{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "e7e09770", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import xarray as xr\n", "from sklearn.model_selection import train_test_split\n", "import matplotlib.pyplot as plt\n", "from tensorflow import keras\n", "from tensorflow.keras import layers\n", "from tensorflow.keras.callbacks import EarlyStopping\n", "import keras_tuner as kt" ] }, { "cell_type": "code", "execution_count": 2, "id": "797deb25", "metadata": {}, "outputs": [], "source": [ "data = xr.open_dataset('conv_smb_3031_1.nc')\n", "#data = xr.open_dataset(r'C:\\Users\\marku\\Desktop\\4år\\AML\\Final_project_huggingface\\finalprojectdata\\conv_train_1.nc')" ] }, { "cell_type": "code", "execution_count": 3, "id": "399483a9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(199743, 27, 27)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.images.values.shape" ] }, { "cell_type": "code", "execution_count": 4, "id": "a92d3499", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.Dataset> Size: 600MB\n",
       "Dimensions:     (sample: 199743, x: 27, y: 27)\n",
       "Coordinates:\n",
       "  * sample      (sample) int64 2MB 0 1 2 3 4 ... 199739 199740 199741 199742\n",
       "  * x           (x) int64 216B 0 1 2 3 4 5 6 7 8 ... 18 19 20 21 22 23 24 25 26\n",
       "  * y           (y) int64 216B 0 1 2 3 4 5 6 7 8 ... 18 19 20 21 22 23 24 25 26\n",
       "Data variables:\n",
       "    images      (sample, x, y) float32 582MB 399.1 386.0 372.0 ... 81.12 81.17\n",
       "    THICK       (sample) float64 2MB ...\n",
       "    vx          (sample) float64 2MB ...\n",
       "    vy          (sample) float64 2MB ...\n",
       "    v           (sample) float64 2MB ...\n",
       "    smb         (sample) float64 2MB ...\n",
       "    z           (sample) float64 2MB ...\n",
       "    s           (sample) float64 2MB ...\n",
       "    temp        (sample) float64 2MB ...\n",
       "    ith_bm      (sample) float64 2MB ...\n",
       "    gridCellId  (sample) int64 2MB ...\n",
       "Attributes:\n",
       "    description:  CNN data med temperaturbilleder i EPSG:3031 uden reprojektion.
" ], "text/plain": [ " Size: 600MB\n", "Dimensions: (sample: 199743, x: 27, y: 27)\n", "Coordinates:\n", " * sample (sample) int64 2MB 0 1 2 3 4 ... 199739 199740 199741 199742\n", " * x (x) int64 216B 0 1 2 3 4 5 6 7 8 ... 18 19 20 21 22 23 24 25 26\n", " * y (y) int64 216B 0 1 2 3 4 5 6 7 8 ... 18 19 20 21 22 23 24 25 26\n", "Data variables:\n", " images (sample, x, y) float32 582MB 399.1 386.0 372.0 ... 81.12 81.17\n", " THICK (sample) float64 2MB ...\n", " vx (sample) float64 2MB ...\n", " vy (sample) float64 2MB ...\n", " v (sample) float64 2MB ...\n", " smb (sample) float64 2MB ...\n", " z (sample) float64 2MB ...\n", " s (sample) float64 2MB ...\n", " temp (sample) float64 2MB ...\n", " ith_bm (sample) float64 2MB ...\n", " gridCellId (sample) int64 2MB ...\n", "Attributes:\n", " description: CNN data med temperaturbilleder i EPSG:3031 uden reprojektion." ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data" ] }, { "cell_type": "markdown", "id": "16eb4caa", "metadata": {}, "source": [ "Make train test split" ] }, { "cell_type": "code", "execution_count": 5, "id": "fdf4c42f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\marku\\AppData\\Local\\Temp\\ipykernel_11972\\1424308413.py:5: FutureWarning: The return type of `Dataset.dims` will be changed to return a set of dimension names in future, in order to be more consistent with `DataArray.dims`. To access a mapping from dimension names to lengths, please use `Dataset.sizes`.\n", " dim_name = list(data.dims.keys())[0] # assumes single major dimension like 'obs'\n" ] } ], "source": [ "scalar_feats = ['vx', 'vy', 'v', 'smb', 'z', 's', 'temp']\n", "feats = np.array([data[feat].values for feat in scalar_feats]).T\n", "\n", "# 1. Find correct dimension name (e.g., 'obs')\n", "dim_name = list(data.dims.keys())[0] # assumes single major dimension like 'obs'\n", "\n", "# 2. Find odd (odd) indices using xarray logic\n", "grid_ids = data[\"gridCellId\"].values.astype(int)\n", "train_mask = grid_ids % 2 == grid_ids // 15 % 2\n", "train_idx = np.where(train_mask)[0]\n", "test_idx = np.where(~train_mask)[0]\n", "\n", "# 3. Extract scalar features as a stacked array (samples x features)\n", "scalar_feats = ['vx', 'vy', 'v', 'smb', 'z', 's', 'temp']\n", "feats = np.stack([data[feat].values for feat in scalar_feats], axis=-1)\n", "\n", "# 4. Create train/test splits using .isel and values\n", "train_images = data[\"images\"].isel({dim_name: train_idx}).values\n", "test_images = data[\"images\"].isel({dim_name: test_idx}).values\n", "\n", "train_feats = feats[train_idx]\n", "test_feats = feats[test_idx]\n", "\n", "feat_mean = np.nanmean(train_feats, axis=0)\n", "feat_std = np.nanstd(train_feats, axis=0)\n", "\n", "train_feats = (train_feats - feat_mean) / feat_std\n", "test_feats = (test_feats - feat_mean) / feat_std\n", "\n", "\n", "\n", "ytrain = data[\"THICK\"].isel({dim_name: train_idx}).values\n", "ytest = data[\"THICK\"].isel({dim_name: test_idx}).values\n", "\n", "ytrain = data.THICK.values[train_idx]\n", "ytest = data.THICK.values[test_idx]\n", "\n", "\n", "bm_pred_train = data.ith_bm.values[train_idx]\n", "bm_pred_test = data.ith_bm.values[test_idx]" ] }, { "cell_type": "code", "execution_count": 7, "id": "34462408", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(96895, 27, 27)\n", "False\n", "0\n", "76454604\n" ] } ], "source": [ "train_images = data[\"images\"].isel({dim_name: train_idx}).load().values\n", "test_images = data[\"images\"].isel({dim_name: test_idx}).load().values\n", "\n", "train_images = np.nan_to_num(train_images, nan=0.0)\n", "test_images = np.nan_to_num(test_images, nan=0.0)\n", "\n", "print(train_images.shape) # should be (N, 27, 27)\n", "print(np.isnan(train_images).all()) # should be False\n", "print(np.isnan(train_images).sum()) # total NaNs\n", "print(104876 * 27 *27)\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "f57481cb", "metadata": {}, "outputs": [], "source": [ "#---------standardize labels-------------------\n", "# Compute mean and std from training labels\n", "y_mean = ytrain.mean()\n", "y_std = ytrain.std()\n", "\n", "# Standardize ytrain and ytest using training statistics\n", "ytrain_std = (ytrain - y_mean) / y_std\n", "ytest_std = (ytest - y_mean) / y_std\n", "#to convert back to original scale, use:\n", "# ypreds_orig = ypreds * y_std + y_mean\n", "#----------------------------------------------\n", "\n", "# ytrain = ytrain.values\n", "# ytest = ytest.values\n", "\n", "# explicitly illustrating standardization\n", "def standardizeimg(img, mu, sigma):\n", " return (img-mu)/(sigma).astype(np.float32)\n", "\n", "# save for scaling test dataA\n", "mu_train = np.mean(train_images)\n", "sigma_train = np.std(train_images)\n", "\n", "# Standardize pixel distribution to have zero mean and unit variance\n", "train_images = standardizeimg(img=train_images, mu=mu_train, sigma=sigma_train)\n", "test_images = standardizeimg(img=test_images, mu=np.mean(test_images), sigma=np.std(test_images))\n", "\n", "# adapt to format required by tensorflow; Using channels_last --> (n_samples, img_rows, img_cols, n_channels)\n", "img_rows, img_cols = 27, 27 # input image dimensions\n", "train_images = train_images.reshape(train_images.shape[0], img_rows, img_cols, 1)\n", "test_images = test_images.reshape(test_images.shape[0], img_rows, img_cols, 1)" ] }, { "cell_type": "code", "execution_count": 9, "id": "73c5f289", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=2, ncols=5, figsize=(10,6))\n", "\n", "offset = 10\n", "for i in range(5):\n", " # train\n", " ax[0,i].imshow(train_images[i+offset].reshape(img_rows,img_cols), cmap=plt.cm.Blues)\n", " ax[0,i].set_xlabel(ytrain[i], fontsize=10)\n", " ax[0,i].set_xticks([]); ax[0,i].set_yticks([]); ax[0,i].grid(False)\n", " # val\n", " ax[1,i].imshow(test_images[i+offset].reshape(img_rows,img_cols), cmap=plt.cm.Blues)\n", " ax[1,i].set_xlabel(ytest[i], fontsize=10)\n", " ax[1,i].set_xticks([]); ax[1,i].set_yticks([]); ax[1,i].grid(False)\n", " # test\n", " # ax[2,i].imshow(test_images[i].reshape(28,28), cmap=plt.cm.binary)\n", " # ax[2,i].set_xlabel(np.argmax(test_labels[i]), fontsize=18)\n", " # ax[2,i].set_xticks([]); ax[2,i].set_yticks([]); ax[2,i].grid(False)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "cd625c24", "metadata": {}, "source": [ "Tunable model:\n", "For at ændre range på tuning variable skal du ændre i hp.Int() eller hp.Float()\n", "ex: filters = hp.Int(f'filters_{i}', 32, 128, step=32)" ] }, { "cell_type": "code", "execution_count": 10, "id": "0dfee8c6", "metadata": {}, "outputs": [], "source": [ "def build_model(hp):\n", " IMAGE_HEIGHT, IMAGE_WIDTH, IMAGE_CHANNELS = 27, 27, 1\n", " NUM_SCALAR_FEATURES = 7\n", "\n", " image_input = layers.Input(shape=(IMAGE_HEIGHT, IMAGE_WIDTH, IMAGE_CHANNELS), name='image_input')\n", " x = image_input\n", "\n", " # Tune number of conv layers: 1 to 3\n", " for i in range(hp.Int('num_conv_layers', 1, 3)):\n", " filters = hp.Int(f'filters_{i}', 32, 128, step=32)\n", " x = layers.Conv2D(filters, (3, 3), activation='relu', padding='same')(x)\n", " x = layers.MaxPooling2D((2, 2))(x)\n", "\n", " x = layers.Flatten()(x)\n", "\n", " # Scalar branch\n", " scalar_input = layers.Input(shape=(NUM_SCALAR_FEATURES,), name='scalar_input')\n", " y = scalar_input # you could also add dense layers here\n", "\n", " # Merge\n", " z = layers.concatenate([x, y])\n", "\n", " # Tune number of dense layers: 1 to 3\n", " for i in range(hp.Int('num_dense_layers', 1, 3)):\n", " units = hp.Int(f'dense_units_{i}', 64, 256, step=64)\n", " z = layers.Dense(units, activation='relu')(z)\n", " z = layers.Dropout(hp.Float(f'dropout_{i}', 0.3, 0.7, step=0.1))(z)\n", "\n", " output = layers.Dense(1, name='output')(z)\n", "\n", " model = keras.Model(inputs=[image_input, scalar_input], outputs=output)\n", "\n", " model.compile(\n", " optimizer='adam',\n", " loss='mae',\n", " metrics=['mae', 'mape']\n", " )\n", "\n", " return model\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "aaf313fd", "metadata": {}, "outputs": [], "source": [ "\n", "\n", "tuner = kt.RandomSearch(\n", " build_model,\n", " objective='val_loss',\n", " max_trials=50,\n", " executions_per_trial=1,\n", " directory='C:/Users/marku/Desktop/APPML_tuning_outputs', #skift directory\n", " project_name='ice_thickness_cnn_smb_1'\n", ")\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "bd3f3fb6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Trial 50 Complete [00h 30m 03s]\n", "val_loss: 0.28061509132385254\n", "\n", "Best val_loss So Far: 0.25860247015953064\n", "Total elapsed time: 10h 16m 40s\n" ] } ], "source": [ "# Define early stopping\n", "early_stop = EarlyStopping(\n", " monitor='val_loss', # or 'val_loss'\n", " patience=3, # stop after 5 epochs with no improvement\n", " restore_best_weights=True\n", ")\n", "\n", "# Run tuning\n", "tuner.search(\n", " x={'image_input': train_images, 'scalar_input': train_feats},\n", " y=ytrain_std,\n", " validation_data=({'image_input': test_images, 'scalar_input': test_feats},ytest_std),\n", " batch_size=512,\n", " epochs=10,\n", " callbacks=[early_stop]\n", ")\n" ] }, { "cell_type": "code", "execution_count": 13, "id": "3fedd52d", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\marku\\anaconda3\\envs\\appml25\\Lib\\site-packages\\keras\\src\\saving\\saving_lib.py:757: UserWarning: Skipping variable loading for optimizer 'adam', because it has 2 variables whereas the saved optimizer has 26 variables. \n", " saveable.load_own_variables(weights_store.get(inner_path))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m90s\u001b[0m 57ms/step - loss: 0.2866 - mae: 0.2866 - mape: 225.6539 - val_loss: 0.2796 - val_mae: 0.2796 - val_mape: 160.1105\n", "Epoch 2/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m142s\u001b[0m 57ms/step - loss: 0.2784 - mae: 0.2784 - mape: 245.2937 - val_loss: 0.2648 - val_mae: 0.2648 - val_mape: 217.0222\n", "Epoch 3/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m87s\u001b[0m 57ms/step - loss: 0.2705 - mae: 0.2705 - mape: 191.4243 - val_loss: 0.2662 - val_mae: 0.2662 - val_mape: 183.0182\n", "Epoch 4/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m87s\u001b[0m 58ms/step - loss: 0.2680 - mae: 0.2680 - mape: 175.7153 - val_loss: 0.2608 - val_mae: 0.2608 - val_mape: 180.1056\n", "Epoch 5/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m143s\u001b[0m 58ms/step - loss: 0.2655 - mae: 0.2655 - mape: 193.7069 - val_loss: 0.2676 - val_mae: 0.2676 - val_mape: 182.9119\n", "Epoch 6/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m91s\u001b[0m 60ms/step - loss: 0.2624 - mae: 0.2624 - mape: 169.4350 - val_loss: 0.2530 - val_mae: 0.2530 - val_mape: 170.8571\n", "Epoch 7/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m141s\u001b[0m 59ms/step - loss: 0.2592 - mae: 0.2592 - mape: 163.3140 - val_loss: 0.2623 - val_mae: 0.2623 - val_mape: 184.7936\n", "Epoch 8/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m89s\u001b[0m 59ms/step - loss: 0.2555 - mae: 0.2555 - mape: 225.1080 - val_loss: 0.2789 - val_mae: 0.2789 - val_mape: 193.6205\n", "Epoch 9/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m90s\u001b[0m 59ms/step - loss: 0.2553 - mae: 0.2553 - mape: 210.9560 - val_loss: 0.2647 - val_mae: 0.2647 - val_mape: 173.6372\n", "Epoch 10/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m143s\u001b[0m 60ms/step - loss: 0.2524 - mae: 0.2524 - mape: 191.1522 - val_loss: 0.2707 - val_mae: 0.2707 - val_mape: 168.1433\n", "Epoch 11/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m142s\u001b[0m 60ms/step - loss: 0.2515 - mae: 0.2515 - mape: 159.6954 - val_loss: 0.2882 - val_mae: 0.2882 - val_mape: 171.4696\n", "Epoch 12/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m92s\u001b[0m 61ms/step - loss: 0.2517 - mae: 0.2517 - mape: 209.8666 - val_loss: 0.2595 - val_mae: 0.2595 - val_mape: 177.0284\n", "Epoch 13/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m103s\u001b[0m 68ms/step - loss: 0.2476 - mae: 0.2476 - mape: 148.2940 - val_loss: 0.2661 - val_mae: 0.2661 - val_mape: 175.5132\n", "Epoch 14/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m147s\u001b[0m 72ms/step - loss: 0.2469 - mae: 0.2469 - mape: 171.8064 - val_loss: 0.2582 - val_mae: 0.2582 - val_mape: 181.3509\n", "Epoch 15/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m144s\u001b[0m 73ms/step - loss: 0.2455 - mae: 0.2455 - mape: 171.7145 - val_loss: 0.2611 - val_mae: 0.2611 - val_mape: 177.3243\n", "Epoch 16/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m143s\u001b[0m 73ms/step - loss: 0.2442 - mae: 0.2442 - mape: 181.1415 - val_loss: 0.2558 - val_mae: 0.2558 - val_mape: 185.4378\n", "Epoch 17/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m143s\u001b[0m 73ms/step - loss: 0.2449 - mae: 0.2449 - mape: 200.1125 - val_loss: 0.2521 - val_mae: 0.2521 - val_mape: 184.7050\n", "Epoch 18/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m132s\u001b[0m 67ms/step - loss: 0.2432 - mae: 0.2432 - mape: 210.2379 - val_loss: 0.2632 - val_mae: 0.2632 - val_mape: 195.4704\n", "Epoch 19/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m143s\u001b[0m 67ms/step - loss: 0.2418 - mae: 0.2418 - mape: 145.1851 - val_loss: 0.2565 - val_mae: 0.2565 - val_mape: 182.3005\n", "Epoch 20/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m103s\u001b[0m 68ms/step - loss: 0.2409 - mae: 0.2409 - mape: 137.0710 - val_loss: 0.2738 - val_mae: 0.2738 - val_mape: 191.3118\n", "Epoch 21/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m104s\u001b[0m 68ms/step - loss: 0.2394 - mae: 0.2394 - mape: 207.8327 - val_loss: 0.2661 - val_mae: 0.2661 - val_mape: 213.0200\n", "Epoch 22/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m143s\u001b[0m 69ms/step - loss: 0.2397 - mae: 0.2397 - mape: 168.9740 - val_loss: 0.2699 - val_mae: 0.2699 - val_mape: 192.1597\n", "Epoch 23/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m105s\u001b[0m 69ms/step - loss: 0.2378 - mae: 0.2378 - mape: 166.1650 - val_loss: 0.2668 - val_mae: 0.2668 - val_mape: 198.7536\n", "Epoch 24/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m155s\u001b[0m 78ms/step - loss: 0.2371 - mae: 0.2371 - mape: 161.7070 - val_loss: 0.2664 - val_mae: 0.2664 - val_mape: 192.2299\n", "Epoch 25/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m114s\u001b[0m 76ms/step - loss: 0.2367 - mae: 0.2367 - mape: 148.2833 - val_loss: 0.2675 - val_mae: 0.2675 - val_mape: 169.9131\n", "Epoch 26/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m117s\u001b[0m 77ms/step - loss: 0.2374 - mae: 0.2374 - mape: 168.8162 - val_loss: 0.2662 - val_mae: 0.2662 - val_mape: 213.8618\n", "Epoch 27/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m144s\u001b[0m 78ms/step - loss: 0.2357 - mae: 0.2357 - mape: 186.9154 - val_loss: 0.2806 - val_mae: 0.2806 - val_mape: 195.3471\n", "Epoch 28/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m120s\u001b[0m 79ms/step - loss: 0.2354 - mae: 0.2354 - mape: 178.4463 - val_loss: 0.2956 - val_mae: 0.2956 - val_mape: 242.4385\n", "Epoch 29/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2551s\u001b[0m 2s/step - loss: 0.2355 - mae: 0.2355 - mape: 191.9841 - val_loss: 0.2776 - val_mae: 0.2776 - val_mape: 184.8143\n", "Epoch 30/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m146s\u001b[0m 96ms/step - loss: 0.2354 - mae: 0.2354 - mape: 147.9261 - val_loss: 0.2680 - val_mae: 0.2680 - val_mape: 187.0826\n", "Epoch 31/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m101s\u001b[0m 67ms/step - loss: 0.2358 - mae: 0.2358 - mape: 158.8690 - val_loss: 0.2927 - val_mae: 0.2927 - val_mape: 215.5437\n", "Epoch 32/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m100s\u001b[0m 66ms/step - loss: 0.2339 - mae: 0.2339 - mape: 177.7036 - val_loss: 0.2903 - val_mae: 0.2903 - val_mape: 216.3377\n", "Epoch 33/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m86s\u001b[0m 57ms/step - loss: 0.2323 - mae: 0.2323 - mape: 181.4458 - val_loss: 0.2643 - val_mae: 0.2643 - val_mape: 213.0543\n", "Epoch 34/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m84s\u001b[0m 55ms/step - loss: 0.2317 - mae: 0.2317 - mape: 173.0818 - val_loss: 0.2689 - val_mae: 0.2689 - val_mape: 189.5074\n", "Epoch 35/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m88s\u001b[0m 58ms/step - loss: 0.2293 - mae: 0.2293 - mape: 138.7086 - val_loss: 0.2652 - val_mae: 0.2652 - val_mape: 213.5791\n", "Epoch 36/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m84s\u001b[0m 56ms/step - loss: 0.2322 - mae: 0.2322 - mape: 223.0452 - val_loss: 0.2600 - val_mae: 0.2600 - val_mape: 234.1392\n", "Epoch 37/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m123s\u001b[0m 81ms/step - loss: 0.2324 - mae: 0.2324 - mape: 183.1838 - val_loss: 0.2719 - val_mae: 0.2719 - val_mape: 205.3159\n", "Epoch 38/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m120s\u001b[0m 79ms/step - loss: 0.2316 - mae: 0.2316 - mape: 179.7152 - val_loss: 0.2921 - val_mae: 0.2921 - val_mape: 219.9250\n", "Epoch 39/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m139s\u001b[0m 92ms/step - loss: 0.2325 - mae: 0.2325 - mape: 168.9764 - val_loss: 0.2701 - val_mae: 0.2701 - val_mape: 212.5801\n", "Epoch 40/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m99s\u001b[0m 66ms/step - loss: 0.2301 - mae: 0.2301 - mape: 184.0463 - val_loss: 0.2590 - val_mae: 0.2590 - val_mape: 218.7844\n", "Epoch 41/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m113s\u001b[0m 75ms/step - loss: 0.2306 - mae: 0.2306 - mape: 193.0051 - val_loss: 0.2807 - val_mae: 0.2807 - val_mape: 218.0130\n", "Epoch 42/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m121s\u001b[0m 80ms/step - loss: 0.2297 - mae: 0.2297 - mape: 207.3689 - val_loss: 0.2690 - val_mae: 0.2690 - val_mape: 198.0937\n", "Epoch 43/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m149s\u001b[0m 85ms/step - loss: 0.2284 - mae: 0.2284 - mape: 143.0527 - val_loss: 0.2667 - val_mae: 0.2667 - val_mape: 256.0970\n", "Epoch 44/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m126s\u001b[0m 83ms/step - loss: 0.2288 - mae: 0.2288 - mape: 176.1133 - val_loss: 0.2742 - val_mae: 0.2742 - val_mape: 219.5112\n", "Epoch 45/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m123s\u001b[0m 81ms/step - loss: 0.2316 - mae: 0.2316 - mape: 173.4520 - val_loss: 0.2730 - val_mae: 0.2730 - val_mape: 222.0365\n", "Epoch 46/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m129s\u001b[0m 85ms/step - loss: 0.2284 - mae: 0.2284 - mape: 154.0346 - val_loss: 0.2628 - val_mae: 0.2628 - val_mape: 223.5683\n", "Epoch 47/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m125s\u001b[0m 82ms/step - loss: 0.2294 - mae: 0.2294 - mape: 182.0461 - val_loss: 0.2594 - val_mae: 0.2594 - val_mape: 209.2652\n", "Epoch 48/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m140s\u001b[0m 92ms/step - loss: 0.2264 - mae: 0.2264 - mape: 148.8320 - val_loss: 0.2729 - val_mae: 0.2729 - val_mape: 220.8872\n", "Epoch 49/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m128s\u001b[0m 84ms/step - loss: 0.2282 - mae: 0.2282 - mape: 171.1419 - val_loss: 0.2625 - val_mae: 0.2625 - val_mape: 210.8829\n", "Epoch 50/50\n", "\u001b[1m1514/1514\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m132s\u001b[0m 87ms/step - loss: 0.2284 - mae: 0.2284 - mape: 163.9219 - val_loss: 0.2660 - val_mae: 0.2660 - val_mape: 191.2966\n", "{'num_conv_layers': 2, 'filters_0': 96, 'num_dense_layers': 3, 'dense_units_0': 128, 'dropout_0': 0.3, 'dense_units_1': 192, 'dropout_1': 0.3, 'dense_units_2': 192, 'dropout_2': 0.6000000000000001, 'filters_1': 32}\n" ] } ], "source": [ "best_model = tuner.get_best_models(num_models=1)[0]\n", "best_hps = tuner.get_best_hyperparameters(num_trials=1)[0]\n", "\n", "# the history object will contain a record of loss and metric values during training\n", "history = best_model.fit({'image_input': train_images, 'scalar_input': train_feats}, ytrain_std,\n", " batch_size=64,\n", " epochs=50,\n", " validation_data=(\n", " {'image_input': test_images, 'scalar_input': test_feats},\n", " ytest_std\n", " )\n", " )\n", "\n", "print(best_hps.values)\n" ] }, { "cell_type": "markdown", "id": "f944882a", "metadata": {}, "source": [ "Tunable model end." ] }, { "cell_type": "code", "execution_count": 14, "id": "fbb15ccc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 image_input \n", "1 conv2d \n", "2 max_pooling2d \n", "3 conv2d_1 \n", "4 max_pooling2d_1 \n", "5 flatten \n", "6 scalar_input \n", "7 concatenate \n", "8 dense \n", "9 dropout \n", "10 dense_1 \n", "11 dropout_1 \n", "12 dense_2 \n", "13 dropout_2 \n", "14 output \n" ] } ], "source": [ "#print layer index to input in the layer views. (conv2d)\n", "for i, layer in enumerate(best_model.layers):\n", " print(i, layer.name, type(layer))\n" ] }, { "cell_type": "code", "execution_count": 18, "id": "2010baf2", "metadata": {}, "outputs": [], "source": [ "best_model.save(\"smb_CNN_1.keras\") # Recommended format\n", "#model = keras.models.load_model(\"smb_CNN.keras\")" ] }, { "cell_type": "code", "execution_count": 19, "id": "99879fe3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1st convolution layer:\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# model.layers will print a list of layer parameters/values\n", "filters1, biases1 = best_model.layers[1].get_weights()\n", "#filters2, biases2 = best_model.layers[3].get_weights()\n", "\n", "# normalize filter values to range 0-1 for better colormapping during plotting\n", "def norm_filter(kernel):\n", " return (kernel - np.min(kernel)) / (np.max(kernel) - np.min(kernel))\n", "\n", "print('1st convolution layer:')\n", "fig, axs = plt.subplots(2,5, figsize=(10, 6))\n", "axs = axs.ravel()\n", "for i in range(10):\n", " axs[i].imshow(norm_filter(filters1[:,:,0,i]), cmap=plt.cm.binary)\n", " axs[i].set_xticks([]); axs[i].set_yticks([]); axs[i].grid(False)\n", "plt.show()\n", "\n", "#print('2nd convolution layer:')\n", "#fig, axs = plt.subplots(2,5, figsize=(10, 6))\n", "#axs = axs.ravel()\n", "#for i in range(10):\n", "# axs[i].imshow(norm_filter(filters2[:,:,0,i]), cmap=plt.cm.binary)\n", "# axs[i].set_xticks([]); axs[i].set_yticks([]); axs[i].grid(False)" ] }, { "cell_type": "code", "execution_count": 26, "id": "25cf71e5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3214/3214 - 30s - 9ms/step - loss: 0.2660 - mae: 0.2660 - mape: 191.2969\n" ] }, { "data": { "text/plain": [ "[0.26599302887916565, 0.26599302887916565, 191.29690551757812]" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results = best_model.evaluate(\n", " {'image_input': test_images, 'scalar_input': test_feats},\n", " ytest_std,\n", " verbose=2\n", ")\n", "\n", "results" ] }, { "cell_type": "code", "execution_count": 27, "id": "c0cedf12", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "191.29690551757812" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results[0]\n", "results[2] # MAE" ] }, { "cell_type": "code", "execution_count": 29, "id": "2db64cc2", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# evaluating model using all data (not in batches)\n", "#val_loss, val_acc = model.evaluate({'image_input': test_images, 'scalar_input': test_feats}, ytest, verbose=2)\n", "\n", "val_loss, val_acc = results[0],results[2]\n", "\n", "\n", "\n", "\n", "fig,ax = plt.subplots(nrows=2,ncols=1,figsize=(12,12))\n", "fs_L, fs_M, fs_S = 18, 16, 14\n", "ax[0].plot(history.history['mape'], label='train')\n", "ax[0].plot(history.history['val_mape'], label='validation')\n", "ax[0].set_xlabel('Epoch', fontsize=fs_M)\n", "ax[0].set_ylabel('Mean Absolute Percentage Error', fontsize=fs_M)\n", "ax[0].tick_params(axis='both', which='major', labelsize=fs_S)\n", "ax[0].set_title('Final mean validation MAPE: {}'.format(val_acc), fontsize=fs_M)\n", "ax[0].set_xticks(range(0,50,2))\n", "ax[0].legend(loc='lower right', fontsize=fs_M)\n", "\n", "ax[1].plot(history.history['loss'], label='train')\n", "ax[1].plot(history.history['val_loss'], label='validation')\n", "ax[1].set_xlabel('Epoch', fontsize=fs_M)\n", "ax[1].set_ylabel('Loss', fontsize=fs_M)\n", "ax[1].tick_params(axis='both', which='major', labelsize=fs_S)\n", "ax[1].set_xticks(range(0,50,2))\n", "ax[1].legend(loc='upper right', fontsize=fs_M)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "id": "12afe9df", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m3214/3214\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m39s\u001b[0m 12ms/step\n" ] } ], "source": [ "y_pred_std = best_model.predict({'image_input': test_images, 'scalar_input': test_feats}) # These are standardized predictions\n", "#ytest_std\n" ] }, { "cell_type": "code", "execution_count": 21, "id": "653169ad", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "y_pred = y_pred_std * y_std + y_mean\n", "y_pred = y_pred.squeeze() # Removes single-dimensional entries from the shape\n", "\n", "ytest_orig = ytest_std * y_std + y_mean\n", "\n", "\n", "plt.hist(y_pred, bins=30)\n", "plt.xlabel('Predicted Value')\n", "plt.ylabel('Frequency')\n", "plt.title('Histogram of Unstandardized Predictions')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 22, "id": "f1b26793", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(ytest_orig-y_pred, bins=30)\n", "plt.xlabel('Predicted Value')\n", "plt.ylabel('Frequency')\n", "plt.title('Histogram of Unstandardized Predictions')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "id": "9c110208", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MAE on test set:\n", "268.24218146175707\n", "BM MAE on test set:\n", "74.29395627490679\n" ] } ], "source": [ "print(\"MAE on test set:\")\n", "print(np.abs(ytest_orig-y_pred).mean())\n", "print(\"BM MAE on test set:\")\n", "print(np.abs(ytest_orig-bm_pred_test).mean())" ] }, { "cell_type": "code", "execution_count": 24, "id": "e33ff7c2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Mean Absolute Error (MAE) CNN: 268.2422\n", "Mean Absolute Error (MAE) BedMachine: 74.2940\n" ] } ], "source": [ "\n", "plt.figure(figsize=(6, 6))\n", "plt.scatter(ytest_orig, y_pred, alpha=0.2, label='CNN')\n", "plt.scatter(ytest_orig, bm_pred_test, alpha=0.2, label='BedMachine')\n", "plt.plot([ytest_orig.min(), ytest_orig.max()], [ytest_orig.min(), ytest_orig.max()], 'r--') # Ideal line\n", "plt.xlabel('True values')\n", "plt.ylabel('Predicted values')\n", "plt.title('Predicted vs. True')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()\n", "\n", "# Residual plot: true - predicted\n", "residuals = ytest_orig - y_pred\n", "residualsbenchmark = ytest_orig - bm_pred_test\n", "plt.figure(figsize=(6, 4))\n", "plt.hist(residuals, bins=50, alpha=0.5, label='CNN')\n", "plt.hist(residualsbenchmark, bins=50, alpha=0.5, label='BedMachine')\n", "plt.xlabel(\"Residual (True - Predicted)\")\n", "plt.title(\"Residual Distribution\")\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()\n", "\n", "from sklearn.metrics import mean_absolute_error\n", "\n", "mae = mean_absolute_error(ytest_orig, y_pred)\n", "maebenchmark = mean_absolute_error(ytest_orig, bm_pred_test)\n", "print(f\"Mean Absolute Error (MAE) CNN: {mae:.4f}\")\n", "print(f\"Mean Absolute Error (MAE) BedMachine: {maebenchmark:.4f}\")" ] }, { "cell_type": "markdown", "id": "f0f074b0", "metadata": {}, "source": [ "#h1 Train on uniform data" ] }, { "cell_type": "code", "execution_count": 30, "id": "9a83707d", "metadata": {}, "outputs": [], "source": [ "data_unif = xr.open_dataset('conv_smb_3031_unif.nc')" ] }, { "cell_type": "code", "execution_count": 32, "id": "b1dc5ca0", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\marku\\AppData\\Local\\Temp\\ipykernel_11972\\3574369345.py:2: FutureWarning: The return type of `Dataset.dims` will be changed to return a set of dimension names in future, in order to be more consistent with `DataArray.dims`. To access a mapping from dimension names to lengths, please use `Dataset.sizes`.\n", " dim_name_unif = list(data_unif.dims.keys())[0] # assumes single major dimension like 'obs'\n" ] } ], "source": [ "\n", "# 1. Find correct dimension name (e.g., 'obs')\n", "dim_name_unif = list(data_unif.dims.keys())[0] # assumes single major dimension like 'obs'\n", "\n", "# 2. Find odd (odd) indices using xarray logic\n", "grid_ids_unif = data_unif[\"gridCellId\"].values.astype(int)\n", "train_mask_unif = grid_ids_unif % 2 == grid_ids_unif // 15 % 2\n", "train_idx_unif = np.where(train_mask_unif)[0]\n", "test_idx_unif = np.where(~train_mask_unif)[0]\n", "\n", "# 3. Extract scalar features as a stacked array (samples x features)\n", "scalar_feats = ['vx', 'vy', 'v', 'smb', 'z', 's', 'temp']\n", "feats_unif = np.stack([data_unif[feat].values for feat in scalar_feats], axis=-1)\n", "\n", "# 4. Create train/test splits using .isel and values\n", "train_images_unif = data_unif[\"images\"].isel({dim_name_unif: train_idx_unif}).values\n", "test_images_unif = data_unif[\"images\"].isel({dim_name_unif: test_idx_unif}).values\n", "\n", "train_feats_unif = feats_unif[train_idx_unif]\n", "test_feats_unif = feats_unif[test_idx_unif]\n", "\n", "feat_mean_unif = np.nanmean(train_feats_unif, axis=0)\n", "feat_std_unif = np.nanstd(train_feats_unif, axis=0)\n", "\n", "train_feats_unif = (train_feats_unif - feat_mean_unif) / feat_std_unif\n", "test_feats_unif = (test_feats_unif - feat_mean_unif) / feat_std_unif\n", "\n", "\n", "\n", "ytrain_unif = data_unif[\"THICK\"].isel({dim_name_unif: train_idx_unif}).values\n", "ytest_unif = data_unif[\"THICK\"].isel({dim_name_unif: test_idx_unif}).values\n", "\n", "ytrain_unif = data_unif.THICK.values[train_idx_unif]\n", "ytest_unif = data_unif.THICK.values[test_idx_unif]\n", "\n", "\n", "bm_pred_train_unif = data_unif.ith_bm.values[train_idx_unif]\n", "bm_pred_test_unif = data_unif.ith_bm.values[test_idx_unif]" ] }, { "cell_type": "code", "execution_count": 33, "id": "f8eb1fb4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(95382, 27, 27)\n", "False\n", "0\n", "76454604\n" ] } ], "source": [ "train_images_unif = data_unif[\"images\"].isel({dim_name_unif: train_idx_unif}).load().values\n", "test_images_unif = data_unif[\"images\"].isel({dim_name_unif: test_idx_unif}).load().values\n", "\n", "train_images_unif = np.nan_to_num(train_images_unif, nan=0.0)\n", "test_images_unif = np.nan_to_num(test_images_unif, nan=0.0)\n", "\n", "print(train_images_unif.shape) # should be (N, 27, 27)\n", "print(np.isnan(train_images_unif).all()) # should be False\n", "print(np.isnan(train_images_unif).sum()) # total NaNs\n", "print(104876 * 27 *27)\n" ] }, { "cell_type": "code", "execution_count": 34, "id": "91be8f67", "metadata": {}, "outputs": [], "source": [ "#---------standardize labels-------------------\n", "# Compute mean and std from training labels\n", "y_mean_unif = ytrain_unif.mean()\n", "y_std_unif = ytrain_unif.std()\n", "\n", "# Standardize ytrain and ytest using training statistics\n", "ytrain_std_unif = (ytrain_unif - y_mean_unif) / y_std_unif\n", "ytest_std_unif = (ytest_unif - y_mean_unif) / y_std_unif\n", "#to convert back to original scale, use:\n", "# ypreds_orig = ypreds * y_std + y_mean\n", "#----------------------------------------------\n", "\n", "# ytrain = ytrain.values\n", "# ytest = ytest.values\n", "\n", "# explicitly illustrating standardization\n", "def standardizeimg(img, mu, sigma):\n", " return (img-mu)/(sigma).astype(np.float32)\n", "\n", "# save for scaling test dataA\n", "mu_train_unif = np.mean(train_images_unif)\n", "sigma_train_unif = np.std(train_images_unif)\n", "\n", "# Standardize pixel distribution to have zero mean and unit variance\n", "train_images_unif = standardizeimg(img=train_images_unif, mu=mu_train_unif, sigma=sigma_train_unif)\n", "test_images_unif = standardizeimg(img=test_images_unif, mu=np.mean(test_images_unif), sigma=np.std(test_images_unif))\n", "\n", "# adapt to format required by tensorflow; Using channels_last --> (n_samples, img_rows, img_cols, n_channels)\n", "img_rows, img_cols = 27, 27 # input image dimensions\n", "train_images_unif = train_images_unif.reshape(train_images_unif.shape[0], img_rows, img_cols, 1)\n", "test_images_unif = test_images_unif.reshape(test_images_unif.shape[0], img_rows, img_cols, 1)" ] }, { "cell_type": "code", "execution_count": 35, "id": "fe7e14e0", "metadata": {}, "outputs": [], "source": [ "best_model_unif = best_model" ] }, { "cell_type": "code", "execution_count": 42, "id": "5cf0059d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m98s\u001b[0m 66ms/step - loss: 0.2206 - mae: 0.2206 - mape: 147.2926 - val_loss: 0.5698 - val_mae: 0.5698 - val_mape: 468.0354\n", "Epoch 2/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m89s\u001b[0m 60ms/step - loss: 0.2170 - mae: 0.2170 - mape: 106.3601 - val_loss: 0.5577 - val_mae: 0.5577 - val_mape: 444.9360\n", "Epoch 3/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m89s\u001b[0m 59ms/step - loss: 0.2143 - mae: 0.2143 - mape: 103.6183 - val_loss: 0.5949 - val_mae: 0.5949 - val_mape: 492.1848\n", "Epoch 4/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m146s\u001b[0m 62ms/step - loss: 0.2134 - mae: 0.2134 - mape: 93.8401 - val_loss: 0.6694 - val_mae: 0.6694 - val_mape: 509.8996\n", "Epoch 5/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m92s\u001b[0m 62ms/step - loss: 0.2139 - mae: 0.2139 - mape: 109.7094 - val_loss: 0.5703 - val_mae: 0.5703 - val_mape: 473.6042\n", "Epoch 6/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m145s\u001b[0m 64ms/step - loss: 0.2129 - mae: 0.2129 - mape: 109.5096 - val_loss: 0.5257 - val_mae: 0.5257 - val_mape: 427.6545\n", "Epoch 7/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m95s\u001b[0m 64ms/step - loss: 0.2114 - mae: 0.2114 - mape: 126.7205 - val_loss: 0.5789 - val_mae: 0.5789 - val_mape: 465.5732\n", "Epoch 8/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m92s\u001b[0m 61ms/step - loss: 0.2114 - mae: 0.2114 - mape: 110.1081 - val_loss: 0.6013 - val_mae: 0.6013 - val_mape: 484.1909\n", "Epoch 9/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m92s\u001b[0m 61ms/step - loss: 0.2082 - mae: 0.2082 - mape: 96.0578 - val_loss: 0.5638 - val_mae: 0.5638 - val_mape: 414.1356\n", "Epoch 10/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m92s\u001b[0m 62ms/step - loss: 0.2103 - mae: 0.2103 - mape: 101.3670 - val_loss: 0.5610 - val_mae: 0.5610 - val_mape: 459.4936\n", "Epoch 11/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m90s\u001b[0m 61ms/step - loss: 0.2080 - mae: 0.2080 - mape: 109.2491 - val_loss: 0.6275 - val_mae: 0.6275 - val_mape: 482.5299\n", "Epoch 12/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m89s\u001b[0m 60ms/step - loss: 0.2062 - mae: 0.2062 - mape: 98.2247 - val_loss: 0.6666 - val_mae: 0.6666 - val_mape: 491.2688\n", "Epoch 13/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m97s\u001b[0m 65ms/step - loss: 0.2085 - mae: 0.2085 - mape: 88.3219 - val_loss: 0.6155 - val_mae: 0.6155 - val_mape: 511.3607\n", "Epoch 14/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m106s\u001b[0m 71ms/step - loss: 0.2049 - mae: 0.2049 - mape: 108.2583 - val_loss: 0.5389 - val_mae: 0.5389 - val_mape: 415.7669\n", "Epoch 15/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m101s\u001b[0m 68ms/step - loss: 0.2069 - mae: 0.2069 - mape: 112.7986 - val_loss: 0.6559 - val_mae: 0.6559 - val_mape: 518.7608\n", "Epoch 16/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m95s\u001b[0m 64ms/step - loss: 0.2051 - mae: 0.2051 - mape: 126.0513 - val_loss: 0.5353 - val_mae: 0.5353 - val_mape: 440.8531\n", "Epoch 17/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m102s\u001b[0m 68ms/step - loss: 0.2036 - mae: 0.2036 - mape: 122.5995 - val_loss: 0.5423 - val_mae: 0.5423 - val_mape: 455.4983\n", "Epoch 18/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m98s\u001b[0m 66ms/step - loss: 0.2045 - mae: 0.2045 - mape: 114.7777 - val_loss: 0.5602 - val_mae: 0.5602 - val_mape: 463.9949\n", "Epoch 19/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m103s\u001b[0m 69ms/step - loss: 0.2033 - mae: 0.2033 - mape: 117.1514 - val_loss: 0.6164 - val_mae: 0.6164 - val_mape: 455.0677\n", "Epoch 20/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m117s\u001b[0m 79ms/step - loss: 0.2017 - mae: 0.2017 - mape: 92.6201 - val_loss: 0.5804 - val_mae: 0.5804 - val_mape: 439.0368\n", "Epoch 21/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m144s\u001b[0m 97ms/step - loss: 0.2040 - mae: 0.2040 - mape: 93.2413 - val_loss: 0.6095 - val_mae: 0.6095 - val_mape: 487.8745\n", "Epoch 22/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m130s\u001b[0m 87ms/step - loss: 0.2036 - mae: 0.2036 - mape: 116.6422 - val_loss: 0.6369 - val_mae: 0.6369 - val_mape: 505.9694\n", "Epoch 23/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m124s\u001b[0m 83ms/step - loss: 0.2030 - mae: 0.2030 - mape: 94.2852 - val_loss: 0.6044 - val_mae: 0.6044 - val_mape: 456.7366\n", "Epoch 24/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m125s\u001b[0m 84ms/step - loss: 0.2037 - mae: 0.2037 - mape: 94.9157 - val_loss: 0.6029 - val_mae: 0.6029 - val_mape: 488.1527\n", "Epoch 25/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m126s\u001b[0m 84ms/step - loss: 0.2010 - mae: 0.2010 - mape: 87.7061 - val_loss: 0.5995 - val_mae: 0.5995 - val_mape: 456.2522\n", "Epoch 26/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m128s\u001b[0m 86ms/step - loss: 0.2016 - mae: 0.2016 - mape: 107.4004 - val_loss: 0.5957 - val_mae: 0.5957 - val_mape: 482.5974\n", "Epoch 27/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m140s\u001b[0m 94ms/step - loss: 0.2021 - mae: 0.2021 - mape: 103.7716 - val_loss: 0.6451 - val_mae: 0.6451 - val_mape: 472.7427\n", "Epoch 28/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m123s\u001b[0m 82ms/step - loss: 0.2017 - mae: 0.2017 - mape: 101.5054 - val_loss: 0.6048 - val_mae: 0.6048 - val_mape: 459.8541\n", "Epoch 29/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1694s\u001b[0m 1s/step - loss: 0.2000 - mae: 0.2000 - mape: 89.3225 - val_loss: 0.6149 - val_mae: 0.6149 - val_mape: 495.7496\n", "Epoch 30/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m175s\u001b[0m 117ms/step - loss: 0.2009 - mae: 0.2009 - mape: 103.5625 - val_loss: 0.5580 - val_mae: 0.5580 - val_mape: 483.8227\n", "Epoch 31/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m189s\u001b[0m 126ms/step - loss: 0.2014 - mae: 0.2014 - mape: 89.5746 - val_loss: 0.6126 - val_mae: 0.6126 - val_mape: 495.9485\n", "Epoch 32/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m184s\u001b[0m 123ms/step - loss: 0.1999 - mae: 0.1999 - mape: 120.6901 - val_loss: 0.5921 - val_mae: 0.5921 - val_mape: 470.9790\n", "Epoch 33/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m169s\u001b[0m 113ms/step - loss: 0.1998 - mae: 0.1998 - mape: 104.3263 - val_loss: 0.5572 - val_mae: 0.5572 - val_mape: 462.0684\n", "Epoch 34/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m181s\u001b[0m 121ms/step - loss: 0.1992 - mae: 0.1992 - mape: 101.8133 - val_loss: 0.5406 - val_mae: 0.5406 - val_mape: 439.2520\n", "Epoch 35/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m189s\u001b[0m 126ms/step - loss: 0.1993 - mae: 0.1993 - mape: 114.4511 - val_loss: 0.6760 - val_mae: 0.6760 - val_mape: 492.3095\n", "Epoch 36/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m192s\u001b[0m 129ms/step - loss: 0.1984 - mae: 0.1984 - mape: 107.4374 - val_loss: 0.6851 - val_mae: 0.6851 - val_mape: 482.7459\n", "Epoch 37/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m192s\u001b[0m 129ms/step - loss: 0.1971 - mae: 0.1971 - mape: 102.5132 - val_loss: 0.5409 - val_mae: 0.5409 - val_mape: 428.0180\n", "Epoch 38/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m194s\u001b[0m 130ms/step - loss: 0.1985 - mae: 0.1985 - mape: 91.5766 - val_loss: 0.6660 - val_mae: 0.6660 - val_mape: 484.2747\n", "Epoch 39/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m193s\u001b[0m 129ms/step - loss: 0.1986 - mae: 0.1986 - mape: 102.7522 - val_loss: 0.5965 - val_mae: 0.5965 - val_mape: 456.4790\n", "Epoch 40/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m187s\u001b[0m 125ms/step - loss: 0.1980 - mae: 0.1980 - mape: 100.0154 - val_loss: 0.6068 - val_mae: 0.6068 - val_mape: 471.7463\n", "Epoch 41/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m176s\u001b[0m 118ms/step - loss: 0.1971 - mae: 0.1971 - mape: 87.7458 - val_loss: 0.5744 - val_mae: 0.5744 - val_mape: 451.7723\n", "Epoch 42/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2682s\u001b[0m 2s/step - loss: 0.1966 - mae: 0.1966 - mape: 95.4433 - val_loss: 0.5496 - val_mae: 0.5496 - val_mape: 441.4300\n", "Epoch 43/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m239s\u001b[0m 160ms/step - loss: 0.1964 - mae: 0.1964 - mape: 100.8249 - val_loss: 0.5790 - val_mae: 0.5790 - val_mape: 474.6990\n", "Epoch 44/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m253s\u001b[0m 154ms/step - loss: 0.1999 - mae: 0.1999 - mape: 92.0829 - val_loss: 0.5616 - val_mae: 0.5616 - val_mape: 428.0717\n", "Epoch 45/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m187s\u001b[0m 126ms/step - loss: 0.1984 - mae: 0.1984 - mape: 117.6320 - val_loss: 0.5575 - val_mae: 0.5575 - val_mape: 445.6743\n", "Epoch 46/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m195s\u001b[0m 131ms/step - loss: 0.1990 - mae: 0.1990 - mape: 150.9639 - val_loss: 0.5693 - val_mae: 0.5693 - val_mape: 487.2962\n", "Epoch 47/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m275s\u001b[0m 180ms/step - loss: 0.1972 - mae: 0.1972 - mape: 108.4086 - val_loss: 0.5496 - val_mae: 0.5496 - val_mape: 484.1882\n", "Epoch 48/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m263s\u001b[0m 176ms/step - loss: 0.1978 - mae: 0.1978 - mape: 90.7487 - val_loss: 0.6015 - val_mae: 0.6015 - val_mape: 480.8425\n", "Epoch 49/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m236s\u001b[0m 158ms/step - loss: 0.1967 - mae: 0.1967 - mape: 101.1666 - val_loss: 0.5831 - val_mae: 0.5831 - val_mape: 446.3890\n", "Epoch 50/50\n", "\u001b[1m1491/1491\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m230s\u001b[0m 154ms/step - loss: 0.1965 - mae: 0.1965 - mape: 105.2204 - val_loss: 0.5924 - val_mae: 0.5924 - val_mape: 438.2391\n" ] } ], "source": [ "history_unif = best_model_unif.fit({'image_input': train_images_unif, 'scalar_input': train_feats_unif}, ytrain_std_unif,\n", " batch_size=64,\n", " epochs=50, # 50\n", " validation_data=(\n", " {'image_input': test_images, 'scalar_input': test_feats},\n", " ytest_std\n", " )\n", " )\n" ] }, { "cell_type": "code", "execution_count": 43, "id": "1178ac2f", "metadata": {}, "outputs": [ { "data": { "image/png": 