby9YZBVCEBVVg8BAey0aEhLOQw+9rbsnpLVVr885xkHYkpKSQpCOL2ZgYLDLe2wymRg48BGuuMK3Yg8mk/4GrxC+TexsKUkSTMv3lmPx+gDgN6A38CeqhvEQKeVem3MeAK6UUt4vhBgM9JdS3uXuuuVpGgoKUhkVW7dWkcKeduJLm7LBXXF0b4iIUGkLPCktV9gmbvOFkiaZK2nyM0+mFdBPHFYSPEUp66XO8NT22Fho3tz1+3r9qKwLuJcF7dq5n3CkpbkuZ1payqLP1asXzyuvpDjtcdiSmprKww8/QkaGMvFpq46yvg+xsaqWdJZNZnmTST3PJZ1fuksCCJW0RyCEuBZ4UUrZx/zd4G5OAAARxElEQVR6EoCU8hWbc1aZz9kkhAgETgEx0o1Q5aEIAgPVbK1ZM3Vz6tb1/rOpqakkJydz9OhRhBC6NkZfbPDeIITyFOjUyfO5nihL+3pZoxVI1+5Pp06uPaJ++02lXi4t7nIIleSeBQerHDHu3P9A9aOnn07m+PGKTXnsC1dd5b7K3blz+FyfoyLp3NnzfdC4cEHl8fEhZswn2rWDM2es2UNr1rSuGktaFllKlSbD1fNcWXEEcYBter4/zcd0z5FSFgLngdL5ovmI5ndfo4baE6hd27fPa2YWKSWzZjkv1W3NI6VZMmsEBqoZQy3nqowlwo1bdYWht/IKD1f+0VWrWrO+untAShEeYYdjlLLtffT1nplMyv3Pm8EnKSmJo0ePsHdvMYsXuzbNVSaeVsilLX5T3rgyzekREeGcV6ysCAxU/VrV0FZ9u0EDdbykSgDUZxMTSyhTyb+24hBCjEXVE6R27bILyY+OVjPrOnWsZoXSBGYMHZpEs2auH+DSPtwBAUrm+Hj7qkqloUaNsplJl5TISGWSc9zkqltXzZKyspTS8zQzKytFAPhUPtQdTZv6tndjMqlZ4cGD8KeLNE5CqPOKSp+12Wc8PRuhoaqPVoZsnqhf3zdFAMp8c1a/+mmp0BRmVJRSAGW5xxUbq/pPYaHnc20pzxXBcaC+zet65mO655hNQ1VR5aLskFLOkVJeLaW8Ojq6hAZxB6Ki1KZwrVqqg5fFQBJStlkJnK7dvLkauE0m97ECvhAd7fsDUlYIoVZgtptcgYFq2VynjhpYtJWPN7PR6tUrry2O1Kvn++pSIzZW3e+wMKUkbVcUNWpU3irO0z0Q4tJYYTpSu7b7+tKuqF69fFYFmiIICyt5H3GFECVbmZXniuBnoIkQogFqwB8MDHU4ZylwD7AJGAisdbc/UFq02VR8vPp/aKjnqD1fCA622rXLioAA64yhZs2yt1maTGqz+VTJc+CViLAwFQBnMtnXHq5Tx7dZtC1XXqny4588WTYyloQqVaBVq9L1q8hIZY8vLFQrv3Pn1KqtRg2lYHJy4Px5da67AKKyxGTyTsmW1yy6pMTFlTzq1mRSjiNbtqi9w7Kiik1p59KYgtxdP8v78uZAOSoCKWWhEOJBYBWqIvgHUso9QojJwDYp5VLgfeBjIcRBIAOlLMocbQOmfn31ECUk2Bd9LiuEUMqgrMw2QUFqUExMtG4AlTaniB716lW8Iqhb15o1MSJCDZytW5c+k2KtWpWnCEwmtWori9WaFncQHm61HWuz2pAQpSQyM0vuN+4LQUFqleaNS2ONGuo8X00T5UHt2s4V4UpCVFTZKoLy3kuxVTTeUq57BFLKFcAKh2PP2/z/IjCopNf3ZvYdHKwG/uxsNeD9bY5TKYvUrXrUrOm6jqi3hISodjVvrpRKYGDpfIQ9ERGhitgcPFgxA0tCgr1nVliYUnYl6cCOVKumlEpleEIlJpbPfYqMtB88QkNVX87Lq5j71bCh94OXFoyZXnKv6DIhLq5k5iA9IiPtM9yWlktREfhdigkhxFmgMvPe1gQquZuXCkP+ysWQv3K5nOVPkFLqbrL6nSKobIQQ21z54voDhvyViyF/5WLIr49fpqE2MDAwMCg7DEVgYGBgcJljKALfmVPZApQSQ/7KxZC/cjHk18HYIzAwMDC4zDFWBAYGBgaXOYYiMDAwMLjMMRSBgYGBwWWOoQh0EEJcK4SoVtlylBQhRKw5iR9ClEc2k/JFCFFXCBFk/r8/ym8y/+uPstfy574DIIRIEEKEmP/vV20Qip5CiDKIs/ceQxHYIIQYIITYDzwHfC6EKMOUdOWPWf7fgGnAewDlmcSvrBFC9BNCnATeBj4Bv5N/lBDie+DOypbFV4QQSUKIXcA7wALwr98e7NrwKrAI/K8NqN//feCGivxSQxGYEULUAx4ARkgpbwHqAD3M713yswohRBwwHhgqpRwBRAkhnhdCRFeuZN4hhIgChgODpJSDgAghxFNCCB/qxVUeQoiOwEOo8qxdhBB1pZTyUu475tlngBBiOHAfcJ+UcjBwtRBimHZOpQrpAXMbTEKIoag2jDOXu+0ohLhBO6dShfQCGxlNwGqglRCikcN75YahCKyEA5mAluj5KBAmhAj3k1lFNHACax6SD1CKobu5fvQlhxDCkn5LSpmFaoOWDvAZoBlwrT/Ij0q7fgdqRpeHOZnipdp3tH4tpSwCdqPqiW8yv/0y0BUuXfnBrg3FwEop5fVSyo1CiJrAFiAXLt02OPR/TcY/UVUbo4EuDu+VG5etIhBCTBZCjNXsoUAW6mGeJIQ4AZxB1Up4XQjhpvR45aAjfxGq498hhAgDGgC/AFdxCd5nIcRTwEohxLPazA31+9cRQgRKKX8BdgGdUAWLLikc5ZdSFkspD0sp9wFbgZZCiDbmcy+p399G9ueEEN2klDuAkzYzzyuBvZUnoWccfv9eUsoM8+qgKbAcyAceE0JMEUKUY+7ekmEjf7LNyqUK0BiYDfwItBZCPCOEuKa85bmkOmhFIISIFEJMQ5W+HAI0BJBSnpJSTgO+AeZJKUcBo4AY7ZxLATfy7wO+QimAFcDVwBNAP+CSqRtl3gheArQBnkTNnsealdcfQFtAU7yfAb0BNyXTKxY38te0OW0LcBLrqqCcSqD7ho7sF4HxQoiaZhm1lVcV1CrhksPF73+fuQ0S9bvfJKUcgFoR34IaXC8JdOTPR/WfWlLKv1EVGgOA2qjx506cKzuWOZedIkB1/m+AusA+YIh5ENL4G8gQQoRKKc+hzEVlXFCuVOjJXwVASrlcSvkQMFJKOUpKuQvYAVS5hOykWcC3UsqhUsrNwLeohyEcWGb+t7sQorqU8iSqjWWUWb5M0JM/FwjXfmMp5VFgDRAihHhMCPHvS2RW6lJ2UMWkzOc1BX4WQrQSQkysHFFd4qoN2jOQLaXMNP//FKr/1KssYXVwJX+oeZ+sAWpFMxKYidovuKK8hfpHKwK9wU9KWQBsN8+AZgLdgTY25waiZtOThBCvAdeglvoVjg/yt7b9jJTyiBCiphDiXdRqIK0y7KSO8ptluwB8anP4BGrgCZBSngA+B5oAH5jlbwHsqSCR7fBB/uZAjsPm8J+o1cwk4G/z5yoMX2W3Oa8VyhT3MjAfNfGoFHxsw98O50YIIV4HElGToQrHR/kvmvfJVgOzpZQdzUW8/gLKve+Ua4WyS4Bg1NJRuwkSQEqZa369RwjxA0r7HkRttC4EDqPqK2cBXcxLtsrAa/mFEL9JKTPMg1FVlAvgYWCwzUzvUpE/2+acpsBxKeUZ83v/E0JsBkaginB0qehB1AZf5E83v6cp3JmoPZrOUsocKh6fZTdTDTUr/Q7oWkmya5SoDUKI64EUYDvQqxLbUJL+75hU7pWKMC3+IxWBEOIW4GHgqBDiRynlx+YBMgD1rBajVkNFwFvAxyh3rQiUZl4jhNhaWQNoCeW/UigvhHyz/IOklOcvVfmFEAFSeazEY644J4Togfr9N1GJWSJLIX931O//E8oNtsInEKX87dOBA0BrKWVaRcteRm3IQO3RDDKbhvxJ/u5ArpRyi6Y4KkIJwD9MEQjlQfMk0B8VFFYDuFUIkSmlXGb+4RFCxKNs/9lSeRv8jLLV/YHaYLK1l/qT/IdRsRBUhhLwUf6/UCuudig33dkoW2il2aTLUv6KVgJlIHsz4HEp5dmKlNuWMmrDE1LKPKDClUAZ958KNeX+o/YIzIP3HyhzyErUpuoJ1BINIUSgEOLfKK+a9kLRGRXINFlK2VJKub5ypC8T+Vv4ifzfAu2EEMHA9agoyn1Syh5Sym2VI71/y18GsneXUm6vDNk1yqgNRv8pAX6/IhBC3AOckFKuNh/6EigUQgRJKbOEihjWAjfqAQXAddLsWSCEOAS0cbDbVRiXqfxdbeSfBazQXlc0/iy/P8uu4e9t8Hf5LUgp/fIPFXm3COU3vAvldQJgsjknFOVb30zn84GG/JUqf7Ah/+Un+z+lDf4uv+Of35qGpNKg36Fcr7YDz+ucFg2ESin3CyHqCSEGgmUHv7I8aQBDfillfsVJ64w/y+/Psmv4exv8XX5H/FIRCGHxz50vpfwLmIVKrZAg1Y68ZvJqCEQKISag7HUxUPm5Rwz5DflLij/LruHvbfB3+XWp7CWJt3/YLLlcvP8q8InDsYdQSeT+A9Q15Dfk90f5/Vn2f0ob/F1+j+2rbAE8/LgdgId1jgvHG4Pyx90MtARiUa5brVAbq4b8hvx+Jb8/y/5PaYO/y+9TWytbADc3YQIq2dIZ4GbzsQCHc8KACJvXT5k18AGgvSG/Ib8/yu/Psv9T2uDv8vvc3soWwM2N+Bcq2GIAsEHn/RdQrlpXml8PQUXovQoEGfIb8vur/P4s+z+lDf4uv8/trWwBbH7YTkBTm9cClY41FBVA9bD5uAmVZG0B0Mjh8w0M+Q35/U1+f5b9n9IGf5e/1O2vdAFUkqvlQDbwLFBF+8FtzumFSuBVU+fzARUhpyG/Ib8h+z+vDf4uf1n9XQruo1WAVagd9iqokGukfbKl9aiNmIcAhBAdzP8Kac7fUYkY8lcu/iy/P8uu4e9t8Hf5y4ZK0sLDgW5AlPl1KCoM+wXgRcyuVoCw+Ux9VG7088D9tu8Z8hvy+4v8/iz7P6UN/i5/efwJcyPLHXMQRm2Uba0YOITSwI9Icy5xIUQXVGm2n6WUn5iPmVCBGR+iKllNkFL+WiFCG/Ib8l/msmv4exv8Xf7ypkJMQ0Ll3pao2rPHpZS9gHGo3OGWvPNSyo3AEaCZEKKqECJcqiVaFvC8lLJXJXUiQ35D/stOdg1/b4O/y18RlOuKQKhCDC+hdt9XAFHAQCnlPeb3Tag0rXdJKTeYj0WgyuR1BhKAq6SUf5abkG4w5Dfkvxxl1/D3Nvi7/BVJua0IhBDdUMmYolFlIF9CpWDtoW22mLXti+Y/jb6o4iq/oColVVYnMuQ35C8R/iy7hr+3wd/lr3DKY+PBvMq4Dhhm83oWajk2AlV8HZQiqo0qWJ5oPnYbcH15yWXIb8hvyP7Pb4O/y1/Rf+W5R7Ad+Ny8PAPYCMRLKf8LBAghHpJKI9cDiqSURwCklF9LKf9XjnJ5iyF/5eLP8vuz7Br+3gZ/l79CKTdFIKXMkVLmSaufbW9Aq4c6EmguhFgGfArsALv0rpWOIX/l4s/y+7PsGv7eBn+Xv6Ip91KVZo0sURn5lpoPZwPPoLLzHZZSHodLM0+3IX/l4s/y+7PsGv7eBn+Xv6KoCPfRYiAISAeuNGvh54BiKeWP2k24hDHkr1z8WX5/ll3D39vg7/JXDBWxEYFKyFQM/AjcWxHfachvyH8p/Pmz7P+UNvi7/BXxVyGRxUKIesAw4A0pZV65f2EZY8hfufiz/P4su4a/t8Hf5a8IKizFhIGBgYHBpcmlkH3UwMDAwKASMRSBgYGBwWWOoQgMDAwMLnMMRWBgYGBwmWMoAgMDA4PLHEMRGBh4QAhRJITYKYTYI4T4RQjxuDmFsbvPJAohhlaUjAYGpcFQBAYGnsmVUraVUrZE5ay5GVXW0B2JgKEIDPwCI47AwMADQogLUsoIm9cNgZ+BmqjiJR+jyh4CPCil/EkIsRloDhwGPgLeAaYC3YEQYKaU8r0Ka4SBgRsMRWBg4AFHRWA+9hdwBSqBWbGU8qIQognwqZTyaiFEd+AJKeWt5vPHArWklC8LIUJQaZEHSSkPV2hjDAx0KPfsowYG/3CCgP8IIdoCRUBTF+fdiEp6NtD8uirQBLViMDCoVAxFYGDgI2bTUBFwBrVXcBpog9pzu+jqY8BDUspVFSKkgYEPGJvFBgY+IISIAWYD/5HKrloVOClVtathqELpoExGkTYfXQWME0IEma/TVAhRBQODSwBjRWBg4JkwIcROlBmoELU5/Ib5vVnAYiHEcGAl8Lf5+C6gSAjxC/Bf4G2UJ9EOcyWss8DtFdUAAwN3GJvFBgYGBpc5hmnIwMDA4DLHUAQGBgYGlzmGIjAwMDC4zDEUgYGBgcFljqEIDAwMDC5zDEVgYGBgcJljKAIDAwODy5z/By3rXIcPeVNPAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "epoch: 1, loss: -1.232, loss_test:-0.3241, kl=3.7e-05, grad_norm: 