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w+PDhAoCwtbUVffv2FaGhoer7FixYIAAIBweHdLcLIcSlS5fE9u3b09WwCiHE3bt3RcuWLQUAsXz58kzHnJN04bRjHDBggDr1NTk5WYwfP14AELVr1xbe3t5iypQpIj4+XgghRFxcnOjWrVumtZEDBgxQpzPevXtXffvLly9F7969BQDRt2/fdI8JCwsTy5cvz5DiGBoaKt555x0BQIwYMSLDtpTX39bWVrzzzjsiNjZWCCHrRT/88EMBQHh4eGRIlc3Mo0ePhJWVlXBwcMhQuymETIdVqVTCxcVFxMTEqG8PCAgQ69evT1c/LIQQjx8/Fn379lWnmGc2/lffP5ml4Z8/f15YW1sLlUolfvnlF5GSkiKE0NRcKzXl2tJ8f//9d/Ho0aN0t8XExIjZs2cLAKJ169YZHqNLOUBmz+Hnn38WAISLi4vYu3dvutdEqVdu3LhxhvUhNU24UKFC6f4HIyIiRLt27dS12jmhjHHVqlXi5cuXws7OTlSuXDndMsrroNQXZ1cO0KJFCwFAzJs3T32b8ry+/fZbrY/RtRygZs2a6ttyUw6g/I8PHz48R497lS7lABEREepx7t+/X+sySk21i4tLtttU1qVvunhWQkJChL29vQAgNmzYkO6+Pn36CABiyJAhWh+7b98+9dg2btyovn3t2rUCgGjWrJn6eb76U7VqVREQEJBufcr/SdmyZbVuLz4+XlhZWQkA4t1331Xffvv2bfV6g4ODtT72zz//FABEuXLl0t2u/D0z+5kwYYLWz8y070VtP3379s2yJ0Zaufn7KunuRYoUyfBdqVD+57X9lCtXTvz33386by84OFj9Nzhz5ozWZQ4cOCBsbW2Fm5ubWLp0qQgJCRFRUVHi+PHjomnTpgKA+OSTT7Ldlq7lAFlRSlqKFCkiEhMT9V4PUX7AIAAR6Uw5oM7sJ+0BVnZBgFKlSmndKapXr54AIDZt2qTzuO7cuSMAiPbt22c6Zn2CAKVLlxbR0dHp7lMapAEQdevWVR9sKm7cuCEA2egorUuXLqkPcrTV00ZHR4ty5coJlUqVYWc4K+XKlROFChXKsEOjvP61a9fOUIObkJCgrtM8f/68zttSmnRpC7bMnTtXABBDhw7VeX0xMTHCzs5OVKpUKcN9OQ0CDBkyRAAQ/fr1y7Cu2NhYdZ1zTmt9lWZmDx8+1Gkc2T2HtE27fvjhhwyPefjwobCzsxMAxIEDB9Ldp/yfpT3gUVy+fFkAEG5ubjl5eumCAEII0atXLwFA/Pvvv+plqlWrJmxtbdU1tFkFAZRgkEqlEoGBgerbf/31V/X7URtdGwN+8cUX6baV1eeR8qNtm5MnTxZlypQRkydP1uFVypyuPQGqVq0qAIjx48dnuC8yMlL9/gSQbWDOmEGAQYMGCQCicuXKGT5TvvrqKwFAlCxZMkNQTwgh3n77bfXYFi9erL79+++/FwDUf8PRo0eLgIAAERcXJ/bv3y8qVKggAIj69eun+6w6ffq0en1p34+Kv/76S31/2sDEmTNn1Lcrwc9X7dy5UwCyAWJap0+fFiNHjhQHDhwQjx49EvHx8eL69evivffeEyqVSgAQ77//fob1BQUFiX79+ont27eLBw8eiPj4eHHv3j3xxRdfqP+fdW1Gl5u/b9euXQUA8dZbb2W6zLvvvit++ukn4e/vL6Kjo8XLly/Fpk2b1O/RokWL6vwd9M033whANv3LyuHDh9XBwbQ/3t7eYvXq1TptK7dBgODgYFGsWDEByB4oRAUdpwgkohzLbIrAzKZU0mbgwIFwcnLKcHvDhg1x/vx5renQ8fHx2LhxIw4dOoTAwEDExMSkSxNW6m4NZeDAgRmmd1PSzK9fv46RI0dmmIe5SpUqcHR0REREBF68eKGuv928eTMA4I033tBaT1uoUCG89tprWLZsGY4dO6auk1QcPHgQ//zzD27duoXIyEh16UN4eDhiYmJw+/ZtVKtWLcN6R40alaEG19bWFrVr10ZISAju3buHunXr6vR6DBo0CIcOHcLatWsxfPjwdPcppQBK2UBaKSkp+Oeff7B3717cu3cPUVFR6r+bSqXC7du3ERMTk6up9Pbu3QsAePvttzPc5+DggFGjRuGrr77K9PFnz57Fhg0b4O/vj/DwcCQnJwPQ1KBfvnw507TknLh+/TqCgoLg4OCAMWPGZLi/TJky6NOnD9auXYu9e/eibdu2GZYZPXp0httq1qwJBwcHhIeHp3vf5dTQoUOxefNmrF69Go0aNcK5c+dw/fp19OjRQ6d1rl69GkIItGzZUl0yAcj3/XvvvYdLly7hypUrmX5WhISEoHnz5gBkP4z79++ry12aNWuG999/X+vjspoisFKlShlu+/777/H9999n+3wMZfz48Zg4cSL++OMP1K9fH6NGjQIg08dHjBiRrgwoNjYWzs7OJhub4rfffsOaNWtgbW2N5cuXZ0jtHj58OGbNmoUnT55g2LBhWL58OVxdXQEAS5cuxaJFi9TLpi3xUfp+JCYmokWLFumWa9euHTZt2oS6devi3Llz2LFjB7p16wYAaNy4MerXr49z585hxIgR2LJli7rc5t9//8XkyZO1bi9tyrednZ3W56q8V14tRWrcuDEaN26c7raqVavihx9+gLe3N9577z3Mnz8fEyZMQPny5dXLlC1bNkM/h/Lly+OTTz5BzZo10bNnT2zcuBHHjh1DixYttI4pt549e4Y9e/YAyLoU4Keffkr3e6FChdCrVy+0bt0a9evXx/379zFr1iwsWbIk220qpQDZlR7cv38fT58+hUqlgqenJ1xdXXHnzh0EBARg8eLF8PPzy3QKRUNISEjAG2+8gRcvXqBOnTr48MMPjbYtIkvBIAAR5djHH3+c61razGqLleBCVFRUutsDAwPRoUOHdLWmr8qsoZq+Mhtj8eLFcf369SzvDwwMRFRUlPrA6cqVKwCgnp9amwcPHgCQc2MrEhIS0L9/f2zZsiXLsWb23HP6Omelb9++mDBhAg4cOIBnz56hePHiAAB/f39cvnwZxYsXVzfcUoSFhaFLly44depUlusODQ3VOwgQFhamPojSFgjJ6nYhBN555x0sWLAgy20Y6r2lNFvz9PTUGgQDAF9f33TLviqr911QUFC6911Ode3aFUWKFMG6devw/fff56ghIKA5KHg1GOTu7o4OHTpgx44dWLVqFebNm6f18fHx8eqGcCqVSt2orn///hg/fnymB3V///23UQ8icmvChAk4cuQINm7ciDfffBMffvghPDw8cPPmTcTHx2Po0KFYtWoVVCpVroJh+tq+fTsmTpwIAPj111+1zi9fqlQprFixAoMGDcLmzZuxc+dOVKlSBcHBwXj+/Dnq1q2LhIQEXLt2LV0Qw8HBQX190qRJGdZbu3ZttGnTBgcPHsTu3bvVQQAA+PPPP9G6dWtcv34d1apVg4+PDxISEhAQEIDChQujW7du+OeffzLdXkJCQrrfFUoPgpzUhb/zzjv49ttv8fDhQ2zbtk3rc9GmR48eaNq0KU6dOoVNmzYZLQiwbt06JCUloUKFCpn2QshKkSJF8NFHH+Gtt97Cli1bsHjx4gxB7rSuXLmCS5cuQaVSZfn5MHfuXHz88ceoWrUqLl68qO4REBUVhffeew9LliyBn58f/P394ebmluNxZ0cIgREjRuD48eMoXbo0Nm/enOnnCFFBwsaARGQWmR0AKWet057hB2Qjr5s3b6Jx48bYvXs3QkJCkJCQACEEEhMTARiuu7Ais51xZccou/vTPofw8HAAwJ07d3DixAmtPw8fPgSQ/uzUV199hS1btqBUqVJYuXIlAgICEBcXByHLudQ7e8pr8Kqcvs5ZKVy4MDp37oykpCT8/fff6tuVLIB+/fplOHs4ZcoUnDp1ClWqVMHGjRvx6NEjxMfHq8evnF3PbPy6SBvIUAITrypZsqTW21etWoUFCxbAyckJCxYsUGclKOMbPHhwrsenbazaMmleHWtkZKTW+w35N32VnZ0d3njjDTx79gw7duzAunXr1Adb2Tlz5gxu3rwJW1tb9OvXL8P9ymu5Zs2aTJt4enl5qV/7lJQUhIeH49SpU3jvvfcsesfdysoK69evx6JFi9CkSRPExcXhzp07qFevHjZs2IBhw4YBkO8LXbvnG8rRo0fxxhtvICkpCXPmzMFbb72V6bJ9+/bFv//+izfeeAOFCxfG9evX4ezsjA8//BDHjh1DWFgYABkwUBQpUkR9vWrVqlrXqwTpAgIC0t1epUoVXLhwAZMmTYK3tzcCAgIQHR2NwYMH4/z58+pMhMy2pzQXfJVye9pls2NtbY1GjRoBQI47yytBFWN2pFcCdtmdlc+KMs6XL19mG/hUtteyZcsMmWuKp0+fYtasWQCA5cuXqwMAAODs7IyFCxeievXqCA4OzjYQq693330Xa9euRdGiRbF37948HSwkMiVmAhBRnhccHIxDhw6hUKFC2LlzZ4YpgIKCgsw0Mt0pZ6oWLVqkNZ07M0qn9uXLl6Njx44Z7jf1cx84cCC2bt2KtWvXYvz48QDkGSjlvrSSkpLUKbJbt25FlSpVMtwfEhKS6zGlPQv47NmzdAcEildnXVAor+93332n9eDH0K+vMtbMxgNAnf6urWzEFIYOHYrff/8dEydOxJMnTzBmzJhMU+3TWrlyJQAZMMkqE+HRo0c4ePBghqyR/M7KygqjR4/W+v+vlKrUr1/fpGM6d+4cunXrhtjYWEydOhXTpk3L9jF169bFX3/9leH2kJAQdRZTvXr11Len/b/P7H2k3K6U4aRVqlQpzJ8/H/Pnz89wnzL9Z9rXzdvbG7a2tkhMTMS9e/dQunTpDI9Tys20lYpkxdbWFkDOA876Pk5Xt27dwn///QdA96wdbZRxAlmPNSUlRR38zSrocPbsWcTFxcHZ2VkdQEnLxsYGrVu3hr+/f7ZTuepj+vTp+PXXX+Hs7Ixdu3ahRo0aBt8GkaViJgAR5XlKmnzVqlW1zgFs6F4AxlC9enUAwNWrV3P0OOXMWLNmzTLc9+LFi3SlA6bQvXt3ODs748SJEwgMDMSZM2dw584deHp6ZkhBffbsGaKjo1G0aNEMAQBAvhbadvpzqnDhwuoz65lNkXf9+nWtt2f1+iYmJmb6uKzSZLOi1DQr5SLaKNNL6jLdoDH4+fmhfPnyCAwMBKDbQUViYqL6wLBYsWIoWbKk1h8lCKKcRSRJmdbt9ddfN9k2r1+/jk6dOqmntfv6669ztT7lOTRq1ChdpkvdunXVKfmZTX2p3J6TvhvXrl3DzZs34eDgkC6gZGNjow5CKKUlr1Juf7X+X5dtArIHgCkepyvl/6lp06bw8fHRez3KOB0cHLIM5B06dAgPHz6Eg4MD+vbtm+lymWUzpaVkLukzPWFWvvnmG8yZMwcODg74559/tAYhiAoyBgGIKM9T6jafPn2qNdU5s/rivKRXr14AZM30ixcvdH6c8tyVs8NpfffddwY5iM4JR0dH9OzZE0IIrFu3Tn02aMCAARkOjJWxR0REZGjABRj279a+fXsAcu7rV8XHx2Pp0qVaH5fV67ts2TI8e/Ysy8dpe15ZqVatGjw9PREXF4fFixdnuD84OFh9MKUt88NUpk6dinbt2qF379461TDv2rULz58/h5OTEwICAhASEqL1R3lumzZtQkxMjLGfhkXYuHEjzp49i6JFi2ptrGkMAQEBaN++PZ4/f45BgwblOhU7PDxcnc3w7rvvprvPyckJXbp0AQCsWLEiw2NDQkLUDe20NcLURgihzloYPHhwhrT+3r17A5AZVK9+RgYGBmL//v0AgD59+ui0PUA2H1WCuDnJYvH398fu3btz/DhdCSHUGU25KQVISUlRZ1u0bt06Q2lXWkrQoXv37lnW8SuZFlFRUThz5kyG+5OSknDkyBEAhg16/vHHH5g6dSpsbW3x999/o3Xr1gZbN1F+wSAAEeV5vr6+KFKkCB4+fIjZs2enO3MwadIkXLhwwcwjzF6DBg3U3Ynbt2+fYczJyck4fPgwBg8erG5aBUDdKf39999XnzkWQmDlypX49ttvtTa9MjblQOXPP/9Up/trO3gpXLgwfH19kZSUhMmTJyMhIQGAfK5ff/01/vrrL4PVeU+ePFldd71w4UL1eyQ6OhqjRo3KtL5VeX0/+eSTdAf8u3fvxv/+979MX98KFSoAAE6ePJmjFF+VSoX//e9/AIAZM2bgwIED6vuePHmCAQMGICEhAU2aNEGbNm10Xq+hjRs3Dvv378fGjRt1ynpQDgp69eqVZWf7du3aoXTp0oiKilLPmGEOH3zwAby9vfHBBx+YZHuxsbFYuHChujcIIP8PVq9erZ5p48cffzRoY7TmzZvD29sbGzZsSHf7kydP0L59ezx69Ajdu3fHihUrdO5DsH79evXZYoW/vz86dOiAhw8fol27dlozRz777DNYW1tj3bp16QIBYWFhGDFiBGJjY1GhQoUMvSSOHz+OAwcOpAv+vnjxAiNHjsQ///yDkiVLap31Y9y4cXB3d8f169cxZcoUdU+PFy9eYNCgQUhKSkLnzp0zlF8MGDAABw8eTNezQgiBzZs3Y8CAAQCADh06ZMggeOutt7Bt27YMvUOOHDmi7qNSvXr1HAUddHXixAncv38fdnZ26N+/f5bLrlq1Cl9//XWGoOeTJ08wcOBAHD9+HFZWVpg+fXqm64iNjcWmTZsAZB90qFu3rjoLbsSIEbh8+bL6vsjISIwbNw7+/v4AclfGkNbff/+Nt99+G1ZWVli5cqVJs2uILIppZiIkovzAy8tLABDLli3LdtnM5nkfPnx4luvIbP71X375RT23cKlSpUSDBg2Eq6urUKlUYtGiRer7MhuztjnNM5PdGDN7btltMzIyUrRv3149Vk9PT9G4cWNRs2ZN4ejoqHVu67Nnzwp7e3sBQLi6uor69esLDw8PAUAMHTo007FkN8bsnmNWEhMTRfHixdXjrVatWqbLbtu2TT2/dtGiRUWDBg2Eu7u7ACA+/fTTTF+rzMaf2ftDCCHmzJmjHpOHh4do0KCBcHFxEfb29uKLL74QAESrVq3SPebBgweiaNGiAoBwdHQUderUEd7e3gKAaNOmjRg8eLDW1yk8PFwUKVJEABClS5cWfn5+olWrVmLu3LnZPoeUlBT1fOwAhI+Pj6hXr556PnFPT09x9+7dDM8vs/e4Qp/3ujLGVatW6fwYa2vrdNsJDQ1Vv0f37NmT7eMnT54sAIiOHTuqb1PmAPfy8tJ5HPfv31e/Jg0aNBB+fn6Z/hw9ejTdY5X3//Dhw3XenqJu3bqiWLFiolixYsLV1VUAEFZWVurbihUrJr7++ut0jwkNDRUAhI2NjahQoYJo0KCB+n1nbW0tvvnmm0y3984776Rbt/KcixQpor6te/fuGR6X2ef12LFjdXrdZs+enWGdPXr0EABE8eLFRf369YWPj496XS1atBDh4eGZPo/ffvtN/Vng6ekpGjRoIAoVKiQACHd3d3HhwoUMj/nhhx8EAOHi4iJq1aolatasKWxsbAQAUaZMGXHlypVMt7d//37h4OCQbrzK9ry9vcXjx48zPMbNzU0AEE5OTqJ27dqiUaNG6T7rGjZsKJ49e5bhcbVr1xYAhL29vahRo4Zo3LixKFOmTLr/8Tt37mgdp75/X4Xy9+zZs2emy7z6eiqvQaNGjUSNGjXU/9O2trZi0aJFWa5jzZo16tc0MTEx222eO3dO/VmpUqmEt7e3qFWrVrrvvC+//FLrY9O+Ls7Ozuoxpr197dq16R6jfI66urpm+Zlw/vz5bMdOlJ+xMSARWYQJEyagcOHC+Pbbb+Hv74+4uDg0aNAA//vf/9CpUyetc67nNc7Ozti9ezfWrVuHlStX4ty5czh//jzc3d1Rq1YttG7dGn369El39rl+/fo4evQoPvnkE5w6dQo3btxApUqV8NFHH+Gdd94xy9liGxsb9OvXT51CnFUKc7du3bBr1y7MmjULFy5cwM2bN+Hr64v58+dj8ODB6mZyhjBt2jRUrlwZ33zzDS5fvozY2Fi0aNECn3/+eab1956enjh16hSmTZuGAwcO4MaNG/D29sbnn3+Ojz76CGPHjtX6OFdXV+zduxefffYZ/v33X5w6dQopKSk6dZ5WqVRYvXo1OnXqhEWLFuHSpUsICgqCl5cXevbsiQ8//FDvKf7M4e+//0Z8fDxKlSqFdu3aZbv8kCFD8MMPP2D//v0ICQnR2sgxp7JrKpaTEpzsvHz5MsP6UlJS0t32aqlDoUKF8NFHH+HgwYO4e/cuHj58iBIlSqBr165477330jXSe1VkZKTW8aftfJ82wyA7aTONsnrdtNWWDxs2DCkpKbh48SKuXr0KJycntGrVCkOHDsXIkSOzzCgYN24cfH198c033+DUqVO4fPkyPDw80LVrV0ybNk1rP4DWrVtj2LBhOHXqFO7evQuVSoXq1aujd+/emDx5snp2AG3atWuHs2fP4ssvv8TBgwdx5coVlClTBr169cInn3yidWaAr776CocPH8alS5cQGBiIyMhIFC5cGO3atcOAAQMwfPjwdM3zFNOmTcPOnTtx/vx5hISEICwsDC4uLvDz80Pv3r0xduzYTDNkcvP3TUhIUM/UokspQIcOHfDBBx/g9OnTCAgIwKVLl2BtbQ0fHx+0adMG7777rvrMfWaUrJ8BAwZkWTKgqFevHq5evYrvvvsOu3fvxv379/Ho0SMUL14cXbp0wYQJEzL9HtP2uiQmJqa7/dVeAkrGWURERKY9IYCc/c8Q5UcqIXIxlxARERERERERWQz2BCAiIiIiIiIqIBgEICIiIiIiIiogGAQgIiIiIiIiKiAYBCAiIiIiIiIqIBgEICIiIiIiIiogGAQgIiIiIiIiKiCyn+CTciQlJQXBwcFwcXGBSqUy93CIiIiIiIgonxNCIDIyEh4eHrCyyvpcP4MABhYcHIxy5cqZexhERERERERUwAQFBaFs2bJZLsMggIG5uLgAkC++q6urmUdDRERERERE+V1ERATKlSunPh7NCoMABqaUALi6ujIIQERERERERCajS0k6GwMSERERERERFRAMAhAREREREREVEAwCEBERERERERUQDAIQERERERERFRAMAhAREREREREVEAwCEBERERERERUQDAIQERERERERFRAMAhAREREREREVEAwCEBERERERERUQDAIQERERERERFRAMAhAREREREREVEAwCEBERERERERUQDAIQERERERERFRAMAhAREREREREVEAwCEBFZqsRYIPKJuUdBRERERBaEQQAiIku15W1gfg3g6XVzj4SIiIiILASDAEREliglBbi9D0hOAG7uNPdoiIiIiMhCMAhARGSJQu8DCVHyesAJ846FiIiIiCwGgwBERJboyVXN9aB/geQk842FiIiIiCwGgwBERJYo5IrmekIU8PiS+cZCRERERBaDQQAiIksUomQCqOTFA5YEEBEREVH2GAQgIsqJxDjg3z/M35FfKQeo0kVeMghARERERDpgEIDyByGAyBBzj4Lyu+RE4O8RwK7/Af+8Z75xxLwEwoPk9cZj5eWDU0BKsvnGREREREQWgUEAsnwJMcCa/sB3VYCzy8w9GsqvUpKBTWOBW7vk78EXZFDAHJ5ck5eFvQCv5oCdCxAfrrmdiIiIiCgTDAKQZYsNA1b3Bm7vkb8f/AKIjzTrkCgfSkkB/pkEXNsEWNkANg5Acjzw7IZ5xqM0BSxVE7C2ATwby99ZEkBERERE2WAQgCxX1FNg+etA4CnA3g1wKwfEvABO/WrukVF+IgSw52PgwipAZQX0WQyUbSjvC75onjEp/QBK1ZSXXn7yMuC4ecZDRERERBaDQQCyTKEPgKUdgSdXAKcSwMgdQPtZ8r6TvwDRL8w7Pso/Ds0G/v1NXu/xK+DbC/CoI38PvmCeMYVclpcla8hLJQjw4KQMWlD+kJICnPwZOL3Q3CMhIiKifMQiggDe3t5QqVRaf8aNG5dh+YiICEyZMgVeXl6wt7eHl5cXpkyZgoiIiEy3sWbNGjRq1AhOTk4oUqQIunTpgrNnzxrzaZG+nt4AlnYCXt4DCnsCo3bLM6LVe8rLhEjg+PfmHiXlB8fnA0e/kde7fAvUGSSvl64jLx9fNP2YkhKAZzfl9VKpQQCPuoCNIxD70nwlCmRYyUnAtneAvZ8Auz9kvwciIiIyGBtzD0BXbm5ueO+99zLc3qBBg3S/R0dHo1WrVrh48SLat2+PgQMH4tKlS/jhhx9w6NAhHD9+HE5OTukeM2fOHEyfPh2enp4YN24coqKisG7dOvj5+WHPnj1o3bq1EZ8Z5cjDc8CffYDYUKB4VWDoZsDVQ95nZQW0mwH82Rc4swhoMh5wK2Pe8ZLlOrMI2D9DXm83A2g0RnOfR115GXJVNge0tjXduJ7fApITAHtX2RgQAGzsgHKNgPtHZElAiWqmGw8ZXlICsGk04L9Vc9v5VUDnr8w3JiIiIso39A4CHD16FADQtGlT2Noafwe4cOHCmDlzZrbLzZs3DxcvXsTUqVPx9ddfq2+fMWMGZs2ahXnz5uHzzz9X33779m3MmDEDlStXxpkzZ+Dm5gYAmDhxIho1aoTRo0fjxo0bsLGxmHhJ/nXvMLB2EJAYDZSpDwzeABQqmn4Zn9cAz2ZA4Eng6Dyg249mGSpZuItrgZ0fyOst3gdaTEl/f5Hy8iA8PkKeeVdq801B6QdQsgagUmlu924ugwAPTqQPWJBlSYwF/hoK3NkHWNsB9UcCZ34HLq8D2n8O2Nibe4RERERk4fQuB2jdujWGDRtmkgCAroQQWLx4MZydnfHZZ5+lu2/atGkoUqQIlixZApGmZnbZsmVISkrC9OnT1QEAAPD19cWwYcNw9+5dHDx40GTPgTJx/R/gz34yAFC+FTBsW8YAACAPitql/u3PrwJe3DXtOMny+W8Fto6X1xuPA9p+mnEZKyugdG153dTNAdPODJCWVzN5yb4Alis+EljdVwYAbByBgeuATnMB1zIy++nGdnOPkIiIiPIBvYMAxYoVQ6lSpQw5lizFx8djxYoVmDNnDn777TdcunQpwzK3b99GcHAw/Pz8MqT8Ozg4oGXLlnj06BHu3Lmjvv3w4cMAgA4dOmRYX8eOHQEAR44cMeAzoRy7sBpYP0ymQFfrBgz+G7B3znx5r6ZApQ6ASAYOzTHdOMny3d4HbHgTEClA3SFAx7npz7anpTQHNHVfAHUQoEb628s0AKztgagnDH5ZopiXwMoewIPjgJ0LMHQT4NMOsLLW9KI4v8q8YyQiIqJ8Qe8gQIMGDXDnzh2kpKQYcjyZCgkJwYgRIzB9+nSMHz8ederUQefOnfH8+XP1Mrdv3wYAVKpUSes6lNuV5ZTrzs7OWgMa2pZ/VXx8PCIiItL9kAGd/AXYOkFzUNZ3uW7psG0/kZdXN2gOmoiyEnAc+GsIkJII+PYGuv0kz/hnRmkOaMpMACEyTg+osHUAyqb2SHnAqQItStRTYEU34NE5wLEIMHybJrMDAOoMlpf3DgNhgWYZIhEREeUfegcBpk6dirCwMMydO9eQ49Fq1KhROHz4MJ49e4aIiAicPn0anTt3xu7du9G9e3d1en94eDgApEvrT8vV1TXdcsr1nCz/qrlz58LNzU39U65cuZw/QcpICODAF8De6fL3Zu8C3X8BrHXszVC6tjyQA4CDXxpnjJR/PDwLrOkPJMUBlTsBvf+QZ2CzojQHfHJVdnI3hcjHQMwLQGUNFNfS/C9tSQBZhvCHwLLO8n3kXBIYsRMoUy/9MkXLyzIoCODCn2YZJhEREeUfegcBKlasiC+//BKff/45evXqhU2bNuH69esIDAzM9Edfn332GVq1agV3d3e4uLigcePG2L59O5o3b45Tp05h586deq87t6ZNm4bw8HD1T1BQkNnGkm+kJAM7pgDHvpW/t5sBtP8i87TszLSZLg+Wbu0GAk8bfpyUP4RcBVb3ARKigPItgX4rdOv2rzQHTIoz3bR8IalZAO6V5Jn/V3n5ycuAE+wLYAle3AWWdgZe3AHcygEjdwElq2tftt4weXlhtfyMJCIiItKT3i3vvb29oVKpIITAtm3bsG3btiyXV6lUSEoy3NkyKysrjBw5EsePH8eJEyfQtWtX9Rn9zM7cK6n6ac/8u7m55Wj5V9nb28Pent2aDSYpAdj8FnBtEwAV8Pr3QINR+q3L3QeoOxg4vxI4MAsYsSPngQTK357fBlb1BOLCgLKNgAFrtR9ca6M0Bww4BgRfyFijbwwhl+VlZrMRlGsEWNkAEQ+BsAdAEW/jj4n088RfvveingDFfIBhWwG3spkvX/V1wKGw/NveOyRnQqH84e4h2fyxeGXzjuPOfuDRBaDJ21n33SEiIoundxDA09MTKjMfULm7uwMAYmJiAGRfw6+tZ0ClSpVw6tQphISEZOgLkF2PATKwhBjZAPDOPsDKFuj9O1CjT+7W2eoj4NJfctq0uwe440waoQ9kI7boZ/KgOruGk9ooQYDHFwEMNcYo00s7PaA2dk6ARz3g4RmZDcAgQN706Dywurfs+F/CFxi2BXAukfVjbB2AWm8AZ/6QDQL5WZY/+G+V33sqa6DpeKD1NPl/bEpRT4FdH6YG3wE8vQb0XcagORFRPqZ3OUBAQADu37+fox9D+/fffwHIrARAHqx7eHjgxIkTiI6OTrdsXFwcjh49Cg8PD/j4+Khvb9WqFQBg7969Gda/Z8+edMuQEcWGAat6pZ8aK7cBAABwK6OZM/3ALMBEjSwpj4sMkQGAiEeAexVg6BbAsXDO16P0BTBVc8CQTJoCpsW+AHnbg5PAiu4yAFCmPjBie/YBAIVSEnBjBxD9wnhjJNNITpLfS4Cczebkz8CvjYFbe0yzfSFkptwvDWQAQGUlgxHXNgNnFplmDEREZBZ6BwFMxd/fH2FhYRluP378OL7//nvY29ujd2/ZAE6lUmH06NGIiorCrFmz0i0/d+5chIaGYvTo0ekyGEaOHAkbGxvMnj07XVnAtWvXsHLlSlSsWBFt27Y1zpMjKfIJsPx1IOg04OAmz4pVMuBZruaTATtn4PEl4HrWZStUAES/kAGA0PtAYS/5fnNy129dygwBpmgOmBAta8eBrIMA3s3lJWcIyHvuHABW9QYSIgHvFrIEoFBR3R9fqqZ8z6UkApfXGW2YZCIX/5T/04WKyTPvbp5AeBCw5g2ZHRDx2Hjbfn5Hzkix7V0gLhwoVQsYcxDokNpId8/HwMNzxtu+pYiPkrN2sA8HEeUzeT4IsH79enh4eKBbt25499138cEHH6BTp05o2bIlEhMT8csvv8DT01O9/NSpU1GnTh3MmzcPHTp0wLRp09ClSxfMmjULderUwdSpU9Otv3Llypg5cyZu3bqFWrVq4f3338e4cePQrFkzJCYmYtGiRbCx0btqgrIjhJyW7ckVwKmE7Izt2cSw23ByB5q+I68f/NJ0ndwp74l+DqzuJRv5uXjIqdhcPfRfX9EKck53UzQHfHodgJAd5LM6c1yusTyjFxoAhD8y7phId9f/AdYOAJJiAZ/2qeUnLjlfT73UspPzq9j80ZIlxgKHv5LXW3wA1OgNTDgNNJsoz8b7bwV+aSjPyBvyADQpATj6DfBbM1nKZOMoG++OOSQzm5q8DVTrLgNNfw8HYl4abtuWaOt4YFFbYEFT4MoGBgOIKN/IdRAgPj4ey5cvx6BBg9CgQQNUqVIFDRo0wKBBg7BixQrEx8fnav1t2rRBt27dcOPGDaxYsQI//fQTrl27hv79++PkyZMYPXp0uuWdnJxw+PBhTJ48GTdu3MB3332Hq1evYvLkyTh8+DCcnDLW2k2fPh2rV69GiRIl8Ntvv2HdunVo1qwZTpw4gTZt2uRq/JSN4POyftnaHhi123jN1ZpOAByLAi9uA5fWGmcblHeFBgA7/wf8UENmhBRyl2dhc1szrzQHBFL7AhiR0hQws34ACgdXeVYPYElAXnHpL2D9cCA5AajeAxiwBrB11G9dNfoCNg7As+vyDCVZpjOLgMhgOSuE0vzWzgno8AXw1hGgTAOZMbLzA2BJe+Dx5dxv8+FZ4I9WqcHweKBCG2D8KcBvomb6XZUK6PGLDHCGBwGbxhbcMrqop8D17fL685vAxjcZDCCifEMlhP6nEs6fP49+/fohICAA2lajUqlQvnx5rF+/HvXq1dOyhvwnIiJCPeOAq6uruYeT9219B7iwCqjVX87Nbkwnfwb2fgK4lgUmngdsOKtDvvfoPHDyJ3lWTaTuyJauDfRYYLiA057pwKlfgIZjgK7fGmad2myfApxdAvi9B7T/XLcx1R8BdPvReGOi7P23BNjxPgAB1BkMdPtJc8Clr01jgct/AfWGA91/MsgwyYRiw4Afa8tZSXoskLPYvColGTi7VPYMiI/IXePA+EjgwBeyqSSELD/oOFc2msys+V/IFWDxazLLqe2nQMsPcvgk84HTC4HdH8qgarVu8jM1LrVstHhVoNVUoHovGQwmIsoDcnIcqvcn18OHD9G+fXvcv38fxYoVw7Rp07B69Wrs27cPq1evxrRp0+Du7o579+6hY8eOePSIaan0irhw4OpGeb3+SONvr+FomQIe8VDuXFH+JARwe5/sM7GojWxyJVKAiu2AYduAsUcMm3GiNAc0eibAFXmZVT8AhZefvAw4YbzxUPZO/ATsmAJAAI3GAt1/yX0AANA0CLy6UdYsm0L0C+Dot7KHC+XOyZ9kAKB4VaD2AO3LWFnLprYTzgDVe+rfOPDmLvmYM78DEEDtgcCE/4Da/bPu/l+qJtD1O3n90Gzg3hHdt5lfXP5LXtYdIg/437sCtJkuexc9uwFsGAX81hS4uqngZksQkcXSOxNgwoQJ+O2339C7d2+sWrUKjo4ZUxvj4uIwdOhQbNy4EePHj8cvv/yS6wHndcwEyIEzi2SqY/FqMiXRFNMRnV0GbH9PpoNPusS5kPOTpATg6ga5o/zUX95mZSPTp5u9a7xSk+d3gF/qy9raaQ8Nc5D3qpQUYG5ZIDEaGP8vUKJq1svHhgJflwcggPdvAS4lDT8mytr9Y8CK1+X15lOAdp8Z7jNOCODnesDLe0CPX+VBijEJIZvV3d4rGxoO/4fTx+krMgT4qS6QGAP0/xOo9rpuj7u1B9jxARAeKH+v3gPo9DXgWjrz7ez6EPDfIn8v4g28/gNQMYeNjrdMAC6uBpyKA28dy3x7+c3z23LWBJU18P5NwLm45r7YMODf34FTvwLxSmZAtdTMgJ7MDCDLd+JHGfgr5gMUryIDlsWr6N9EmUzGJJkAu3btgpOTE5YvX641AAAADg4OWLZsGZycnLBz5059N0X5kRCas/ENRppuh7LuEFnrGPMcOP2babZJxhUXIc+4/lgb2PK2DADYOctmkJMuAb1/N14AAEjTHDBW1o0aQ+h9GQCwcZBfytlxLAKU9JXXA9kXwCzOLpGXdYYAr80w7GecSqU58D+/ynDrzcyN7TIAAMhmcsp88pRzR7+RAYAyDYCqXXV/XOWOujUOTEkBzi0HfmkkAwAqa8BvEvD2qZwHAACgyzeyD0n0M3nmu6A01r28Xl76tEsfAADkdLKtPwTeuwy0/hiwd5M9OjaMlA0Xr21mZgBZrue3gX0zgLsHZAbRjinA8i7ANxWBeRWAZV2A7ZNluczdQ3IWEzaptUh6BwGCg4NRrVo1ODtnfSbV2dkZ1apVw+PHRpzqhixP0Bl5sGbjKPsBmIq1rUznA2RKZkHvfGzJIoKBvZ8CP/gC+z6VTbacSwGvzQQmXwM6zgbcyhp/HGmbAwZfMM42lFKAEtV0zzRgSYD5RL/QNBRr/JZxtlF7kJwFIug08OyWcbYByKkpd30krxetIC/3fGK6MoT85OU9eYAOyM+pnAaGsmsc+Py2zD75Z5I8Q126DjD2ENB+FmBXSL8x2xUC3lgpA52BJ4GDs7J/jKUTQlMKkNX+SbpgwDRNMODvEXk7GMADNsrKyZ8BCKBsI5lFWamjnE4ZAGJeAA9OyJN4uz8EVvUEvq8KfOUpe4hsnSBPytzaC4Q+yJvvf1LTO2/VxcUFT57oVhv45MkTrV35qQBTsgBq9JFfpKbk2xs4Pl9OS3hivtxByo9OLZCNjHr9DpRvYe7RGM7T6/JL6vJ6OY0VALhXkR2ua/YzT8NHjzrAg+NA8EXjpGY/uSovdekHoPD2k1H8BwwCmNzldfK9WboOULqWcbbhWlrunN3aJZurdvjCONs5Mk/2UXHzBEYfkH02QgOAo/Py72ensRyaA6QkAT6v5e4zuVRN4M29msaBj84Bf7SWfQSSEwDbQkDbT4BGbxmmPKlYRTljwN/DZZpwuSZA1S65X29eFXQGCHsgM8qq6PA8HQsDrT8CGo8D/l0ov3uVYECJ6kCrD+W0i+YuExACWNULCAuUszFlNdUsFUyRT4BL6+T19rMAr6aa+xJi5Axbz27KnhjPbsqfl/dk89KH/8mftGwLyVKCktWBEr6ay1eza8gs9P52qF+/Pvbt24d169ZhwIBMGtsAWLt2LYKCgtChQwd9N0X5TcxLGSEHZCmAqVlZAe0+lTWu//4ONH47/9U5HvkGOPSlvH5uWf4IAoRckTu8SloyIM92N5sIVOpg3h2s0nXkpbGaAyqZACVzEATwbCYvn/rL/7lCRQ0/LspICOD8SnldaeBnLPWGyiDApbWy54C1rWHX//SGDCQCQJd58j3UeZ787Dz1qyx1KF7ZsNvUxa098oxUjT6WM8vL48vAlb/l9Xaf5X59SuPAqq8De6bJ79TkZBlg6Po9UMQr99tIy7cnEDQeOL0A2DJONlgtWt6w28grlCyAat1zlkGRNhhw+jf5Wj31l8GTEr5Av2WyrtpcHl8C7h2S1/95DxjwJ3t7UHpnfpfTh5ZtBHg2SX+fXSGZ9ahkPiqS4mUgIG1g4NlNGTBIjJFTgQefT/+YQu4ZAwMlquZ85hPKFb2DAO+++y727t2L4cOH47///sM777yD8uU1Xwj379/Hzz//jAULFkClUmHixIkGGTDlA5fWyQ+ZUjWBMvXNM4ZKHYByjYGgf2WN5uvfm2cchiaEPNt0dJ7mtnuHZUqWuc9C5MbzO8DyrnJGCZWVnK6p2SSgrJneP6/yqCMvQ67KmllDNwcM0SMTwLm4zJB4fhN4cFL3BmSUOw//kztDNo5Azb7G3ValDoBTCSD6KXBrt/y/MBQhZKp5ShJQuTNQpbO8vXJH+futXcCu/wFDt5j2QOLeYWBNfwCpn3WtpsrSCGM05DSkg6mZGjX6ZNyJzg3X0kC/5XL2m8RYGQQw1t/jtc81Z/v+Hg6M2gvYOhhnW+aSlKDpeVHrDf3W4VgYaDMNaDJO1k2fXgA8vQbsngYMNWM/jbS9PG7uAC6u0T49JRVM8VHAf4vldb+Jun+O2NjLUsUS1dLfnpwk+xk9uSaDYU/9gSf+MmAQ8xy4f1T+qKlk8FIdGKguexsVrZj3P98tlN5HBV27dsWHH36IxMREzJ8/Hz4+PihUqBC8vLxQqFAh+Pj44Mcff0RCQgI++ugjdOmSj1PHSHdpGwLWN2FDwFepVEC7GfL6+RXyQ8nSCQHsn6kJALT7TKYzxrwAQi6bdWi5EhsKrO0vAwBlGgDvnJU1qnklAADILyljNQeMeSnTsQFNsz9deaf2BWBJgOmcXyEvfXvJqcSMydoWqDMwdbsGbhB4ZYNsAmjjCHT+Kv19neYC1vbygFzpPm8K0c+BTW8BEIC1HRAeBGx7F/i1IXD57/QN8vKSgBMyg8nKRtOTxtC8mwOV2hv3O9XGTgYcHIvKs8p7phlvW+ZyZ5/8znEuBZRvmbt1ORaRwYDRB+Tv9w7L97A5CKHJwPROzQzc/ZEsDSACZAZbXLjcn9GlDCY71jaAeyWZRdTmY6D/amDieeDjYGDMITmzTZMJQIXWMpgNIUvNbu6QJ+c2jAR+bSRnRlJKFMigcnVqcO7cudi2bRuaNm0KlUqFuLg4BAUFIS4uDiqVCn5+fvjnn38we/ZsQ42XLN2DEzJFyNZJ1m+bk7efPGuSkgQc/ir75fMyIYA9H8seB4CcOqrF+5ov+7sHzTa0XElOAv4eCby4A7iWBQaulfWpeY2Vlab2O/iiYdet9AMo7AU45HDaUS8GAUwqLkLOGQ4YvxRAUTd1O3f2yWaZhhAXLj9PAKDl+3J6ubSKlgeaT5bX90w3TZNAIWTTqagQmeHy/k2g4xyZVvryHrBpNPCbH+C/LW81PhMCOPC5vF5vWN78/MoJt7JAn0UAVDKgf+kvc4/IsJRSgJp9ZcmFIRSvDHjUBUSy5kDc1B6dlwf8tk7ye7RcY1nHvWU8m7cRkJwoM1YA2QzQUO99bewKAWXqyf5JneYAw7YC/7sN/O8uMGwb0OkroO5QmSls6yRPrux4H4h6arwxFVC5zg9+/fXXcfz4cYSHh+PChQs4duwYLly4gPDwcBw9ehRdu+ZgChzK/5QsgFr9cn5AYwxtP5WXl9fLlCVLlJIi03aVD/Cu38k0REAzJZSlBgH2Tpc1jLaF5I5LXm5k5FFXXhq6L4DSDyAnpQAKJQgQckUe2JFxXdskayCLVcpYT2ks7j6y/4NIkem9hnBojiwxKOYje25o0/w9GZiKeAQc+9Yw283KmT9kyYO1PdB3iexP0HSCnAa07acy6+LZdWD9UOCPVrI7dV4IBtzaLcvObByBllPNPRrD8HlNlmEAwPb3ZLPW/CA2DLi5W1439KxFNVJLg65uNOx6daWUAlTpBNi7AL0WygOsgGOyDpwKtmtbZGaVU3Gg9kDzjMHJHajQCmjytmxEOuYgMC0I8KgHJERZ/sm6PEjvIED58uVRu3ZtJCQkAACcnJxQu3Zt+Pn5oXbt2pwNgDKKfi7P0gCyFCAv8KgDVO8JQAAHvzTzYPSQkiJ3wv5bDEAFdP9Z1oYqlCBA0L9yqi9LcnaZ7LQMyBkOjNVl3VCU5oCGzgTQpx+AwrW0nNZNpACBpw07LsoobUNAU5Y61RsqLy+syv1ZvceX5AE3AHT5NvPGe7aO8owNAJz8RU5PZywhV+V0oICcBSHt/4K9M9DyA2DSZXmQbecsn8OafsDSjq/UnJpYSjKwPzULoMm4/NWAttWHMo03MQZYPyx/TBl5fZvsV1S8mn6ft1mp0RuACgg8BYQFGXbd2UlJ0WQg+PaWl0UraGYU2T9TNnKjgkkIOesHIKe0zUt9PqysgQ5Kk+vlfJ8amN5BgKdPn8Le3h52dnaGHA/lZxf/lNNmedTTNFLLC9pMl83mbu4Egv7Lfvm8IiVZpseeXyHH32thxhTkYhXl1F7JCbI5nKUIOC6zGwCgzSdA9e7mHY8u1M0Br8gyBkN5kotMAECTDRBw3DDjIe1Crsqp2qxsTH8mpXoP2ZMiNEBOVamvlBSZdilS5MFCxTZZL1+ls2xOmJII7JpqnDPvCTHAhlHy4KxyJ6DRWO3LORYG2k6XwYBm7wI2DjL4uaKb/Ak6Y/ixZefyepmd4OAG+E0y/faNycoa6L0YcCkNPL8F/DMxb2Re5Mbl9fKy1huGD+K5emg+i02dDfDwjMzYsXeVWRyKBqOAiu2ApDhg81syJZwKnnuH5H6GrRPQ4E1zjyYjbz+gSldZTrNvhrlHk6/oHQSoWLEiwsLCDDgUytdSUuSZXcA80wJmpXhloM4gef3A55axI5OcJL+0L60BVNZA70VAbS1TdapUQMXW8rqllAS8vA/8NVT2aqjRR57lswTGaA6YlCCnaQOAkjX0W4e6L4AFBYEs0YXUxnxVuph+DmQ7J81MBLlpEHhhlez8bucMdNShl49KBXT+Wqbo3z0IXP9H/21nZs80+f/kXEo2ksru4MypmDxzNOmSDBhY2cpsgCXtgT/7GT5TJzNJ8bKsApD9ExyLmGa7puRcXDYKVFnLA1uls7glCguSqfGA8foVKf+jVzcYZ/2ZUfqUVOmS/iyvSiXTrh0KA8EXgGP5ZJYkc4gNk1OXWsL+46uULIB6Q/PuVMLtP5efM7d2AfePmXs0+YbeQYAhQ4bg7t27OHPGDNF1sjz3j8ipQuxd5YFdXtPqI9ltOuCY7OCblyUnAhvflHNOW9nIuYezmorMkvoCxEUAawcCsS9ljb0uO/15hTGaAz6/Jc+y2rsBhT31W4cyQ0DwhfyRspsXJcZpuhfXG26eMSglAde3yR3SnIp+AexPPcvS5mN55lIXRStoznLvnmbYsiP/rTIFFCqg9++yZlRXLqWALt/IbtT1hskdyNt7Zb+Av4Yav4797DIgPFCeKW/0lnG3ZU6eTYD2s+T1PR/LbBhLpByYezUHCpczzjaq95Df2SFXTJfWnJKsmcGjRu+M97t6yD5CgJxZ6NH5jMtQ1oQA1g4A1ryR+nllQR5fkvu8KmugyXhzjyZz7pVk5goA7P2EzSwNRO8gwPvvv48uXbqgR48e2Lp1K4QlRr/IdNQNAfvLs1Z5TeFymjSoI/PMO5asJMUD64fLL3UrW+CNVXLHIivlWwFQybnLDdU93BhSkoFNY2T6rHMpYMAaWXdsSZS+AIZqDqhuClhD/2BIYU9ZEiKSZXo0Gd6N7UBcmJzBIrsUemPxqCfnV06KkwHCnDowU06NVsI35wetzSfL91jEQ+DYdznftjZhqdP/AbIJYYXW+q2nsKfslfLOf0DNNwCoZKBkQVNg01gg8olhxptWfKSc4gqQtfN2hQy/jbyk6QSg6uuy7Gz9CDmtqSURQjPLQa03jLedQkVl+j0gp+A0hcBTQNQTWZJSIZPPppp95ZSmKUnA5nFAYqxpxpZfXN0oX2dA9lOxpOOhkz/LS99eQBEv844lO60/ktmWjy+aPpsmn9I7CNC+fXtERUXh+fPn6N27N4oVK4bGjRujbdu2Wn/atWtnyHGTJYl8IuvtgbxXCpCW3yQZpQ88mTdnCkiMk2ewbu6Q6bcD1wJVdZjLtVBROR0LANw9ZNwx5saBz2UnbRsHGQDQ9UxkXqL0BTBUJoAyPaC+pQAKr2bykiUBxnF+hbysO8S4UytlRaXSZAMoDQp1FfSf5jFdv5PzO+eEXSGg01x5/eTPwIu7OXv8q5KT5AF6XLicJqrN9NytD5D9UfosAsafAqp1ByDkdHALGhu+RvvUAiDmuSwRqjvEsOvOi1QqmbVVpLzMftg8zrLO1D25KoPP1nbZB9VzK21JgCkOFpVSgKrdAJssenh1/R5wLilLbw58YfxxhVwBNr9t+d9JibHp69Sf+ltOE96wQM37wy+TWWDyEid3oEXq1LQHZjFYZQB6BwEOHz6MI0eOIDk5GUIIhIWF4b///sPhw4cz/aEC6sIqGWEu1xgo6Wvu0WTOtbQ8mwHkvdrGhBhg3UDg9h451dSgv4BK7XV/vHIGIK+WBFxcq6lL6/ErULa+ecejLyUTwFDNAUMuy8vcdqpWSgIenMjdeiijl/dSO9CrgLqDzTuWWv3lgUzIZZnmqYvkJGBH6o5VncGAV1P9tl21q2w6lpyQ+yaBx76VwVg7F6DPYsDaVv91vapENaD/KmDMIfl/FRsqGw+uHy5nsMmt6Oeas2ttPzHs2PMyx8LAGytlgPr2HpkaHWghmUeXU7MAKneSz8OYqnSR3+Ev78kSLWNKTpIlNQBQo1fWyxYqCnT/RV4/vcC4dddXNgCL28ueRqt6AwEW/L108meZAeVaVjMN5Nkl5h2Trk4tkBmCFVoDpWubezS6aTIecC0jpzNUZo8ivekdBDh06FCOfg4ezKMHH2RcKcnAudSzZHllWsCsKNPrXfpL1qfnBQnRcofq7kHZvXXw3zlPOVb6Atw7lPfO0ASdkZ2lAaDFB1n3N8jrivnIpmpJsbKePzeESDM9YG4zAVKDAI/OMXpuaBdWy8uKbfXv22AohYpqApm6Ngg8u0QGrRwKa2q79aFSAZ3nySDEnf3AjR36refBKeDI1/L669/LngPGUKYeMPqgTNdXWcsSqwVNct/c8Nj3QEKk3Kmu3tMQI7UcpWsB3eYDUAF39gFLOwBLO+XthmkpyZrU/Fr9jb89e2c5qwZg/FkCAo7JjBTHoqllgdmo3AGoPwKAALaMN/w+UHISsGe67GmUFCvHlRQLrOkPPLTAXhIRwcDxH+T19p/LshhABl4MEVA0ppiXmuyvZhaQBaCwdQTafSavH/te9rIhvekdBGjVqlWOfygPSUkGDn8lO7Eb092DMj3QoTDg29O42zIE7+ZA8apAYrTm7IA5xUcCq/vKL3M7F2DoJqB8i5yvp2xDeXAa80Iz5VxeEBYErBskzx5Wfd0wab/mZGUFlEptDpjbvgARwbJBospazludG0UryAZlyQmy+zsZRnIScOFPef3V6TnNRSkJuLI++4BPZAhwMHUO5naf5azxnjbFKsrp+YDUJoExOXt8bKjsCyJSgFoDjFufDcj06DYfA2MOyP+x6GfAX0OAjWPkWHIqLAj4b5G83m6G/DwoaOoMkv0X6g6VfWsCT8kg9m/NZHA9r01DF3AMiHwsZ2+o1ME021SXBGyU+2LGci011bt6d90zUjp8CRT2kvtte6YZbiwxL4HVvYFTqdkGzacAk68C3i1k0Gx1b03Q21Lsnwkkxsgs1xp9ZGDRo678nlWCw3nV2SVyP7dkTc1JIktR8w25nxUfoQkYk170/oaysrKCu7s74uPjDTkeMpWDXwCH58pO7MY84600BKwzyDKavKlUmmyAM4vMe/YiLhxY1Uumxdq7AUM3y07M+rCxk1+2QN4pCUiIliUO0c/kF1Gv3/PHTrNHXXmZ274ASj8A98rpp3XSh0rFvgDGcGcfEBUCFCom03zzgvKtZZO+uPDsz2rv/VTuSHnUSz0DaAAt3pepseGBmrNkuhAC+GeSTPMsWgHo+q1hxqMLj7rAW0dkg0OVlQyg/NoEuLU3Z+s5/JU8APBuYXk71obkXklOPffeZRkUsnOWtdKbxwI/1QX+/T3nASJjubxeXvr2yrpm3pB8XpON+iIfG+/zODlR8//vq2VWgMzYuwC9FgJQyQPZm7tyP5bHl+WsHPePyGzGfiuA12bIJtED1wFlG8nGqit7AM9ymUFnKkH/aU4UdZqradyrNJg+tyzvZV0qEuPk/yAgewFYygxMCisrGawCZDDj+R3zjseC6b3H7ezsjIoVK8Le3t6Q4yFTaTRWdmB/dl2eeTFGNDr8kWz0BhhuB9MUavWXX1TPbwIBx80zhthQ+YX48D+ZRTF8K1CuYe7WqZQQ5IUgQEqKbB4VcgVwKg4MXCPTJPMDpTlgbjMB1DMD5LIfgEIpCTDXezo/UtIpaw803QFEdqysNM3osmoQeP+oPNiFSjYDNFRDQzsnTZPAE/N1bxJ4fqVMo7WykX0A7F0MMx5d2dgDr80ERu0FilWSwZ01/YCtE2RAJTtPb8gaZ0Cux9J2rI3B1UPurE++CrT9VH7WhwfJnhHzawCHvzbvTAIJMYD/NnndFKUAChv71OaUMF6X83tH5H6EU3GZ4ZgTXs00GT3b3s1davuVDcCSDrIJXZHywOj96bNC7Z1liWOpWrJ0YWUPIDRA/+2ZQkoKsPsjeb32INm8VFGjtzxpExqQN/a1tLm0Vp58cSsng1+WqEIroFJH2W9MmdqWckzvIEDVqlXx5IkRptYh03D1kB3YbRzkgfqBXNSCZub8SpnW6dUcKF7F8Os3FgdXoHbqDoE5GgQKIWcBCL4gzzCO2K45u5wbypmpwNPmPwtz5Cs5TZe1HdD/T/PXUhuSoZoDpp0e0BCUHcGH/8mpJil3Ih7LWmcg75QCKOoMAqCSqc4v72W8PykB2PGBvN7wTc3sIYZSrZv8vElOkDvL2WVUPbsJ7PpQXm/3WfqdalMr1xAYdwxoMgHqs6ELmmU/s8rBL+T3XdXXgbINTDJUi+FYBGj5AfDeFRlwKuItS9MOzwF+qCFLR8Ifmn5ct3bJVPTCnjKl25SUkgD/rfL/0dDUpQA99AvwtZkOlKguDxa3v5fzrMhX6/99XgPGHgJKVs+4rGNhYOgWWYoZGQys6CZPIuVVVzcAj87Kk0VKfbrCzgmoM1BeVzJh85KUFE1JRpPxlt24tP0smbl1YzszHPWkdxBgzJgxCAwMxI4dejb/IfMrW1/TDfbEfODSOsOtOzlJcxYqL08LmBmlJODGdrmzb0r3DsmddxsHYPh2w50JLuYjI7/JCeb9wLy6MU3jr/mAp4l3voxNaQ6YGJO75oBKOYCh/v7ulYFC