29\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "d2cf71826ebb43aca7acf3ff10037c58", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, max=1093.0), HTML(value='')))" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2, i=0, loss: -1.36, test: -0.3286, grad_norm: 23, std: 0.085\n" - ] - } - ], - "source": [ - "epochs = 10\n", - "grad_clip = 40\n", - "history = []\n", - "for epoch in tqdm(range(epochs), unit='epoch'):\n", - "\n", - " pbar = tqdm(loader_train, unit='batch')\n", - " for i, data in enumerate(pbar):\n", - " model.train()\n", - " assert all(torch.isfinite(d).all() for d in data)\n", - " data = [d.to(device) for d in data]\n", - " context_x, context_y, target_x, target_y = data\n", - "\n", - " optim.zero_grad()\n", - " y_pred, kl, loss, loss_mse, y_std = model(context_x, context_y, target_x, target_y)\n", - "\n", - " # These attentive NP models work great when you need uncertainty, but still seem a bit unstable. \n", - " # Sometimes they produce nans, especically if the data is not fully normalized. \n", - " assert torch.isfinite(y_pred.sum())\n", - " if not torch.isfinite(loss):\n", - " logger.error(\"loss is not finite\")\n", - " continue\n", - " loss.backward()\n", - " grad_norm = torch.nn.utils.clip_grad_norm_(model.parameters(), grad_clip)\n", - " if not np.isfinite(grad_norm):\n", - " logger.error(\"grad_norm is not finite\")\n", - " continue\n", - " optim.step()\n", - "\n", - " if i%100==0:\n", - " model.eval()\n", - " test_loss = plot_from_loader(loader_test, model, i=vis_i, plot=False)\n", - " pbar.set_description(f\"{epoch}, loss: {loss.item():4.4g}, test: {test_loss.item():4.4g}\")\n", - " print(f\"{epoch}, i={i}, loss: {loss.item():4.4g}, test: {test_loss.item():4.4g}, grad_norm: {grad_norm: 2.2g}, std: {y_std.mean().item(): 2.2g}\")\n", - " \n", - " history.append(dict(\n", - " n=epoch*len(loader_train) + i,\n", - " epoch=epoch,\n", - " i=i,\n", - " loss=loss.item(),\n", - " kl=kl.mean().item(),\n", - " test_loss=test_loss.item(),\n", - " y_std=y_std.mean().item(),\n", - " grad_norm=grad_norm,\n", - " ))\n", - " scheduler.step(loss.item())\n", - " \n", - " test_loss = plot_from_loader(loader_train, model, i=vis_i, title=f'epoch={epoch}, train,')\n", - " plt.show()\n", - " model.eval()\n", - " test_loss = plot_from_loader(loader_test, model, i=vis_i, title=f'epoch={epoch}, test,')\n", - " plt.show()\n", - " print(f\"epoch: {epoch}, loss: {loss.item():4.4g}, loss_test:{test_loss.item():4.4g}, kl={kl.mean().item():2.2g}, grad_norm: {grad_norm: 2.2g}\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2020-02-01T23:22:41.700Z" - }, - "scrolled": false - }, - "outputs": [], - "source": [ - "for vis_i in [20, 50, 60, 70]:\n", - " test_loss = plot_from_loader(loader_train, model, i=vis_i, title=f'epoch={epoch}, train,')\n", - " plt.show()\n", - " model.eval()\n", - " test_loss = plot_from_loader(loader_test, model, i=vis_i, title=f'epoch={epoch}, test,')\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T12:20:14.488703Z", - "start_time": "2020-02-01T12:20:14.427953Z" - } - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## History" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:22:20.425983Z", - "start_time": "2020-02-01T23:20:08.900Z" - } - }, - "outputs": [], - "source": [ - "df_hist = pd.DataFrame(history)\n", - "df_hist['n'] = df_hist['n']/(df_hist['epoch']+1)\n", - "df_hist.head(3)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:22:20.428581Z", - "start_time": "2020-02-01T23:20:08.900Z" - } - }, - "outputs": [], - "source": [ - "(df_hist[['loss', 'test_loss']]).plot(ylim=[-2,0])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2020-02-01T23:22:20.430882Z", - "start_time": "2020-02-01T23:20:08.900Z" - } - }, - "outputs": [], - "source": [ - "df_hist[['y_std']].plot(ylim=[0,1e4], logy=True)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "file_extension": ".py", - "kernelspec": { - "display_name": "jup3.7.2", - "language": "python", - "name": "jup3.7.2" - }, - "mimetype": "text/x-python", - "name": "python", - "npconvert_exporter": "python", - "pygments_lexer": "ipython3", - "toc": { - "base_numbering": 1, - "nav_menu": {}, - "number_sections": true, - "sideBar": false, - "skip_h1_title": false, - "title_cell": "Table of Contents", - "title_sidebar": "Contents", - "toc_cell": false, - "toc_position": {}, - "toc_section_display": true, - "toc_window_display": true - }, - "version": 3 - }, - "nbformat": 4, - "nbformat_minor": 2 -}