7nIeeWN3pdbH89typ3HvJ8bvVWIIl9bIzsrlmuS9IGfhcpqgn9KzIK3Tv8pMp0LusoO9oalUQOdvZE347b1ZpxQnxgEbUg8UKrQBmr5r+PHklK0j0GkOMHKnPGCNeAis6glsnwLER2VcPug/+V2hssp4UEAato7yu/Wdc0CfJfKzLTFadqP/sbacMu7pDdONRykFqNXf9Jkb3i3klHyxoYY/Y5wUD1zfLq/npBQgLVuH1BI9W1lWoLxWutBW/z9ovQwGZcapGDBsq8wWCAsEVnYHop7qN3ZjSojWTAnYYoqcVepVDUbJy1u7zBPcysrNncCLO7IcJa8Fr3OqRFWg3nB5fe8nebf5aB6WqyDAuHHjMHDgQPz44494+dKMKV2kv1r9ZA0nAGybKHdmDOH2XhnRLVRMnhWyNCV9Ac9mMtVImQPcFIQADqWm0tYfqT1qri+VSk4FA5gvTe3Redl1GJDphuaeUs0YDNEcMCFak0Zd0kBBgLR9AfJKSYAQMi19TX/glwZyp/Hkz8DP9eSBoZINkdekpGi67+fVHSmlQeDFNekzUsKCgCPz5PUOX2a9Y54b7j5As3fk9d0fZt6kcP8M2ay0UDFZi5yX+oJ4NQPGndAEhc8uARb6pZ/STAjZIAyQGRh5LSCUF1nbyDPhbx0DhmyUB8QpSTKwtqCx7FUUdMa4Y4h+LmexAGSjMVOzstYcoBu6JODuQSA+XDaD9dRzyk9AzvbQOjVDZ+f/dDugzaz+X5dsBJdSwPBtsqfIizvAyp7mLRfR5sSPct+2sCfQ9B3tyxSvIt/TIkUzO1ZeoUzF3HB0/ijBbD1NnnR5dE6T/UI60/vbtkKFCti9ezdiY2MxZcoUFC9eHCVLlkSFChW0/lSsWNGQ4yZDavMJUKUrkBwvO7UbIg1L3RBwsKx/s0QNlQYvy03X0fjuAeDhGZkF0Pw9w69fOTtojiBAxGP5/kqKk12YX/vc9GMwFaUvgL7NAZ/4AxDyTJFzcQMNCpqSgAdmnpc5KUFmHv3eQqZ+3toNQCWb6/m8Jneerm4AFjYHVveRQYu8FOV/cBwIvS9n7Mirs55U6SIPrCOD5eeKYvdHMkvFsxlQe4Bxx9Dyf3JO57BA4Pj8jPff2qOZ67nnQnkQkNfYO8sU9mFbZSZVaACwvKtm9oO7B+T7wdoeaPWRuUdrWVQq+f8+YrucrrFaNwAqebZySXs5S4Oxmqtd3SQDDx51geKVjbON7CglATd2ysCvoVxVSgF65j6o5jcZKNNABhW2Tsj675Fd/b8uCnvKQIBzSeDpNfn5n1emaw4L0hxEt/8i64a9SjbA+ZV5Z0aMwNNy/9LaDmj0lrlHYxguJQG/9+T1/TNZ6phDen86BAQEICAgAMnJyRBCQAiBZ8+eqW/X9kN5lJUV0Pt3oIQvEP1UdmzPTc146ANNhN2SGgK+qlp3wKmE7OCr75zXOZE2C6DBm8bZIa7QGoBKNoQ0ZZlDYqwMAEQ+lnV/fZYYrhFZXqT0BdA3EyDksrw0VCmAQskECPzXPDsmMS+BY98B82sCm9+SZ/ptCwENxwDvngMGrpVnBt86KqdcUlnJz5LlXeVBwfXteaPjslLqVLOvrAHNi2zs5TR7gGa8t/ampq1bywNbY6dA2zkBHWfL68d/SF/mERkCbHlbXm/8tpyjPC+r0Bp4+2Rq5oeQKey/twB2fyzvbzRGlmGQfsrWB/qvTjO9oI1sXHnQCP2KAE1nd1M2BHxVmfqy3CQx2jBd+AH5XXtzp7xeQ89SgLSsbWRZgI0jcO+wzIZ5VXKSTMfWpf5fF8UqyqCbY1Eg+LycYtKQQRJ97Z8hT2J4NpO9FrJS9XW5/xgVovl7mNuJn+Rl7QHy4Dm/aDpBZr2EBQJn/jD3aCyK3kGA+/fv5+jn3j0tzYko77B3kTvghYoBjy8BW8frf+bt/AoAQu40FbPgDBAbO6B+ar2RKRoE3tkvm83YOBonCwAAChXVNBm8l02jK0PaNlF+mTsWke8zB1fTbdsclEyAkCv6zbyh9AMoaaCmgIoSvnK2icRombZpKs/vADveB37wlU1Io0Lkl3a7GcDka3I6uLSfFaVrA32XysBAg1HyLOvD/4C/Bst04Qt/GqeZli5iXmo6iufVUgCFUhJwa7fcQdr1P/l70/GGLTXKSvWeQPlWMtNM6aidkiKDQDEvZKCrvYVkBTm4At1/BgZvkO/fF3dkbwU7F1n3TLmnTC/YY4H8/fgPwMW1ht3Gi7vyu1ZlLYON5qJSabZ/daNh1nl7H5AQJbNWyuZyRiGFuw/Q4Qt5fe+n6adki3kJ/NlHlnEButX/66JENTktsr0bEHgKWDdY9g8xl8B/U/9GKqDzV9kHUG3sNJ+//2kJnJjas1vAzR0AVECzieYejWHZFdL0tjn6Td4rIcnD9A4CeHl55fiH8rgiXsAbq2QjmGub5T9TTiUnym7KgKxpt3T1R8izkQHHZAdrYxECOJyaBdDwTcC5hPG2ZeqpAh+ek2d0rGyAN1bKOcDzu2I+sh5S3+aAIQZuCqiwstJkAzwwcl8AIWQa/9qBst7/v8Xy9ShVE+j1BzDpsmysVKho5usoWgF4/QfZVbz5FMDeVb6eW8cDP9UBTv2qvVGbMV1eLw9oS9Y0zKwdxlSimkzlTUmS9bWhAYCLh2nT1lUqoMs38v//1m7g5m7g5E/yrKJtIaDPUssrGavUHhh/Sk4NqTQDdCpm7lHlL7X7a/oV/TNRpjIbitLkrmIb437X6qJmP3l5e59sEphb1zbLy+o9DJvp0+BNeWInKVYG8JKTZJD7j1ap/8s5rP/XhUcdOX2grZM8afH3CPNksKWkyL4mgJx+tXRt3R5XfwQAleyPYO657E+lBmmqdJGBtvym9kB50iQuXL9jlwIqD3XgoTzB20+miQLAodmaM166urkTiHoi67mqdjX8+EzNraz80ASMG829vU82NrFx1NQ3GYu6L8Ah06RWK+lZNfsB5Vsaf3t5gZW1bKoE5LwvQEoK8OSavG7oIAAAePnJywAj9QVISpA72X+0kmn8N3cCEEDlznK2i7eOyR18Gzvd1+lSUu5cTr4qe0k4lwQiHgF7PpbZBYfmANEvjPN80hJC0yi03jDLmAteyVZ4mdpostNc0zeEKl5FpmwCcrqxg6lnFTt/bb567NxyLCIbGU4PARqPNfdo8qc2n8i06uQEeSY49EHu1ylE3igFUJSoJjO0UhJlF/7cSIhO7a8Cw5QCpGVlBfT4VZ6Zf3QW+Hs4sLh97ur/deHZWGYPWtvLbvubxuqXXZcbl9fJGXXsXHI2+0dhT6ByR3ndnNMFRoZoZv/ym2S+cRiTlbUmW+XMIu1T41IGOgcBjh49ikuXLum1kY0bN+Knn37S67FkBvWHyxpNQEZ8c5I2rHzQ1R1i2fOPpqV0hr601jhnHYWQ8yUDQKPRhm0Ep03ZRjKyHvNck3ZuLNHPNR1bG40x7rbyGuUscU77AoTel+n6No4yo8DQ1H0BTht2Zyo2VKbu/lgb2DRGlhXZOMozSO+cBQatA8q3yN2Bs4ObLJWZdBno9qPMFIgLk1NO/uAL7Jwqd0qN5dF54Km/3CGt1c942zGkGr3l/zsgA4DZ1bIaS8upMgsh8rHMTKjeU9Z+WzpLy2KwJFZWQO8/ZDA05jmwdgAQH5m7dT48Kz9jbZ3yzomKmqklAVf+zt16bu2R2VZFvAGPerkeVgZuZWVWDyB7ixii/l8XFVrJfhFWtnJ/YttE0/WGiY8C9qeWK7X8IOeZI0qDwIt/Zj5DirH9+7sMpJVrnP+mZE6rYlv5fkxJ1PzNKEs6BwFat26NiRO115EULVoUr7/+eqaPnT9/PiZPnpzz0ZH5dPhSztmcGCPTeXWZr/XFXZkWBpVm7s78oHwreTAWHyHT2g3t1h4ZZbYtBDQzQZTWxk4ejAHGLwk4v0J++ZSpL38KEqU5YE4zAZSmgCWqGad5Yqla8oxGfLjhgkCX/wZ+qCm780YGyzP1bT8FpvgDr39v+PRDWweZavnOWaDfcpmemRQLnPkd+LGOnG/cEKm1r1KyAKr3MN7UeoZm7yKn+SpVyzTNADMdh7OmSaBbORnEsYRMCjIvOydg4F+p3eL9gY2jcxe8VLIAqr2ed5p6Kn0B7h+TZ231pQTcfXsZ73+r1hupGRQqw9X/66JyB6DvEll+c3G1TM83xYwxx7+XPWyKlAeavJ3zx/u8Brh5ymC1UqphSvGRmmaO+a0XgDbtZ8n3iP8W408zmg/kqBxAZPIPFxYWhoiIPDKFBxmGtQ3Qb5k8+I14CPw1JPupN84tl5c+r8n+AvmFlZU8mwnIkgBDfvGk7QXQaIzxswAUFUzQFyA5CfgvNTOkYQHLAgDSNAe8nLOdVnU/AAM3BVRY2wCeTeT13JYEJMXLhn+bRgMJkbImr+dCWcPf8oOs6/0Nwcpa7vCOPQIM3SIDdiJZzje++DUZmDSU+ChN86683hDwVX6TgHHHzN+Po0ZvYMQO4M19gGNh846FLIdbGWDAWjl17q3dsku7PpITNf/Dtd4w3Phyq4i3zNCD0P9AMT5SlhUCgK+BSwHSUqnkbAEf3jds/b8uqvcAev4GQCXLDPfPNG4gIDQAOPmLvN7hS/2yfqysgQYj5HVzNAg8v1LWyRfz0ZS25mclfeXU5ACwZ3remlo4D2JPAMqcYxFg4DpZAxb0L7B9Sub/UEnxMt0JABrkg4aAr6ozSKY2P7lq2AZFN3fJdHFbJ9NkASiUvgCBp3I3HWRWbu2WAaRCxeSBWkGjb3PAkCvyslQt44wLSNMcMBdBgLBAYGknzcwZLafKqf3qDDR9irRKJZt8Dd8GjNoLuJaVndsXtZVn1wzh2mbZdbtoBcC7uWHWWRB5NwdcS5t7FGRpytYHeqbOGHDyZ+D8qpyv484BIPalzCoo39qQo8u9mn3l5ZUN+j3+5i45fV0xH+P0kklLpTJfJlTtATK7DABOzDduE7h9M2QTWO8WuSsdqTtUljI8OivL5EwlORE4lfo/0+xdeUKrIGgzXWbWPjwD+G8192jytALyjiC9uVeSGQFKCtapX7Uvd/0fOd2TiwdQqaNpx2gKjoU1NcCGmi4wbRZA47Gm7S7tXkkeKCUnAIEnjbMNpSFgveEyfbug0bc5oLGmB0xLOYh9cFK/2spbe4GFLTTTPg7eALSdbtqzQpnxbAyMOSjLT+LCgFU9gXMrcr/e8yvlpaU0BCTKb2r00cxssX1yzjOZlFKAGn1lRlRe4ttL7mc9OqtfUzMlg8CYpQB5RYNRQIfU0qJDs4GDXxp++sCAEzKlXGUFdNJhSsCsOJcAqnWT103ZIPDqJnkixqkEUGuA6bZrbq6lNaUP+2eabzphC8AgAGXPpx3QMbVx3b5PNSlnaZ1dJi/rDct7X66GojQI9N+qW4+E7NzcKVPF7ZyBpu/mfn05oZw5BeQsAYb27KacFkdlpWmMUxApfQF0bQ4Y81J2vQdkWpuxeNSVkfLYl8CzG7o/LiVZ7nCt6ScPsD3qybP/ldobbah6cSkp085r9JFN6P6ZKFMD9a0lfnpdnlVQWQO1Bxl2rESku1YfygPdlERZpqjrAXNcROpMJchbpQAK5xKynAnQlCzoKjYMuLNfXjdmKUBe0uwdecYXkNkAvzQALq41TLPblGRgd2qwqd5ww5TmNUwtKb38t3wvGpsQcipWAGj8VsE7EdPsXZnxE3pf0xOBMmAQgHTTeJxMaRIpwIZR8iBP8eyWnHNcZWV5tbI5Ubq2rNtLSdQ0CNNXul4AJs4CUFQ0Yl+AM4vkZZUuQOFyhl+/pVD6AuiaCaCUAhTxBhxcjTCgVNa2QLlG8rquJQFRz4BVvTTplw3HAKN2y2mQ8iJbR6DPEqD1NPn7qV+AdYP06y6upB5X6SwDDERkHlZWQI8FMpAZ+xJYM0DWPGfn+j8yXd69iu7zvJta2pKAnNQy39wps/qKVzVul/68puX/ZA8a1zJAeBCwZRzwe0t5oio3teAX/5QnaOzdgLafGGasXn7y75MYrclIMaa7B2VWoa2TJgBRkNg7A20+ltePfG2cRsH5AIMApBuVCuj6PeDZTHbJXztAnrUEgHOpWQCVO8kGPvmZkg1wdrlsfKevG9vlAZ+di4xYmkP51gBUsuNyxGPDrTcuQk6nCBS8aQFfpWQC6NocUCkFMHZNJyB3SgDdggCBp+XO1f0jcqei92Kg67d5f3o0lQpo/RHQd6mmqdiSjjmbRjApXvN+zs9BTiJLYVdINgp0KQ08vwn8PTL772PlwKvWG3k3Xb7q64C1nczOenJN98ddVWYFKCBZAAqVSvagefcc8NpMedD+5CrwZ19gRTc5pWtOxUUAB2bJ662mAk7uhhurkhVp6AbT2pz4UV7WH245M9kYWp0hQPFqMgBw7DtzjyZPylEQIDw8HEePHs3wk9V9R48eRXi4DlFayvts7ID+q+R0Jy/vAX+PkGfVLq6R99fPhw0BX1W9h2x0F/EQuL1Hv3WkpACHv5LXG79l/A7qmXEqpjlTfe+w4dZ7+S/ZQM29sia9saByr5SmOeDt7JdXMgFKmjAIEHAi8x0SIWQfkOVd5dR/7lVkvb3SH8NS1OgjywOcSgBPr8mGgbpOH3Rjhzzj6OIBVGxn3HESkW5cSwMD18qGvXcPAHuzOGMbEQzcl/uqqJmHP7scCwOVOsjrV3VsEBjzEriXWtJXo4AFARS2jkDzycCki0DTd2QgJeAYsKiNDBDlpMfCse+A6GeywWKjsYYdZ63+sgzv2XXDNph+VfDF1HJMa/2mNcwvrG2ADl/I6//+Lmd7oHRyFAS4evUq2rRpk+FHpVJlel+bNm1w7VoOIpqUtzm5yy9eWyf5IbO0k6wNdvOUvQPyO1sHzdlAJeU9p278I6PV9q5A0wmGG5s+DD1VoBCa16XhmLx7xsVUrKw1Z/V16Qtg7OkB0ypTH7C2B6Kfyk76r4qLANYPA/Z8LOvqa/SRAYASVY0/NmMo2wAYe0gGWKKfActfBy6vz/5xSkPAuoPzb78TIkvkURfotVBe//e3zJuuXdkAQMhMxrw+fbFSEnB1o25ni6//Iz+fS9aUQeeCrFBRoONsmRlQawAAFXBtE/BLQ2Dn/2RJW1Ze3gNOp3bT7zBbnvgyJMfC8nsUMG6d+smf5WWNPnm3XM9UfF4DKrSW5TJbxuesSXMBkKMggBBC7x/KR0rVAHqndn5X0pfrD8sbncFNof5IACoZfX+u5eApK+myAMaZLwtAoUwVeO+Qfl3iX3X/qEzPtHOWU/mQ3FEFsv/ySUrQNOkzRTmArYM8MAYylgSEXAX+aA1c3yanNuryrayvt3c2/riMya2s7GNQpauc+mnTGODg7Mzf+6EBmrNsdYeYbJhEpCPfnkCb1CyAnf8D7h3JuIwS7MuLDQFfVbmT/P4MCwQe/pf98upZAXoadVgWpbAn0Pt3YNwxeRCYkiRnK/qpDnBkHpAQrf1xez+VB4sV2gCVjTTLlVKf778ViH5u+PXf2qN5T/hNNPz6LY1KBbT/Qu7HPDgB/NFKlgRe3SinUCzgdA4CpKSk5OonOdkAHTsp76j2OtD2U3ndykY2DSwoinhpviByOt3L9W2yBt/eFWg63vBjy6lyjWRWR/QzTUAnN5RpAWsPNG5jO0uibg54Ievlnt+UTScd3AA3EzVTTFsSoLi4Blj8GvDyrhzHqD2yt0N+yeqwdwb6rwb8Jsnfj84DNowEEmIyLnvhT3lZobVs1khEeU/LD2Saf0qSzF56cVdz35NrwJMrMkXcEg6UbR01c9Jf+TvrZaOfa8ocCmopQFZK1QSGbASGbZP9eRKi5JSCP9WV+25pDwLvH5W9mlTWQKe5xvu+86grZ9VJTgAurDLsui/9BawdCIhkOQ2mKU4mWILStYDR++VrYmUDBJ2WDc7n1wSOfJN9hkg+xsaApL8W78szhH2XAS6lzD0a02qY2vDu4mrtBw/apKTILqWArNPKC81abOw1c8YrZzz1FRakmYJJaaBIujcHTNsPwFQH3N5pmgMmxgLb3gW2vA0kxQI+7eX0f2Xrm2YspmRlBbSfJbuMW9nK+aCXd0nfIDMlGbiwWl5nQ0CivEulArr/ApRpIMsT17yh6QauZAFU6pA3vnN1ofQtuLY564aH/lvlAV/pOkDRCiYZmkWq0AoYc0g2iC3iDUQ9AbZPBhY0Afy3ydd4d+osMg1GASWqGXc8SoPAs8sMk4EJAKcXApvHyvdDrf6aMhmSPOoAfZcA712V04w6lQAiHwOHvgR+qA5sHqdfI0kLxyAA6U+lkmcIq3c390hMr2Jb+WUSF657Ax//LalZAG5AkzyQBaAw1FSB55bJKSTLt7TcunFj0LU5oCn7ASjKNpSR8YhHsvv/+ZUAVDK9dtB685erGFvdwcCwrYBjUZmpsaitpmzjzgHZDNGxiOzaTUR5l60DMGAN4FpW9jj5e4QssVLOptfqb9bh5UiF1vIzKfoZEHA08+WUtG9mAWTPykrWyE/4D+g8TzZ4fnEHWD8U+LmezIR0KKyZVs6YavSRGX9hD3K/3yWELGnb/aH8vfE4OW2itW3ux5kfuZaWf+PJV4Fef8jeSMkJcgagRW1kFuSVDfKzowBgEIBIH1ZWQIPU2q4zi7Jv4JOSrMkCaDpeNojJK5S+AA9OybPB+kiMA84tl9cN3VHX0unaHPBJaiaAKVP47JxkaiIAPL8ld4yGbgZa/U++xwsCbz9gzAE580FkMLCsszw7dH6FvL/2wLw/FSIRAS4lgUHrZND13mFgZQ8Z4HRw03TdtwTWtprShSsbtS8TGQIEHJfXfXuZZFj5go2dnJVp4kWg5f9kt/6wB/K+1tNME/i2KwTUHiSv56ZBYEoKsPMDWdIGAG2mA52+Kjjf3blhYw/U7i+bHY8+KIOEVrayD8fGN4H5NYDDXwORT8w9UqPiO4VIX3WHyLnHQy4Dj85lvey1zbLpm4Nb3puyxb0y4FpGNkp7cFK/dfhvAWJeyLMwlTsbdHj5grovwEXt9wuRphzAhJkAgKa/RbnGwFvHNJkhBUnRCsDofTIglhgjzw4ppS0Fqd8JkaUrVTO1cbEKCEz9PqveU2YKWJIaqbMEXN8mg+yv8t8KQMhsroLeAV4fDq5A20+AiRdkZmbDMZqmfaaglATc2i1LKXMqKQHYNBr4bzEAFdD1O6DV1PzTu8eUytaXnxmTrwGtPwacS8mSkcNzgB98gY1jgIfZ7ONbKAYBiPRVqKhmupespgtMlwXwjgwE5CUqVe5LApSGgA1Gcho1bZS+AJllAkQEyxpWlTVQ3MSlFH6TZCR8xA7ArYxpt52XOLgBg/7WZLKIFLmDXbK6ecdFRDlT7XXgtRma3y2pFEDh2VQG5+MjgDv7Mt6vnhWAWQC54lJKNgLs+q1pU+iLVwa8W8jvGSXrTFcJ0cDaAbLDvZUN0Gcx+zAZgktJoPWHwHtX5GxIZRvJZs1X1gOL28pywcvr81WpAIMARLmhRI6vbQKiX2hf5tpmmWrtUFimoeVFFZQggB7NAR+dkz/WdkC94YYdV36hZAI8zqQ5oJIFULyK6c9YWdvKSDhrCGUAq8s38qxKkfKygRARWR6/9+SZXr/35AG1pbGy0tT6X3ml71D4IyDwlLxevadJh0UGpGQDnF+p+3R1MS9lmcvdA7KUYeBfQM2+xhtjQWRjJ1/T0fuAsYdl6Ya1ndzP3TRGe1DOQjEIQJQbZerLKV8ym+4lr2cBKCq0AaACnl6TtYY5cWaxvPTtBTgXN/jQ8gX3yvILOzFaNiN61RMzlQKQdg1HA5MuApXam3skRKQPlUrWfLf/3HJrpJWSgFu7gbgIze3+W+SlZ9OCnb1l6aq+LrvURz0BbuzIfvmIYGBZF1m37lBYNrWt9JrRh1mgedQFev0GTPaXQcVyTYDKncw9KoOx0E9GojxEmS7w7JKMZ3mvbpRZAI5F8m4WAAA4FQNK15bX7x3W/XHRL+RzBNgQMCtW1kCpWvK6tr4AIWZoCkhERHlX6dpAMR8gKU7TowQArm6Sl76cFcCi2dhppp/NrkHgi7vA0o7As+uyZn3kLqBcI+OPkSTn4jKo+OYeuT+XTzAIQJRbNXrLqGxYIHBnv+b25KRXsgBczTI8nSmzBOSkL8CFlbKhoEddmRVBmVOXBFzMeJ85pgckIqK8S6UCavaT15WSgNAHwKOzgMoKqN7DfGMjw6g/HIAKuH808ymEH1+SAYCwQNnE9s097FVDBmGQIMCJEycwZ84cTJgwAW++mb67ZkBAAG7dumWIzRDlTbaOcqYAILVTa6qrG2Tqt2PRvJ0FoKiYpi9ASkr2y6ckA/+lRq8bjWVX2uwozQGDL6S/PT4KeHlPXi/JTAAiIkqllATcPQhEP9c0BPTyk43MyLIV9tTM0HN2Wcb7A04Ay18Hop/J/YNRe4Ai3iYdIuVfuQoC3LlzB40bN0bLli3x6aef4rfffsPy5cvTLTNv3jxUq1YNx44dy82miPI2pUHg7X3Ay/vpswCavQvYu5hvbLoq11jWrUc/lb0BsnNrNxAeJIMcTEvMXmbNAZ/6AxAyxY89FYiISOHuI8sCRLLsBXBNKQXgrAD5RoPU/ceLfwKJsZrbb+4CVveWM0R4NgNG7gCcS5hnjJQv6R0EePLkCVq1aoX//vsPDRo0wMyZM+Hj45NhuREjRkAIgY0bN+ZqoER5WtEKgM9rAARwdilw5W95dtexqOXUytvYA97N5XVdZglQpkWsN8zy5mA2h8yaA7IfABERZUYpCTj1q0wNV1mzFCA/8WknMwLiwjT9Hi6uBdYNlv0gKncGhm7Ku42lyWLpHQSYM2cOHj9+jAkTJuD06dP49NNPUbJkxtSkRo0awcXFBSdPnszVQInyPGWe1gurNFkAfhMBe2fzjSmndO0L8OwWcO+QrEtUprmhrFlZaw700zYHVAcB2A+AiIhe4dsbgEpTNla+JeDkbtYhkQFZWQP1R8rrZ5cApxYAW8bJ7I9aA4D+q2TZKZGB6R0E2L59O5ycnPDtt99ClU0tcIUKFRAUFKTvpogsQ6UOgJsnEBsKhN4HChXTzBxgKSqk9gV4cDJ9WtqrlN4HlTsBRbyMP678QukLkLY54JPUpoCcHpCIiF7lVgbwaqb5vQbL7/KdukMBK1s5F/2eafK2JuOBnr8B1rbmHRvlW3oHAR49eoRKlSrB3t4+22Xt7e0RGhqq76aILIOVNdBgpOZ3v0mWlQUAAMWrAC4esuP/g0yyd+IjgYtr5PVGFhbkMDelL4CSCZCSDDxJ7b+gTCFIRESUVo0+8tLKRs4vT/mLc3GgenfN720/ATrOAaw4iRsZj97vLmdnZzx79kynZQMDA1GsWDF9N0VkOeoNAxyLyIwApTzAkqhUmpKAe5n0Bbj8F5AQCRSrBJRvbaqR5Q9KJkDIZTkDw8v7QGIMYOMIFKto1qEREVEeVbOfzNRr+T+gUFFzj4aModWHskFz91/k35kzLpGR2ej7wLp16+LgwYO4cuUKatbMvKHVkSNHEBISgl692MmUCgAnd+CdszIrwM7J3KPRT8U2wMXV2psDCqFpCNhoDKPUOeVeWR7wJ0TJ5oDqUoDq8j1DRET0KgdXYNgWc4+CjKl4FeDNveYeBRUgeu/Bv/nmmxBCYNSoUXj8+LHWZe7evYtRo0ZBpVJhzBimDVMB4eQuswEsVYXW8vLJVSAyJP19AceAZzcAWyeg9gCTD83iWdsApVPT/h9fZD8AIiIiIjI5vYMAAwYMQN++fXHu3DlUr14dAwYMQGBgIADgs88+Q+/eveHr64v79+9jyJAh6NSpk8EGTURG5OQu5yUGgHuH09+nZAHUHsDpavSllAQEXwBCUoMAnB6QiIiIiEwkV7m8a9aswYcffoi4uDisX78eQUFBEEJg9uzZ2LJlCwBg6tSpWLp0qSHGSkSmop4qME1JQPhD4MYOeZ0NAfWXtjmgenpABgGIiIiIyDT07gkAADY2Npg7dy7ef/997Ny5E1euXEF4eDicnZ1RvXp1dO3aFaVLlzbUWInIVCq0AY7/ANw9KPsAqFTA2WVy3lrvFkCJauYeoeVSMgEenZOzMABASV+zDYeIiIiICpZcBQEU7u7uGDZsmCFWRUR5gWcT2cAu+qmcws69EnB+hbyPWQC5ozQHTIqVvxcpD9i7mHdMRERERFRgsLU3EWVkYw94N5fX7x0C/LcC0c8A1zJAla7mHZuls7ZJn/5fik0BiYiIiMh09M4EUJoA6sLa2houLi5wdXXVd3NEZGoV2wJ39smSgPhIeVv9kfIglnLHow7w8Iy8XqqWWYdCRERERAWL3nvz3t7eUKlUOXpM4cKF4efnh3HjxqFLly76bpqITKFiG3l574jsBWBlC9Qfbt4x5RdKXwCA0wMSERERkUnpXQ7g6ekJT09P2NjYQAgBIQRcXFzg4eEBFxcX9W02Njbw9PREsWLFEBoaiu3bt6Nbt26YMGGCIZ8HERla8aqAS2kZAAAA316Acwnzjim/UGYIADgzABERERGZlN5BgICAAPTo0QNWVlaYMWMGAgICEBYWhqCgIISFheHBgweYOXMmrK2t0aNHDzx9+hTPnz/HvHnzYG9vj4ULF2LDhg2GfC5EZEgqlWaqQABoNNZ8Y8lvilcFKncGqvcE3MqaezREREREVICohBBCnwf+/vvvGD9+PDZs2IBevXplutyWLVvQp08f/Prrrxg3bhwAYPXq1Rg2bBjat2+PPXv26DfyPCoiIgJubm4IDw9nDwSyfP5bgfXDAI96wJiDMjBARERERER5Sk6OQ/UOAtStWxfh4eG4d+9etstWqFABrq6uuHjxovq24sWLAwCePXumz+bzLAYBKF8RAri+DSjbEHD1MPdoiIiIiIhIi5wch+pdDnDr1i24u7vrtKy7uztu376d7rYKFSogIiJC380TkSmoVED1HgwAEBERERHlE3oHAZycnODv74/w8PAslwsPD4e/vz+cnJzS3f7ixQu4ubnpu3kiIiIiIiIiyiG9gwDt2rVDTEwMhgwZgsjISK3LREdHY+jQoYiNjUX79u3T3f7gwQOUK1dO380TERERERERUQ7Z6PvA2bNnY8+ePdi5cycqVqyI3r17o1atWnBxcUFUVBQuX76MTZs24dmzZyhSpAi+/PJL9WPXrFmD5ORkdOjQwSBPgoiIiIiIiIiyp3djQAC4fPkyhgwZgqtXr8qVpekcrqy2Vq1aWLVqFWrW1MyFffXqVbx48QLVq1dXNwjML9gYkIiIiIiIiEzJJI0BAXmAf+nSJezevRvvv/8+unXrhrZt26Jbt2744IMPsGfPHly4cCFdAAAAatSogVatWukdAJg3bx5UKhVUKhVOnz6tdZmIiAhMmTIFXl5esLe3h5eXF6ZMmZJlM8I1a9agUaNGcHJyQpEiRdClSxecPXtWrzESERERERER5TW5ygQwh+vXr6Nu3bqwsbFBdHQ0Tp06hSZNmqRbJjo6Gs2bN8fFixfRvn171KtXTx2sqFOnDo4fP56hUeGcOXMwffp0eHp6om/fvoiKisK6desQFxeHPXv2oHXr1jqNj5kAREREREREZEomywQwteTkZAwfPhy1a9dGr169Ml1u3rx5uHjxIqZOnYq9e/fiq6++wq5du/DZZ5/h4sWLmDdvXrrlb9++jRkzZqBy5cq4fPkyvvvuO/z+++84efIkbGxsMHr0aCQlJRn76REREREREREZlUUFAb7++mtcunQJS5cuhbW1tdZlhBBYvHgxnJ2d8dlnn6W7b9q0aShSpAiWLFmCtAkQy5YtQ1JSEqZPn55u2kJfX18MGzYMd+/excGDB43zpIiIiIiIiIhMJNdBgFWrVqFTp04oXbo07O3tYW1trfXHxkbviQgAyGaCn3/+OT755BP4+vpmutzt27cRHBwMPz+/DCn/Dg4OaNmyJR49eoQ7d+6obz98+DAAaJ2toGPHjgCAI0eO5Gr8REREREREROam95F5cnIyevXqhR07dkCXtgK5aT2QlJSEESNGoFq1avjoo4+yXPb27dsAgEqVKmm9X7n99u3b6a47OzujVKlSWS6vTXx8POLj49W/Z9V4kIiIiIiIiMic9M4EWLBgAbZv346WLVvizp078PPzg0qlQmJiIu7du4fNmzejSZMmcHR0xOLFi5GSkqL3IOfMmaMuA7C1tc1y2fDwcABIl9afltIkQVlOuZ6T5dOaO3cu3Nzc1D/lypXL+skQERERERERmYneQYA///wT1tbWWLZsGSpUqKC+3draGt7e3ujRowdOnjyJ0aNHY+zYsdi3b59e27l06RK+/PJLfPDBB6hXr56+wzWaadOmITw8XP0TFBRk7iERERERERERaaV3EODGjRvw9vaGt7c3AEClUgGQZQJpzZs3D87Ozvjmm2/02s7w4cNRsWJFzJw5U6fllTP6mZ25V9L10575V6ZS0HX5tOzt7eHq6pruh4iIiIiIiCgv0jsIkJCQgGLFiql/L1SoEADg5cuX6Zazt7dH5cqVce7cOb22c+nSJdy4cQMODg5QqVTqnxUrVgAAmjZtCpVKhS1btgDIvoZfW8+ASpUqISoqCiEhITotT0RERERERGSJ9G4MWKZMGTx9+lT9u6enJwB50P7aa6+lW/bhw4eIiYnRaztvvvmm1tuPHj2K27dvo3v37ihevLg6I6FSpUrw8PDAiRMnEB0dnW6GgLi4OBw9ehQeHh7w8fFR396qVSucOnUKe/fuxbBhw9JtZ8+ePepliIiIiIiIiCyZ3pkAvr6+ePz4MRITEwEAbdq0gRACM2bMSJdaP3v2bISEhKB69ep6bWfx4sVaf5o1awZA1uQvXrwYderUASDLEkaPHo2oqCjMmjUr3brmzp2L0NBQjB49Wl2+AAAjR46EjY0NZs+enW7s165dw8qVK1GxYkW0bdtWr/ETERERERER5RV6ZwJ069YN27Ztw/79+9G5c2f06dMHn3/+OU6dOoWyZcuiatWqePr0KR4+fAiVSoUPPvjAkOPO0tSpU7Ft2zbMmzcPFy5cQP369XHp0iXs2rULderUwdSpU9MtX7lyZcycOROffPIJatWqhb59+yI6Ohpr165FYmIiFi1aBBsbvV8qIiIiIiIiojxB70yAvn37YtWqVeop8ezs7LBv3z60bt0a0dHROHfuHIKCglC4cGH8/PPPGDhwoMEGnR0nJyccPnwYkydPxo0bN/Ddd9/h6tWrmDx5Mg4fPpyuREAxffp0rF69GiVKlMBvv/2GdevWoVmzZjhx4gTatGljsrETERERERERGYtKCCEMvdLHjx/jwYMHcHR0hK+vb4E6ix4REaGebYAzBRAREREREZGx5eQ41ChH56VLl0bp0qWNsWoiIiIiIiIi0pPe5QAVKlTAgAEDdFp24MCBqFixor6bIiIiIiIiIiID0DsIEBAQgODgYJ2WDQkJQUBAgL6bIiIiIiIiIiID0DsIkBNxcXEFqi8AERERERERUV5k9CDA8+fP4e/vj5IlSxp7U0RERERERESUBZ1Pz69YsQIrVqxId9uVK1fQtm3bTB8TGxsLf39/REVFoW/fvvqPkoiIiIiIiIhyTecgQEBAAA4fPqz+XaVSITw8PN1tmWnbti2++uorfcZHRERERERERAaicxBgxIgRaN26NQBACIG2bduiZs2a+Omnn7Qur1Kp4OjoiPLly8Pd3d0ggyUiIiIiIiIi/ekcBPDy8oKXl5f695YtW6J27dpo1aqVUQZGRERERERERIald8t+XcoAiIiIiIiIiCjvMMkUgURERERERERkfnpnAij27t2LXbt24d69e4iKioIQQutyKpUKBw4cyO3miIiIiIiIiEhPegcBYmJi0Lt3b+zbtw8AMj34V6hUKn03RUREREREREQGoHcQ4NNPP8XevXvh6uqK0aNHo2HDhihRogSsrFhhQERERERERJQX6R0E+Pvvv2FtbY29e/eiUaNGhhwTERERERERERmB3qftnz17hkqVKjEAQERERERERGQh9A4ClC1bFjY2ue4rSEREREREREQmoncQYPDgwfD398fdu3cNOR4iIiIiIiIiMhK9gwAff/wxmjdvjp49e+LChQuGHBMRERERERERGYHe+fzjxo1DuXLlcOrUKTRs2BB16tRBxYoV4eTkpHV5lUqFJUuW6D1QIiIiIiIiIsodlRBC6PNAKysrqFQq6PpwlUqF5ORkfTZlUSIiIuDm5obw8HC4urqaezhERERERESUz+XkOFTvTIBly5bp+1AiIiIiIiIiMgO9gwDDhw835DiIiIiIiIiIyMj0bgxIRERERERERJZF70yAtIKCgnDs2DE8evQIsbGx+Oyzz9T3JSYmQggBOzs7Q2yKiIiIiIiIiPSkd2NAAHj+/DkmTJiAjRs3pmsQmLYB4JAhQ7B27VqcOXMG9evXz91oLQAbAxIREREREZEp5eQ4VO9ygMjISLRq1Qp///03ypQpgxEjRqBMmTIZlhs9ejSEENi0aZO+myIiIiIiIiIiA9A7CDBv3jxcv34dffr0wY0bN7BkyRJ4eXllWK5ly5ZwdHTEoUOHcjVQIiIiIiIiIsodvYMAGzZsgL29PRYvXgxHR8fMN2BlBR8fHwQGBuq7KSIiIiIiIiIyAL2DAAEBAahcuTLc3NyyXbZQoUJ4/vy5vpsiIiIiIiIiIgPQOwjg4OCAyMhInZZ9/PixTsECIiIiIiIiIjIevYMAvr6+CAoKwoMHD7Jc7uLFiwgMDCwQMwMQERERERER5WV6BwGGDBmC5ORkjB07FjExMVqXCQ0NxZtvvgmVSoVhw4bpPUgiIiIiIiIiyj0bfR84ZswYrF27Fvv27UPNmjXRr18/PHnyBACwdOlSXL16FatXr8bz58/RoUMHDBgwwGCDJiIiIiIiIqKcUwkhhL4PjoyMxNixY/HXX39BpVJBWVXa62+88QaWLFkCJycnw4w4j4uIiICbmxvCw8Ph6upq7uEQERERERFRPpeT49BcBQEUV65cwebNm3HlyhWEh4fD2dkZ1atXR69evQpcLwAGAYiIiIiIiMiUcnIcqnc5QFo1a9ZEzZo1DbEqIiIiIiIiIjISvRsDEhEREREREZFl0TsIcPHiRYwaNQpr167Ncrk1a9Zg1KhRuHLlir6bIiIiIiIiIiID0DsI8Pvvv2PFihXw9PTMcjkvLy8sX74cf/zxh76bIiIiIiIiIiID0DsIcOTIEbi6usLPzy/L5fz8/ODm5oZDhw7puykiIiIiIiIiMgC9gwBBQUGoUKGCTsuWL18eDx8+1HdTRERERERERGQAegcBrKyskJCQoNOyiYmJSE5O1ndTRERERERERGQAegcBKlasiBs3buDx48dZLhccHIzr16+jfPny+m6KiIiIiIiIiAxA7yBAt27dkJycjDFjxiAxMVHrMklJSXjrrbcghED37t31HiQRERERERER5Z5KCCH0eWBoaChq1KiBkJAQVK9eHZMmTULjxo1RuHBhhIWF4fTp0/j5559x9epVlC5dGlevXkWRIkUMPf48JyIiAm5ubggPD4erq6u5h0NERERERET5XE6OQ/UOAgDApUuX0L17dwQFBUGlUmW4XwgBLy8vbN26FbVq1dJ3MxaFQQAiIiIiIiIypZwch+pdDgAAtWvXxtWrV/H111+jWbNmKFKkCKytrVG4cGH4+fnh22+/xZUrVwpMAICIiIiIiIgoL9M7EyAwMBAAULZsWVhZ5SqWkK8wE4CIiIiIiIhMKSfHoTb6bsTb2xslS5bEo0eP9F0FEREREREREZmQ3qfw3dzc4OXlxSwAIiIiIiIiIguh9xF8zZo11SUBRERERERERJT36R0EmDRpEkJCQrB06VJDjoeIiIiIiIiIjETvIECfPn3w1VdfYcKECZg8eTLOnz+P2NhYQ46NiIiIiIiIiAxI79kBrK2tc7YhlQpJSUn6bMqicHYAIiIiIiIiMiWTzA6Q09iBnrEGIiIiIiIiIjIQvYMAKSkphhwHERERERERERkZ5/cjIiIiIiIiKiAYBCAiIiIiIiIqIPQuB1A8efIEixcvxpEjR/Do0SPExcXh7t276vu3bNmCp0+fYtiwYXBwcMjt5oiIiIiIiIhIT7kKAmzZsgUjRoxAZGSkuvGfSqVKt4y/vz8+/fRTFC9eHL169crN5oiIiIiIiIgoF/QuB7h48SL69++PmJgYTJkyBUeOHEH9+vUzLDdw4EAIIbBx48ZcDZSIiIiIiIiIckfvTIA5c+YgKSkJixcvxsiRIwFAa7p/+fLlUbJkSVy+fFn/URIRERERERFRrumdCXD06FEUK1ZMHQDISrly5fDw4UN9N0VEREREREREBqB3ECA0NBSenp46LSuEQHx8vL6bIiIiIiIiIiID0DsIULx4cTx48CDb5ZKTk3Hr1i14eHjouykiIiIiIiIiMgC9gwDNmzfHy5cvsXXr1iyXW758OSIjI9G2bVt9N0VEREREREREBqB3EOD9998HAIwdOxY7duzQuszKlSsxadIk2NjYYNKkSfpuioiIiIiIiIgMQO/ZARo2bIhvv/0WH3zwAbp3744SJUogLi4OANCyZUtcv34dL1++BAD88ssvqF69umFGTERERERERER60TsTAAAmT56MHTt2oE6dOnjy5AnCw8MhhMDx48fx4sUL+Pr6Yvv27Xj77bcNNV4iIiIiIiIi0pNKCCEMsaLAwEBcuXIF4eHhcHZ2RvXq1eHj42OIVVuUiIgIuLm5ITw8HK6uruYeDhEREREREeVzOTkO1asc4NKlS7h9+zYAwMfHB3Xq1IGnp6fOUwYSERERERERkenlKAhw7tw5DB8+HNevX093e+XKlbF8+XI0btzYoIMjIiIiIiIiIsPRuSdAUFAQXnvtNfj7+0MIAWdnZzg5OUEIgZs3b6JDhw64f/++McdKRERERERERLmgcxDgm2++QXh4OOrWrYvz588jPDwcEREROHfuHGrXro2oqCh89913xhwrEREREREREeWCzkGAffv2wcbGBhs2bECdOnXUt9etWxcbNmyAlZUV9u3bZ4wxEhEREREREZEB5KgcoEKFCihfvnyG+ypWrIiKFSsiKCjIoIMDgLCwMEycOBFNmzZFqVKlYG9vjzJlyqBt27bYuHEjtE1uEBERgSlTpsDLywv29vbw8vLClClTEBERkel21qxZg0aNGsHJyQlFihRBly5dcPbsWYM/HyIiIiIiIiJz0TkIEBMTgxIlSmR6f/HixREfH2+QQaX1/PlzLF26FE5OTujZsyfef/99dO7cGdeuXUPfvn3x1ltvpVs+OjoarVq1wg8//IAqVapg8uTJqF69On744Qe0atUK0dHRGbYxZ84cDB48GE+ePMG4cePwxhtv4MSJE/Dz88Phw4cN/pyIiIiIiIiIzEGvKQJNqXz58ggLC4ONTfqhRkZGokmTJli0aBEmTZoEX19fAMC8efNw8eJFTJ06FV9//bV6+RkzZmDWrFmYN28ePv/8c/Xtt2/fxowZM1C5cmWcOXMGbm5uAICJEyeiUaNGGD16NG7cuJFh+0RERERERESWJkdHtuHh4Th69Gim9wHAsWPHtKboA0DLli1zODzA2tpa6+0uLi7o2LEj/P39cefOHfj6+kIIgcWLF8PZ2RmfffZZuuWnTZuGn3/+GUuWLMHMmTOhUqkAAMuWLUNSUhKmT5+uDgAAgK+vL4YNG4aFCxfi4MGD6NChQ47HTkRERERERJSX5CgIcPXqVbRp0ybLZVq3bq31dpVKhaSkpJxsLktxcXE4ePAgVCoVqlevDkCe1Q8ODkbHjh3h5OSUbnkHBwe0bNkSW7duxZ07d1CpUiUAUKf7azvI79ixIxYuXIgjR44wCEBEREREREQWL0dBgMzO8Bv7sYBsEDh//nykpKTg6dOn2LlzJ4KCgjBjxgz1Af3t27cBQP37q9Iul/a6s7MzSpUqleXymYmPj0/XCyGr5oNERERERERE5qRzECAlJcWY48hWWFhYulp+W1tbfPPNN3j//ffVtyklCWnT+tNydXVNt5xyPbOGh9qWf9XcuXPTjYuIiIiIiIgor9J5dgBz8/b2hhACSUlJuH//PmbNmoXp06ejT58+Bi0zyKlp06YhPDxc/WOMaRKJiIiIiIiIDMHiWt5bW1vD29sbH330EaytrTF16lQsWrQIb7/9tjoDILMz90qqftpMATc3txwt/yp7e3vY29vr9VyIiIiIiIiITMliMgG0UZr1Kc39sqvh19YzoFKlSoiKikJISIhOyxMRERERERFZKosOAgQHBwMAbGxkQkOlSpXg4eGBEydOIDo6Ot2ycXFxOHr0KDw8PODj46O+vVWrVgCAvXv3Zlj/nj170i1DREREREREZMnyfBDg4sWLWtP1X758iY8//hgA0LlzZwByGsLRo0cjKioKs2bNSrf83LlzERoaitGjR0OlUqlvHzlyJGxsbDB79ux027l27RpWrlyJihUrom3btsZ4akREREREREQmpRK5nbvPyN577z0sXrwYbdq0gZeXF5ycnPDgwQPs2LEDUVFR6NOnD9avXw8rKxnPiI6ORvPmzXHx4kW0b98e9evXx6VLl7Br1y7UqVMHx48fh5OTU7ptzJ49G5988gk8PT3Rt29fREdHY+3atYiNjcWePXvQpk0bnccbERGh7jOgzC5AREREREREZCw5OQ7N80GA48ePY8mSJTh9+jSCg4MRExODokWLol69ehg2bBgGDBiQ7sw+IBsDfv7559iwYQNCQkJQqlQp9O3bFzNmzMi0yd+ff/6J+fPn49q1a7Czs0PTpk0xa9YsNGzYMEfjZRCAiIiIiIiITClfBQEsDYMAREREREREZEo5OQ7N8z0BiIiIiIiIiMgwbAyxkhMnTuDIkSN49OgR4uLisGTJEvV9AQEBSEhIQOXKlQ2xKSIiIiIiIiLSU66CAHfu3MHgwYNx9uxZAIAQAiqVKl0QYN68efj9999x+PBhtGjRInejJSIiIiIiIiK96V0O8OTJE7Rq1Qr//fcfGjRogJkzZ8LHxyfDciNGjIAQAhs3bszVQImIiIiIiIgod/QOAsyZMwePHz/GhAkTcPr0aXz66acoWbJkhuUaNWoEFxcXnDx5MlcDJSIiIiIiIqLc0TsIsH37djg5OeHbb7/NMEXfqypUqICgoCB9N0VEREREREREBqB3EODRo0eoVKkS7O3ts13W3t4eoaGh+m6KiIiIiIiIiAxA7yCAs7Mznj17ptOygYGBKFasmL6bIiIiIiIiIiID0DsIULduXQQHB+PKlStZLnfkyBGEhISgSZMm+m6KiIiIiIiIiAxA7yDAm2++CSEERo0ahcePH2td5u7duxg1ahRUKhXGjBmj9yCJiIiIiIiIKPds9H3ggAEDsGnTJmzYsAHVq1dHx44dERgYCAD47LPPcPXqVezcuRMJCQkYOnQoOnXqZLBBExEREREREVHOqYQQQt8HJyUl4dNPP8X8+fMRHx+vWalKBSEE7P7P3n3HR1HmfwD/TNqmh/ReSULoIL0HlGYDBRQQEAQUT8+z3A8PG0UQ0TtF7w77iTQLgoIiAiKh9xJqSO8hPdn07Gbn98dkl4TU3exuNuTzfr3yyjIzO/PN5mEy853n+T5WVnjxxRexZs0amJub6yVgUyeXy+Hk5ITi4mI4Ojq2dzhERERERER0l9PmPrRNSQC1vLw8/Pbbb7hy5QqKi4thb2+PHj164IEHHoC3t3dbd9+hMAlARERERERExqTNfajOwwHqcnNzw7x58/SxKyIiIiIiIiIyEJ0LAz711FN49913W7XtunXr8NRTT+l6KCIiIiIiIiLSA52TABs3bsRvv/3Wqm1///13fPPNN7oeioiIiIiIiIj0QOckgDaUSiXMzIxyKCIiIiIiIiJqgsHvzGtqapCYmIguXboY+lBERERERERE1IxWFwY8cuQIoqKi6i1LTU3FqlWrmnxPRUUFTpw4gVu3bmHy5Mk6B0lEREREREREbdfqJMChQ4ewcuVKCIIA9ayCqampWLFiRYvvdXZ2bjZZQERERERERESG1+okQGRkpOa1KIpYtWoVAgICsGDBgka3FwQBNjY2CAkJwYQJE+Dg4NDmYImIiIiIiIhId4KofqyvJTMzM4wcORJHjhzRd0wdmlwuh5OTE4qLi+Ho6Nje4RAREREREdFdTpv70Fb3BLiTSqXS9a1ERERERERE1A44bx8RERERERFRJ6FzT4BNmzZp/Z558+bpejgiIiIiIiIiaqM21QQQBKFV24qiCEEQUFNTo8uhOhTWBCAiIiIiIiJjMkpNgHnz5jWZBCgrK0N8fDyio6NhaWmJ6dOnw9LSUtdDEREREREREZEe6JwE2LhxY4vbnDt3DvPnz0dGRgb279+v66GIiIiIiIiISA8MWhhw4MCB+Omnn3D06FGsXr3akIciIiIiIiIiohYYfHaAsLAw9OjRA1u3bjX0oYiIiIiIiIioGUaZIlChUCAjI8MYhyIiIiIiIiKiJhg8CXD27FnExcXBw8PD0IciIiIiIiIiomboXBjwyJEjTa4TRRG5ubk4e/YsvvjiC4iiiMcee0zXQxERERERERGRHuicBIiMjGxyikA1URQBAPfddx9Wrlyp66GIiIiIiIiISA90TgKMHj26ySSAIAiws7NDSEgIJk+ejEmTJukcIBERERERERHph85JgKioKD2GQURERERERESGZpTZAYiIiIiIiIio/TEJQERERERERNRJtGo4QHMzAWhj9OjRetkPEREREREREWmvVUmA1swE0BJBEKBUKtu0DyIiIiIiIiLSXauSAM3NBEBEREREREREHUOrkgCcCYCIiIiIiIio42NhQCIiIiIiIqJOgkkAIiIiIiIiok6iVcMBmlNVVYVvv/0W+/fvR2xsLEpKSuDg4IDw8HBMnDgRM2fOhEwm00esRERERERERNQGgiiKoq5vvnDhAmbMmIHk5GQ0thtBEBAcHIwffvgB99xzT5sC7SjkcjmcnJxQXFwMR0fH9g6HiIiIiIiI7nLa3Ifq3BMgPT0d48ePR2FhIdzc3LB48WL07NkTnp6eyM7OxrVr1/Dll18iMTEREydOxKVLl+Dr66vr4YiIiIiIiIiojXROAqxduxaFhYV49NFHsXnzZtjY2DTY5s0338TcuXOxY8cOrF27Fv/5z3/aFCwRERERERER6U7n4QAhISHIzc1FVlYW7O3tm9yutLQU3t7ecHd3R2Jios6BdhQcDkBERERERETGpM19qM6zA2RmZqJ79+7NJgAAwN7eHt27d0dWVpauhyIiIiIiIiIiPdA5CeDg4IDs7OxWbZudnQ07OztdD0VEREREREREeqBzEmDAgAFIT0/Hd9991+x23377LdLS0jBw4EBdD0VEREREREREeqBzEuCvf/0rRFHEk08+iVdeeQVJSUn11iclJeHll1/GggULIAgCXnjhhTYHS0RERERERES607kwIAAsW7YM69atgyAIAACZTAZ3d3fk5uaiqqoKACCKIpYtW4Y1a9boJ2ITx8KAREREREREZExGKQwISNME7t69G8OGDYMgCKisrERaWhoqKyshCAJGjBiBX375pdMkAIiIiIiIiIhMWZt6AtRVVlaG+Ph4lJaWwt7eHqGhoZ2yGCB7AhAREREREZExaXMfaqGvg9rZ2aFv37762h0RERERERER6ZnekgB11dTU4Ny5c8jMzET//v0RFBRkiMMQERERERERkRZ0rgmwb98+PProow2mCMzMzMSQIUMwfPhwTJ8+HaGhoVi5cmWbAyUiIiIiIiKittE5CbBp0ybs2rUL4eHh9Za/9NJLuHDhAhwdHdG3b18IgoBVq1bh+PHjbQ6WiIiIiIiIiHSncxLg7NmzcHJywj333KNZVlBQgJ9++gnu7u6IjY3FhQsX8O2330IURaxfv14f8RIRERERERGRjnROAuTm5sLf37/eskOHDkGpVGLWrFlwd3cHAEyfPh3e3t6Ijo5uW6RERERERERE1CY6JwHKy8thbm5eb9mxY8cgCALuvffeesv9/PyQnp6u66GIiIiIiIiISA90TgJ4enoiOTkZSqVSs2zfvn0wMzPDqFGj6m1bUVEBOzs73aMkIiIiIiIiojbTOQkwatQoFBcXY9WqVSgtLcVXX32FmJgYDB06FF26dNFsp1AoEBcXBx8fH33ES0REREREREQ60jkJ8Nprr8Ha2hpr1qyBk5MTnn76aQDA66+/Xm+7AwcOoKqqCsOHD29bpERERERERETUJjonAXr27IlDhw7h/vvvR3h4OO699178+uuvmDRpUr3tNm/eDCcnJ9x///1tDpaIiIiIiIiIdCeIoii2dxB3E7lcDicnJxQXF8PR0bG9wyEiIiIiIqK7nDb3oTr3BCAiIiIiIiKijsVCHztJTk7G/v37ERsbi5KSEjg4OCA8PBzjx49HcHCwPg5BRERERERERG3UpiRAXl4ennvuOezYsQPqUQWiKEIQBACAIAiYNm0a/v3vf8PDw6Pt0RIRERERERGRznROAhQWFmLEiBGIj4+HKIoYOXIkunfvDk9PT+Tk5ODGjRs4evQofvzxR1y8eBGnTp2Ci4uLPmMnIiIiIiIiIi3onAR48803ERcXh759+2LTpk3o3bt3g22uXr2KefPmITo6GsuXL8e///3vNgVLRERERERERLrTeXYAPz8/5ObmIiEhAX5+fk1ul56ejpCQEHh4eCA9PV3nQDsKzg5ARERERERExmSU2QHy8/PRq1evZhMAgJQs6N27NwoKCnQ9FBERERERERHpgc5JgICAAJSVlbVq27KyMvj7++t0nIyMDKxfvx4TJkxAQEAArKys4OXlhWnTpuH06dONvkcul+Pll19GYGAgZDIZAgMD8fLLL0Mulzd5nG3btmHw4MGws7ODs7Mz7r//fpw7d06nmImIiIiIiIhMkc5JgNmzZyMuLg5HjhxpdrsjR44gNjYWc+bM0ek4//73v/HSSy8hMTER48ePxyuvvIKRI0di165dGD58OH744Yd625eVlWHMmDH48MMP0a1bN7z00kvo0aMHPvzwQ4wZM6bRxMU777yDJ554AtnZ2ViyZAkee+wxHD9+HCNGjEBUVJROcRMRERERERGZGp1rAiiVSjzyyCM4duwYVq5ciYULF8LOzk6zvry8HF999RWWL1+OkSNH4qeffoK5ubnWx9m5cyfc3d0xatSoesuPHj2Ke++9Fw4ODsjMzIRMJgMALF++HKtWrcLSpUuxbt06zfbq5W+99RZWrlypWR4XF4cePXogJCQEZ86cgZOTEwDg2rVrGDx4MLy9vRETEwMLi9bVUGRNACIiIiIiIjImbe5DW5UEGDduXKPLRVHE8ePHUVNTAysrK/j5+cHDwwO5ublIS0tDdXU1LCwsMHz4cJiZmeHgwYO6/URNmDhxIvbv34+zZ89i4MCBEEURfn5+kMvluHXrVr2kRGVlJXx8fGBra4u0tDQIggAAeO2117B27Vp88803mDdvXr39P/vss/j000+xb98+TJgwoVUxMQlARERERERExqTNfWirHm+3pkt8VVUVEhISkJCQUG+5QqHA4cOHNTfd+mRpaQkAmqf0cXFxyMzMxMSJE+slAADA2toao0ePxq5duxAfH4+wsDAAt3+2xm7yJ06ciE8//RSHDx9udRKAiIiIiIiIyFS1Kglw6NAhQ8ehtdTUVPzxxx/w8vJC7969AUhJAACaG/w7qZfHxcXVe21vbw8vL69mt29KVVUVqqqqNP9urvggERERERERUXtqVRJgzJgxho5DKwqFAnPnzkVVVRXee+89Ta2B4uJiANCM67+TuluEejv1aw8Pj1Zvf6e1a9fWqzFAREREREREZKp0nh1AG9XV1dixY4de9qVSqfDUU0/hyJEjWLx4MebOnauX/epq2bJlKC4u1nylpaW1azxERERERERETWldyXsdHTt2DJs3b8b27dshl8uhVCrbtD9RFLF48WJs2bIFc+bMwaefflpvvboHQFNP7tVd9ev2FFAXT2jt9neSyWSamQmIiIiIiIiITJnekwBxcXHYvHkztmzZgpSUFADSzburq2ub9qtSqbBo0SJ8/fXXmDVrFjZu3Agzs/odGVoaw99YzYCwsDCcPHkSt27dalAXoKUaA0REREREREQdiV6GA+Tn5+O///0vhg4dioiICKxZswbJycmQyWSYPn06du3ahaysLJ33XzcB8Pjjj2Pz5s2aOgB1hYWFwcfHB8ePH0dZWVm9dZWVlThy5Ah8fHwQGhqqWa6ud7B///4G+9u3b1+9bYiIiIiIiIg6Mp2TANXV1fjxxx8xZcoU+Pj44IUXXsCZM2cgCILmyX92dja+//57PPTQQ5pp/LSlUqmwcOFCfP3115gxYwa2bNnSaAIAAARBwKJFi1BaWopVq1bVW7d27VoUFhZi0aJF9aYrXLBgASwsLLBmzZp6wwKuXbuGTZs2oWvXrhg3bpxOsRMRERERERGZEkEURVGbNxw9erTeOH/12/v164cnnngCs2bNgp+fH7y8vJCZmdnmAFesWIGVK1fC3t4ef/vb3xpNJkydOhX9+vUDAJSVlWHkyJG4dOkSxo8fjwEDBiA6Ohp79+5Fv379cOzYMdjZ2dV7/5o1a/DGG28gICAA06dPR1lZGb799ltUVFRg3759GDt2bKvjlcvlmjoD6tkFiIiIiIiIiAxFm/vQVj+ef/PNN7FlyxakpqZqbvyDg4Mxe/ZsPPHEE4iIiGhb1E1ITk4GAJSWlmLNmjWNbhMUFKRJAtjZ2SEqKgorV67Ejz/+iKioKHh5eeGll17C8uXLGyQAAOD1119HUFAQ1q9fj08++QRWVlYYPnw4Vq1ahUGDBhnk5yIiIiIiIiIytlb3BDAzM4MgCHB0dMScOXMwe/ZsDBs2rMlt9dUToKNhTwAiIiIiIiIyJm3uQ7WuCVBSUoLo6GhcvnwZBQUFOgdJRERERERERMbV6iTAjz/+iIcffhjm5uY4duwY/vKXv8Db2xsPP/wwvvvuO1RUVBgyTiIiIiIiIiJqI60LAxYUFOC7777D5s2bcfr0aWknggBbW1tMmTIFs2bNwkMPPcThABwOQEREREREREagzX2o1kmAuuLj47Fp0yZs3boVSUlJ0g5rp99zcHDAL7/8glGjRum6+w6JSQAiIiIiIiIyJqMlAeo6fvw4Nm3ahO3bt6OoqEjauSAgICAAc+bMMegMAqaESQAiIiIiIiIypnZJAqhVV1fjl19+webNm7F3714oFAoIggBBEKBUKvV5KJPEJAAREREREREZk0FnB2iJlZUVpk2bhp9//hlZWVn4z3/+g0GDBkGlUun7UERERERERESkBb33BGhKfHw8QkNDjXGodsWeAERERERERGRM7doToCmdIQFAREREREREZMqMlgQgIiIiIiIiovbFJAARERERERFRJ8EkABEREREREVEnwSQAERERERERUSfBJAARERERERFRJ8EkABEREREREVEnwSQAERERERERUSdh0dYdyOVyHDp0CImJiSgtLYUoio1uJwgC3nzzzbYejoiIiIiIiIh0JIhN3bW3wtq1a7F69WpUVlZqlt25O0EQIIoiBEFATU2N7pF2EHK5HE5OTiguLoajo2N7h0NEREREdFdSKBSd4v6COh9zc3NYWlpq9R5t7kN17gmwYcMGvP766wCAe+65B4MGDYKHhwfMzDjCgIiIiIiIDEMulyMvLw9VVVXtHQqRwchkMri5uRnkwXKbkgCCIGDDhg145pln9BkTERERERFRA3K5HBkZGbC3t4ebmxssLS0hCEJ7h0WkN6IoQqFQoLi4GBkZGQCg90SAzkmAhIQE+Pj4MAFARERERERGkZeXB3t7e/j5+fHmn+5aNjY2cHBwQHp6OvLy8vSeBNC5776zszO8vLz0GQsREREREVGjFAoFqqqq4OTkxAQA3fUEQYCTkxOqqqqgUCj0um+dkwCTJk3C9evXIZfL9RkPERERERFRA+oigNoWTCPqqNRtXd8FMHVOAqxZswZOTk54+umnUVFRoc+YiIiIiIiIGsVeANRZGKqt61wT4MCBA1iyZAnWrFmDo0ePYtasWejatSvs7OyafM+8efN0PRwRERERERERtZEgiqKoyxvNzMwgCALUb29NlqIzzOOpzfyMRERERETUOpWVlUhKSkJwcDCsra3bOxwig9OmzWtzH6pzT4B58+axKw4RERERERFRB6JzEmDjxo16DIOIiIiIiIg6qqioKIwdOxZjxoxBVFRUe4dDzdC5MCARERERERGZlvXr12PFihUoKipq71DIRDEJQEREREREdJdYv349Vq5cafQkgK2tLbp164aAgACjHpe0p/NwgLqysrJw+fJlFBQUQKFQNLkdZwcgIiIiIiK6+wwePBgxMTHtHQa1QpuSADExMXjuuedaHPMhiiIEQWASgIiIiIiIiKgd6TwcIC0tDaNGjcKhQ4cwYsQIuLu7AwBmz56NUaNGwc3NDaIowtraGk888QQTAERERERERAayceNGCIKAlJQUAEBwcDAEQdB8RUVFISoqCoIgIDIyEkqlEu+99x569+4NW1tbBAUFafZ19epVLF++HMOGDYO3tzesrKzg7e2NRx99FCdOnGj0+HX3XVdycjIEQdDsf8uWLRg4cCBsbW3h4uKCGTNmIDEx0RAfCTVB5yTA2rVrkZ+fj3feeQdHjhxBWFgYAGDz5s2IiopCRkYGPv30U1haWiIrKwtffPGF3oImIiIiIiKi2zw9PTFixAjIZDIAwMCBAzFixAjNl5OTk2ZbURQxdepUvPrqq6ioqECPHj1gb2+vWf/iiy9i1apViImJgbOzM3r37g2lUomffvoJo0ePxrZt23SKcdmyZZg7dy7y8vIQHh6O8vJy/Pjjjxg5ciTy8vLa9gFQq+mcBNi/fz/s7e3x0ksvNbrewsICTz/9NL777jv8+eefWLdunc5BEhERERERUdMmT56MY8eOwcvLCwCwfft2HDt2TPPVv39/zbbHjx/H2bNnceLECcTHx+PcuXM4d+6cZv2SJUtw+fJlFBYW4vr16zh//jxycnLw888/w8bGBs8++yxKSkq0ii8jIwMbNmzAb7/9huTkZFy6dAnJycno06cPsrKy8M9//lM/HwS1SOckQEZGBoKDgzWZJnNzcwBAVVVVve0mTZqEoKAgnbNFRERERERELRFFEeXVyg75JYqiUT+rmpoafPLJJxg2bJhmmbW1teb19OnT0bt373rvEQQBU6ZMwYsvvgi5XI5ffvlFq2MqlUosX74ckydP1izz8vLC6tWrAQB79+7V5UchHehcGNDW1hYWFrffru5ekpGRgZCQkHrbdunSBTdv3tT1UERERERERM2qUNSgx1v72jsMnVxfNRG2VnqZuK1VnJycMGXKlGa3SU1NxbZt23DhwgXk5eWhuroaAJCTkwMAiI6OxuzZs7U67sKFCxssGzRoEACwLoAR6dzS/P39kZmZqfl3jx498Ouvv+KPP/7A008/rVmel5eHmzdvanoMEBERERERUfsJCwvT9ORuzDfffIMlS5agsrKyyW0KCgq0Oqabm1u9ugRqHh4eAIDS0lKt9ke60zkJMHLkSHz66ae4desWvLy8MH36dKxbtw5///vfYWZmhmHDhiE7OxtvvPEGKisrcf/99+szbiIiIiIiIg0bS3NcXzWxvcPQiY1l0zfkhmBnZ9fkuoSEBCxevBgKhQKvvPIK5syZg65du8Le3h6CIODLL7/UrNfHMc3MdB6hTjrSOQkwZcoUfPbZZ/j111+xaNEiDBgwAM8++yw++eQTPPPMM5rtRFGEi4sL1q5dq5eAiYiIiIiI7iQIglG71N+tfvjhBygUCsycObPRYn1paWntEBXpk87/S8aPH98g+/Pf//4XQ4YMwbZt25CcnAwbGxuMHDkSS5cuhb+/f5uDJSIiIiIioqYJgtCm9ycnJwMAhg8f3uj66OjoNu2f2p/eU2Xz5s3DvHnz9L1bIiIiIiIiaoGNjQ0AoKKiok3vz87ObrAuJiZG61kByPRwAAYREREREdFdQj1T2+HDh3V6/8iRIwEAGzZswKVLlzTLY2NjMWPGDFhZWbU5RmpfekkCHD9+HO+88w6ee+65BtM+JCcnIzY2Vh+HISIiIiIiomY8/vjjAIBnn30WvXv3RmRkJCIjI+vd0Ddn6tSpGDp0KAoLCzFw4ED06NEDvXv3RkREBPLz8/HGG28YMHoyhjYlAeLj4zFkyBCMHj0ab775Jj755BNs3Lix3jbvvfceunfvjqNHj7blUERERERERNSCuXPn4qOPPkKfPn2QkJCAw4cP4/DhwygqKmrV+y0sLLBv3z789a9/haenJ+Lj41FUVISFCxfi/Pnz8PX1NewPQAYniKIo6vLG7Oxs3HPPPcjKysKgQYPw4IMPYvPmzUhISEBNTY1muzNnzmDo0KF44YUXsH79en3FbbLkcjmcnJxQXFwMR0fH9g6HiIiIiOiuUFlZiaSkJAQHB8Pa2rq9wyEyOG3avDb3oTr3BHjnnXeQlZWF5557DqdOncKbb74JT0/PBtsNHjwYDg4OOHHihK6HIiIiIiIiIiI90DkJ8Ouvv8LOzg7//Oc/W5yGIiQkhPNJEhEREREREbUznZMAGRkZCAsLg0wma3FbmUyGwsJCXQ9FRERERERERHqgcxLA3t4eubm5rdo2NTUVrq6uuh6KiIiIiIiIiPRA5yRA//79kZmZiStXrjS73eHDh3Hr1i0MHTpU10MRERERERERkR7onARYuHAhRFHEU089haysrEa3SUhIwFNPPQVBELB48WKdgyQiIiIiIiKitrPQ9Y0zZ87Ezp078eOPP6JHjx6YOHEiUlNTAQBvvfUWrl69it9++w3V1dWYO3cuJk2apLegiYiIiIiIiEh7OicBAGDbtm3o2rUr1q9fjx9++EGzfM2aNRBFEVZWVli6dCnWrFnT5kCJiIiIiIiIqG3alASwsLDA2rVr8corr+C3337DlStXUFxcDHt7e/To0QMPPPAAvL299RUrEREREREREbVBm5IAam5ubpg3b54+dkVEREREREREBqJzYUAiIiIiIiIi6liYBCAiIiIiIiLqJFo9HMDc3LxNBxIEAUqlsk37ICIiIiIiIiLdtToJIIpimw7U1vcTERERERERUdtoVRhQEAR069YNc+fOxaOPPgp7e3tDxUVEREREREREetbqmgAffvghBgwYgJiYGLzxxhsYMGAA/vGPf+DatWvw9vaGr69vi19ERERERETUsSUnJ0MQBAQFBTVYFxQUBEEQkJycrNU+58+fD0EQsHHjRr3E2JLmfoa7XauTAH/7299w5swZxMTEYNmyZfDw8MDWrVsxefJk+Pr64pVXXsGFCxcMGSsRERERERFRi9avX48VK1agqKiovUMxOVrPDhAeHo7Vq1cjMTERR44cwcKFC1FVVYUPP/wQgwYNQs+ePbFu3TqkpaUZIl4yMRXVNaz3QEREREREAICuXbuiW7dusLS0bNc41q9fj5UrVzaZBLC0tES3bt3QtWtX4wZmAto0ReDIkSPx+eef49atW9i+fTseeughJCQk4LXXXkNwcDCef/55fcVJJkIURdy8VYINUfGY8ekJ9Fz+O0a8+yfOJBW0d2hERERERNTODh48iJiYGJMfDu7r64uYmBgcPHiwvUMxOq0KAzbFysoK06ZNw7Rp03D06FHMnTsXqampiI2N1cfuqZ1VKmpwMiEfB2OycSgmFxlFFfXWZxZXYtYXp/Dy+HA8O6YrzMyEdoqUiIiIiKhzUtaoIAgCzHktTi1oU08AtezsbKxfvx4DBgxAZGQkUlNTYW9vj5EjR+pj99QOMosqsOVUCp7aeBb9Vu3Hgo1nseVUKjKKKiCzMMO4CA+8PbUX/nh5DB7p74salYj3993E/I1nkV9a1d7hEzUqKa8Mu6MzkVvCNkpERER3B1EUkVdahV8On4GFuRm6OLsgt7gMKlXjQ3YHDBgAQRCwe/duAEBiYiLWrVuHyMhI+Pv7QyaTwd3dHZMmTcKePXu0jqe5woBlZWVYtmwZgoODYW1tjaCgILzyyisoLS1tcn9FRUX46quvMGXKFISGhsLGxgZOTk4YMmQIPv74YyiVynrbb9y4EYIgICUlBQAQHBwMQRA0X1FRUQBaLgyYn5+PpUuXolu3brCxsYGzszMiIyOxdevWRodDq487f/58VFVVYcWKFQgNDYW1tTX8/f3x8ssvo6ysrHUfooHp3BOgoqICP/30EzZv3oyDBw9CqVTC3NwcEyZMwNy5c/HII4/AxsZGn7GSAdWoRFxMLcSfMTn4MyYHMbdK6q33cbLGuO4eGBfhgWEhbrCxMtes++CxvhgW4oq3dl/Fkdhc3P/xUXw8sz+GhLga+8cgaiCvtAq/RGfi50uZiE4rAgDILMwwa3AAFo8OgW8XnqeISHuHYnLw1bEkPNzXBzMG+kEQ+OSNiIxPWaNCemEF5JUKdA2PQFhED8TFXMe3O3fj3gn3w9HGEl1sLWEns4CZICA2NhYXLlyAs7MzJk2aBAB455138NVXX8He3h4+Pj7o06cPMjIysG/fPuzbtw/vvvsuXn311TbHWlZWhnHjxuHMmTMQBAE9e/aESqXChx9+iKioKISHhzf6vl9//RWLFi2ClZUVvL290bt3b+Tn5+PcuXM4c+YM9u/fj927d8PMTHq+7enpiREjRuDcuXOoqqrCwIEDIZPJNPtzcnJqMdb4+HiMGzcOaWlpsLKyQq9evVBUVITDhw/j8OHD2L9/v+am/04KhQITJkzA0aNH0aNHDwQFBSEuLg4ffvghrl69iv379+v4CeqPVkkAURTxxx9/YMuWLfjpp59QVlYGURTRv39/zJ07F7NmzYKnp6ehYiU9Ky5XICo2B4dicnA4NheF5QrNOjMBuCfAWXPj383TockLHEEQ8Nggf/T174K/bD2PhNwyzfCAv0SGdqjhAcoaFcwEoUPFTA2VVyux/1o2fr6UgaNxeaipzYSbmwnwd7ZBcn45Np5IxpZTKXikvy+WRHZFV3d7o8SmUok4kZCPny9loFqpwuBgFwwNcUFXd3veRBB1AMoaFT44EIsNUQkAgGPxedgVnYG1j/RBgKttO0dHRJ1JWZUSqQXlUNQOA/B2ssacOU9g+RuvY//unYgcPxmF5dUoLK+GhZkARxtLfLN5KwBg2rRpsLKy0rxevHgxBg8eXO9a5OjRo3j88cfx+uuvY/r06W0uoPfmm2/izJkzCAwMxJ49e9CzZ08AQHR0NB544AFcuXKl0ff16dMHv/76K+677756N/OJiYlYsGAB9uzZg82bN+PJJ58EAEyePBmTJ09GUFAQUlJSsH37dq2mARRFEbNmzUJaWhrGjBmD77//XnOP+/vvv2P69OnYtGkThg4dimeffbbB+7dv346wsDDExMRoEhunTp3CxIkTceDAAfz++++aBEx7EcRWlnb/v//7P2zbtg23bt2CKIrw9/fHE088gblz56J79+6GjrPDkMvlcHJyQnFxMRwdHds7nCZtPJ6Et/fc0NwcAYCTjSXGhLvj3u4eGB3mDmc7K633W1alxJs/X8XOixkAgFFhbvjw8X5ws5e18M72dau4Eh8eiMX282nwdLTGw3198HA/H/TwduSNWQehrFHhWHwefr6Ygf3Xs1FeXaNZ19e/Cx7p54MH+/rA1c4KJxLy8d9D8TiRkA8AEATg/l7eeDayK3r5tpwd1kVqfjl+PJ+GHRcyGtTVAAA3eysMCXbF0BAXDAlxRZgHkwJEpianpBIvfHsRpxKlYrj3dffA0bg8VClVsLE0x98ndsP84UEcj0tkIJWVlUhKStJ0JW9AFAFFufED0wdLW+mCpBVEUUROSRVy5JUQAcgszBHgYgMbKwukpKQgODgYtra2SErLRLVgieJyBZQqFQBg6tghSIqPxfe7fsODE8fDxsq82euNr776CosWLcKaNWvw2muvaZYnJycjODgYgYGBDbr9q2++k5KSNDffJSUl8PLyQnl5Ofbs2YP777+/3nt++uknPProowCAr7/+GvPnz2/VZ5GQkIDQ0FCMHz++wRP2xuKoq6mf4Y8//sD48eMhk8mQnJwMLy+veu97//33sXTpUgQGBiIpKUnz+W3cuBELFiyAIAg4c+YMBg4cWO99r7zyCj744AO88MIL+Oijj1r187XY5uvQ5j601T0B/vWvf0EQBHTr1g1z5szBmDFjIAgCCgsLceLEiVbtY/jw4a09HBlYmKcDalQiunk6YGyEB+7t7oH+/l1gYd62MhF2Mgv867G+GNrVFW/tuoqjcXm4/6Oj+HhWfww1weEB8koFPjucgK+OJaFSIZ0cs4or8dmRRHx2JBGhHvaYUpsQCHS1M3g8oigiIbcUJxLykVFYARc7K7g7yOBmL9N8d7Gz4gVmLVEUcTm9GD9dzMCvlzORV1qtWRfoaoup/Xwxtb8vgt3q/+5GhLphRKgbLqQWYsOhBPxxIxt7rmRhz5UsRHZzx3NjQzEoyKXN8ZVXK7H3yi1sP5+muWkAAAdrCzzc1wfuDjKcTizAhdRC5JVWa2IAAFc7q9peAq4YEuKCcA+Hu76HCnvikCk7nZiP57+9iNySKthZmePdaX3wUF8fJOeV4dUdl3E6qQBv/3odv0Rn4r3pfRDu6dDeIRN1Popy4B2f9o5CN69lAlYtX2sqlCqkFpajrEoaB+9sawWfLjaaa8PAwEAMHz4cx48fx8F9v2HmzJnwcbJGaZUSx0+dRVJ8LNw9vBDebwjic0thZWGGLjaWqC4txs7t3+HMmTPIyclBZWUlAKC4uBiA9LS+LY4ePYry8nIEBgZi8uTJDdZPmTIFvr6+yMjIaPT9VVVV2LFjBw4dOoTU1FSUl5fXG5ff1vjqUicTZsyY0SABAABLlizBm2++iZSUFNy8eRMRERH11vfr169BAgAABg0aBEDqwdDetK4JcPPmTbz55ptaH0gQhAZFG6j9DApywbFXx8LPWf9dFwVBwGMD/dHPvwv+svUC4nNKMdvEhgdUK1XYejoFHx+M0wyDGBjojP+b2A2F5Qrsjs7AHzdyEJ9Tin8diMW/DsSin38XTOnngwf6eMPDoflMnDayiitwPD4fJ+LzcDwhD9ny5ovWmQmAi506KSAlCdzrJAnqfu9iY2kSn7e+peSX4eeLmdh1KQOJebcLrLjYWeGhPt6Y0t8X/f27tPgk/Z4AZ3z55EDE3JLjk6gE/BKdiaibuYi6mYvBQS74y9iuGBPurtUTeVEUcSG1ENvPpePXy1korf0jLQjAyFA3TB/gh4k9vWBtebuuRpWyBtFpxTidmI9TSfk4n1KI/LJq7L16C3uv3gIAONtaYnCwS21vAVdEeN0dSYEceSUO3czBwRs5OBafB0tzM0wf4IfZQwKMNkSDOoai8mpsOZWCzaekQk/PjQ3FrMEBsGxj8roloijisyOJeH/fTdSoRIR72mPDEwMQ6iG1zyA3O3y7eCi+O5uGd367gUtpRXjg46N4fmwYno3sCisLw8ZHRJ2HvEKB9MJyKFUizAQBvl1sGu25O3v2bBw/fhzffvstZs6cCUEQ4GBtiT9/+xkAMOOxx+Bibw15hQLVShV+/nUvlv5lAUrk8iaPXVDQtunA1bPGRURENHpdZWZmhvDw8EaTAKmpqZgwYQJu3rxpsPgai7VHjx6NrndwcIC/vz/i4+MRGxvbIAnQ1LAJDw8PAGi2CKKxtDoJEBAQwK6pdxErCzODJADqCvd0wO7nR+DNn69hx4V0/HN/LE4nFbTr8ABRFPHr5Sy8v+8mUguk7mIh7nb4x6QIjO/hqWnjk3p5QV6pwP5r2dh1KQPH4/NwKa0Il9KK8Pav1zEi1A0P9/XBxF5ecLS21CqGovJqnEzIx/GEPJyIz693EwtIResGBjkj3NMBReUK5JZUIa+0CrklVSgor4ZKlIrd5bViFgYrczOEe9mjt68Tevk6oY9vF4R72UNmYd7ie9tCXqnAtQw5rmUW41qm9L20UglrK3NYW5jDxsocNpbmsLY0h7WlGWwspWXWtcts7lguq32PdPOfgQupRZpjWVuaYXwPLzzS3wejwtx1uiGI8HLERzP746X7wvHZkQT8eD4dZ5ILcObrAvTydcRzkaGY2NOr2ZvubHkldl7IwPbzaUjMvf07DXCxxfQBfpg2wK/JIoQyC3MMDnbB4GAX/BVhqFaqcDm9CKeTCnAqMR/nkgtRWK7AvmvZ2HctG4A0fGdwsAtGhrphan9fONlo1w7biyiKuJYpx8EbOfgzJhvR6cV3bFGDr44l4atjSRga4oInhgRiYk8v3kh1YmkF5fjqWBJ+OJdWb5jPW7uu4evjyXh1UjdM7OllkGuU4nIFXtkejT9uSP/vHu3vi9WP9IKtVf3LJzMzAbOHBGBshDve+OkqDsbk4MM/YrH3ahbWTeuDvv5d9B4bETXC0lZ6ot4RWTZ9Xa4SRdwqrtRc+9lYmiPAxRYyy8av5x577DH87W9/w++//47CwkI4OztDFEV8//33AID58+YgwMUWNSoR6bdy8Y/nF6FELsdD02fisXkLERQSBucuTnC0scLZE4cx7aH7oVAoGj1Wa6lvfN3d3ZvcpqnacvPnz8fNmzcxZMgQrFy5Ev369YOLiwssLS2hVCo13/VFHav6pr2pWOPj41FSUtJgnZ1d4z061IULWzka36BanQRobIoHopbYWtUODwhxwZt1hgd8NLM/hnU17vCAkwn5eHfvDc1Nh7uDDC/dF47HBvo1OgzC0doS0wf4YfoAP+SWVGHP5Uzsis7ExdQiHI3Lw9G4PLz+81XcG+GBKf18ENnNo97TXbWK6hqcSS7QPOm/lilH3f/7ZgLQx68LRoS6YkRXN9wT6NzofgCpu3RBWTVya5MCeaXV9ZIEdb8XlitQXaPC1Qw5rmbIAaQBACzNBXTzctAkBnr7OqGbl4POiYH80ipcy5TjamYxrmVI31PyDTsez0yQuvRP7eeLib28YC/TeaKTeoLc7LD20T74273h+OJoIradTsXVDDme3XoBXd3t8GxkKKb089EkGqqVKhy8kY0fzqXhcGwu1CU2bCzNMbm3Fx4b6I/BQS5aP7G3sjDDwCAXDAxywXNjQ6GoUeFyejFOJ+XjdGIBziUXoLhCgQPXs3HgejbW/R6D6QP8MH94EEJM8Ol5RXUNjsfn4WCMdON/Z2+Xvn5OGBfhiXu7eyC3tApbT6Xiz5hsnEoswKnEArjZW2H6AH/MHhzAwmtGUK1UoaxKidIqJUoqlSirVqK0UokqpQr9A7rA01F/PaGacyW9GJ8fTcRvV7I09Wu6ezvimdEhKKlUYP0fcUjKK8OSLRcwINAZr90fgQGBbR/GU/f4f9l2HmkFFbAyN8OKh3ti1mD/ZpMN3k42+PLJgdgdnYmVv1xHzK0SPLLhOBaNCsFL94XXm1mHiAxAEFrVpV5NWSMNBW3rcFhDqlLUILWgHBUKKQnqZi+Dl5M1zJo5F7m5ueG+++7D77//jp07d2LhwoU4fvw4UlNTERoaqumWbm4m4MThgyguKsTQYcPw9dcbIa+Uzv81oojC8mpcvSl1XS+vrkF6YTnsZRaw0+G6y95euj7Jzc1tcpucnJwGyzIzM3Ho0CHY2trit99+g4tL/fN8Wlqa1rG0RB1rY/GoZWdLyWEHh4459Es/V85ELZgxUJo94LmtFxCXU4onvjyFF+8Lx3NjQw0+vv3mrRK8u/cGDt2UTjp2VuZ4enRXLBoV3OqTmLuDDPNHBGP+iGCk5JdpppyLzynVdNl2kFlgUi8vTOnnCxsrMxyPz8fx+DxcSC2EoqZ+xi/Mwx4jQt0wvKsrhoS4tvoproW5GTwcreHRiovwaqUKt4orcTWzGFcyinElXfpeXKHQKTEgiiKy5VW4mlEs3fBnynEtoxiZxZWNHt+3iw16+Tqip48Tevk6wtVOhkpFDSqVKlRU16BSUYMKRZ3v1bfXqZff3kZabmtljkm9vPBwX59WfQa68nKyxpsP9sBzY0Ox8XgSNp5IRkJuGf6+PRofHojFghFBSC+swK5LGfVm1RgY6IwZA/3wQB8fvSUmAMDS3AwDAp0xINAZf4mULlquZspxKjEfP1/MQMytEmw6mYJNJ1MwLsIDC0YEYWSoW7v23sosqtBMOXo8XiqcpmZrZY6RoW64r7snIiPcGwyvGdvNA5lFFfjubBq+P5uKbHkVPj2cgE8PJ2B0uDueGBKAeyM8TPqiTR9qVCJS8stQWF6NGpX0b5UookYlokYUIYpig+UqUf1amomipna5oka6sS+pkm7oS6uU0r9rX5fWWV73d9WY3r5OGBfhgfu6e6Knj6Neh6WIooio2Fx8fjgRJxPzNctHhbnh6dEh9dr11P6++PxIIr44mojzKYWY9slJTO7lhaWTIhrUAdE2hm1nUrFy93VU16jg72KDT54Y0OqioYIgYEo/X4wMdcOqX69j16VMfH4kEfuu3cK7j/YxegLc2CoVNU0msjuS0iolbt4qQV5pFcI9HRDoYntXDMHq7FQqUUps1p7zKhQ1ECDA2dYS7o4yg/eU1FZReTXSCyugEsXaGY5s4djKa8bZs2fj999/x7Zt27Bw4UJs27YNADBr1qx626kf9A4fNgyu9jK42sugUokor/2cEm9eByCdGwvKqlFQJtVfysstrV0OKFUqWJg1/zdZXSX/5s2bEEWxwTWKSqVqtLt/Soo0BCwiIqJBAgBovhaArtdB6livX7/e6PqSkhJN8qGpaQ1NHZMAZDThng7Y9fwIvLXrGn48n44PDsTiTO3wAHcH/Q8PyCquwIcHYvHj+XSoRMCitrvmX8eFtel4ga52eH5cGJ4bG4obWSXYFZ2BXy5lIrO4EtvPp2P7+fQG7/FxssbwUDeMrL3xN+QNrJqVhRkCXG0R4GqL+3t7A5BO4OmFFVJSIKMYVzOKcTm96cRAuKcDuns7IrekCtcyi+sV3qsr2M0OPX0c0cvXCb18nNDTx1Gn2SVMjYudFV6e0A2LR4dgy6lUfHUsERlFFVi954ZmG09HGR69R+oxYqwx7BbmZujn3wX9/LvgmdEhOJmQj/8dT6p90i59hXvaY8GIYDzS39coF+QqlYjo9CL8GSON77+eVX9coW8XG9zX3QPjuntiSLBLizH5dLHBy+PD8cK4UByMycHW06k4Epur+fJ0lOHxQQGYOcgfPk0Ms+goVCoRGUUVuHmrBLE5JYi9VYLY7FLE55aiuoUbckOytjSDvcwSDtYWsJdZoEYl4sYtueb88dHBOHg4yDAuwgP3dvfEiFDXBt3kW6taqcLu6Ex8cSQRN7OlrpUWZgIe6uuDxaNC0MOnYZVjB2tLvDKhG+YMDcQH+6XZXfZevYUD17PxxJAAvHBvGFy1HHpWXq3E6z9dxU+1M9zc190T/5rRF0622g+3cbWX4aOZ/fFwXx+8/tNVpOSXY9YXpzBrcACW3R+h9VAyU3WruBInE/NwMiEfJxPzkVZQgXsCuuDp0V0xvoenyReyVSfbYm6VICZLLn2/VaIZMqhmL7NAd28H9PRxQg8fR/TycUKYp73Ba1JQ24iiiApFze3kZ3VNg67YIkQUlFejsFyBLraW8HCQNdnN3lhqVCIyiypQWC5dd9lZWcDfxVaroXGPPPIIbGxsEBUVhbS0NPz4448AGiYBbGykv6HqJ9uANMTJ3toSVWVy7Ph2EwDA2tIcbvYylFYpUamo0SSMlSoVbmTKYWNlDjuZRZMPQUaOHAlbW1skJydj3759DabI2717d6P1ANTx5eTkNJo8eO+995r8DNTvrahoOCtTcyZOnIj3338f27dvx/vvv9+gOOBnn32GqqoqBAYGolu3blrt21S0eorA9rRlyxYcPXoU58+fx5UrV1BdXd3s1BFyuRwrVqzAjh07cOvWLXh5eWHatGlYsWJFk9MlbNu2DevXr8e1a9dgZWWFYcOGYdWqVY1WdmxOR5kisL39eD4db/58FRWKGrg7yPDOI701T4vbOvZXXqnAp1FSxX/1CWpyLy/838RuBusqrVKJOJdSiF2XMvDblSyIAIZ3dcXwrlIV+iBXW5OtqdFYYuBKRjGKyhuO/TITgDAPB/T0ddTc7PfwcYTDXXIx25JKRQ1+OJeGnRcy4NvFBtMH+mFUqJvJPJFOzivDxhPJ2H4uDWW1Y6edbS0xe0gA5g4NgpeT/pJP1UoVrmYW43xyIc4mF+BcSqHm6QAgtZV7ApwxrrsH7o3wRLhn26c8TM0vx7dnU/HD2TTk1x7LTADGRXjiiSEBGB3ubtI3HKIo4pa8EjdvlSAuuxQ3s0sQl12CuJzSemPd67K2NIOnozXMa2dNMBcECILUhdPcTICZoP4OzWtzMwGCIMC8djszQYCluRnsZRawr72hV9/Y29Uuc6i7TmYJO5l5o+06t6QKUbWFHI/G5WraGSAlHod3dcW93T0xLsKjyRoYdckrFfj2dCq+Pp6MW3KpV5GdlTlmDQ7AUyODtUrw3Nnry15mgWcju+KpEcGt6oYfn1OKv2w9j9jsUpibCVg6sRueHh2il3O3vFKBdXtjsPV0KgDAy9Eaq6f2wn09Gh//aspyS6pwKjEfJxLycSoxH0l31LWpK8jVFgtHhWD6PX4mMRSioKwaMbfkiMkqQcwtOW7eKsHN7BLN7EB38nSUCu3G55Q22kNGXXenp7fU462HjxO6ezvonAyjlrU0XZooiqhWqm73cKpS1psOG0CD82G1UoWckiqUVErXPQIAJ1sreDjI2qVXS0W11P2/SimdXz0dreHhINPpXPT444/jhx9+wKRJk/D777+jX79+uHjxYr1tzp8/j4EDB8LS0hK//fYb7rvvPgBAVlYWZs2ahdOnT6OyshJjxoxBVFQUAKlH4vXYePTt0Q0+fgHYe7L+0/jJw/ogMz0NF67GoE/3MJjX9hJ48cUX8dFHHyE4OBh79uzRTDN/+fJlPPjgg7h16xYUCkW9+zyFQgFPT08UFhbi7bffxuuvvw5BEFBZWYlXX30Vn3/+uWYmgztvax988EHs2bMHn3zyCZYsWdLg82lqikBRFDFkyBCcPXsWkZGR+P777zX1Afbv349p06ahtLS0wX7VUwQ++eST2LhxY4PjRUVFYezYsfU+y5YYaorADpEEUM/x6ObmBjs7O6SkpDSZBCgrK8PIkSNx6dIljB8/Hvfccw+io6M1Df/YsWMNijW88847eP311xEQEIDp06ejtLQU3333HSorK7Fv3z5ERka2OlYmAVovLrsEf6kdHlCXo7UF3OylP7yu9laa7672MrjXflcvc5BZaE6KVcoabD2Vin//ebvi/6AgZ/xjcncMCHQ26s/WWKayI6mbGIi5VQJ3Bxl6+TgiwsvRJC7kqHnySgV+OJuGjSeSkV4oZb8tzATc39sbT40MRj8dipQVlytwPrUA55ILcS6lENFpRQ0uih1kFhjdzR33dffAmHAPuBioN0iVsgb7r2Vj6+mUelMv+naxwewhAXi4rw9c7KxgbWlulKSAKIqorlGhrKpGM5a+vFoJeaUSyXlliM2WnuzHZpegpLLxwkVW5mYIcbdDNy8HhHuqv+zh72y6XZCrlDU4nViAP2Ny8MeNbE1bU4vwcsB93T0xrrsH+vp1qfe7yCquwP+OJeHbM2maGTQ8HGRYMCIYs4cEtKnQ5Yn4PLyz90ZtzybpRu6V8d0wbYBfk+1hd3Qmlu24jLLqGng4yPDvWf0xxADT2p5KzMc/dlxGcm3dlIf7+mD5Qz207rFgTIVl1TiVKD3lP5mQ3+BvtpkA9PRxwvCurhja1RUhbnbYfi4dm0+loLhC+lvsbGuJucOCMG9YoNEKAyflleFSWiFiskpw41YJbt6SNzn7jrWlGbp5OiDCyxER3rXfvRw0PdqUNSok5JbVK3Z7LVPe6P9nM0HdO85J00Oup48juth2/N5xoijiYloRYrJKEOphj54+jjqNDW+Lxm6INMOdap/2K2rq/20yNxNuJz1lFpBZmDV6jVZerUSOvAryytsPQZxsLOHhaA0bIyQDRFFEflk1soorIYoiLM3N4O9sC3tr3T/jXbt2YerUqZp/r1u3DkuXLm2w3YwZMzQ9BUJDQ2Fvb4+rV6/CxsYGb7/9Nl588cUGN651b6Bj4xM1f/9Kq5S4b3AvZKan4bcT0fAPCISjjSVcbC0hKioxduxYnD9/HoIgoFevXlLB4GvX0L9/f4SHh+O7775rcJ/33//+F88//zwAwMvLC35+foiNjUVJSQk+//xzLF68WPMZ1rV582bMmzcPANCrVy+4ukrn9fXr16Nfv35NJgEAID4+HmPHjkV6ejpkMhl69uwJuVyO+Ph4AMDcuXPxzTff1GtLTALo2R9//IGwsDAEBgbi3XffxbJly5pMAixfvhyrVq3C0qVLsW7dugbL33rrLaxcuVKzPC4uDj169EBISAjOnDkDJydpzN+1a9cwePBgeHt7IyYmBhYWrfsPyCSAdsqrlVj7Wwz2XbuF/LLqBtnallhZmMHNTkoMFJRVI6NIugjt6m6Hf0zujvu6e3Tom3GitqhRifjjRjb+dywJp5Nu3yzfE9AFC0YEY1Ivr0a7soqiiLSCCpxLkZ7wn0suQGx2w+lsXOysMCDQGYOCnDEg0AV9/JyM3jU2PqcU355JxY/n0zU3HHVZWdTOMqGZacJMMzuFjaV5nRkrzOotszI3Q0V1DcqqpRv7siqpQF5ZVY1mPH159e3Xylaeu8zNBIS42dW70Q/zdECQq63J9CjRhSiKiMspxcEbOTh4IxsXUgtR9yNxtbPC2AgPjAh1xdHYPOyOztR8ZmEe9lg8OgRT+vnobTyuSiXil8uZeO/3m5q/CxFeDvjH5Ih6035WKWvwzp4b+OakNOZ0WIgrPprVT6/TwN6poroG6/+IxRdHE6ESpRvkCT28YG5+u0fH7S+pW67mdW2PkNvb3V5vaW4GWytz2Na2b1srC9jU/tvWyrz2tQVsWkiOFVcocCapACcSpC7+MbcaVr7u7u2IYSGuGNbVFYODXRpN2pRXK/HD2TR8dTwJaQXS70BmYYZpA/ywaGSw3nvmVSpqcDqpAIdichB1M0eTaLlToKutdMPv7YjuXtL3ABdbrROG6vPknYmBnJLGEw2+XWxq6+7UDp3zdWq3mZK0FZtdgl2XMrA7OlPzuwSkGnxd3e3r1RMyZGJApRKRmluEwuwMePkGQGVmibJqqWt6XYIgwM7KXPO038bSXKtrwYpqJXJKqur9TXGykYYJ2Bigl4eyRoXy6hoUlFVrEhCO1pbwc7Zp89+F6upqeHl5obCwEIIgIDk5GQEBAY1ut3r1amzevBkZGRlwdXVFZGQkVqxYgaysrEZvXJt7ih4UHIzUlBT8ceYK3L39NOuszM1gKVbj0/XvYfsPPyArKwve3t6YNm0aVq5cieeffx7ffPNNo/d5W7duxT//+U9cv34dtra2uOeee/B///d/mDRpkub329ht7ccff4yvvvoKcXFxmmEBhw4dQmRkZLNJAADIy8vDunXrsGvXLqSmpkImk6Ffv35YvHgxnnjiiQbtikkAA2ouCSCKIvz8/CCXy3Hr1q16T/wrKyvh4+MDW1tbpKWlaX5pr732GtauXYtvvvlGkylSe/bZZ/Hpp59i3759mDBhQqviYxJAdyqViOIKBfLLpKr3eaVVyC+tRn5pFXJrv+eVViG/rBr5pdWap0d1tVTxn6izuppRjK+PJ+OX6ExU1z4l8XayxrxhQZgx0A+ZRRW1T/mlp/2NXciGuNlhYJAzBga6YECQM0Lc7EwmyVapqMGey1nYdiYV51MK2y0OaRy9BWytpKdO/s420s2+lwO6eTog2M2uU0x3WFBWjcOxOfjjRg6O3MxFSSPn6yHBLnhmTAgiwz0M1tuhUlGDzSdT8O8/4yCvfWo7ItQVyyZ3RxdbSzy37SKi04oAAM+N7YqX7gs32t+Oy+lFWPrj5UZvsg1NZqFOGNxOFNhYmqOsWonrmXLcmdMK87DHsK6uUjHbYFetar4oa1TYdy0bnx9J0MzOIwhSvYWnR4dgYKCzzueR9MJyHLqZi6iYHJxIyNdUTwekujb9/Lugu7ej5gl/uKeDXou2NianpBLXMuW4Xicx0NSMOd5O1ppaOr39pGF2xqgZ1BppBeX45XImdl/KrNdGba3M0c+/CxJzyzRDeOoSBOlvhWZqYr8uWicGiisUSMorQ2JuKRJzy5CYJ31Pzi+Dq7WAFWM94OHjB8Hidju0sTTXdO+3s7LQyzmlQlGDHHllvWSAo7UlPBxlOg/5EEURlYoalFff/lJ3+wekBIaXozXc7K1M5u9rW4iiiIrqGhSWV6OoQlHvYZ+dzAIutlZwtLE06aF87Y1JgFrNJQFiY2PRrVs3TJw4Eb///nuD906dOhW7du1CbGwswsLCAADDhw/HyZMnkZWV1aDow88//4xHHnkEr732GtasWdNoPFVVVaiqun2xLJfL4e/vzySAEVRU1yC/TEoU5JVWoVqpwphu7hyLR9SMnJJKbD2Viq2nU5os9AhIF9C9fZ0wMMhFMzNBR3lqpVKJqFKqUFE7u4R6NorKOv/WzExR3XDGiorqGlTXqDRPU+1lUrEj6cscdlbShaatrP46W8vGx9F3dooaFc4mFeBgTA5OJeYj2M0Oi0eFoK8Ow1J0VVRejf8eisc3J1I0STA7K3OUVdfAycYSHz7eF+MijD8+v1qpws+XMpAjr5RmdKid9UElAjW1Mz2I4u2ZHkQR9WaAEEX1jBDSvsqra1ChkHqsVFTXoFyhlL7XtvnWXvGFuNlhaFdXDAtxxdAQV70U7xVFEWeTC/H5kUT8ceN2AbL+AV3w9KgQTOjp1eKNgKJGhXPJhYi6mYNDN3Ma9FDycrTG2Ah3RHbzwIhQN4Pf8LeWvFKBaxlSUkBdfycpr6zR34eHg0x6ol77ZL2XryO8HK2NckOYV1qFPZezsDs6s14y1dJcQGQ3Dzzc1wf3dffUDAvMLanS1BFSz0LUmsRAb18nRHg5Iq+sSrrJzy2tvemXbvib+9sU6GSBleM84B8QCFtbG+nmX2Zh0HNvpaJG6hlQXg31r8zBWuoZ0FJyQ1Gjqv0/KBUlrKiugaqRX7zMQkrGudlbGaS3gSlQqUTIKxUoKKv/IM9cEOBkYwlnOyvYWmnXa6MzMFQS4K5qZXFxcQCgucG/k3p5XFxcvdf29vYNEgB3bt+UtWvX1hteQMZjY2UOPytb+Dlz3nCi1vJwsMZL48Pxl7Fd8Ut0Fv53LAnXs+RwtLbQ3PAPCpK69nfUab7MzASpyz/rV5gES3MzDA91w/BQt3aLoYutFV5/oAfmDQvCP/ffxK5LmSirrkFfPyf8Z/Y98Hdpn78jVhZmeGygv1GOJT2BVKG8WqlJCpTX3pyUV9WgXFEDc0HAgEBnvRYRVRMEAYODXTA42AXxOaX46lgSdlxIx8XUIjy79QICXGyxaFQwpg/wq5fMz5FXIio2F1E3c3A0Nq9erxIzARgQ6IzIbh4YF+GBCC8Hk7yBcLS2xLCurvWmhyytknpdXK0tyHs1sxjxOaXIKanCwZgcHIy5PT+5m70Vevo4IczDHv4utvB3sYGfsy38nW3bfJ4rqVRg37Vs7LqUgRMJ+ZontYIgDY+Z0s8Hk3p6NzpDhruDDGMjPDA2wkOz7M7EwNWMYmQVVyIhtwwJuWX4+VJmq+LycJAhxN0OIe72CHGzk1672cPNRkBaagp8nW1bvCHSF2tLcwS42KLKQYackioUlStQUil92css4OloDTuZBVQNnvIrG53hxVwQNMNz1MN1OkMC2cxMQBdbK3SxtUK1UoXC8moUllejWqlCQXk1CsqrIbMwh7OtJZxtrWDZCXrNtae7KglQXCx1M1OP67+TOiOi3k79Wl3tsTXb32nZsmV4+eWXNf9W9wQgIjJlMgtzTB/gh2n3+CK/rBoutlYmW4COSF/8XWzx0cz+WDwqBNcz5ZjSX391CEydINxOjum/5KF2Qj3ssfbR3nh5fDg2n0zGplMpSC0ox1u7ruGDA7GYMyQQggAcupmjKfCo5mpnhTHd3DG2mwdGh7nrNH2jKbCXWWiSImrl1UrcyCrR3ERfzShGXI70ZPxwbC4Ox+Y22I+bvZWUEHCxhb+zTe13W/g528Cni02jw48qFTU4FJOD3dGZOBiTU+9Gta+fEx7u54sH+3jDU4ehCU0mBjKlngJ1EwO2VuYIdmt4ox/sbtdkLw51Ffj2ILM0h7+LLTwca5Arr0JhuUIqhJdbCpmFORQ1qkaf8lvXPuW3lUk3/k0VJuxMrCzMNLMelFXXoLCsGsUVClQpa3BLXoNseSXsrS3hbGtZr9aQ5tOt/Zzv/LTFOxaqXwqQkoZCbS2Vxr4LQKf6vdxVSYD2IJPJIJN1jC6yRER3EgShw3TzJ9IXdWE2al/uDjK8PKEblkR2xY7z6fjyWBJS8svxn0Px9bbr6+eEyG7SjWUfX6e7NmFpa2WhGX6lVqmoQcwtKTGQnFeGtMJypBdWIK2gHPJKZW0NpWpcqq1tUZeZIA2R8KtNDPi72CC9sAL7rt6q16Oiq7sdpvTzxcN9fRDkZtdgP23l7iDD2G4eGNvtdmKgrErZYbt+yyzM4VebDMgpkZIB6nH95mZCvSf8NlbmsDDjE+2mCII0c4O9zAI+tbXBCsura2d7UGimbTQWs9ppeM3uTBJAWu7rbHPXJI7vqiSAugdAU0/u5XJ5ve3Ur7XZnoiIiIj0x9bKAnOHBWH2kEDsv3YLP5xLg63MAuO6eWB0uLteahJ0VNaWUiG+xqZ2La5QIK2gHOmF5UgrqEBaYTnSCsqRVliB9MJyVCpUyCyuRGZxJc7UmSEGAHycrPFQPx883NcHPbwdjX4zbuypBQ3BysIcfs628HBQoaJaCZmlOZ/yt4G5mQAXOyu42FmhSlmDwjIF5JUKqEQR0ida/3O982MWGqy7vUTE7Zoqd36vSyWKgAjUNOhjULufDlVJr3kd/39gHS2N4W+sZkBYWBhOnjyJW7duNagL0FKNASIiIiLSD3MzAZN7e2Nyb+/2DqVDcLKxhFMTvVpEUURuaRXSCqSEgLr3gLWlOR7o440BAc53bY8KY7OyMIOVRetnzKCWySzM4eVkbpD6JHWJoggRt5MC6sKs6u93Jg0sze+e/zN3XRLAx8cHx48fR1lZWYMpAo8cOQIfHx+EhoZqlo8ZMwYnT57E/v37G0wRuG/fPs02REREREQdgSAI8HCwhoeDdb3hBUR0m7oWgFkn7L1xVw1SEQQBixYtQmlpKVatWlVv3dq1a1FYWIhFixbV66azYMECWFhYYM2aNfWGBVy7dg2bNm1C165dMW7cOKP9DERERERERESG0iF6Anz55Zc4duwYAODKlSuaZVFRUQCAqVOnYurUqQCApUuXYvfu3Xjvvfdw8eJFDBgwANHR0di7dy/69euHpUuX1tt3eHg4VqxYgTfeeAN9+vTB9OnTUVZWhm+//RYKhQJffPEFLCw6xMdERERERHTXE++mwdlEzTBUW+8Qd7fHjh3DN998U2/Z8ePHcfz4cQBAUFCQJglgZ2eHqKgorFy5Ej/++COioqLg5eWFl156CcuXL683REDt9ddfR1BQENavX49PPvkEVlZWGD58OFatWoVBgwYZ/OcjIiIiIqLmmdVW2q+pqWnnSIiMQ93WzfQ8y4QgMpWmV3K5XDPjgKOjY3uHQ0RERER0VxBFEXFxcXB2doa7u3t7h0NkcLm5uSgsLERYWFiLM09ocx96V9UEICIiIiKiu5MgCLC1tUVxcTF7A9Bdr6amBsXFxbC1tdX71JMdYjgAERERERGRh4cHkpOTkZKSAhcXF8hkMr3fIBG1J1EUUVVVhYKCAqhUKnh4eOj9GEwCEBERERFRh2BlZQU/Pz/k5eUhKyurvcMhMhg7Ozt4eXnByspK7/tmEoCIiIiIiDoMW1tbBAQEQKlUQqlUtnc4RHpnYWFh0BnqmAQgIiIiIqIOx9A3SkR3KxYGJCIiIiIiIuokmAQgIiIiIiIi6iSYBCAiIiIiIiLqJJgEICIiIiIiIuokmAQgIiIiIiIi6iSYBCAiIiIiIiLqJJgEICIiIiIiIuokOLGmnomiCACQy+XtHAkRERERERF1Bur7T/X9aHOYBNCzkpISAIC/v387R0JERERERESdSUlJCZycnJrdRhBbkyqgVlOpVMjMzISDgwMEQWjvcJoll8vh7++PtLQ0ODo6dvo4TCkWU4nDlGIxlThMKRZTicOUYjGVOEwpFlOJw5RiMZU4TCkWU4nDlGIxlThMKRZTicOUYjGVOEwpFlOJw9RiMTRRFFFSUgIfHx+YmTU/6p89AfTMzMwMfn5+7R2GVhwdHU3iP4WpxAGYTiymEgdgOrGYShyA6cRiKnEAphOLqcQBmE4sphIHYDqxmEocgOnEYipxAKYTi6nEAZhOLKYSB2A6sZhKHIDpxGIqcQCmFYshtdQDQI2FAYmIiIiIiIg6CSYBiIiIiIiIiDoJJgE6MZlMhuXLl0MmkzEOE4vFVOIwpVhMJQ5TisVU4jClWEwlDlOKxVTiMKVYTCUOU4rFVOIwpVhMJQ5TisVU4jClWEwlDlOKxVTiMLVYTAkLAxIRERERERF1EuwJQERERERERNRJMAlARERERERE1EkwCUBERERERETUSTAJQERERERERNRJMAnQCZ09exb3338/nJ2dYWdnh8GDB2Pbtm1GO35GRgbWr1+PCRMmICAgAFZWVvDy8sK0adNw+vRpo8XRlPfeew+CIEAQBJw6dcrox//pp58wfvx4uLq6wsbGBsHBwZg1axbS0tKMFoMoiti5cyfGjh0Lb29v2Nraolu3bnjmmWeQmJio9+Nt2bIFzzzzDAYOHAiZTAZBELBx48Ymt5fL5Xj55ZcRGBgImUyGwMBAvPzyy5DL5UaJQ6FQYMeOHZg/fz66d+8OOzs7ODg4YMiQIdiwYQNqamraFIc2sTQmKSkJ9vb2EAQBS5YsMXocSUlJWLx4seb34+npibFjx2L79u1GjSUuLg4LFixAWFgYbGxs4Ovri/Hjx2P37t1tikOXc5gh2qw2cRi6zbb1vK6vNqtrHIZos7rEYog2W1RUhBdeeAHDhg2Dl5cXZDIZfH19MW7cOOzYsQON1Yc21DlWm1gM2WZ1+Uzq0uc5VtdY9N1mdYnDUOfYO7XmusxQbVabWIxxbdCaOBqjzzarayyGujbQNhZjtVuTJ1KncujQIdHKykq0t7cXFy1aJL7yyiticHCwCEBcs2aNUWJ49dVXRQBi165dxaeeekr8xz/+IU6bNk00NzcXzczMxO+//94ocTTm+vXrokwmE+3s7EQA4smTJ412bJVKJT799NOaz+Yvf/mL+Oqrr4pz584VAwICxKNHjxotlpdfflkEIHp7e4tLliwRly5dKk6cOFEUBEF0cHAQr1y5otfjBQYGigBENzc3zeuvv/660W1LS0vFfv36iQDE8ePHi6+++qo4adIkEYDYr18/sbS01OBx3LhxQwQgOjg4iFOmTBGXLl0qPvPMM6KPj48IQHzooYdElUqlcxzaxHInlUoljhkzRtOGn3nmGaPGsX//ftHW1la0tbUVH3/8cXHZsmXikiVLxOHDh4tPP/200WI5deqUaGNjI1pYWIiPPvqo+Oqrr4oLFiwQnZycRADiihUrdI5D23OYodqsNnEYus225byuzzarSxyGarPaxmKoNhsXFyfa2dmJ9957r/jMM8+Iy5YtExcuXCh6eHiIAMTFixfX296Q51htYjFkm9X2M6lL3+dYXWIxRJvVNg5DnmPras11mSHbrDaxGOPaoDVx3EnfbVaXWAx5baBNLMZqtx0BkwCdiEKhELt27SrKZDLxwoULmuVyuVzs2bOnaGFhIcbGxho8jh07dohHjhxpsPzIkSOipaWl6OLiIlZWVho8jjsplUpx0KBB4uDBg8U5c+YYPQnw0UcfiQDE5557TlQqlQ3WKxQKo8SRlZUlmpmZiUFBQWJxcXG9dR9++KEIQFywYIFej3ngwAExOTlZFEVRXLt2bbM3d2+99ZYIQFy6dGmjy9966y2Dx5Geni5u2LBBLCsrq7e8tLRUHDhwoAhA/OGHH3SOQ5tY7vTRRx+JFhYW4gcffKCXP/baxJGamio6OjqKYWFhYkpKSoP1bW3D2sQyefJkEYC4a9euestTUlJER0dH0cbGRufzjLbnMEO1WW3iMHSbbct5XZ9tVts4DNlmtY3FUG1WqVQ2+nPI5XKxR48eIgDx6tWrmuWGPMdqE4sh26y2n0ld+j7HahuLodqstnEY8hxbN6bWXJcZss1qE4sxrg10uVbVd5vVNhZDXxtoE4sx2m1HwSRAJ7Jv374mb+C+++47EYC4bNmydojstgkTJogAxLNnzxr92GvWrBGtrKzEq1evik8++aRRkwDl5eWii4uLGBISYrSb/aacPHlSBCA+8cQTDdbFxsaKAMQHHnjAYMdv7uZOpVKJPj4+or29fYPMfkVFhejs7Cz6+vrqJdOuzY13Xdu2bdMkc/SltbHExcWJtra24muvvSYeOnRI7xn/luJYsmSJCEA8ePCg3o6payzdunUTBUEQq6qqGqwbPny4CEDMzc3Ve1x3nsOM2Wabi6M5hmizrY3F0G22pTiM2WZbiqU92uxLL70kAhB//vlnURTbr702FktzDNlmm4vDmO21qVjao802Focx2mtrrsuM1Wbbeo2orzarbRyGbLOtjcUYbba1sbTXtYEpYk2ATiQqKgoAMGHChAbr1MsOHz5szJAasLS0BABYWFgY9bhXr17FypUr8cYbb6Bnz55GPTYAHDhwAAUFBZg6dSpqamqwc+dOvPvuu/j0008RHx9v1FjCwsJgZWWF48ePo6SkpN663377DQAwbtw4o8akFhcXh8zMTIwYMQJ2dnb11llbW2P06NHIyMgw+mdWV3u1YZVKhQULFiAwMBBvvfWWUY8NAKIo4ocffoCrqyvGjRuH8+fP44MPPsA///lP/PHHH1CpVEaNp2fPnhBFEfv376+3PC0tDVevXkXv3r3h5uam9+Pe+ftvrzarTTs0dJttav/GbrN3xtGebbaxz8TYbbayshJ//vknBEFAjx49ALRfe20sluYYqs02F4ex22tjsbRHm23qMzF0e23tdZkx2qw+rhH10Wa1jcOQbba1sRijzWrzubTXtYEpMu5VKrWruLg4ANJN3p2cnZ3h5uam2aY9pKam4o8//oCXlxd69+5ttOMqlUpNEZd//OMfRjtuXefOnQMg/XHo27cvbt68qVlnZmaGl156Cf/85z+NEourqyvWrFmD//u//0P37t3x8MMPw8HBAVeuXMEff/yBp59+Gn/961+NEsudmmvDdZfHxcU1uY2h/e9//wPQeLLNkNavX48TJ07g2LFjkMlkRj02IBX8KSgowKBBg/Dss8/i008/rbe+f//+2L17N/z8/IwSz9tvv41jx47h0UcfxZQpUxAaGorc3Fzs3LkTgYGB+OGHH/R+zMbOYe3RZrU9lxqyzTYXizHbbGNxtFebbeozMXSbLSoqwvr166FSqZCTk4PffvsNaWlpWL58eb12CBi+vbYmluboq81qE4eh22trYjFGm23tZ2LI9qrNdZmh26y+rhHb2mZ1icNQbVabWAzdZrX9XNrj2sBktV8nBDK28ePHiwDEuLi4RteHhISIVlZWRo5KUl1dLY4ePVoEIG7atMmox165cqVoYWEhnj9/XrPM2MMBnnnmGRGAaG5uLg4aNEg8c+aMWFJSIh45ckSMiIgQAYgbNmwwSixqW7duFe3t7UUAmq/hw4c3OsZVn5rr5r1161YRgPj66683+t5Vq1aJAMRt27YZNI6mfPbZZyIAcdy4cW0+vjax3Lx5U7SxsRFfeuklzTJjDwdQDyMxNzcX7e3txa+//losKCgQk5KSxMWLF4sAxCFDhhglFrXExERxwIAB9dqws7Oz+MEHHzRad6MtmjqHGbPNNhdHUwzVZluKxVhttrk4jN1mm4tFzZBtNikpqd5+LS0txffff79eN2ljtdfWxNIUfbbZ1sZhjPbamliM0Wa1+d0Yqr1qc11m6Darj2tEfbRZbeMwZJvVJhZDt1ldfj/GvDYwZRwOQO1OpVLhqaeewpEjR7B48WLMnTvXaMeOjo7G6tWr8fe//x333HOP0Y57J3V3KCsrK/z8888YNGgQ7O3tMWrUKPz4448wMzPDv/71L6PFs3r1asyfPx/Lli1DWloaSktLcezYMSiVSowdOxY7d+40WiwdxZ49e/D8888jMDAQW7ZsMdpxVSoV5s+fDx8fH6xevdpox20sDgCoqanB22+/jfnz58PZ2RlBQUH4/PPPMWTIEJw+fRrHjh0zSjznzp3DyJEj4eLigvPnz6OsrAyJiYlYuHAhXn75ZcyYMUNvx2rPc1hb4jBkm20uFmO22ZbiAIzXZlv6/Ri6zQYFBUEURSiVSiQlJWHVqlV4/fXXMW3aNCiVyjbt21ix6LvNtiYOY7XX1sYCGLbNtvZ3Y6j2airXZfqKRR9tVts4DNlmdYkFMEyb1eX3Y8xrA5PXrikIMqrp06eLAMRz5841ut7NzU10d3c3akwqlUp86qmnRADinDlzxJqaGqMev2/fvmJERESDSqDG7gnw97//XQQgjho1qtH1oaGhIgCxsLDQ4LEcPHhQBFAve6yWk5Mj2tvbiwEBAQY7fnNPeH/99VcRgPj88883+l7157hnzx6DxnGn33//XZTJZKKfn5+YkJDQ5mNrE8uHH34oCoIgHjp0qN5yY/cEuHr1qiaj3thnsHr1ahGA+OGHHxo8lurqajEkJET09fVtUKVZFEXx8ccfFwGIf/75Z5vjaOkcZqw2q+251JBttqVYjNVmW4rDmG22pViM2Wbreu+99+r1NDPmObalWO5k6PNsU3EY8xzbUizGPs82FYch26u212WGbLNtvUbUV5vVNg5DtlltYzFkm9U2lvY6z5oqJgE6kWXLlokAxG+//bbBuoKCAk13b2OpqakRFyxYIAIQZ82a1S5dcNQnppa+fvrpJ4PG8cUXX4iANIdsY9RTy2RmZho0DlEUxZdfflkEIO7evbvR9cOGDRMBw1VPbe7m7ubNmyIAceLEiY2+d8qUKSIAvUx12dokwN69e0Vra2vR19e3yaE2hoxF/ceupa8pU6YYNI7KykrR3NxcBCDm5+c3WP+f//xHBCC+8847bY6jpVguX74sAhAfffTRRt+r7pr5/vvvtymG1pzDjNFmtT2XGrLNtiYWY7TZ1sRhrDbbmliM1WbvdOnSJRGA+Nhjj4miaNxzbEux1GWM82xTcRjzHNtSLMY+zzYVhyHbq7bXZYZss225RtRnm9U2DkO2WW1jMWSb1TaW9jrPmioWBuxExowZg7Vr12L//v2YOXNmvXXqKpljxowxSiwqlQqLFi3C119/jccffxybN2+Gubm5UY5d18KFCxtdfuTIEcTFxeHhhx+Gu7s7goKCDBrH2LFjAQA3btxosE6hUCA+Ph52dnZwd3c3aBwAUF1dDQDIzc1tdL16eXsUnwsLC4OPjw+OHz+OsrKyepWAKysrceTIEfj4+CA0NNQo8fz++++YOnUqXFxccOjQIaMdt64xY8Y0Wm04KysLv/32GyIiIjBixAj079/foHHIZDIMHz4cR48exfXr1zFy5Mh6669fvw4ABv+/BBinDbf2HGboNqvtudSQbba1sRi6zbY2DmO02dbG0l7n3czMTAC3K5a35zn2zljUjH2evTOO9jzH3hlLe51n74zDkO1V2+syQ7ZZXa8R9d1mtY3DkG1W21gM2Wa1jcWUr2/bRXtnIch4FAqFGBISIspkMvHixYua5XK5XOzZs6doYWEh3rx50+Bx1NTUiPPnzxcBiDNmzBAVCoXBj6ktYw8HEMXb80Z/8cUX9Zari9rMmTPHKHF8++23IgCxZ8+eYlFRUb11GzduFAGIAwYMMNjxW3oC/9Zbb4kAxKVLlza6/K233jJKHHv37hVlMpno5eUlxsTE6OWYusbSGGMPBxDF2/Mg33vvvfW65924cUO0tbUVHRwcxIKCAoPHUllZKTo5OYlmZmbivn376q3LyMgQfXx8RADi5cuXdTq2tucwQ7VZbeMwZJvVx3ldH21W2zgM2Wa1icWQbfbixYsNzuWiKIr5+fliv379RADi5s2bNcsNeY7VNhZDtVlt42iMvs6x2sZiqDarTRyGPsc2prnrMmNdF7QmFmNeG2h7rWrIISzNxWLMa4PmYmmPdmvK2BOgE7GwsMCXX36JiRMnYtSoUZg1axYcHR2xc+dOJCUlYfXq1QgPDzd4HKtWrcLGjRthb2+P8PDwRouWTJ06Ff369TN4LKZkw4YNGD58OBYvXoyff/4ZERERuHjxIv78808EBgbi/fffN0ocM2bMwGeffYaoqCiEhYXh4YcfhrOzM6Kjo3HgwAHIZDKsX79er8f88ssvNUVhrly5olkWFRUFQGoPU6dOBQAsXboUu3fvxnvvvYeLFy9iwIABiI6Oxt69e9GvXz8sXbrU4HHExMRg6tSpqKqqQmRkJL799tsG+woKCsL8+fMNHouhaRPHzJkzsXPnTvz444/o27cvJk6ciOLiYuzYsQOVlZXYtGkTnJ2dDR6LTCbDv/71LyxatAiTJ0/GAw88gO7duyM7Oxs//fQT5HI5nnvuOZ2nItX2HGaoNqtNHIZus6ZyXtc2DkO2WW1iMWSb3bhxI7788kuMHTsWgYGBsLOzQ0pKCvbs2YPS0lJMmzYNs2fP1mxvyHOsNrEYss1q+5kYkraxGKrNahOHoc+x2jJkm9WGMa4NOiJDXxu0lqm123bX3lkIMr7Tp0+LkyZNEp2cnEQbGxtx4MCB4pYtW4x2/NaMVdLmiachYzRmTwBRFMXU1FRx/vz5opeXl2hpaSn6+/uLzz33nJidnW3UOCorK8V169aJ99xzj2hraytaWFiIvr6+4uzZs8UrV67o/XgttYnly5fX276oqEh86aWXRH9/f83n9NJLLzX6FMMQcaiz6c19jRkzxiixNEVfGX9t41AoFOIHH3wg9uzZU5TJZKKjo6M4YcIEMSoqqk1x6BLLH3/8IT744IOiu7u7aG5uLjo6OoqjRo0Sv/nmG4PG0dg5zBBtVps4DN1m9XFe10eb1SUOQ7VZXWIxRJs9evSoOH/+fDEiIkJ0dHQULSwsRA8PD3HSpEnitm3bGp36zVDnWG1iMWSb1eUzuZO+zrG6xGKINqtLHIY6xzampesyQ7VZbWIxxrVBa+JoSnv1BBBFw14baBuLMdutKRNEURRBRERERERERHc9s/YOgIiIiIiIiIiMg0kAIiIiIiIiok6CSQAiIiIiIiKiToJJACIiIiIiIqJOgkkAIiIiIiIiok6CSQAiIiIiIiKiToJJACIiIiIiIqJOgkkAIiIiIiIiok6CSQAiIiIiIiKiToJJACIiIrrrCYIAQRDaOwwiIqJ2xyQAERER1RMUFKS5aW7ua+PGje0dKhEREWnJor0DICIiItMUFhYGDw+PJtd7enoaMRoiIiLSByYBiIiIqFGvvfYa5s+f395hEBERkR5xOAARERERERFRJ8EkABEREbVZ3cJ727Ztw+DBg2Fvbw8XFxdMnToVV69ebfK9ZWVlWL16Nfr06QM7Ozs4OjpiyJAh+O9//wulUtnk+woKCrB8+XL0798fjo6OsLe3R/fu3bFkyRJcvHixyfft3bsXo0ePhoODA5ycnDB58uRmtyciIrqbCKIoiu0dBBEREZmOoKAgpKSk4Ouvv271cAB1AmDdunV49dVX4eXlBT8/P9y8eRMlJSWwsbHB/v37MXLkyHrvy83Nxb333osrV67AzMwMvXr1gkKhwI0bNwAA48ePx+7du2FtbV3vfdHR0bj//vuRmZkJMzMzREREwMrKComJiZDL5XjyySfrFS5Ux/fJJ5/gL3/5C7y8vODt7Y2bN2+irKwM9vb2OHv2LCIiInT81IiIiDoG9gQgIiIivXnjjTfwr3/9CxkZGTh79ixu3bqFJ554AhUVFZgzZw4qKirqbf/ss8/iypUr6NmzJ2JjYxEdHY3r16/j7Nmz8PT0xIEDB7B8+fJ675HL5Xj44YeRmZmJSZMmISUlBdeuXcPFixdRXFyMI0eOYPz48Y3G98orr+B///sfMjMzcf78eWRlZeHee+9FaWkpVqxYYaiPhYiIyGSwJwARERHVo+4J0JLCwkJ06dIFwO0n7Q8//DB27dpVb7vq6moEBgbi1q1b+N///ocFCxYAAOLi4tCtWzeIoogLFy6gf//+9d63fft2PPbYY7Czs0NWVhYcHBwAAO+//z6WLl2K7t274+LFi5DJZC3Gqo7vr3/9Kz7++ON6665cuYI+ffrAyckJRUVFLe6LiIioI+PsAERERNSolqYItLBoeBnx3HPPNVhmZWWFRYsWYfXq1di3b58mCXDgwAGIooiRI0c2SAAAwLRp0+Dn54f09HQcP34ckyZNAgBNkuFvf/tbqxIAdS1atKjBst69e8Pa2hrFxcXIz8+Hq6urVvskIiLqSJgEICIiokbpMkVg9+7dm10eGxurWaZ+3aNHj0bfox7rn56ejtjYWE0SQF0vYOjQoVrFBgBdu3ZtdLm7uzvS0tJQWlrKJAAREd3VWBOAiIiI9KapngOenp4AgJKSEs2y0tLSZt/T1PvkcjkAaIYiaMPOzq7R5WZm0iURR0kSEdHdjkkAIiIi0pvc3NxGl+fk5ACAZlw/ANjb29db15js7OwG71O/5vh9IiIi7TEJQERERHqj7qrf1PLw8HDNMvXr69evN/oelUqFmJiYBu/r2bMnAODUqVNtD5iIiKiTYRKAiIiI9GbDhg0NllVXV+Orr74CAEyYMEGzfMKECRAEAceOHcPFixcbvG/nzp1IT0+HnZ0dRowYoVk+depUAMC///1vVFdX6/knICIiursxCUBERER6s2fPHnz00UeasfUVFRVYvHgxMjMz4e/vj5kzZ2q2DQ0NxaOPPgoAmDdvHhITEzXrLly4gBdeeAEA8Pzzz9cbDvD0008jMDAQ165dw6OPPoqMjIx6MRw7dgxbt2412M9IRETUkQkiK+AQERFRHUFBQUhJSWlxisDHHntMc6MuCAIAYN26dXj11Vfh5eUFf39/3Lx5E3K5HNbW1ti3bx9Gjx5dbx+5ubm49957ceXKFZibm6NXr15QKBSaIQL33XcffvnlF1hbW9d7X3R0NCZNmoRbt27BzMwM3bt3h6WlJZKSklBcXIwnn3wSGzdu1Gyvjq+pyx71z5yUlISgoCCtPi8iIqKOhFMEEhERUaPi4uIQFxfX5PqBAwc2WLZ06VL4+flh/fr1uHbtGiwtLfHwww/j7bffRp8+fRps7+7ujpMnT+KDDz7ADz/8gNjYWJiZmWHQoEGYN28ennnmGVhaWjZ4X9++fXH16lX861//wu7du5GUlARzc3P4+flh9uzZeOaZZ9r2wxMREd2l2BOAiIiI2qylJ+1ERERkGlgTgIiIiIiIiKiTYBKAiIiIiIiIqJNgEoCIiIiIiIiok2ASgIiIiIiIiKiT4OwARERE1GYsCEhERNQxsCcAERERERERUSfBJAARERERERFRJ8EkABEREREREVEnwSQAERERERERUSfBJAARERERERFRJ8EkABEREREREVEnwSQAERERERERUSfBJAARERERERFRJ8EkABEREREREVEnwSQAERERERERUSfBJAARERERERFRJ8EkABEREREREVEnwSQAERERERERUSfBJAARERERERFRJ8EkABEREREREVEnwSQAERERERERUSfBJAARERERERFRJ8EkABEREREREVEnwSQAERERERERUSfBJAARERERERFRJ8EkABEREREREVEnwSQAERERERERUSfBJAARERERERFRJ8EkABEREREREVEnYdHeAdxtVCoVMjMz4eDgAEEQ2jscIiIiIiIiusuJooiSkhL4+PjAzKz5Z/1MAuhZZmYm/P392zsMIiIiIiIi6mTS0tLg5+fX7DYdPglw9uxZLF++HCdPnkR1dTV69uyJF198EbNnz27V+yMjI3H48OFmt9m0aRPmzp3bqv05ODgAkD58R0fHVr2HiIiIiIiISFdyuRz+/v6a+9HmdOgkQFRUFCZOnAgrKyvMnDkTTk5O2LlzJ5544gkkJyfjtddea7Cm7iUAAKsYSURBVHEf8+fPR2RkZIPlCoUCa9euhZmZGe69995Wx6QeAuDo6MgkABERERERERlNa4akC6IoikaIRe+USiUiIiKQnp6OkydPon///gCAkpISDBs2DDdv3sT169cRFham0/537NiB6dOn46GHHsLu3btb/T65XA4nJycUFxczCUBEREREREQGp819aIedHeDPP/9EQkICZs+erUkAAFJ3/DfffBNKpRJff/21zvv/8ssvAQALFy5sc6xEREREREREpqDDJgGioqIAABMmTGiwTr2spbH+TUlPT8f+/fvh5eWFBx54QOcYiYiIiIiIiExJh60JEBcXBwCNdvd3dnaGm5ubZhttff3111CpVJg/fz4sLJr/iKqqqlBVVaX5t1wu1+mYRERERERERIbWYXsCFBcXAwCcnJwaXe/o6KjZRhuiKGqGEbRmKMDatWvh5OSk+eL0gERERERERGSqOmwSwFD+/PNPJCUlYcyYMQgNDW1x+2XLlqG4uFjzlZaWZoQoiYiIiIiIiLTXYYcDqHsANPW0X10dUVvqgoCLFi1q1fYymQwymUzr4xAREREREREZW4dNAqhrAcTFxWHAgAH11hUWFiIvLw/Dhw/Xap+FhYX46aef0KVLF0ybNk1vsRIRERERkX4pFArU1NS0dxhEemdubg5LS0uD7b/DJgHGjBmDtWvXYv/+/Zg5c2a9dfv379dso40tW7agqqoKixYtgo2Njd5iJSIiIiIi/ZDL5cjLy6tXnJvobiOTyeDm5gZHR0e971sQRVHU+16NQKlUolu3bsjIyMCpU6fQr18/AEBJSQmGDRuGmzdv4tq1awgPDwcA5OXlIS8vD25ubnBzc2t0n/369UN0dDQuXLiA/v376xSXehhCcXGxQX5hRERERESdlVwuR0ZGBuzt7eHk5ARLS0sIgtDeYRHpjSiKUCgUKC4uRmlpKXx9fVt1X6nNfWiH7QlgYWGBL7/8EhMnTsSoUaMwa9YsODo6YufOnUhKSsLq1as1CQAA+M9//oOVK1di+fLlWLFiRYP9nT9/HtHR0bjnnnt0TgAQEREREZHh5OXlwd7eHn5+frz5p7uWjY0NHBwckJ6ejry8PL0/XO7QswOMHTsWx44dw8iRI/HDDz9gw4YNcHV1xZYtW/D6669rta+vvvoKQOsLAhIRERERkfEoFApUVVXBycmJCQC66wmCACcnJ1RVVUGhUOh33x11OICp4nAAIiIiIiL9q6ysRFJSEoKCgli/izqFiooKJCcnIzg4GNbW1s1uq819aIfuCUBERERERJ0LewFQZ2Gots4kABERERGRIahUQGEKoOI0dkRkOpgEICIiIiLSp7I84NiHwMf9gI/6ACc+bu+IiIg0OuzsAEREREREJkMUgbTTwNmvgOs/AzXVt9clRgEjX2qvyIiI6mFPACIiIiIiXVWVSDf+n4wA/jcRuPKDlADw6Q8M/6u0TV58+8ZIZARRUVEQBAGRkZHtHQq1gD0BiIiIiIi0lX1Nuvm//D1QXSots7ABek8DBi4EfO8ByguAE/8G5OlAdRlgZde+MVOnsH79ehQVFeHFF19Ely5d2jscMkFMAhARERERtYayCri+Gzj3FZB68vZy1zBg4FNAv1mAjfPt5bYugI0LUFEA5CcA3n2MHzN1OuvXr0dKSgrmz59v1CSAra0tunXrhoCAAKMdk3TDJAARERERUXMKk4FzXwMXtwDledIywRzo/qD01D94NNDUVF5uYVKtgLxYJgHorjZ48GDExMS0dxjUCkwCEBERERHdSaUC4vZLT/3jDgAQpeUOPsCA+cA98wBH75b341qbBMhnXQAiMg0sDEhEREREdKd9y4BvH5cSARCBkLHA41uBF68Aka+2LgEASD0BACAvzmChEgHAxo0bIQgCUlJSAADBwcEQBEHzFRUVVa94n1KpxHvvvYfevXvD1tYWQUFBmn1dvXoVy5cvx7Bhw+Dt7Q0rKyt4e3vj0UcfxYkTJxo9flOFAZOTkyEIgmb/W7ZswcCBA2FrawsXFxfMmDEDiYmJhvhIqAnsCUBEREREdKeEQ9L3fnOAUS8Drl112486CZDPJAAZlqenJ0aMGIFz586hqqoKAwcOhEwm06x3cnJCcXExAEAURUydOhV79uxB165d0aNHD1RWVmq2ffHFF3Hw4EF06dIF3t7e8PHxQWpqKn766Sfs3r0bmzZtwuzZs7WOcdmyZXj33XcRGBiI8PBwxMTE4Mcff8Tx48dx+fJluLm5tf2DoBaxJwARERERUV3KaqAgQXo99jXdEwCANBwAkAoDimLbYyNqwuTJk3Hs2DF4eXkBALZv345jx45pvvr376/Z9vjx4zh79ixOnDiB+Ph4nDt3DufOndOsX7JkCS5fvozCwkJcv34d58+fR05ODn7++WfY2Njg2WefRUlJiVbxZWRkYMOGDfjtt9+QnJyMS5cuITk5GX369EFWVhb++c9/6ueDoBYxCUBEREREVFdBIqBSAlYOgKNP2/blHCQVEawuBUqy9BIeNU4URZRXKzvkl2jkBFFNTQ0++eQTDBs2TLPM2tpa83r69Ono3bt3vfcIgoApU6bgxRdfhFwuxy+//KLVMZVKJZYvX47Jkydrlnl5eWH16tUAgL179+ryo5AOOByAiIiIiKiuvJvSd/fwpqv+t5aFlZQIKEiQZghoa1KBmlShqEGPt/a1dxg6ub5qImytjHdr5uTkhClTpjS7TWpqKrZt24YLFy4gLy8P1dXVAICcnBwAQHR0tNZDAhYuXNhg2aBBgwCAdQGMiEkAujvc+AXY9zow42vAd0B7R0NEREQdWa46CRChn/25hdUmAeKAkEj97JOoDcLCwmBubt7k+m+++QZLliypVyfgTgUFBVod083NDU5OTg2We3h4AABKS0u12h/pjkkAujscWw8UpQAXNjEJQERERG2TWzvXuXs3/ezPLQyI/Z3TBBqYjaU5rq+a2N5h6MTGsukbckOws7Nrcl1CQgIWL14MhUKBV155BXPmzEHXrl1hb28PQRDw5Zdfatbr45hmZhyhbmxMAlDHV5oLZJyXXqedbd9YyLTdugoc+7DtRZ6IiOjupu4J4KanJICrCUwTWJYP1FTd1cMRBEEwapf6u9UPP/wAhUKBmTNnNlqsLy0trR2iIn3i/xLq+OIPAKgtppJzHaiUA9aO7RoSmaAaJbBjEZB7A1BWAjO3tndERERkilQ1t2/W9dkTAGi/aQJFEfh6ElCSDTx/FnDwbJ84yCiENtaxSE5OBgAMHz680fXR0dFt2j+1P/a9oI4v9vc6/xBv9wogquviJikBAAAxe4DC5HYNh4iITFRhsvTE3MIG6BKgn32qewIUpQGKCv3sUxvyTKkoYVUxEPOr8Y9PRmVjYwMAqKjQra2p35+dnd1gXUxMjNazApDpYRKAOjZlNRD/p/Ra/Qc2nUMC6A6VcuDPNdJrmSMAETjzRbuGREREJkozFCAUMNPTOG07N8DaCYAI5CfoZ5/ayLl++zWTAHe9kJAQAMDhw4d1ev/IkSMBABs2bMClS5c0y2NjYzFjxgxYWVm1OUZqX0wCUMeWehKoLgFs3YBBi6RlaWfaNyYyPUf/BZTnAa6hwCOfSssubAaqWIWWiIjukKfnmQEAaZpB13YcEpB97fbrpCNARaHxYyCjefzxxwEAzz77LHr37o3IyEhERkbWu6FvztSpUzF06FAUFhZi4MCB6NGjB3r37o2IiAjk5+fjjTfeMGD0ZAxMAlDHFls7F2z4RCBgiPQ6/SygUrVfTGRaCpOBUxuk1xNWA+GTpWRAVTEQ/W27hkZERCZIMz2gnuoBqLmFS9/z2mGGgLpJAJUSiN1v/BjIaObOnYuPPvoIffr0QUJCAg4fPozDhw+jqKioVe+3sLDAvn378Ne//hWenp6Ij49HUVERFi5ciPPnz8PX19ewPwAZHAsDUsemrgcQPhHw7CWN36sskqbgcQ9v19DIRPyxEqipBoJHA+GTpKcxg58B9v4fcPozYOBCgFPTEBGRmmZ6QD32BACk4QVA+/QEUA8H8OwNZF8BYn4B+j5u/DjIaF544QW88MILja4TRbHF9zs6OuLjjz/Gxx9/3GDd/PnzMX/+/AbLIyMjG913UFBQi8dsTUykP7zypY4rLx4oSADMLIGQsYC5JeB7j7QunUMCCEDqaeDaTgACMPEdKQEAAP1mSbUB8uOAxD/bNUQiIjIhKhWQGyu91tf0gGrtNU1gjeJ274YxS6XvcX8A1eXGjYOITAaTANRxxdUOBQgcfntKQL9B0nfWBSCVCti3THrdfw7g1fv2OpmDtAwATn1q/Nj0pSSbbZ2ISJ/kGYCiTHrA4BKs33271UkCGPOpZ348oFIAVg5AxIOAUwCgrAASmAQn6qyYBKCOSzMUYNLtZf6Dpe+cIYCu7pCmi7S0A8Y1UsBm8GIAAhB/wPhPZfRl5yLgq/GcFpOISF/UT8xdQ6UehvrkEgIIZlJB49KGU68ZjLoegEd3afhb9welf3OWAKJOi0kA6pgqi4GUE9Lr8Im3l/vVJgFybkjbUOekqAD+WCG9HvUS4ODVcBuXkNsJpDOfGy00valRAKmnpNcpJ9s3FiKiu4WmHoAB6gpZyIAuAdJrYyafNfUAekjfI2qTADf3Sn9LiKjTYRKAOqaEP6Xqtq5hgGvX28vt3QHnIAAin452Zif/A8jTAUc/YNjzTW83dIn0/dK2jpc0youVCh4CQPbV9o2FiOhuYYjpAetSzxBgzOKA2bVJAI+e0veAodLUypVFQPIx48VBRCaDSQDqmNRT29TtBaCm7g2QxiEBnVJJNnD0Q+n1fSsAS5umtw0eA7h3B6pLgYtbjBKe3ty6Uuc1kwBERHphqOkB1TTFAY04TaB6OIC6J4CZORBxv/SaQwKIOiUmAajjUdUAcc0kATR1AVgwrVM6tFoq6uQ7AOg1rfltBQEY8oz0+sznUtvqKLIu336dGwMoq9svFiKiu4EoGm56QDVjTxNYKQeKU6XXHj1uL494SPoes0cqpEtEnQqTANTxZFwAyvOkKd4ChjVcr54hIP0s/7B1NreuABc2S68nrpUKILWkz+OAdRegMBmI3WfI6PTrVp0kgEohDQ8gIiLdlWZLQ8MEM6kwoCFoegIY6Zydc0P67uAN2LrcXh4yRpotoCSLwyeJOiEmAajjUc8KEHpv45V7PXsBlrbSH3Jjjrmj9iWKwL7XAIhAz0eAgCGte5+VLTDgSen16U8MFp5eieLt4QA2ztJ3dXdPIiLSjXoogHOwVMTPENTTBBalAsoqwxyjrhz1UICe9ZdbyIDwCdLrmF8MHwcRmRQmAajjiat9WhvWyFAAADC3AHzukV5zDvXOI/Z3IOkIYG4l1QLQxqDFgGAuvV9dQMmUFadJBZ3MLIEeU6Rl2VeafQsREbUg18BFAQHA3lN6Ai+qgIJEwx1HTVMUsEfDdepZAm78IiWXiajTYBKAOpbijNonoAIQNr7p7fxrhwSknTZKWNTOahTA/jek10P/UjtDhBa6+N+eN/n0p3oNzSDUvQDcI24nvFgckKj1Tv4X+Gw0UJDU3pGQKTHk9IBqgnC7N4AxpgnUTA/Ys+G6sPGAuUxKRqiHDRBRp8AkAHUs6l4AfoMAO7emt1PPEJDOGQI6hbNfAfnx0pRHo17RbR9DaqcLvPw9UF6gv9gMQZ0E8OotDX8BOE0gUWuVFwAH3wayom8nD4mA2+P0DdkTALidBDD0kEVRvP23obGeADIHoOtY6TVnCSDqVJgEoI5FXbitsVkB6lIXB8yNASqKDBoStbPyAiBqrfR63OuAtaNu+wkYBnj1AZSVwIVv9BefIaiTAN59AI/uUhGrslxpekQiat65/wHKCul1zK9A6qn2jYdMh6YngIGmB1Qz1jSB8szaQofmTf9MdYcEEFGnwSQAdRyKCiDxsPS6pSSAvbtU2AcAMs4ZNi5qX0f+KY2Pd+8O9J+n+34E4XZvgDNfAjVKvYRnEOrpAb16S4UNXbpK/2ZdAKLmKauk6UCB238j9r/J8dAElOVLyVQAcDPgcADg9jSBhp4hQD0UwDW06UKH3SZLieRbl6VZcoioU2ASgDqOpKPS0xtH39tdoJvjXzskII1DAu5a+Qm3L+gnrpGKQrZFr2nSkAJ5uulWS64ovD3ns/r/gVftd9YFIGre1R3SNHAO3sCTu6WZZNLPADd2t3dk1N7yaosCOgUAVnaGPZZrneEAhkxAZTcxM0Bddm5AwHDpdcwew8VCRCaFSQDqONRTA4ZPlJ7atkQ9JCCdMwTctQ68BagUQOh4acrItrK0BgY+Jb0+/Vnb92cI6hv9LgGATRfptaYuAKcJJGqSKEoFAQFg8NPS/6Fhz0v//mOFVGCUOi/NzAAGHgoAAK5dAQhSV/2yPMMdR1MUsJF6AHV1f0j6foN1Aaj1kpOTIQgCgoKCGqwLCgqCIAhITk7Wap/z58+HIAjYuHGjXmJsSXM/w92OSQDqGESxTj2ASa17j7onQPp5QKUyTFzUfpKOSON5BXNgwmr97XfgU4CZBZB6Esi8pL/96sst9VCAPreXefWWvrM44N0n4U8g7o/2juLukHRY+j9iaQsMXCAtG/ECYOcuVUc/v7Fdw6N2ZswkgKWNNCsNYNjigJrpAZvpCQAAEQ9I31NPAqU5houHyMjWr1+PFStWoKioqL1DMTlMAlDHkHNd6qJtYQMEj27dezx6ApZ2QFXx7W5+dHdQ1QD7XpNeD1wAeOixkrOjN9DzEem1KU4XqJkZoE4SQN3VMy9WGvNMd4fru4HNjwBbp0nJAGqbE/+RvvefA9g4S69lDkDkP6TXUe8ClfL2iY3an7GKAqq5GniawBrF7Z+ppZ4AXfwB734ARODmb4aJhzqVrl27olu3brC0tGzXONavX4+VK1c2mQSwtLREt27d0LVrV+MGZgKYBKCOQT0UIHi0lEFvDXMLwLd2DvU0Dgm4q0R/K90My5yAyGX63/+QZ6XvV3eY3lORutMDqjn6AtZdAJXy9kUfdWzZ14Gfltz+967npa7DpJucGCD+AAABGPps/XX3PCkVTivPA45/1C7hkQkw1vSAaoaeJjA/XhouZ2Uv1TloCYcEkB4dPHgQMTEx8PX1be9QmuXr64uYmBgcPHiwvUMxOiYBqGNo7dSAd2JdgLtPVak0xzcAjP67VNRI3/wGAL4DgZpq4NzX+t+/rpRVt2/yvev0BBCE20kBFgfs+CoKge9mA4oyIGiUVMVengH8boCEV2dxaoP0PeIBwCWk/jpzS+C+ldLrk/+VplWjzqVSLv0fAww/M4Caq3qGAAMlAdQ1Yjy6A2atuNxXJwGSDjPhSNQJMAlApq8s//aTfG2TAJwh4O5z4mOg9BbgHAQMecZwx1E/LTz3FaCsNtxxtJFzQ3rab+MsPf2vS1MckEmADk1VA/y4EChMkgrXzfgGeORTAAJwaStwc297R9jxlOYC0d9Jr9WFAO8U8QDgP1SagebQGuPFRqZB3QvAwft2wVVDczPwcABNUcAW6gGouXeThijUVANxBwwTExnctWvXIAgCXFxcUF3d9LXLgAEDIAgCdu+WZkZJTEzEunXrEBkZCX9/f8hkMri7u2PSpEnYs0f7WSOaKwxYVlaGZcuWITg4GNbW1ggKCsIrr7yC0tLSJvdXVFSEr776ClOmTEFoaChsbGzg5OSEIUOG4OOPP4ZSWX9a540bN0IQBKSkpAAAgoODIQiC5isqKgpAy4UB8/PzsXTpUnTr1g02NjZwdnZGZGQktm7dCrGRmT3Ux50/fz6qqqqwYsUKhIaGwtraGv7+/nj55ZdRVlbWug/RwJgEINMXfwCACHj2Bpz8tHuv70Dpe95N6ekadWzFGcDxj6XX41c1Pe+xPnR/GLD3kqYTu/6z4Y6jjbpDAe6cIUMzTeAV48ZE+nVwFZBwUKp/MnMbYOcKBAwFhtfevO5+ASgvaN8YO5pzXwE1VYDvAOmzbIwgABNqexhd2saZNjobdQ8rY/UCqHuswmTDJJpbWxSwru4PSt9vmOgUudSinj17onfv3igsLMS+ffsa3SY2NhYXLlyAs7MzJk2Sim2/8847+Mc//oHz58/D1tYWffr0gaWlJfbt24cHH3wQ69at00t8ZWVlGDduHN59912kpKQgLCwMdnZ2+PDDDzFmzBhUVTVe1+jXX3/FokWL8Pvvv0OpVKJ3795wc3PDuXPn8Le//Q1Tp06Fqk4RcE9PT4wYMQIymXSdOHDgQIwYMULz5eTk1GKs8fHx6N+/P95//30kJyejR48ecHFxweHDhzFnzhzMnz+/0UQAACgUCkyYMAGrVq3SJDoyMzPx4Ycf4pFHHtHhk9M/JgHI9GmGAkzQ/r327lJXWkCaJYA6toOrpCd1AcOlm3RDsrACBi2SXp/6xLBzObdWY0UB1epOE2gKsZL2ru4Ajq+XXk/9b/26D2PfANy6AWU5wG9/b5fwOiRFJXDmC+n1sOean17WfzDQYwogqqQpA6nz0MwMYKR6AIDU68DKHhBrpESAvuXUJrJaKgpYl3pIQNwB6f8OdUizZ88GAHz77beNrlcvnzZtGqysrDSvT506Bblcjps3b+Ls2bPIzMzEkSNH4O3tjddffx0JCQltju3NN9/EmTNnEBgYiCtXruDKlSu4du0aLl68iOzsbOzYsaPR9/Xp0we//vor5HI5kpOTcebMGSQkJCAuLg6jR4/Gnj17sHnzZs32kydPxrFjx+Dl5QUA2L59O44dO6b56t+/f7NxiqKIWbNmIS0tDWPGjEFqairOnz+PhIQE7N27F3Z2dti0aRM+/bTxAtLbt29HXl4eYmJicPXqVcTExOD48eNwdHTEgQMH8Pvvv+v4CeoPkwBk2moUQHxtsY7WTg14J81UgawL0KFlnAcu13bpnbim+Yt5fRm4ADCXAZkXgHQTGFLS2PSAau4R0nSJFQVASZZx46K2u3UF+Pk56fWIF4Fe0+qvt7QGHvlE+h1f3QFc+8noIXZIl7+XCv45+QPdp7S8/b3LpSlC4/YDiYcNHx+ZBmNOD6gmCIBrbUVyfRcHrJQDRanSaw8tkgA+90hDzRRlQOIh/cZkLKIIVJd1zC89JfBnzZql6epfXl7eYP13332n2U5t8uTJGDJkCIQ7rq1GjRqFt99+GzU1Nfj+++/bFFdJSQk+++wzAMCGDRvQs+ftXip9+/bFv//9bygUikbf26dPHzzwwAOaJ/tqISEh+N///gcA2Lp1a5viq+vgwYM4d+4cZDIZvvvuO3h6emrWTZo0CcuXLwcArFu3rtHeAEqlEt988w3Cw2/3Lho6dCgWLZIeLu3d2/5D+yzaOwCiZqWekqb4s3WVunLqwm+QdCHIGQI6NnUxwD4zb8/6YGh2bkDv6dJY7NOf3k4otQeV6nbRv7pPiNUsraUxprkx0naOPsaNj3RXXiAVAlRWAF3vBe59q/HtfAcAo14BjrwH/PoyEDgCsPcwbqwdiShKhf4AYMgSacaYlrh2BQY+BZz5HDjwJrA4qnVF1ahjM/b0gGquYUBWtP7rAuTckL47eAO2Lq1/nyBI9THOfC7NEtBtsn7jMgZFOfBOB/3791omYGXX5t0EBgZi+PDhOH78OHbv3o2ZM2dq1l28eBExMTHw9vZGZGRkvffl5uZi27ZtOH36NHJyclBZKfUGKS6WCkVGR0e3Ka6jR4+ivLwcgYGBmDy5YduaMmUKfH19kZGR0ej7q6qqsGPHDhw6dAipqakoLy+vdwPe1vjq2r9/PwBgxowZmt4EdS1ZsgRvvvkmUlJScPPmTURE1O9F1K9fPwwcOLDB+wYNkgqWJyYm/n979x0eRbn9Afy7LZseEkKvAqH3KkhHiqiAgkqxgFLs197uTwFBueq9Vq7limJFRUHFQhEhIAoK0lsIEHpLKGmk7e78/jg7u+nZTXa2ZL+f58mzk9ndmZMwbGbOvO85Hou1spgEIP+mtgZMGAboDZXbhnrhdvJvuZDiCV3gyTwDHE6U5UFerpDe625JAuz9XqqG++ri+tIRID9TRiaoBaWKq9NeTmbP7qrc9BnyPqsF+Hqy3LWLvQIY90H5n3X9HwcOLJeRAz/8Q+oGeGNUTCA6+KvUgwmJArre5vr7BjwJbP9CLs52LwE63qRdjOR7+Zedd829OR0A0K44oDoVwJ1RAKo210sSIOln+XxyJXlGfmfixIn4/fff8cUXXxRJAqhTAW655RboC50Pr1q1CjfffLPjgr80Fy5UrR7NgQNSgLN169YlRhwAgF6vR8uWLUtNAhw7dgzDhg1DUlKSZvGVFmvbtqX/H4qKikKjRo1w8OBBHDhwoEQSoHnz5qW+r3ZtSdyXVwTRW/g/m/xbsmTikFCFC5ra7QBTBJCXIRdI7syPI/+w7wcAihR6jG3q3X3X6yh3XI/+DmxeUPZdWq2dtk8FqNNWWpqVpm57YPc3bBMYSFbPlJZcpgi5oA+LLf/1xhBgzLvA/wbKSfqOL4HOE8p/T7Da+JY8dr0dCK24CJRDRDzQ9yFgzRypQ9J2lLZFSMm3zicDUGTEoRYtZ8ujtgn09HSAs252BiiscR8gLE6mlh37A7iiv2dj05opXO6oByJTuMc2dfPNN+Mf//gHVqxYgYsXLyI2NhaKojiG9Kt1AwCpvD9+/Hikp6fj9ttvx7333otWrVohOjoaer0eq1evxtChQ8scqu8q9cK3Vq1aZb6m8LD7wiZPnoykpCT06tULs2fPRufOnREXFweTyQSLxeJ49BQ1VvWivaxYDx48iMzMzBLPRUSUPqJDTbyUVVDQm3hLlPzX+UPStkdvBJoPrvx2DEbn8HHWBQhMe76Tx3ZjfLN/tRXhloVAQY5vYijcGaAsdezPsU1gYNjxFbBxvizf8K7rCcq67YGBT8ny8ielawYVdWa3jB7S6YEr73b//VfeC0TVB9KPyV1Rqr58URRQpXYI8PhIgCokAQxG5zSAfT96LiZv0elkSH0gfnlwVFd8fDyuvvpq5OfnY+nSpQCA33//HceOHUOLFi0cw9IBmZ9+8eJF9O7dGx999BF69eqFGjVqOC5Yjx8/7pGYIiMjAci0g7KcO3euxLpTp05h7dq1CA8Px88//4zhw4ejTp06MJlMHo2vtFhLi0d19uxZADIqIBAxCUD+Sx0F0Lh31fv2NrR/2B33g+Ju5J7Ms3IXHpDK3b7Q6lopLJZzAdj1jW9iKK8zgEptE3j+oO+SFeSaU9uAHx6U5f6Py91md1z1kNQIyEsHlt3PjhDFbXpbHtuOBmo0dv/9IeHA4H/K8vpX2JaxOlOTAN5sD6hSCwPmXPDcMaYozhaXlZkOADi7BOz/kZ8tAUy9279o0aIij4ULAgLAkSNHAAC9e/cudZi+p+baq0XykpKSSr0TbrPZSh3uf/ToUQAyjSAurmSNi/LiK+3ncSfWvXv3lvp8ZmamI/lQuPhfIGESgPyXWg+gsl0BCmOHgMC1bxlkKkC3yp3Me4LBCPScJst/vuubkyJXkgCRdYDweGlxphaGIv+TlQp8eStgyZXPt4HPuL8Ng1GmBRhDgUNrgL8/8niYASvzDLBzsSz3vr/y2+k0QS6ictOBDa96JjbyP46igD4YCRASAUQ3lGVPjQbIOAXkXpJOIpUtdNhskExRyjgp3XEoIN1www0ICwtDYmIijh8/jm++kZsYxZMAYWFhAJx3tgs7f/48PvjgA4/E07dvX4SHh+PIkSNYuXJlieeXLVtWaj0ANb5z586Vmjx4+eWXy9yn+t6cHPdujAwfPhyAtPo7c+ZMieffe+895OXloUmTJmjVyssFRT2ESQDyT3mZwBH73V9PJAHUkQBpB3hHJ9Ds/V4e247xaRjochtgDJOh9urIBG/JTgMyTwHQlT9kXKdzDv/klAD/ZC2QQoAZJ6Qy+I3/q3yx0lotnTUqVv5Tm17jgeiv9wFbAdDoSqBhyerMLtMbgKHPy/Kf7wEXj3omPvIvvmgPWFi8h+sCqFMBaraofC0LUyiQcLUsB+KUAAIgQ9qvv/562Gw2TJ8+HampqejcuTPatGlT5HX9+vUDACxevBirV692rD99+jTGjh3rsbn20dHRmDZNbqjce++92LfPebNi586dePDBBx1D/Atr164dYmNjceLECbzwwguOREBubi7+8Y9/YNu2bWXus1mzZgCAdevca/k6ePBg9OjRA3l5eZgwYUKRaQGrVq3C7NmzAQBPPfVUpUcb+BqTAOSfDq2Vk7i4Zs4/kFURES/bAqRLAAWGrHO+nwqgCo8DOtkr7G56x7v7PmMvChjXDDBXMPdMrRnA4oD+aeU/gaMbpGL9+EXuFawrTa97pHBlQTbw3X3SASWY5V8GttjvWvW+r+rba3G1FEaz5gNr5lZ9e+RfLPnABXurLl8lAWqqHQIOeGZ76lSAqhZBbl1oSgAFLHVKwIoVMrq2+CgAAOjWrRvGjRuHgoICDB06FAkJCejSpQsaN26MrVu34l//+pfH4pk7dy66deuGlJQUtGvXDh07dkSHDh3QuXNn1KpVC2PHji3xHpPJhDlzpE30s88+i/r166NHjx6oU6cO3nrrLbz11ltl7u+WW24BANxzzz3o0KEDBg4ciIEDB2L79u3lxqnT6bBo0SI0bNgQiYmJaNy4Mbp164aEhAQMHz4cWVlZuO222zBjxozK/zJ8jEkA8k8H7MOEPDEKQNXQPiXgOKcEBIx9y2Roe/2uQGwTX0fjLBCY9LN37wq6UhRQVcdeFyBYRwKcPyR1G/zxYnjbZ8Bf78nyjf+TO/lVpdcDo/8rQ3ePbnBuP1jtWATkXJQuIq2vrfr2dDpgqJx8Ytdi4NT2qm+T/MeFQ4BiBczRQFQ938TgaBN40DPbq0pRwMJaDgP0JklOpJbdlo382zXXXIPYWOk6o9PpirQLLOzzzz/Hs88+i6ZNm+Lo0aM4c+YMxo0bh82bN6NTp04eiycyMhKJiYl48skn0bhxYyQlJSEzMxMPP/ww1q1bB7O59NEr9913Hz777DN07twZFy5cwMGDB9G9e3f8/PPPmDp1apn7u+222/DGG2+gY8eOOHToENatW4d169bh0qVLFcbaokULbNu2DY899hgaN26MPXv24Ny5c+jfvz8+/fRTfPzxxwE7CgAAdIo/9CioRjIyMhATE4P09HRER0f7OpzAZLMB/2kJZKcCt38PNBvome1uXgD89Khs7/bvPbNN0tZH1wFHfpMhuVf9w9fRiE9GS9Xx3vcDw1/wzj6/uUta/w15Duj3aPmvPbMLeLcvYI4BnjoaXD3kFQX4by/pDT/iX8CV9/g6IqcTW4CF18gd5YHPAAOf9Oz2N38A/PSI1Ai4e4PzwiKY2GzA/O5yYXfNy86knScsmSZJgCv6A7cv89z/K5sVOLFZRvlElt2KijSy51uZntOwBzB1dYUv18ShNcCnN0hhwvs9ULz4nb7A2V3A+C+A1iOrtq3PxgIHVwODnwX6P1b12DwgNzcXKSkpuOKKKxAaGurrcIg0584x7851KEcCkP85vU0SACFR0q/WU9SRACf+lhMv8m/+NBWgsJ7T5XHPt94rEOhKUUBVfCu5e5OXDqR7vm2OXzu2URIAALDmBSDjtG/jUWWeBb66VRIAra+TbgCe1v1OKeZlyQW+uweweq5fcsA4sEISAKExQOdJnt324P8DDCFAynq5KKqqghxJ3MzvDnw4XC62eE/G+3xdDwBwTge4kFL1/7fWAudnYFWnAwDyeQVwSgBRNcQkAPkfdSpA80GAMcRz263dVobM5mc6qwGT/yoyFaCpr6Nxaj5Y7rZmnPROBf78y86CUa5MBzCGOE9o1bmhweLvj53L+ZnAyqd9F4vKkg8svh3IPC3Vx294t/KFAMuj0wGj58uw5hObgT/e9Pw+/N3G/8pjtymAOdKz245t4hxZ8MtzlU8kX74ArHsZeK29jNxQ56Of2SmjRXwp9YAUVQym9qKO9oA+TAJEN5Cis7YC4FIVp5mdPyjJxpBIIMYD3XRaXwtAJy1NLwVZUpmommMSgPyPJ1sDFmYwAg26yjLrAvi/Pd/JY7sxvoyiJFOYDAkGgORV2u/v3F5JhkTUBqLquvYetS5AMBUHzLkE7P1Olq97DdDpZbTGwV99GRWw4kng+CaZnjF+UcWFHasipiFwzUuynDgvuJJAp7ZJTQS90Tlax9P6PQqE1pD/kzu+cO+9F48APz8OvNYOWPsCcDlNLtJG/Atod6O8ZuvH5W5CU4oCfHMn8PNjMiohN913sXiTYySAD9oDqvR6qeQPVL1NoPp/vnYbzyQbI2sDja+U5f0/VX17ROQ3mAQg/5JxGji9A4AOSBjq+e03UqcEeGDeHWknK9U/pwKoWtiPzeRftN+X2hnAlVEAKkebwF2ej8df7fpahsLXbit3gnvdLet/fgwoyPVNTFsWAls+BKADxn0A1Gyu/T47TQBa2msPfHu3DA8OBuoogHY3AjENtNlHWKxzXvSauTJKpyKntgFfTwHe7AL89T+g4LJM6xn7AfDgNqlb0VNaZmHPt0BeljaxV+TEFufnxdHfpR5LVqpvYvEWq8U5ysqX0wEAZxekqnYIUIsC1vbAVAAVpwQQVUtMApB/Ue+sNuimTZEkdggIDI6pAF38ayqASk1QHduo/R0zdzoDqOoG2UgARXFOBeh6hwyNH/SMVPu+cBjY8Jr3YzqxRe78AsCQZ7VJapZGpwOuf0MuWM/sBNb/2zv79aX0E3IBDXimLWB5ek4HajSW6R2b3i79NYoCJK+WC+n/DQT2LJXPs+aDgdu+A2asBzqMk9FpANC4t9wJzs9y/hzetuVDebyiPxAeL8fOwhHVewj4xSOSLDOFAzGNfBuLWhfgfFVHAqidAdpXbTuFtbEnAY7+DmSf99x2icinmAQg/+JoDThcm+037CGP55Nlbib5J3VYd9sxvoyibHFXyEmbYpVOAVpSkwD1XCgKqKpjTxhcOAzkZ3s+Jn9zapvcxTSYgY43yzpzFDBinixveFVaB3rL5QvA4jtkjm+bUUDfR7y3bwCIqgNc+x9ZXv+K/H6qs7/+B9gsQNN+QP3O2u7LaAYGPyfLG14HstOcz1kLgB1fAu9cBXw+Vjqb6AxAh5uBGb8Bt30rtW6KdxbQ6YAut8ny1k+0jb80ORclUQHIz3bnSrkoPn9Qihameqh/vb9RC+jFJ2hTp8Md8fZ2oVVtE3jOPh3AE0UBVbFNJQmt2KQ9LhFVCwGfBNi8eTNGjhyJ2NhYREREoGfPnli0aJHb28nMzMTMmTPRvn17hIeHo0aNGujatStmz56tQdRUqoJc4PBaWdYqCRBRE4izD8n1dREmKl1WKnBkgyz7Wz2AwhKGyaOWdQFsVuccT1c6A6giawGRdQAozjtD1Zl64dR2FBAe51zfdgzQfIjc7fvpUe9UX7fZgG9nABkn5LNm9H9906ax/Vig3Q2SqPr2Ht9NidBaXiaw5SNZ1noUgKr9WKBeJyk+ue5lIDcD+OMt4I1O8m9/bo8Uob3yPuAfO4Cx71ecxOs0QRIGJ/7yfk/2HV/KVJo6HYCG3WVo+p0r5cI046SMCDi51bsxeYNaINiX9QBU6nSAqowEyM0ALh2TZU9OBwCA1tfLoyemBJzdCyydAbxQH/hjftW3R0SVEtBJgMTERPTt2xe//fYbxo0bh3vuuQdpaWmYNGkSXnzxRZe3c+zYMXTp0gVz5sxB/fr18cADD2Dy5MmoX78+lixZouFPQEUc2SDzJaPquXfB4y5HXQBOCfBL+3+QOw71OvvnVABVQqG6AFpdXJ4/JP8nTOHSR9wd6nDQ6l4XIC8L2PWNLHe9vehzOh0w8hUZIXB4rfNup5Z+f00SQ8ZQ4OZPgNDy+/RqauR/pKBk6j5g7dzq2Rp12+fSDrNmCyBBo+RxcXo9MGyuLG/5QCr9r/o/uWCOqA0MeQ54ZA8w4kWghovDzKPqOIvhenM0gKI4pwJ0n+xMWMU0AKaskClZl88DH18PpPzmvbi8wR/aA6rUwoDZqVLktDLUbjVR9YomQz1BnRJwaK0k3irj2J/AovHAO72BnV8CBdnSaaO6j1Qi8lNGXwdQWRaLBVOnToVOp8P69evRpUsXAMDMmTPRu3dvzJw5EzfddBMSEhLK3Y7VasW4ceNw6tQp/Prrrxg0aFCJ/ZCXJBeaCqDlnbOGPaSyM+sC+Cd/7QpQXJM+crcv66zMn63XyfP7UIsC1mkH6A3uvbdue+DQr9W/Qvze7+SObFwzGQ5eXM3mUtU98UVgxdNAi6ulj7wWjmyQgnEAMPLfztoMvhJRU+oDfDlB7lT/8ZZ0KQiLkZoBoTWAsBplL4favw+rIa0HfTGioTw2q3Ne/pX3endI9xX9ZTRQ8ip7EiIB6PMA0PEWwBRauW12vR1I+kn+Pg2Z6dkWuWU5+ocUozNFyLSFwiJqAnf8AHwxQaY2fDYWuOkjoPVI7ePyBn9oD6gyR8nFe+ZpmYbRsLv721CnAnh6FIC6zbhmMsUs+Reg/Y2uvU9R5P/IhteBY3/YV+qANtdLK8qDv0gB0+nr3P5/o3hjZBeRH9DqWA/YJMCaNWtw6NAhTJkyxZEAAICoqCg8++yzGD9+PBYuXFjhiIBvvvkGmzdvxrPPPlsiAQAARmPA/ooCi6Jo1xqwOHUkwMm/5STS3Ysr0k52mpxsAv5bD0BlNAPNBsgcyeRV2iYBKjMyRq0LUN2LA6oFAbvcVvZFat+HgJ1fARcOAWteAEa+7Pk4Ms9KizXFBnSaCHS51fP7qIzWI4G+DwO/vyGx5aXLlzps2FU6vSQEYq+Qu5bxLeTCNz5Bpj1U9sK3Kvb/KH3Vw+JkOL23Xf8m8MebQNO+0pGhqkmIFlcDkXWBrDPAgeXe6YyijgLoeFPpo1bMUcCkb+TYTvoJ+OpWmeLS2Qe/b0+y2ZyV+P1hOgAg/68yT0tclUkCOIoCapAE0OmkS8Afb8r/u4qSAFaLjLza8LozOaE3yXHT5x/y+ZF9Hnj7SpmWsfYFYNgcl0LR2/+fWa3VcGQTUSnUY13v4UR3wF7hJiYmAgCGDRtW4jl13bp16yrczldffQUAuOmmm3D8+HH89NNPuHTpEpo3b45rrrkGkZGRnguaypa6X05KDWZnD3at1G4LhERKJeZz+3x/t04rJ7YA2z8HrnoIiG3i62hcs0+dCtBJiu/5u4Sh9iTAaqD/457ffmU6A6gcbQL3yAmvrwtfaeHcPpnWozMAnSeV/TqjWQrlfToG2Pw+0HmiZwvI2azAkrtkVEjttrIvf7prfvUsYNA/pZNFzkUZbpx7yfVlS678v7x8Xr5OFq+nopNh7zUT7AmCQo9R9bU79tS2gD3uAkLCtdlHeaLrOYtPeoLBKMfmhldlSoDWSYDsNGDv97LcbUrZrzPZp7b88KD8Tfnubjk2rrxH2/i0lH5cploZQvxn2ll8giTB0ypZF8DRHrCd52IqrM31kgQ4sAqw5MnnanH5l+UY+eNNZ6IxJBLoPkVG60TXd762+EilViOBJr0rDMNkMsFgMCAnJ4fn6NWdJVc6lITGABG1/Ovvqhfl5OTAYDDAZDJ5dLsBmwRITpYPydKG+8fGxiI+Pt7xmvJs2SInMxs2bMDDDz+MvLw8x3O1atXC4sWLMXDgwDLfn5eXV+Q9GRkZrv4IVJg6CuCK/kBIhLb70huABl2BlPVyAVEdkwDHNgGf3ihz7s7tB6b8HBgfnv7eFaC4Fva6ACf+korwnpyHqSjA6SqMBIhPkBPc/Ey5WxoISRV3qXOnW10jc6rL03wQ0H4csPsb4MeHgamrPTcKKHGenLyHRAI3feybC9KKGExARLx8uasgVy76slNlOHBasgxZTkuWQma59pEFl47JFJTCTOEyJaNmoZEDtVrJEOyqjB44vhk4/qcc4z2mVX47/qbLrZIEOPirtD6MaajdvrZ/Lh0s6netOClmMAKj5ssUkU3/BVY8JZ95g54JjL8txalTAWq2cLZq9DW1Q0BligMqinPqVx2NkgANujtHqqSsL9r2NOcisHkBsOld4LK9Y0Z4PHDl3UCPqTKKqDStR0oCV00u3f07YC7/wl6n0yE8PBzp6emIi4uDwcDRnNVWxmm5YZefJdNHajSSUWlBxGq1Ij09HeHh4dB5+LPWTz753JeeLr25Y2JKn9sZHR2NEydOVLidc+fOAQAeeOABPPbYY7j//vsRGhqKL774Ao899hjGjBmDffv2oV69eqW+f968eewg4AkH7BXWteoKUFzDnvJH7PhmoPud3tmntxzfDHw2ThIAgMzD271E+lL7s+zzzsJT/l4PQFWjEVCrjRReO7TGs7/jzDNyMqXTV254p8Ekw1zP7ATO7q5+SQBLnsydBoCud7j2nuEvytSNU1uBvxfKyWlVJa+WNnyA3NWq1bLq2/Q3plDAVBeIqltyVIqiyB3l8wfl4qVwguBiitxtPbPLOapFpdPLNII6bWX0RO22cvES29S15MxGe1XxDjdVnAAKJDWbS22LI78B2xcBA57QZj82G7BloSx3L2cUQGF6PTD8BSA8VmpfrH9ZLv6ueTnwRhql+VFRQFVN+02tyrQJzDwtiTqdQbufSa8HWl8rxTD3LZMkQMZpSQptWSgXagBQozHQ50FJaJnCKt7uiHnA4XXAxSPA6pnO9qblqF27No4cOYKjR48iLi4OZrPZ4xdI5GPWfCDrEgD7fPjM80DOZUmMGjx7R9wfKYqCvLw8XLhwATabDbVr1/b4PgI2CeApNpsNAHDdddfhX//6l2P9Aw88gJMnT+Kll17CBx98gP/7v/8r9f1PP/00HnnE2QM6IyMDjRq5WA2YxOULwPFNsuytJEB17RBw8m/gsxvl7m/TfkCjXsBv/5bK1S1HVJhh96n9P0g7s7od3a+E70sJQyUJkPyLZ5MA6kVTfEvXTqRKU7eDJAHO7JahnNXJvh/kAiS6AdBiiGvviaoDDH4WWP44sPp5oM0oILIKf1jTTwBL7Xehu9/l/4k2Leh09paUtUoO5bUWyOgAdcRAmv0rdZ/82523r1eHpAOAMUwuYmq3tScI2sjw5qi6zjvOF4/KRQjgvbaA3tTlNkkCbPsU6PeYNhfYKeskSWOOlpaHrtLpZOpTaA3g58dlek3uJWDMO4F1Yu5P7QFVapvAC4fdr1ekjgKo2aL0Yfqe0uY6SQLs/1m+3/GlXKwB8v+078PSmtSd0RWhMcDo+fbpWgsk0dB8cLlvCQkJQcOGDZGWlobTp09X7mch/5abLl/GUPmcupwm09L0p2RqQCB93lRBREQE6tati5AQzxeKDdgkgDoCQB0RUFxGRkaZowSKbyctLQ2jRo0q8dz111+Pl156yTFloDRmsxlms4YfuMHg4K/yH7t2W8kge0PDHvJ4/qDnh3H7yqntwKc3AHkZQOM+wMSv5K7A7m8kw/7bf4CrZ/o6yrLt+VYeA2UUgCphmMx/PLjas3PvHUUBK1EPQOVoE1gNiwOqUwG63OreyXKPu2To6entkhy78X+V27+1APh6CpBzQdpZenJueHVhMNmnAjQHUKjgq6JI/YSze6Suw7m9spyaBFhy5N/m9Pai2wqLdY4YuHRM/mY0G6Td0GdfajtKLrAvHZOL9eYlixZXmVoQsNP4yk3B6zlN/k2+nQHs+lp61N/0kX9OhSmNP7UHVMU0krpI1jz5t3dn9JZjKoAGRQELa9pPLtovpzk/gxv3kYv/hKGVnxrSfJBM69n8PvD9/cA9f0hXknKEh4ejcePGsFgs7ORV3VjygY9nyN/X4fOAhF7AhRTgp0eknocpXNq0al1DzMeMRqOmBeoDNgmg1gJITk5Gt27dijx38eJFpKWloU+fPhVup1WrVkhLS0ONGjVKPKeuy8nJqXK8VA5HVwAvjQIA5KK/ZgtJApzY7N19a+H0TuCT0ZI1bdQLmLTYeWI3fJ4U3tk4Xy6Yajb3baylKTwVIFDqAagaXwmERMlJ0eltQINuFb/HFY6igJWoB6CqW02TABcOy8URdO5X4dcbgOteA94fLB0DutxauROJ1bNkJJE5Ri5+tLz7Vt3odHJnP6pu0VEcNqskLM/tlUrn5+xJgvMHZeTA0d/lS9X7fq+H7hWmMKnWv3mBjAbwdBIg8wyw/ydZLq8gYEU6jJM7dItvkxa/n40FJn6pXQtOT1EUINXeGcAf2gOq9Ab5+3xur4yYcScJoHVRQJXBJFMoN7wmHTH6PiR/Az1h6GypKXLhsLRzveEdl96m9YUS+cDOZUDqDiks23aEHHf12wCTPgcW3y4jpb66GRj6vLRm5VSQSgmwSVxOAwYMAACsWrWqxHPqOvU15Rk8WIYc7d27t8Rz6rqmTZtWNkyqyPlDzmGdLa/x7r4b2qcEHA/wKQFn99gTAJekcM+kb6Stk6rVNdJ6ypoPrHzGZ2GWyzEVoIN/JinKYzA5T9KTf/Hcdj05EuDiEblTV11s+0wemw+u3OihBl1lRAAA/PiI1Bdwx74fnHPSb3in+tVb8BX1IqjN9cDAJ6Ui/f2bgWdOAzN+A254T+YatxgK9Lrb9WkggajLbfK47wcZreZJ2z6Vz9tGV1b9znHLYcBt30ky7NgfwEfXAlnnPBKmZjLPSJtMncH//t7E2+sCuFscUMv2gMUNfg7451lJ+HgqAQDIjYsx70q9kB2LnIkqCj5/vieP3e8sOuw/PA647Vt78lIBfnlWRo64+ze8smzVqy1lwCYBhgwZgmbNmmHRokXYvn27Y31mZibmzJkDo9GIyZMnO9anpaVh//79SEtLK7KdKVOmwGw246233sLJkyeLbOfFF18EANx8882a/ixBbeUzcnHafLBznr63NLJPCQjkugDn9gMfj5IhU/W7ArctLdnrWacDRvxLevQeWOEswuhP9nwnj4E2CkClVklO9tDvNi9T7oYAVUsChMdJJh1w3ikKdFYLsO1zWe56e+W3M/hZIKK2nGz/8abr77uQAnxnn4fe+36Zv0raMoUC9TrK0PVhc4BbvwGueal63/2p31n+71vzgZ2LPbddmxX4+2NZdrUgYEWa9AYm/yjzdM/sAj4cIW29/JVaDyCumf+N4HEUB3QjCWAtcBY69Mb0GL2+ap09ytO4l9zZBYAf/iGjBCm4nPxb2tAaQoBuk0s+bzDJaL5rXpaE0fbPgE/GSIFarZzbJzcM5neXqQrVRMAmAYxGIxYsWACbzYZ+/fph+vTpeOyxx9CpUyfs2bMHs2bNQsuWzirN8+fPR5s2bTB//vwi27niiivwyiuv4Ny5c+jUqROmTZuG+++/Hx07dsT27dsxffp0DBlSje82+FLSCrko1Zvs/5m9fEKnjgQ4uTUws3upB4CPr5dh6PU62RMAZQzDjE9w9nRe8ZT3sqauyD4vnRoAKSgUiNRWgSe3euYPkTq/M6p+5Vq6FaZOCShenT1QJa+SFlXh8dJXurLCakilcwBY/2+5uK9IQS7w9R1yF7FRL+DqWZXfP1FF1K4XWz+RIeyecPBXmVMbFgu0He2ZbQKSpLlzJRDTGLhwCFg6XWqk+CN/rAegcowEcKNDwPlDkiwKiZTff6Ab+Ix03clOBX562HPHPgWGv96Xx3Y3SMHZ0uh0QK8ZwMSvZUrSsT+A9wc5R8R4gtUiI7E+vh54+0opiHnhsEx9qiYCNgkAAIMGDcKGDRvQt29fLF68GG+//TZq1qyJzz77DP/85z9d3s4DDzyAZcuWoW3btvjyyy/xwQcfoGbNmvjf//6H9957T8OfIIgV5AIrnpTl3vc5//B5U+02Mpc7Pyvw7pKePyQfTNnngDodZDhmWX14Vf0fByLryAnapre9EqZL9v8YuFMBVNH17HfsFTnJrqrT9qkA9apQD0BV3YoDbrXfxew8ATBWsVpuh5ukHoAlF1j+RMUnmyufBk7vAMJrAuMWBk11YvKRDuOkUNy5PdLW0hPUgoCdJ1W+60hZajYHJv8AmCLkpHzbJ57dvqf4Y3tAVWVGAqif7bXbBF6rxtKYQoEb3gX0RukcsnuJryMib8lKdf5795xR8esTrgamrgZir5Bimh8Mq/po1+w0KaT9Rifgq1vlJpVOL9PU7vgBaH1d1bbvRwL+06Jnz55Yvnw5Ll26hMuXL2Pz5s2YNGlSidfNmjULiqJg1qxZpW7n+uuvx/r165GZmYmcnBxs2bIF06ZN0zj6IPbHWzJPOaqeXJz6gt4gc4OBwKoLcOEw8NF1cje0djvg9u9d624QGi1FVABg3SvS39cf7P1OHgN1KoAqYZg8emJKgCfqAagcIwGqQRIg45Tz96veJa0KnQ4Y+R8ZjZS8SrL+Zdn5tf0CSgfc+D4Q06Dq+ycqT1isdAoAgK2fVn176Secd7FKG2brCbFNgcH2lsqrnpP59/7GMRLAj9oDqtQ2gVlnXK/j4igK6IV6AN5SvzPQ/wlZ/ulR/zlfIW1t/UhGtTToBjR0schyrVbAtDVAk77SHvuLW4CN/3V/BMnJv4Fv7wZebQP8+jyQcUIS/v0eBf6xE7jlM7lpUI2moQV8EoAC0KVjkmUDpMWHL3vXq3UITmz2XQzuuHgE+Oh6IPOUnMDc/j0QUdP193e4WaZBFGQDvzynWZguu3wBOLxOlgN1KoBKTQIcXF316SWOzgAeSALUsW/j3F7/HZ7rqm2fS2u4xn08N3qoVkvgqn/I8oqngLyskq9JTZL5qYAkLatzQTryL2rdi91LgPzsqm1r6yfy/6dpP21H3/WaAdTvItNmVjyl3X4qS60J4I8jAUJjpFYJ4HpxQEdRwGrWLrPfI9J+NfcSsOwBTguo7qwFwGb7SCVXRgEUphYM7HqHfMatfAb44cGK5+9b8oAdX0q3oPcHAzu+kCRE/a5SpPLhvcCQ54AajSr3M/k5JgHI+1b+U3pBN+kLtB/r21gCqUPApWMyBSDjhAwZvH1Z2fOlyqLXAyNfBqADdi0Gjm3SJFSXqVMB6gTwVABVg+5yApd7CTixpfLbsRZIERqgau0BVTWbA8ZQoOAycNGFee/+ymZzDi/u5oFRAIX1fwyo0QTIOAkkziv6XH42sPgOSZxd0R8Y6IcXNVR9Nekrd9fzMmRodGVZCzxfELAsegNw/RtSfX/Pt1L/x19kpwGXzwPQOYfe+5t4ez2rNBfrApyz15CpTiMBAJludcO7MiXm4C+SxKLqa/9PcoMrohbQboz77zeGyOfO8HkyfH/rJ8CnN5ReXDL9BPDrHODVtsC3M2QUgCEE6DgemLoGmL5WphxqVQDTTzAJQN51aI20BNQZ5GLU18NqGnaXxwuH/LsKbfoJSQBcOgbENZd5SVF1Kret+l2cd5d+fsy3RRHVrgDtPFigylcMRqC5/Q7xwSq0Ckw7AFjzpNhNjSZVj0tvkLmiQGAXB0xJlOPfHAO0GeXZbZvCgJH/luVN7zinTiiKDEVN3QdE1gXGfiC/TyJv0euBLrfKclWmBBxY4Syo2fp6z8RWnnqdgN73yvLPj5U+wsYX1KkANRoDIeG+jaUs6pQAV0YC5GXK5yJQ/UYCAPK3S51esvIZ4OJR38ZD2vnrf/LYbXLlu3bodPK5M3Gx1Pw6ugFYMFg6aSkKkPIb8NVtwOsdgd/+LYW1oxtIt6CH9wI3vuf6NIRqgEkA8h5LPrDcXgyw53T/+IMVHue8G+CvUwIyTkkC4OIRuSN0xw9SiK4qhjwnd63P7HIWWvO2yxeAFPtUgLYBPhVA5Ym6AOqFep32nivyVB2KA6p3gTrerM3Je8thklxQrMBPj9hHHnwqwwN1emDch0Bkbc/vl6ginSfJMXjsD9fvDhe3ZaE8dr2t6gU1XTXwabnYTj8OrH3RO/usiGMqgB/WA1C5UxxQHTUWVc+12kCBqPd9QOPeUsT5+/sCf1oblXRmN3D0dykG2f3Oqm8vYSgw9Re5kXLxCPDBUODt3sDH18mNSMUq06Ju/lTm+/d/zP2RtdUAkwDkPX++K3c5I2r515BaR10AP5wSkHlGEgAXDsvJ1B0/eqYgWUQ8MMjeQePXOXJB7m37fwJsFrlAVe98BLoWV8vj6R2VL4ilJgE80RlApdYWCNTigNlpwL4fZdnTUwEKG/EvabN1/E9g1f8BP9uLlg5+Fmh6lXb7JSpPdH1nG9LKVNy/kAIcsnct8URBTVeFRADXvibLf74jLVR9zVEUsGX5r/Mld9oEnq2mUwEK0xuAMW8DpnDgyG/AX+zaVe2o/6ZtrpfPO0+o3QaYtlZqCOVlyIg+UwTQ/S7g3k3A5B+l8KrB6Jn9BSAmAcg7Mk4D616S5atnS49uf9Gwhzz6W12ArHPAx6PkRCCmkSQAPFmcpPtdcuKQc8E3d2mqS1eAwiJryXQLQAoEVsbpHfLoiaKAqkAfCbDjS8BWIL9bT/5eiotpIHcvAWDTf6V1YMJw4KqHtNsnkSu63iaP27+Q+f3uUEd7NR8CxF3h2bgqknC1tOJUbFKoy2rx7v6LS/PjzgCqmup0gIMV3/VWkwB1qnESAADimgHD5sjy6lnutVAk/3b5gnTfAWSUsCdF1JQC2kNmAte8DDyyF7juVecUySDHJAB5xy/PylCuhj2AThN8HU1R6kiAk1t9f4Kiyk6TBEBaksxXumMZEOuB+eGFGYzyoQgAWz7w7nzxyxeAw4myXJkCMP6sKlMCFMWznQFU6tSb9ONAziXPbdcbFMV5EeONu5i97nYmTWIa2ftV808l+VjLETKKLvuce58tlnxnLQGtCwKWZfg8ILSGfLZtets3Maj8uT2gqkYTaVtqyZXP7PI42gP6wfRKrXW/C2g2SH4v397tP+drgNRWOn+IHQwqY9tnUiy8TgeZ9uFpxhDpNNFrhn/dgPQDPLMh7R35Hdj1NQCdFN/ytxPqWq2lgEhBtvMPqq99M0WGLkXVkxoAcc202c8V/aQ1n2KTeg3e+gOmTgWo3U7bVlW+oCYBDiW6f8cu/YR0F9AbPXuSGlYDiGksy+qdo0Bx/E+ZRmQK9043EYNRCgC2HwdM+LL6zrOlwGIwORPo7lRJ3/+DFL+KqieJBF+IrAUMf0GW174oc3R9ITcdyLT3m4/34+kABqOzW055xQEVJXhGAgBS9G30fCkOe3IL8Mcbvo5I2KzAopuBt7oC390DFOT4OqLAYbMCm9+X5V7TfV8sPMj42dUYVTtWi3NebfcpQP3OPg2nVHqDsxqoP9QFOL0DSFkvF4K3L9O+dd7QOYAxTIqy7F6i7b5U6lSA6jYKAJAh6+E1pUe2u1NMzuyUx1ptKl8dtyzqaIBAmxKgtjVrfyMQGu2dfdZuDYz7AKjb3jv7I3JFF/uUgORVMsXOFY6CgLdLIsFXOk+SQlyWHODHR3xzxzT1gDxG1ffeZ0llqVMCyisEmXlaksY6AxDfyith+VxMQ+Aa+9TStfP8o+PNb686p//t+EKK0Pkq0RVoDqyU7hahNSTxTl7FJABpa8sH0sM2LFaKa/mrhvYpAcf9oEPA5g/ksc0o7xQvqtEI6PeoLK96Vvqia6nwVIDqVA9ApTc4CwS6OyVAi6kAKvWC1h9OmlyVmy59xgHvFjQj8ke1WspwWcUG7FhU8evTkqWQmk7vbAvrKzodcN3r0vP90K/Arm+8H4OjM0AAXDA7igOWMxLgrH3kYs0W1b6feRGdxgOtrpU6Md/eLVNefCXlNyDRXlOp9/3SgvPMLuC9AUByJesCBRO1LWDX2/23ZWc1xiQAaScrFVhjHwI45Dn/HlbrLx0Cci7Zp04A6DHVe/vt84DMQ8w8Bfz2H233lfSzfSpAW/+u0FwVaiXv5F/ce5+WSYBALA6462u5c1irjbOAJ1EwU0cDbP204qJxf38kjwnD5Q6qr8W3AAbYRwaueMr7XWkCoT2gypU2geeCaCpAYTodcP3rMuLu7G7nRbi3ZZ0DltwlSbnOt8qUlxnrgQbdZITG5+OAdS+zpWFZUg8Ah9dKktKb57vkwCQAaefXWTIkul4n/7+L17C7PF44LEX5fGXHF0DBZbnoadLHe/s1hQIj5snyH2/J70Ere76Tx+o4CkDVYggAnZykpZ90/X3qdABPtgdUqYmFc/v8q6BSedS5z11v51xBIkCmUIVEARdTZApXWQpygO2fy7KvCgKWps8/5O/b5TQpGOxNgdAeUBXvQhLA0R4wCIoCFhdZG7jO3n5yw2vSNcObbFZg6TQg66wczyNfkfUxDYApy4FuUwAowNoXgC8nBl5BXm9QRwG0vMbzha/JJUwCkDZObJGKn4C9GKDBt/FUJCzWWSjohI+mBCgKsHmBLPec6v2LnlYjgeaDAWs+sOIZbfaRc7H6dgUoLDzOeef6oIujAXIuytw4wHnX3pNir5AeuZZc4MIhz2/f005tl/oYhhAZ/klEQEiE1McAgG2flv26vd/LZ0pMI+f0JH9gDAGutxd02/aZ1L/xlkBoD6hSawJkngLyskp/jTodINhGAqjajgb6PCjLy+4HDv7qvX3/9h85lzGFAzd/XHQou9EsIxVG/1emvxxYDrw/KPCK8mopN0NuegFAz2m+jSWIMQkQzI7+oU1xHpsV+Mk+x7zzJOdQe3/nqAvgoykBKeukL3BIJNDxFu/vX6cDRrwkBQkPLHd/KLsr9v8s8/hqtQmMeZlV4WgV6OLv8Yx9mH6Nxtq0sdHrnSeLgTAlQB0F0OZ6/55KRORt6si6vd+XfYdRLQjY7Q7/S8I37iXt3gDgh4eAglzt95mf7UyyBkISIDxO5pcDcl5QnLXAmdSoHaRJAAC4erYUlLNZgMW3S/JYaynrgUT7yMlrXy37XKbLrcBdK6Uzz4XDwIKrfVMLwx/t+ELahse3ApoN9HU0QYtJgGB1OBFYeA3w4XDg2J+e3fbWT4DT2wFzNHD1LM9uW0tqsuLACt/M4VJHAXQaD5ijvL9/QIZJ9rpblpc/6fmCO9W5K0BxCfa6AIcTXfs9OuoBaDAVQKWOMDjj50mA/GxnbQx/n0pE5G0NusqFnyXX+f+ksLN7geObJKGr1hDwN1fPBCLryqik3/6t/f7S7J0BImoFTlLRURywlCTA+UMyai8kUur5BCu9HhjzNnBFf7moXHSztpX5M88C39jrAHS5Feg8ofzX1+8CTE8Emg2SqZ5L7gJWPO1++2BvKsgBNr0LJL4EWPI8v32bzTkVoOc0TvXzISYBgtXFozKM6fifwIfDgK9uLb8VjasuXwB+nS3Lg56ReVuBos31Mtfy3F4g6Sfv7jv9pNwlB3xfIGXAk0BEbTk52/S257abcwk4tFaWq3M9AFXdjvJ7zM8Cjm2s+PVqPQBNkwAB0iZw7/dAXgYQ21TaihGRk07nvLgvbUrA3/ZRAK1GAlF1vReXO0JjnPOoN7zmHNquFbU9YCC10nO0CSylLoBaFLB2G7kQDmZGM3DLZ5LkzjoLfDYWyD7v+f2odQCyz0kS7ppXXHtfRE3g1iXOLkyb3gY+GS0JBX9itUhL3je7AiuelIKLn98kXXo86fAa+6jXKE7187Eg/+QIYt3uAB7YKnfZdHpg3w/Af3vKMP6sc5Xf7pq5Mg+xdlugR4DN8wmPA3pNl+V1L3m3j/HfHwGKFWjSV/6o+1JoNDDUnshZ/4rr/agrklRoKkDtABiOWVV6vXM0gCutArXsDKBSt+3vIwH+/lgeu97OE1yi0nS8ReplnN4hX6r8bGDHl7LsTwUBS9PmenurNwvw40PajsALpPaAqvLaBKpJk2CeClBYaAww6RsguqFcYH4xHsi/7Nl9rH9Fpm2aIoCbPnavpZ3eIF2ybvlcLn6P/g78b4DnR+JWhqJI4v3tK4EfHpQ6FDGNZJRJyjpg4UjPnQcCwJ/2UQBdJvlu1CsBYBIguEXXA0a9CdzzB9ByhFyEbl4AvNlF2pq42y/+1HZgy4eyPPIVwGD0eMiau/I++YA/swtIWu6dfVryga32i54ed3lnnxXpOF4K2+VnAatnemabaleAYJgKoHIkASqoC2DJc56kapkEUEcCZJ7yfnsuV6UmyVBmnUFqihBRSRE1gdbXyvLWQqMBdi+xj6K5ArhioC8ic51OJ+cKIZEyKlEdwaCF1AAqCqhytAk8UPI5tcic+plOck576xJJCJz4C1gyVe7ee8LhdUDiv2T5utcq32GizXXA9LVyHGaeBj66Fvjrfe/edCrs8Drg/cFST+F8srRdHD4PeOBvYPJPMprx7G7gg6HO/0NVceGw86ZIoN0orIaYBCC58zzxK+COH2X+Un6WtDV5s6vckXOlnZjNBvz8OABFirQ07at52JqIqOmsVOqt0QD7f5QhbJF1gNbXab8/V+j1wDUvA9ABO7+S9jtpBytfwCnnEnBojSwHw1QAVbNBcjGbllT+PMXU/XI3LCxW237e5igZYg84Rx74G7UgYMsR/juUmcgfqFMCdi2WebxAoYKAkwNjFE1MA2CIPdG8epZn7zgW5hgJEADtAVWOkQCHSo6ScEwH4EiAImq3BiZ8KVX5k36S89KqnsdlnpWEAhT5P9epioWb4xOAqb/KuZCtAPj5MeDbuz0/cqE8p7YBn4wBPhkFnNoqN78GPAk8uB3ofa9MsajfGZj6i0xLST8OfDAMOLapavvd/AEARTqWxLeo+s9BVRIAfyHIa67oB0xdA4z7UArNZJ2RoUHvXgUkrSj/g3TnV5J5NUUAw+Z4L2Yt9HlA6iWc3u7aMO6qUgsCdr1D2if5iwZdga72k8zv7gbmdwNeqAP8u6VUuf3mTuCXmfKhnrxa5lyW9UfMMRWgdXBMBVCF1QAa9ZLl8kYDnFbrAXTQvkiOWhzQH+sCWPKcbYO63u7bWIj8XbNBUnk8N12m9J3aLif0epMULQsUPe4CGnSXEQzLn/D89i15wMUUWQ6kkQCxTaW4Y8FlGb2lysss1E6WIwFKaNIHGPs+AB2w5QNgw6uV35bNKsX8ss8Btds561hUlTkSuOkjYNhcuVGw80u5yL6Q4pntl+X8IeDrycD/BgKH18pnRc8ZwD92SB2v0Oiir49tCty5SkaG5l6SWgb7fqzcvvOznTVMek6v/M9AHhOA47VJU3o90H6s3JHe8qHcDU/dD3xxi8xXH/Y80KBb0ffkpgO/PCfLA54Aout7P25PioiXk5I/3pLhXwnDtLswO7tX5obpDHLnxt8MfV6q4J74W046CrJl1ELWWeDE5tLfE1FL2tzFNJLHGo2dbXGCaRSAKmEocOwP4ODqsvvheqMzgKpuBxl94o89i/f/BFw+D0TV96/e5kT+SK+XebWJ82QETc3msr7taPk7Fij0BuD6N2SO9L5l8jmgTnXwhPMH5e9YaIyMuAsUBpNM6zifLMUB1VFi5/bJY1S9wOl04G1tRwPXvCRJpV+fl99V54nub2fdy8CR3+x1AD4CTGGei1Gnk5tO9ToBX08Bzu6Si/Mut8q6uh1kSognptZmnJbz+a2fyNRf6ICON8uFvzo6sCwRNYHbl8mNnwPLgcW3yUjRss5nyrLzK7leiL0CaDG0sj8JeRCTAFQ6oxm48h6g0wSp3LvpHeDoBpk71O5GYMizQFwzeW3ivyRLWrMFcOW9vo3bU/o8CPy1QO6qHPwVSNDogmTLB/LYeqQMi/Q3YbHA6P/KsqJI0cdLRyUhcOm4/fGYDBW7eBTIzwSyU+Xr5N8ltxdM9QBUCcOkY8bhdTKdwhRa8jXeTAKod478bTqAokiBTEAubAKxpgiRt3WeJH+Dj/zmTMz6e0HA0tRtLxdEG14DfnpMuoIUvytZWY6pAK0Drx1ZfIIkAc4fBJoPknVnORXAJb1mAOkngD/eBJY9IAmgFkNcf//hRLlwBoDrX9duKskV/YEZ6+Xi+uTfwMb5zucMZqBOWzk3qNtBHuu0k5EErsi5BPz+urT8s9inDCUMlyKFddu7HmNIuHRg+OkRqWH182NAxinZjiv/pxRFah8AkjwIhKlKQYBnWVS+sBpSKb7HVGDtizJUd89SGXrYY6oUOfnzPXntNS/713D2qoisLaMBNs4H1v1L/nB4+uQhL9NZxdnXbQFdodPJXYfwOKkdUZyiyHCx0hIEl44BjXr6vvOBL9RpJ3e2M09JIq34HW6bzTudARzx2P/wp+6XXsUGk/b7rEhBrpxcpKwDoPPf3uZE/qZGI6D5YODQr4AlF4hvCTS5ytdRVc6AJ6WA7MUU6TQ08mXPbNfRHjCA6gGoSmsTeM7eGaAOkwAVunq2FODb9bUUv5v8k8x1r0jmGWcdgK63y11zLcU0AKYsB3YvlZtPZ3bJV36WzN8/ta3Qi3Uy6qduB2dioG6HojV0CnLk3HzDa3JeBsjUxKtnyXSJyjAYZcROTEOpG7bhVfndjnqr4vOIIxvkuDWFs+CvH2ESgFxToxFwwztSMOSXmXLC8ec78gXI9AF3MqyBoM+DMl//xGYpaufpn2/Hl/IBXzMBuGKAZ7ftCzqdjBwIi5WhbCR0OpkSsPVjqQtQPAlw6YiMoDCYnYWgtFSjibQoys+UE0tfn0hmnAa+uhU4uUXalV7zMhDbxLcxEQWSrrfJ32QA6DYl8O52q0xhUnn90zHAX/+TC6+G3au+3cIjAQKN+jehcIcAx0gA1gOokF4PjH5bWl+nrJO+91N/KX8IvM0qCYDsVPkdX+OhZFRFjGag8wT5AuQGwcUUZ0LgzC7gzE658D5/UL72fOt8f0RtSQbEJ0jLv0x7kc1abeSOfatrqv7ZoNPJtN+ousAPD8mNwaxzwM0fl9/u7y/7zcKOt8jNRfILHI9B7qnbAbhtKXDbt867lsZQYPiLvo1LC1F15IQK8HynAEWxV0mFjAII1JM2ck15rQLVUQB12nrnrrxe75wS4OvigCe2yBzIk1uA0BrS3sndeYZEwa7VSJlnG1Eb6DTe19FUTfNBMg0RCvDVbVWvRg4EZntAlTp64fxBeVSUQu0BORLAJcYQ4JZPZRRc9jngs7FA9vmyX69OrzFFyMWtJ+sAuEOvlzv+7cbIFNxJi4FH9wOPHZRz8KHPSzeu+FaSQM8+Z79B964kAGIaAWPeAe75XaacevI8s+vt0oXBFC77/Oha6aJQmkvHpc4HwIKAfoYjAahymg+WHsQHf5F5VtX1zt1V/5ACicf/lCxys4Ge2e7RP4DUffIBGugnbVSxKwZIFd4Lh6Q6r1rACyjaGcBb6rYHjm+SBITWwxzLsu0z4MeHAWu+3KmYsMhZZ4SIXGc0A3f/Jncwq8NdtmEvyNzotAPAwpHA1TOB3g9Ubh6x1eK8gA6k9oCqmvaRAOnHpftO7iX50hnk4o9cExoDTPpG+t2fPwh8MR64/XuZ617YoTXAensHgOvf8M7oPHdF1gIiB8t5uCr/shSMPLNTHuMT5ELdaNYujpbDpLX4opuA0zvkd3vr0pKt/7Z8KIU5m/Zj4srPcCQAVZ5eD7Qc7tr8qkAVXQ/odocsr/PgkLDN9gIpHW6qHidtVL7QaKBJb1kuPhrAm0UBVY42gT7oEGC1AMufAr6/TxIAra+T4ZlMABBVnjmq+vwtiagJTFsjdzkVq3Qf+mI8cPmC+9u6mCLtaU0RQHRDz8eqtYiaMsUOkCTyWXs9gJrNSy8yS2WLriejzUJrSEvrJXfJ3yNVxmlgyTQAinRr6niTjwKthJBwoGE3KQo60l65X8sEgKphN+Au+/SKS0eBD4fJCD9VQa5MhQQ4CsAPMQlAVJGrHgIMIdLKL+W3qm8v84wUVgQCoyAgeUbCMHlMXlV0vTeLAqrUfXl7OsDlC8BnNzhriQx8Grj50/LnEhJR8DFHAWMXANe9LvVSklcC7/YDjv/l3nYc9QBaBm5FcnU0QFoycE6dCsB6AJVSq5UMYzeYgaSfgeWPyxQLq0XqAFxOkyT5iH/5OtLAUbO5JALqd5EWvx9dByStkOd2L5F10Q1l2hL5lQD9RCTyopgGzmrlaruYqtj6CWCzSKXWel68+0u+pSYBjmyQoXsAkJ0mXQOg8+5JXe02ss+ss0BWqnf2eXaPzP9PWS935W75DBj4VOCemBORtnQ6ubM57VcgrjmQcQJYeA3wx1uu1+gJ5KKAKnVI+vmDzpEALApYeU16A2PfB6CToeq//Ue6QB3dAIREAjf5sA5AoIqsLVMDWgyVVoRfTgD+/thZELDHXWz764d49kXkir4Py5zuI78BR36v/HasFmDLQlnmKIDgEt8SiGkMWPPkOAJk/h4gQ+G9eTc8JMI5/P7sLu33t/d7YMFQGS4Y2xSYuhpoc732+yWiwFe3AzA9EWh3oyTQV/0f8MUE16YHBHJ7QJWjTeABFgX0lLajnVX/18wB1v9blq9/o+ScdnKNORKY8AXQ+VapAfDDg1IrwGAGut7h6+ioFEwCELmiRiOgy62yXJXRAEk/y53f8JryR4iCh9oqEHBOCfDFVABVXXtdgDMaTgmw2YA1L0h/5oJsKaw5bS1PYInIPaHRwLgPgWtflYuKA8uB9/oDxzeX/75qMRLAnsA4tx9Is3c6qM3P0CrrNV2KPwOQOgBTgA7jfBpSwDOYgNHzgf6PO9d1GCe1LcjvMAlA5Kq+DwN6o3QJqGzbos0L5FHrqq3knwrXBVAUZxLAF9NC6mhcFyA3A/hqErDefrflyvuASUuA8Dht9kdE1ZtOJ8OKp/4iLRHTjwMLRwAb/1v69ACbVe6eAzIXPFCp0wHO7pJiqqYIoEY17cjkbUNmSW2arncAI+b5OprqQacDBv8fMGo+cEX/ogkB8itMAhC5KrYJ0HmiLFdmNEDqAUkgQAd0v9OjoVGAuKKf3MW6dExOTh3tAX2QBNByJMD5Q8CCq2Xki8EMjHkXGPEi5wQSUdXV6wTMWA+0HSPTA1Y+A3w5Cci5WPR1l44Bllz5DIpt6otIPSP2CmkJqKrdhrVUPEWvl9o0o95kHQBP63obcMcPQNwVvo6EysBPESJ39HtU/hgfWlPxMMTitnwojy1HADUaez428n8hEUDTq2R57zLgfLIs+2I6gNomMC0JsOR7brsHVwPvD5LtRtUDpiwHOk/w3PaJiEKjgZs+Akb+W7r3JP0EvNsfOPG38zXqKID4BEBvKHUzAcEYIjchVOwMQEQewCQAkTtimwKd7Bc07owGyM8Gti+SZRYEDG7qlIA/35XiORG1gMg63o8jpiEQGiN30tR5plWhKMDvbwKf3wTkpgMNe0oxr4bdqr5tIqLidDrph672KU8/Bnw4HNj0jnweOeoBBPBUAJXaJhBgEoCIPIJJACJ39bePBjj4S9G7DuXZ9TWQly7D+poP1jY+8m9qEuBymjzW7Sgns96m0zlHA1RlSoCiAKe2A0vuAn55VhIbXW4DJv8IRNX1SKhERGWq31mmB7QZBdgKgBVPAV/dChz/S54P5KKAqvhCSQAWBSQiD2ASgMhdcc2AjjfLsiujARTFWRCwx12cyxfsajZ3tucDfDMVQKUmAdwtDmi1ACm/AcufBF7vAPxvALB7iSTHrnkFGPUWC18SkfeExgA3fyKfP4YQYP+P8gUEdntAVTxHAhCRZ7FKE1Fl9H8c2PkVkLwSOLUNqN+l7Nee2CxV4I2hQOdJ3ouR/FfCMJkOAPg2CeAoDrir4tcW5ACH1sqJddJyIKdQj25TONDiaqD3fUDjK7WJlYioPDqdtH1r2B34ejJw6aisrw7TAWq1kcfoBuywQkQewSQAUWXUbA50uEkSAeteBiZ8UfZr/3pfHtuP5R9vEi2GOpMA9Tr5Lo7CIwEUpeS0hJyLwIFVwP4fgIO/AgWXnc+FxQGtRgKtrwWaD2JlZSLyDw26yvSAX56Voqfx1SAJ0KgnMPjZ8m84EBG5gUkAosrq9xiwc7G0QTu9o/SLuaxUYO93ssyCgKRq2heIay5D5gtPDfC22m0AnR64fB7IPANE1wMyTgH7f5I7/kc2SOFAVUwjuehvfR3QuDdb/hGRfwqrIdOSqgudDuj/mK+jIKJqhGdwRJVVq6Xc3d/9jYwGGP95ydds+xSw5gP1u8rdCSIAMIUC926UC3Bftq4yhUnV6bQk4NfZ0lLrZLFil7XbykV/62sl0eWLIoZERERE5DFMAhBVRf/HpSDa/h+lwro6xxoAbFZgy0JZ5igAKs5fCufVaSdJgB3qlBadDD1V7/jXbO7T8IiIiIjIs5gEIKqK2q2BdmOAPd8C61+W6sSq5FXStzgsFmh/o89CJCpX50nAsY2SDGh9LdDqWiCqjq+jIiIiIiKNMAlAVFX9n5AkwN7vgbN7gTr2Hr5qW8Aut7JoGvmvhKuBR/f7OgoiIiIi8hI2LCeqqjptgbajZXn9y/J44TBwcLUsd7/TN3EREREREREVwyQAkSf0f0Ie93wHnNsPbPlQvm9xtW+rvxMRERERERXCJACRJ9RtL0XUoABr5gDbPpP1LAhIRERERER+hEkAIk8ZYB8NsP9HIOciENMYSBjm25iIiIiIiIgKYRKAyFPqdQJajXR+332Kb3vAExERERERFcMkAJEnqaMBDGagy22+jYWIiIiIiKgYtggk8qT6XYBblwCmCCCylq+jISIiIiIiKoJJACJPa3G1ryMgIiIiIiIqFacDEBEREREREQUJJgGIiIiIiIiIggSTAERERERERERBgkkAIiIiIiIioiDBJAARERERERFRkGASgIiIiIiIiChIMAlAREREREREFCSYBCAiIiIiIiIKEkwCEBEREREREQUJJgGIiIiIiIiIggSTAERERERERERBgkkAIiIiIiIioiAR8EmAzZs3Y+TIkYiNjUVERAR69uyJRYsWufz+xMRE6HS6Mr82bdqkYfRERERERERE3mP0dQBVkZiYiOHDhyMkJATjx49HTEwMli5dikmTJuHIkSN45plnXN7WgAEDMHDgwBLrGzZs6MGIiYiIiIiIiHwnYJMAFosFU6dOhU6nw/r169GlSxcAwMyZM9G7d2/MnDkTN910ExISElza3sCBAzFr1iwNIyYiIiIiIiLyrYCdDrBmzRocOnQIEydOdCQAACAqKgrPPvssLBYLFi5c6MMIiYiIiIiIiPxLwI4ESExMBAAMGzasxHPqunXr1rm8veTkZLz55pu4fPkymjRpgqFDhyI+Pt4jsRIRERERERH5g4BNAiQnJwNAqcP9Y2NjER8f73iNKxYtWlSkoGBYWBhmz56Nxx9/vNz35eXlIS8vz/F9RkaGy/skIiIiIiIi8qaAnQ6Qnp4OAIiJiSn1+ejoaMdrylOrVi288sor2LdvH7Kzs3Hy5El89tlniIuLwxNPPIH33nuv3PfPmzcPMTExjq9GjRq5/8MQEREREREReYFOURTF10FUxrBhw/DLL78gOTkZLVq0KPF88+bNceLEiSJ36d2xe/dudOvWDbGxsTh16hT0+tLzJaWNBGjUqBHS09MRHR1dqX0TERERERERuSojIwMxMTEuXYcG7EgAdQRAWXf71V9CZbVv3x69evXC2bNncfDgwTJfZzabER0dXeSLiIiIiIiIyB8FbBJArQVQ2rz/ixcvIi0tzeX2gGVRCwNevny5StshIiIiIiIi8gcBmwQYMGAAAGDVqlUlnlPXqa+pDIvFgq1bt0Kn06Fx48aV3g4RERERERGRvwjYJMCQIUPQrFkzLFq0CNu3b3esz8zMxJw5c2A0GjF58mTH+rS0NOzfvx9paWlFtrNx40YUL4tgsVjw+OOP4+jRoxg+fDji4uK0/FGIiIiIiIiIvCJgWwQajUYsWLAAw4cPR79+/TBhwgRER0dj6dKlSElJwdy5c9GyZUvH6+fPn4/Zs2dj5syZmDVrlmP9hAkToNPp0KdPHzRo0ACXLl3C+vXrkZSUhMaNG+Pdd9/1wU9HRERERERE5HkBmwQAgEGDBmHDhg2YOXMmFi9ejPz8fLRr1w5z5szBpEmTXNrGPffcgxUrViAxMRFpaWkwGo1o0aIF/vnPf+LRRx9FbGysxj8FERERERERkXcEbItAf+VOawYiIiIiIiKiqgqKFoFERERERERE5B4mAYiIiIiIiIiCBJMAREREREREREGCSQAiIiIiIiKiIMEkABEREREREVGQYBKAiIiIiIiIKEgwCUBEREREREQUJJgEICIiIiIiIgoSTAIQERERERERBQkmAYiIiIiIiIiCBJMAREREREREREGCSQAiIiIiIiKiIMEkABEREREREVGQYBKAiIiIiIiIKEgwCUBEREREREQUJJgEICIiIiIiIgoSTAIQERERERERBQkmAYiIiIiIiIiChNEXOz127Bi++OILnDp1Cl27dsVtt90GvZ75CCIiIiIiIiItaXbl/c477yAuLg5vvvlmkfWbNm1Chw4d8Mwzz+Ctt97CnXfeieHDh8Nms2kVChERERERERFBwyTAsmXLkJGRgRtvvLHI+kceeQSZmZno06cPHnroIdSrVw9r1qzBl19+qVUoRERERERERARApyiKosWGr7jiCuTm5uL06dOOdSkpKWjevDnatGmD3bt3Q6fTYffu3ejYsSMGDhyINWvWaBGKV2VkZCAmJgbp6emIjo72dThERERERERUzblzHarZSIDU1FQ0bNiwyLq1a9cCAMaPHw+dTgcAaN++PVq0aIGDBw9qFQoRERERERERQcMkgNVqRW5ubpF1v/32G3Q6HQYMGFBkfVxcHFJTU7UKhYiIiIiIiIigYRKgadOmOHjwIC5dugRAkgIrVqxAaGgoevfuXeS1Fy5cQFxcnFahEBERERERERE0TAJce+21yMvLw8SJE/Hjjz9i+vTpOHv2LK699lqYTCbH69LT03H48GE0adJEq1CIiIiIiIiICIBRqw0/88wz+O6777BixQqsXLkSiqIgJiYGc+bMKfK6JUuWwGazYdCgQVqFQkRERERERETQMAkQFxeHrVu3YsGCBUhOTkajRo0wZcoU1KtXr8jrDh8+jNGjR2Ps2LFahUJERERERERE0LBFYLBii0AiIiIiIiLyJr9oEUhERERERERE/kWzJMCpU6ewbNky7N69u8h6RVHw6quvok2bNoiJicHgwYOxfft2rcIgIiIiIiIiIjvNkgBvvPEGbrjhBuzdu7fI+ldffRWPP/44kpKSkJmZicTERAwZMgTnzp3TKhQiIiIiIiIigoZJgF9//RUhISEYM2aMY53VasXLL78MvV6Pd999F9u3b8fEiRNx8eJFvP7661qFQkRERERERETQMAlw8uRJNGjQACEhIY51mzZtQmpqKq699lpMnz4dHTt2xHvvvYfw8HAsX75cq1CIiIiIiIiICBomAS5cuID4+Pgi63777TfodDpcd911jnURERFISEjA0aNHtQqFiIiIiIiIiKBhEiA8PBxnz54tsi4xMREA0L9//yLrTSYTCgoKtAqFiIiIiIiIiKBhEqBDhw44duwYNm3aBAA4fvw41q5diwYNGqBly5ZFXnv06FHUqVNHq1CIiIiIiIiICBomAaZOnQpFUTBy5EiMGzcOffr0gcViwdSpU4u8bt++fUhNTUX79u21CoWIiIiIiIiIoGES4Pbbb8cjjzyCjIwMLF26FCdPnsS4cePw1FNPFXndwoULAQBDhw7VKhQiIiIiIiIiAqBTFEXRcgdpaWk4dOgQGjVqhPr165d4fs2aNcjMzES/fv0QFxenZShekZGRgZiYGKSnpyM6OtrX4RAREREREVE15851qFHrYOLj40t0CShs8ODBWodARERERERERPBCEkCVk5ODQ4cOITMzE1FRUWjevDnCwsK8tXsiIiIiIiKioKdZTQDVypUrMXDgQMTExKBTp07o27cvOnXqhJiYGAwePBirVq3SOgQiIiIiIiIigsZJgFmzZmHkyJFYv349LBYLTCYT6tevD5PJBIvFgsTERFxzzTWYNWuWlmEQERERERERETRMAqxYsQLPP/889Ho97r33XiQlJSE3NxfHjx9Hbm4ukpKScO+998JgMGDOnDlYuXKlVqEQERERERERETRMArz55pvQ6XT48MMPMX/+fCQkJBR5PiEhAfPnz8eHH34IRVHwxhtvaBUKEREREREREUHDFoG1atVCeHg4jh49WuFrmzRpguzsbKSlpWkRilexRSARERERERF5kzvXoZqNBMjMzESdOnVcem2dOnWQnZ2tVShEREREREREBA2TAPXr18f+/fsrvLjPzs7Gvn37UK9ePa1CISIiIiIiIiJomAQYPnw4srKyMG3aNOTn55f6mvz8fEydOhWXL1/GiBEjtAqFiIiIiIiIiKBhTYDjx4+jU6dOSE9PR506dTBt2jS0bdsWtWvXxrlz57B37168//77OHv2LGJiYrBjxw40atRIi1C8ijUBiIiIiIiIyJvcuQ7VLAkAAH/++SduvvlmHD9+HDqdrsTziqKgcePGWLx4MXr27KlVGF7FJAARERERERF5k98kAQAgJycHixYtwqpVq3DgwAFkZWUhMjISLVu2xPDhwzFhwgSkpKTAYrGgY8eOWobiFUwCEBERERERkTf5VRLAFbVq1cLFixdhsVh8HUqVMQlARERERERE3uQXLQLd5Qe5CCIiIiIiIqJqzW+SAERERERERESkLSYBiIiIiIiIiIIEkwBEREREREREQYJJACIiIiIiIqIgwSQAERERERERUZAwempDn3zySaXfm5eX56kwiIiIiIiIiKgMHksCTJ48GTqdrlLvVRSl0u8lIiIiIiIiItd4LAnQuHFjXsgTERERERER+TGPJQGOHDniqU25ZfPmzZg5cyY2btyI/Px8tGvXDg899BAmTpxYqe0VFBSgR48e2LFjB1q1aoX9+/d7OGIiIiIiIiIi3/BYEsAXEhMTMXz4cISEhGD8+PGIiYnB0qVLMWnSJBw5cgTPPPOM29ucM2cODh48qEG0RERERERERL6lUxRF8XUQlWGxWNC6dWucOHECGzduRJcuXQAAmZmZ6N27N5KSkrB3714kJCS4vM2tW7eiV69eePXVV/Hggw9WaiRARkYGYmJikJ6ejujoaLfeS0REREREROQud65DA7ZF4Jo1a3Do0CFMnDjRkQAAgKioKDz77LOwWCxYuHChy9vLz8/H5MmTceWVV+L+++/XImQiIiIiIiIinwrY6QCJiYkAgGHDhpV4Tl23bt06l7c3a9YsJCcnY8eOHSxwSERERERERNVSwCYBkpOTAaDU4f6xsbGIj493vKYimzdvxssvv4wXX3wRLVu2dCuOvLw85OXlOb7PyMhw6/1ERERERERE3hKw0wHS09MBADExMaU+Hx0d7XhNefLy8jB58mR06dIFjz76qNtxzJs3DzExMY6vRo0aub0NIiIiIiIiIm8I2CSApzz77LNITk7Ghx9+CIPB4Pb7n376aaSnpzu+jh8/rkGURERERERERFUXsNMB1BEAZd3tV6sjlmfr1q149dVX8eyzz6JDhw6VisNsNsNsNlfqvURERERERETeFLAjAdRaAKXN+7948SLS0tIqbA+4c+dOWK1WzJo1CzqdrsgXACQlJUGn06FGjRoej5+IiIiIiIjI2wJ2JMCAAQMwb948rFq1CuPHjy/y3KpVqxyvKU/Lli1x1113lfrcBx98gJiYGIwbNw7h4eGeCZqIiIiIiIjIh3SKoii+DqIyLBYLWrVqhZMnT2LTpk3o3LkzACAzMxO9e/dGUlIS9uzZ46j2n5aWhrS0NMTHxyM+Pr7C7et0OrRq1Qr79+93Ky51GkJ6ejqio6Pd/rmIiIiIiIiI3OHOdWjATgcwGo1YsGABbDYb+vXrh+nTp+Oxxx5Dp06dsGfPHsyaNatIu7/58+ejTZs2mD9/vg+jJiIiIiIiIvKdgJ0OAACDBg3Chg0bMHPmTCxevBj5+flo164d5syZg0mTJvk6PCIiIiIiIiK/ErDTAfwVpwMQERERERGRNwXFdAAiIiIiIiIicg+TAERERERERERBgkkAIiIiIiIioiDBJAARERERERFRkGASgIiIiIiIiChIMAlAREREREREFCSYBCAiIiIiIiIKEkwCEBEREREREQUJJgGIiIiIiIiIggSTAERERERERERBgkkAIiIiIiIioiDBJAARERERERFRkGASgIiIiIiIiChIMAlAREREREREFCSYBCAiIiIiIiIKEkwCEBEREREREQUJJgGIiIiIiIiIggSTAERERERERERBgkkAIiIiIiIioiDBJAARERERERFRkGASgIiIiIiIiChIMAlAREREREREFCSYBCAiIiIiIiIKEkwCEBEREREREQUJJgGIiIiIiIiIggSTAERERERERERBgkkAIiIiIiIioiDBJAARERERERFRkGASgIiIiIiIiChIMAlAREREREREFCSYBCAiIiIiIiIKEkwCEBEREREREQUJJgGIiIiIiIiIggSTAERERERERERBgkkAIiIiIiIioiDBJAARERERERFRkGASgIiIiIiIiChIMAlAREREREREFCSYBCAiIiIiIiIKEkwCEBEREREREQUJJgGIiIiIiIiIggSTAERERERERERBgkkAIiIiIiIioiDBJAARERERERFRkGASgIiIiIiIiChIMAlAREREREREFCSYBCAiIiIiIiIKEkwCEBEREREREQUJJgGIiIiIiIiIggSTAERERERERERBgkkAIiIiIiIioiDBJAARERERERFRkGASgIiIiIiIiChIMAlAREREREREFCSYBCAiIiIiIiIKEkwCEBEREREREQUJJgGIiIiIiIiIggSTAERERERERERBgkkAIiIiIiIioiDBJAARERERERFRkGASgIiIiIiIiChIMAlAREREREREFCSYBCAiIiIiIiIKEgGfBNi8eTNGjhyJ2NhYREREoGfPnli0aJHL709MTMTEiRPRpk0b1KhRA+Hh4WjVqhXuvPNOJCUlaRg5ERERERERkXcZfR1AVSQmJmL48OEICQnB+PHjERMTg6VLl2LSpEk4cuQInnnmmQq3sXr1amzYsAG9evVybGvfvn345JNPsGjRIixfvhyDBg3ywk9DREREREREpC2doiiKr4OoDIvFgtatW+PEiRPYuHEjunTpAgDIzMxE7969kZSUhL179yIhIaHc7eTm5iI0NLTE+l9//RVXX301unfvjs2bN7scV0ZGBmJiYpCeno7o6Gj3figiIiIiIiIiN7lzHRqw0wHWrFmDQ4cOYeLEiY4EAABERUXh2WefhcViwcKFCyvcTmkJAAAYMmQIYmNjcfDgQY/FTERERERERORLAZsESExMBAAMGzasxHPqunXr1lV6+xs3bsTFixfRvn37Sm+DiIiIiIiIyJ8EbE2A5ORkACh1uH9sbCzi4+Mdr3FFYmIiEhMTkZeXh+TkZPz444+Ij4/Ha6+9Vu778vLykJeX5/g+IyPD5X0SEREREREReVPAJgHS09MBADExMaU+Hx0djRMnTri8vcTERMyePdvxfYsWLfDll1+iW7du5b5v3rx5Rd5HRERERERE5K8CdjqAp82aNQuKoiArKwt//fUXWrdujauuuqrCdoNPP/000tPTHV/Hjx/3UsRERERERERE7gnYJIA6AkAdEVCcWh3RXREREejRowe+/fZbtG7dGtOnT0dqamqZrzebzYiOji7yRUREREREROSPAjYJoNYCKG3e/8WLF5GWllZhe8DyGI1GDBo0CNnZ2diyZUult0NERERERETkLwI2CTBgwAAAwKpVq0o8p65TX1NZp06dAiAJASIiIiIiIqJAF7BJgCFDhqBZs2ZYtGgRtm/f7lifmZmJOXPmwGg0YvLkyY71aWlp2L9/P9LS0opsZ/369VAUpcT2V61ahW+//RYxMTHo06ePVj8GERERERERkdcE7C1uo9GIBQsWYPjw4ejXrx8mTJiA6OhoLF26FCkpKZg7dy5atmzpeP38+fMxe/ZszJw5E7NmzXKsHzVqFOLj49GjRw80atQIOTk52LlzJ9avXw+TyYQFCxYgIiLCBz8hERERERERkWcFbBIAAAYNGoQNGzZg5syZWLx4MfLz89GuXTvMmTMHkyZNcmkbs2fPxooVK7BhwwakpqZCp9OhUaNGmDp1Kh566CG0a9dO45+CiIiIiIiIyDt0Smlj4anS1K4E6enp7BRAREREREREmnPnOjRgawIQERERERERkXuYBCAiIiIiIiIKEkwCEBEREREREQUJJgGIiIiIiIiIggSTAERERERERERBgkkAIiIiIiIioiDBJAARERERERFRkGASgIiIiIiIiChIMAlAREREREREFCSYBCAiIiIiIiIKEkwCEBEREREREQUJJgGIiIiIiIiIggSTAERERERERERBgkkAIiIiIiIioiDBJAARERERERFRkGASgIiIiIiIiChIMAlAREREREREFCSYBCAiIiIiIiIKEkwCEBEREREREQUJJgGIiIiIiIiIggSTAERERERERERBgkkAIiIiIiIioiDBJAARERERERFRkGASgIiIiIiIiChIMAlAREREREREFCSYBCAiIiIiIiIKEkwCEBEREREREQUJJgGIiIiIiIiIggSTAERERERERERBgkkAIiIiIiIioiDBJAARERERERFRkGASgIiIiIiIiChIMAlAREREREREFCSYBCAiIiIiIiIKEkwCEBEREREREQUJJgGIiIiIiIiIggSTAERERERERERBgkkAIiIiIiIioiDBJAARERERERFRkGASgIiIiIiIiChIMAlAREREREREFCSYBCAiIiIiIiIKEkwCEBEREREREQUJJgGIiIiIiIiIggSTAERERERERERBgkkAIiIiIiIioiDBJAARERERERFRkGASgIiIiIiIiChIMAlAREREREREFCSYBCAiIiIiIiIKEkwCEBEREREREQUJJgGIiIiIiIiIggSTAERERERERERBwujrAMg3DqVmYe3+c4gOMyE61ISYMBOiw4yIDjUhOsyEKLMRer3O12ESERERERGRBzEJEKR2HL+EuT/tK/N5nQ6INDuTAtGhRkSH2ZMFoUUTBrWizGgYG4YGNcIQajJ48acgIiIiIiIidzAJEKTqxYRhVKf6yMgtQEZOATJyLfbHAuQW2KAoQGauBZm5Fpy8lOPydmtFmdEoNgwNY8PRsNBjo7hw1K8RCrORSQIiIiIiIiJf0SmKovg6iOokIyMDMTExSE9PR3R0tK/DqZTcAisycy2lJgjScwqQkeN8Lj2nAOcy8nD84mVczrdWuO060WZnYqBQoqBWlBkhRj2Mep3j0WTUw6TXw2jQwajXQafj9AQiIiIiIqLi3LkO5UgAKiHUZECoyYBaUWaX36MoCi5dLsDxi5dx4mIOTjgeZfn4hRzkFFhxNiMPZzPy8PfRi27HZTLoYDLYEwQGvSwbdAgxqIkCPUwGHYyFXlN4vfq9mlhQt2U02N9nXx8eYkBEiBHhZvtjiAER5qKP4SFGGFgzgYiIiIiIAgyTAOQROp0OsREhiI0IQceGNUo8rygKLmTnF0kMnLiY40ganM/Kg8WqoMBmQ4FVgdVWcoBKgVVBgbXi0QbeEmrSl5ksiDQXrZug1lQoXk+BBRiJiIiIiMibmAQgr9DpdKgZaUbNSDM6NapR4ettNkkIWKwKLFYF+VYbLDYbCizO9QVWGwqsNlhsCgosNhTYFFisNnuywP56+/udy/bXW22OpIPFvr7Avp2cAisu51uRnWeRx3wLLufJY3aeBWp+IrfAhtyCfJzPrsrvpfQCjNGhJoSHGKDTATr77099vQ66QuvlOR0AlPKcQa9HdKgRMWEm1AgPQY1wKe5YI8yEmHATazQQEREREQUZJgHIL+n1Opj1Bpj97AhVFAV5FluRJEFWngWX8y3IzrPaHy3IyrOWWlOh8Pd5lsoXYPSUMJPBkRiQRIEJNcIkWRBt/z4mzIQQgx4GvQ56nc6eXJBl+ZLvdYWWHc/pAYNOnos0G1EzMgQmg97rPycREREREQk/u8Qi8m86nc5RMyEuIqRK28qz2AswlkgUSOHFy/lWQFGgAFAUQIFif3R+D8f3JZ9TFMBqU5CRW4BLlwtwKUeSEJcu5yM9pwA2BcgpsCIn3YrT6bke+O24Ji4iBLUizagdbUatSDNqRRX6KvR9TJiJxSCJiIiIiDyMSQAiHzEbDTBHGhAf6XoBRk+x2RRk5lmQfrkAl3LycemydHq4lFOA9Mv5jqTBpcuSOMi32qAoCmz2xIJNUb8gj7aSy1ZFKfKerDwLrDapDXEhOx9JZzPLjTHEoEd8ZEihJEEo4iJMCDUa7IkYPcz2hEyoUe9IzoSa7MtGA8wmvePRbNQXSSooioICq4I8ixW5BTbkWazIs9iQW1D0MU99zv6YW2BDvtWGMJMBsRHOkRM1wkMQGy5TObxV58Fm/7cwcnQFEREREbko4JMAmzdvxsyZM7Fx40bk5+ejXbt2eOihhzBx4kSX3r9hwwZ8++23SExMxJEjR5CdnY2mTZti9OjRePrpp1GjRg1tfwAiH9DrdY4pAI0R7pV92mwKLl7OR2pWHlIzi31lFV2+dFkSD6fSc3HKQ6MUdDrAbNQjxKB3XPyXUn/SI/uJCTMhNjzE/uisx1AjLEQSB+EhqBFmgkGvw+V8a7HpJPZHey0KR12KQlNQ1NflFEihzJoRIagdHYo60WbUjjKjTnQoakeHOpbrRJsRH2nmVAwiIiIigk5RFA1Og70jMTERw4cPR0hICMaPH4+YmBgsXboUKSkpeOGFF/DMM89UuI26desiLS0Nffv2RZcuXaDT6ZCYmIht27ahefPm+OOPP1C7dm2XY3KnPyMRlS7PYkVaVn6JZMHFy/mOu/G5BVb7lw256t18dZ3F+byrF/pmo4wWMKujDIzOR7N9pIH6mhCjHtn5VqRfLsBFdeTE5Xxk5/tP94ridDp7siBKTRbYH6NDER8ZAoO+ZIKgrD8PZf1KTQad4/dlLjQCw7HO/vtke00iIiIiz3LnOjRgkwAWiwWtW7fGiRMnsHHjRnTp0gUAkJmZid69eyMpKQl79+5FQkJCudt56aWXcPvtt6NevXqOdYqi4L777sM777yDe++9F//9739djotJACL/oQ75lySBOqTfVuSCX132RP2BfIsNl3Ly7ckBSQxcUhMFOcW+v1wAq01BhNmICLMB4SFGRIQYEGZ/DDcXewxRX6e+VtpTKgqQmpmHs5m5SM3Iw9mMXJzNzMW5jDyczczDuYxcpGbmwaLFsIdKMup1jt9/iEFfJFmgTucIDzEgzGRAWIhM8wizrwu1rwszOZ8v/hhi0Bepj2FTCtXNsE9bUWB/VJ9Doefsj0DR7+VXqG6v6PttpezLpijIt3ccySmwIidfjkNZlvW59vXqawp/ry7bFCDEnnxSk1AhBufvrNTnTHqEGJzPhRh00Ot1MOhKK/Apo4P0Op29kCdkWV902aDXITY8BDUjQxAfYUZ0mJF1O4iIiPxEUCQBVq1aheHDh2PKlCn48MMPizz31VdfYfz48Xj66afx4osvVmr7p0+fRv369dGuXTvs3r3b5fcxCUBE/sZmU3Dhcj7OZuTinD0xcDYjD+cy5fF8Vl6Zd/dLu8Qr7cJPURRYbIqzhoLFhnyLJF3yLFYUWAPyTw2Vw2TQoWaEGTUjQ1Az0oz4iBDncqTZkSyoGRmCuIgQhJr8qyVp0YKqJYuwotj3xV8HBYAOiAgxsC4HERH5nDvXoQFbEyAxMREAMGzYsBLPqevWrVtX6e2bTCYAgNEYsL8iIiIAcpc33n5h1s5HMVhtij0pUKzgosVZeDHX/lj4znnxu+SX84vdKbevyy30unyLDTqdDjrIXWzoAL0O0MF5Z1sH2NcXXafToch79er3OjheV/i1hd8P9T16575CjQaEhhgQZtKXGNlQ4nv7aIbiox10OjiSKvlWmfaSb3UmWfIdCRd78qWU5/ItNsdoBkVRYFULexYq9Gm1qaMaFFjV19mcRUALrDZculyAtKw8ZOZaUGBVcCYjF2cyXKvbEVWoTai10GgJq83ZzaRIwdFCzxVfthW7f1E8xeTt2xthJgMiQ42ICjUiKtSEKLO6bESk2eRYdjwfakSk2bmsKChSlLTIcpFCpcWeK1Sw1KooMNpHbMijvuj3hjLWO57Xw6TXFS28ah+dExZiKFKUVZ0exZEgRESBKWCvcJOTkwGg1OH+sbGxiI+Pd7ymMtTRBaUlGQrLy8tDXl6e4/uMjIxK75OIqLoy6HVyYRviX3eDqXJyC6y4kJ2P81n5SMvOw/msfJzPysP57HykZeYhLdv+fVY+zmfnocAqHUky8yy+Dl0TagIqNTOv4hdXI4W7sTiSAyYDTHqZfqImGQzFltVEhF7nTFAYdEVfp3Mk4SSpprdn3tQEnU5N7hVKwOmKJfzUbRTeXuHknkx1Ud9b8nk1psLTxxxJkkI/s9G+faLKyrNYkZVrgcGeiAsx6L3WaUhlsynIt0qCEYBjeh2P7eopYJMA6enpAICYmJhSn4+OjsaJEycqte3t27dj9uzZqF27Np544olyXztv3jzMnj27UvshIiIKRKEmA+rXCEP9GmEVvlZRFGTkWhxJAotVKXJhJrUJnKMs9PpCy4VqFxSuY6CO5ChOV+oEFrmQLHU9nCM/1ItNnb6M9TrnttTvFQW4nG9BZq4FGbkFyMqV5cy8Anl0fBUgK8+5XHy9Xqdz3F2XC2l9kTanxS86na9zPmfQAVYFsNpssNgUWK0yRcdqUx9tRb+3llxfYLU5C69a1DoWtiIFWQvXF5F1NgAFFR4H1ZlehyL/Lo5CsvYWtmaTAeHqCJ+QostqvZOwEGOh5ULr7a8NDzE66tzkW20oUL8sCvKtVuRbFMc6eV5GXznWWWyOzjiltcN11s0p+m9e/DG3wOqoZxNpr2kjj/K9uhwVarTXvDEiymx01L+JMpsc73HUJSn2GaArlIwx+HmCRZ1WZLEpyMiVtsoZuRb7YwEyciyF1ju/T88p+to8i63Eth21X0yFi+06axkVPs4ctY6MBtgUxTnKrsTIO/toskLT9dR6SfnWkjEY7Qn8iBCj1CQyGxBukppEao2ioo/OGkbqCKnIYsdBeIjBr/9Ng0XAJgG0kpKSguuuuw5WqxVffvkl4uPjy339008/jUceecTxfUZGBho1aqR1mERERAFBp3O2JG1Wy9fReF6IMQQ1wkMq/X5FUQLqhLjA6pyKIBeQzuUc+4WkM9kg01AsVpnCoa63FklOOJdthRIWhQtwAoUKcRYqzlm4CKda7BNFvlffp8BmQ5EpMYWnnpQ15cRmn6ZS+GcsfOGssimwt2+1IlgSIuk5ciHrLcWTBEUSgipdkQdZtv/fKvxfTFfsOaBYUVh7DRBbseOr8LGlFoTVUr49oePLAUYWm+JIWnqKTgdEhjgTQ5GhJkSWkUyKsCcMnNPFZOqaTZHPi8JT26z2dUVeU2ham3zWOP+vq68v/Lyl0LLNBliLvf+dSd3QuKZ3WmtrLWCTAOoIAHVEQHFqYQR3HD16FIMGDUJqaiqWLFmCQYMGVfges9kMs9ns1n6IiIiIgNILbfozk0EPk0GPqFBfR+Jbinq3tfBd8kL1TdQ762oLW6lzYkFOvg2XCyzItScNLhdYHctqLZTLBfK6nHwLLhdYy6xxEWLQw2TQwWSUfxPH9/Z/I5NRD7NBD5PRuU7tHlJk5IJj1ImzTW7hkShmx0gUeY9Br8PlfAuy8qzIto9wyc6zIDu/0LJ9+o8sWwstW5CVK6915yLa5kgI+XeR2SizEdFhJvkKtS+HmhAdZrQ/lr0+ymyE1XFcFU04FV5XdL3zTr56HBr0KDJiwDlSoGi73hLLhUYXKICjBk92vkUe8+R4VJdzCqzIzpPjOls9nvMtjvdlFf43t3+pCbxAnR52uSDwYi5LwCYB1FoAycnJ6NatW5HnLl68iLS0NPTp08fl7R05cgSDBg3CqVOn8PXXX+O6667zaLxEREREVD3odDrH0H/ApNl+1GRDTr4Vep3OcUFfHeoQqHfT1Tu2hduxyqiM0p8vXEzUsa1C2yy5rsheS6xT4KwvoU4FKlpboox1KFQ/Qq9zTHGoCj3k3zfS7PtLtJgwPWLCPHdsK4qC3AKbIyHgUgIpX+oTSAvbou1s1Wkkzna3zhofzpa4cC6rNUkcz9vfW2Sdrsg6dXvquoax1WMUABDASYABAwZg3rx5WLVqFcaPH1/kuVWrVjle44ojR45g4MCBOHXqFL766iuMHj3a4/ESEREREbmjaLKhetHZL+wMZdTyoOpFp3MWCK4VxVHUvhawjW2HDBmCZs2aYdGiRdi+fbtjfWZmJubMmQOj0YjJkyc71qelpWH//v1IS0srsh01AXDy5El8+eWXuOGGG7z0ExARERERERF5V8COBDAajViwYAGGDx+Ofv36YcKECYiOjsbSpUuRkpKCuXPnomXLlo7Xz58/H7Nnz8bMmTMxa9Ysx/qBAwfi6NGjuPLKK7Fz507s3LmzxL4Kv56IiIiIiIgoUAVsEgAABg0ahA0bNmDmzJlYvHgx8vPz0a5dO8yZMweTJk1yaRtHjx4FAGzatAmbNm0q9TVMAhAREREREVF1oFOUsmqOUmWoXQnS09MRHR3t63CIiIiIiIiomnPnOjRgawIQERERERERkXuYBCAiIiIiIiIKEkwCEBEREREREQUJJgGIiIiIiIiIggSTAERERERERERBgkkAIiIiIiIioiDBJAARERERERFRkGASgIiIiIiIiChIMAlAREREREREFCSYBCAiIiIiIiIKEkwCEBEREREREQUJJgGIiIiIiIiIgoTR1wFUN4qiAAAyMjJ8HAkREREREREFA/X6U70eLQ+TAB6WmZkJAGjUqJGPIyEiIiIiIqJgkpmZiZiYmHJfo1NcSRWQy2w2G06dOoWoqCjodDpfh1OujIwMNGrUCMePH0d0dHTQx+FPsfhLHP4Ui7/E4U+x+Esc/hSLv8ThT7H4Sxz+FIu/xOFPsfhLHP4Ui7/E4U+x+Esc/hSLv8ThT7H4Sxz+FovWFEVBZmYm6tevD72+/Fn/HAngYXq9Hg0bNvR1GG6Jjo72i/8U/hIH4D+x+EscgP/E4i9xAP4Ti7/EAfhPLP4SB+A/sfhLHID/xOIvcQD+E4u/xAH4Tyz+EgfgP7H4SxyA/8TiL3EA/hOLv8QB+FcsWqpoBICKhQGJiIiIiIiIggSTAERERERERERBgkmAIGY2mzFz5kyYzWbG4Wex+Esc/hSLv8ThT7H4Sxz+FIu/xOFPsfhLHP4Ui7/E4U+x+Esc/hSLv8ThT7H4Sxz+FIu/xOFPsfhLHP4Wiz9hYUAiIiIiIiKiIMGRAERERERERERBgkkAIiIiIiIioiDBJAARERERERFRkGASgIiIiIiIiChIMAkQhDZv3oyRI0ciNjYWERER6NmzJxYtWuS1/Z88eRKvv/46hg0bhsaNGyMkJAR169bF2LFj8eeff3otjrK8/PLL0Ol00Ol02LRpk9f3/+2332Lo0KGoWbMmwsLCcMUVV2DChAk4fvy412JQFAVLly7FoEGDUK9ePYSHh6NVq1aYMWMGDh8+7PH9ffbZZ5gxYwa6d+8Os9kMnU6Hjz76qMzXZ2Rk4JFHHkGTJk1gNpvRpEkTPPLII8jIyPBKHAUFBViyZAkmT56MNm3aICIiAlFRUejVqxfefvttWK3WKsXhTiylSUlJQWRkJHQ6He6++26vx5GSkoJp06Y5/n3q1KmDQYMG4euvv/ZqLMnJyZgyZQoSEhIQFhaGBg0aYOjQoVi2bFmV4qjMZ5gWx6w7cWh9zFb1c91Tx2xl49DimK1MLFocs5cuXcKDDz6I3r17o27dujCbzWjQoAEGDx6MJUuWoLT60Fp9xroTi5bHbGV+J4V58jO2srF4+pitTBxafcYW58p5mVbHrDuxeOPcwJU4SuPJY7aysWh1buBuLN46bv2eQkFl7dq1SkhIiBIZGalMnTpVefTRR5UrrrhCAaC88MILXonhySefVAAozZs3V+68807lqaeeUsaOHasYDAZFr9crX331lVfiKM3evXsVs9msREREKACUjRs3em3fNptNmT59uuN3c++99ypPPvmkcttttymNGzdWfvvtN6/F8sgjjygAlHr16il333238sQTTyjDhw9XdDqdEhUVpezatcuj+2vSpIkCQImPj3csL1y4sNTXZmVlKZ07d1YAKEOHDlWefPJJZcSIEQoApXPnzkpWVpbmcezbt08BoERFRSmjR49WnnjiCWXGjBlK/fr1FQDK9ddfr9hstkrH4U4sxdlsNmXAgAGOY3jGjBlejWPVqlVKeHi4Eh4ertxyyy3K008/rdx9991Knz59lOnTp3stlk2bNilhYWGK0WhUbrzxRuXJJ59UpkyZosTExCgAlFmzZlU6Dnc/w7Q6Zt2JQ+tjtiqf6548ZisTh1bHrLuxaHXMJicnKxEREcqQIUOUGTNmKE8//bRy1113KbVr11YAKNOmTSvyei0/Y92JRctj1t3fSWGe/oytTCxaHLPuxqHlZ2xhrpyXaXnMuhOLN84NXImjOE8fs5WJRctzA3di8dZxGwiYBAgiBQUFSvPmzRWz2axs3brVsT4jI0Np166dYjQalQMHDmgex5IlS5T169eXWL9+/XrFZDIpcXFxSm5uruZxFGexWJQePXooPXv2VG699VavJwHeeOMNBYBy3333KRaLpcTzBQUFXonj9OnTil6vV5o2baqkp6cXee61115TAChTpkzx6D5/+eUX5ciRI4qiKMq8efPKvbh77rnnFADKE088Uer65557TvM4Tpw4obz99ttKdnZ2kfVZWVlK9+7dFQDK4sWLKx2HO7EU98YbbyhGo1F59dVXPfLH3p04jh07pkRHRysJCQnK0aNHSzxf1WPYnViuueYaBYDy/fffF1l/9OhRJTo6WgkLC6v054y7n2FaHbPuxKH1MVuVz3VPHrPuxqHlMetuLFodsxaLpdSfIyMjQ2nbtq0CQNm9e7djvZafse7EouUx6+7vpDBPf8a6G4tWx6y7cWj5GVs4JlfOy7Q8Zt2JxRvnBpU5V/X0MetuLFqfG7gTizeO20DBJEAQWblyZZkXcF9++aUCQHn66ad9EJnTsGHDFADK5s2bvb7vF154QQkJCVF2796t3HHHHV5NAly+fFmJi4tTmjVr5rWL/bJs3LhRAaBMmjSpxHMHDhxQACjXXnutZvsv7+LOZrMp9evXVyIjI0tk9nNycpTY2FilQYMGHsm0u3PhXdiiRYscyRxPcTWW5ORkJTw8XHnmmWeUtWvXejzjX1Ecd999twJA+fXXXz22z8rG0qpVK0Wn0yl5eXklnuvTp48CQElNTfV4XMU/w7x5zJYXR3m0OGZdjUXrY7aiOLx5zFYUiy+O2YcfflgBoHz33XeKovjueC0tlvJoecyWF4c3j9eyYvHFMVtaHN44Xl05L/PWMVvVc0RPHbPuxqHlMetqLN44Zl2NxVfnBv6INQGCSGJiIgBg2LBhJZ5T161bt86bIZVgMpkAAEaj0av73b17N2bPno3/+7//Q7t27by6bwD45ZdfcOHCBYwZMwZWqxVLly7Fv/71L7z77rs4ePCgV2NJSEhASEgIfv/9d2RmZhZ57ueffwYADB482KsxqZKTk3Hq1ClcddVViIiIKPJcaGgo+vfvj5MnT3r9d1aYr45hm82GKVOmoEmTJnjuuee8um8AUBQFixcvRs2aNTF48GD8/fffePXVV/Hvf/8bq1evhs1m82o87dq1g6IoWLVqVZH1x48fx+7du9GhQwfEx8d7fL/F//19dcy6cxxqfcyWtX1vH7PF4/DlMVva78Tbx2xubi7WrFkDnU6Htm3bAvDd8VpaLOXR6pgtLw5vH6+lxeKLY7as34nWx6ur52XeOGY9cY7oiWPW3Ti0PGZdjcUbx6w7vxdfnRv4I++epZJPJScnA5CLvOJiY2MRHx/veI0vHDt2DKtXr0bdunXRoUMHr+3XYrE4irg89dRTXttvYVu2bAEgfxw6deqEpKQkx3N6vR4PP/ww/v3vf3sllpo1a+KFF17A448/jjZt2mDUqFGIiorCrl27sHr1akyfPh0PPPCAV2IprrxjuPD65OTkMl+jtQ8//BBA6ck2Lb3++uv4448/sGHDBpjNZq/uG5CCPxcuXECPHj1wzz334N133y3yfJcuXbBs2TI0bNjQK/HMmTMHGzZswI033ojRo0ejRYsWSE1NxdKlS9GkSRMsXrzY4/ss7TPMF8esu5+lWh6z5cXizWO2tDh8dcyW9TvR+pi9dOkSXn/9ddhsNpw7dw4///wzjh8/jpkzZxY5DgHtj1dXYimPp45Zd+LQ+nh1JRZvHLOu/k60PF7dOS/T+pj11DliVY/ZysSh1THrTixaH7Pu/l58cW7gt3w3CIG8bejQoQoAJTk5udTnmzVrpoSEhHg5KpGfn6/0799fAaB88sknXt337NmzFaPRqPz999+Odd6eDjBjxgwFgGIwGJQePXoof/31l5KZmamsX79ead26tQJAefvtt70Si+rzzz9XIiMjFQCOrz59+pQ6x9WTyhvm/fnnnysAlH/+85+lvvf5559XACiLFi3SNI6yvPfeewoAZfDgwVXevzuxJCUlKWFhYcrDDz/sWOft6QDqNBKDwaBERkYqCxcuVC5cuKCkpKQo06ZNUwAovXr18kosqsOHDyvdunUrcgzHxsYqr776aql1N6qirM8wbx6z5cVRFq2O2Ypi8dYxW14c3j5my4tFpeUxm5KSUmS7JpNJeeWVV4oMk/bW8epKLGXx5DHrahzeOF5dicUbx6w7/zZaHa/unJdpfcx64hzRE8esu3Foecy6E4vWx2xl/n28eW7gzzgdgHzOZrPhzjvvxPr16zFt2jTcdtttXtv3jh07MHfuXDz22GPo2rWr1/ZbnDocKiQkBN999x169OiByMhI9OvXD9988w30ej3+85//eC2euXPnYvLkyXj66adx/PhxZGVlYcOGDbBYLBg0aBCWLl3qtVgCxU8//YT7778fTZo0wWeffea1/dpsNkyePBn169fH3Llzvbbf0uIAAKvVijlz5mDy5MmIjY1F06ZN8b///Q+9evXCn3/+iQ0bNnglni1btqBv376Ii4vD33//jezsbBw+fBh33XUXHnnkEdx0000e25cvP8OqEoeWx2x5sXjzmK0oDsB7x2xF/z5aH7NNmzaFoiiwWCxISUnB888/j3/+858YO3YsLBZLlbbtrVg8fcy6Eoe3jldXYwG0PWZd/bfR6nj1l/MyT8XiiWPW3Ti0PGYrEwugzTFbmX8fb54b+D2fpiDIq8aNG6cAULZs2VLq8/Hx8UqtWrW8GpPNZlPuvPNOBYBy6623Klar1av779Spk9K6desSlUC9PRLgscceUwAo/fr1K/X5Fi1aKACUixcvah7Lr7/+qgAokj1WnTt3TomMjFQaN26s2f7Lu8P7448/KgCU+++/v9T3qr/Hn376SdM4iluxYoViNpuVhg0bKocOHaryvt2J5bXXXlN0Op2ydu3aIuu9PRJg9+7djox6ab+DuXPnKgCU1157TfNY8vPzlWbNmikNGjQoUaVZURTllltuUQAoa9asqXIcFX2GeeuYdfezVMtjtqJYvHXMVhSHN4/ZimLx5jFb2Msvv1xkpJk3P2MriqU4rT9ny4rDm5+xFcXi7c/ZsuLQ8nh197xMy2O2queInjpm3Y1Dy2PW3Vi0PGbdjcVXn7P+ikmAIPL0008rAJQvvviixHMXLlxwDPf2FqvVqkyZMkUBoEyYMMEnQ3DUD6aKvr799ltN43j//fcVQHrIlkZtLXPq1ClN41AURXnkkUcUAMqyZctKfb53794KoF311PIu7pKSkhQAyvDhw0t97+jRoxUAHml16WoSYPny5UpoaKjSoEGDMqfaaBmL+seuoq/Ro0drGkdubq5iMBgUAMr58+dLPD9//nwFgPLiiy9WOY6KYtm5c6cCQLnxxhtLfa86NPOVV16pUgyufIZ545h197NUy2PWlVi8ccy6Eoe3jllXYvHWMVvc9u3bFQDKzTffrCiKdz9jK4qlMG98zpYVhzc/YyuKxdufs2XFoeXx6u55mZbHbFXOET15zLobh5bHrLuxaHnMuhuLrz5n/RULAwaRAQMGYN68eVi1ahXGjx9f5Dm1SuaAAQO8EovNZsPUqVOxcOFC3HLLLfj0009hMBi8su/C7rrrrlLXr1+/HsnJyRg1ahRq1aqFpk2bahrHoEGDAAD79u0r8VxBQQEOHjyIiIgI1KpVS9M4ACA/Px8AkJqaWurz6npfFJ9LSEhA/fr18fvvvyM7O7tIJeDc3FysX78e9evXR4sWLbwSz4oVKzBmzBjExcVh7dq1XttvYQMGDCi12vDp06fx888/o3Xr1rjqqqvQpUsXTeMwm83o06cPfvvtN+zduxd9+/Yt8vzevXsBQPP/S4B3jmFXP8O0Pmbd/SzV8ph1NRatj1lX4/DGMetqLL763D116hQAZ8VyX37GFo9F5e3P2eJx+PIztngsvvqcLR6Hlseru+dlWh6zlT1H9PQx624cWh6z7sai5THrbiz+fH7rE77OQpD3FBQUKM2aNVPMZrOybds2x/qMjAylXbt2itFoVJKSkjSPw2q1KpMnT1YAKDfddJNSUFCg+T7d5e3pAIri7Bv9/vvvF1mvFrW59dZbvRLHF198oQBQ2rVrp1y6dKnIcx999JECQOnWrZtm+6/oDvxzzz2nAFCeeOKJUtc/99xzXolj+fLlitlsVurWravs37/fI/usbCyl8fZ0AEVx9kEeMmRIkeF5+/btU8LDw5WoqCjlwoULmseSm5urxMTEKHq9Xlm5cmWR506ePKnUr19fAaDs3LmzUvt29zNMq2PW3Ti0PGY98bnuiWPW3Ti0PGbdiUXLY3bbtm0lPssVRVHOnz+vdO7cWQGgfPrpp471Wn7GuhuLVsesu3GUxlOfse7GotUx604cWn/Glqa88zJvnRe4Eos3zw3cPVfVcgpLebF489ygvFh8cdz6M44ECCJGoxELFizA8OHD0a9fP0yYMAHR0dFYunQpUlJSMHfuXLRs2VLzOJ5//nl89NFHiIyMRMuWLUstWjJmzBh07txZ81j8ydtvv40+ffpg2rRp+O6779C6dWts27YNa9asQZMmTfDKK694JY6bbroJ7733HhITE5GQkIBRo0YhNjYWO3bswC+//AKz2YzXX3/do/tcsGCBoyjMrl27HOsSExMByPEwZswYAMATTzyBZcuW4eWXX8a2bdvQrVs37NixA8uXL0fnzp3xxBNPaB7H/v37MWbMGOTl5WHgwIH44osvSmyradOmmDx5suaxaM2dOMaPH4+lS5fim2++QadOnTB8+HCkp6djyZIlyM3NxSeffILY2FjNYzGbzfjPf/6DqVOn4pprrsG1116LNm3a4OzZs/j222+RkZGB++67r9KtSN39DNPqmHUnDq2PWX/5XHc3Di2PWXdi0fKY/eijj7BgwQIMGjQITZo0QUREBI4ePYqffvoJWVlZGDt2LCZOnOh4vZafse7EouUx6+7vREvuxqLVMetOHFp/xrpLy2PWHd44NwhEWp8buMrfjluf83UWgrzvzz//VEaMGKHExMQoYWFhSvfu3ZXPPvvMa/t3Za6SO3c8tYzRmyMBFEVRjh07pkyePFmpW7euYjKZlEaNGin33XefcvbsWa/GkZubq7z00ktK165dlfDwcMVoNCoNGjRQJk6cqOzatcvj+6vomJg5c2aR11+6dEl5+OGHlUaNGjl+Tw8//HCpdzG0iEPNppf3NWDAAK/EUhZPZfzdjaOgoEB59dVXlXbt2ilms1mJjo5Whg0bpiQmJlYpjsrEsnr1auW6665TatWqpRgMBiU6Olrp16+f8vHHH2saR2mfYVocs+7EofUx64nPdU8cs5WJQ6tjtjKxaHHM/vbbb8rkyZOV1q1bK9HR0YrRaFRq166tjBgxQlm0aFGprd+0+ox1JxYtj9nK/E6K89RnbGVi0eKYrUwcWn3Glqai8zKtjll3YvHGuYErcZTFVyMBFEXbcwN3Y/HmcevPdIqiKCAiIiIiIiKiak/v6wCIiIiIiIiIyDuYBCAiIiIiIiIKEkwCEBEREREREQUJJgGIiIiIiIiIggSTAERERERERERBgkkAIiIiIiIioiDBJAARERERERFRkGASgIiIiIiIiChIMAlAREREREREFCSYBCAiIqJqT6fTQafT+ToMIiIin2MSgIiIiIpo2rSp46K5vK+PPvrI16ESERGRm4y+DoCIiIj8U0JCAmrXrl3m83Xq1PFiNEREROQJTAIQERFRqZ555hlMnjzZ12EQERGRB3E6ABEREREREVGQYBKAiIiIqqxw4b1FixahZ8+eiIyMRFxcHMaMGYPdu3eX+d7s7GzMnTsXHTt2REREBKKjo9GrVy/897//hcViKfN9Fy5cwMyZM9GlSxdER0cjMjISbdq0wd13341t27aV+b7ly5ejf//+iIqKQkxMDK655ppyX09ERFSd6BRFUXwdBBEREfmPpk2b4ujRo1i4cKHL0wHUBMBLL72EJ598EnXr1kXDhg2RlJSEzMxMhIWFYdWqVejbt2+R96WmpmLIkCHYtWsX9Ho92rdvj4KCAuzbtw8AMHToUCxbtgyhoaFF3rdjxw6MHDkSp06dgl6vR+vWrRESEoLDhw8jIyMDd9xxR5HChWp877zzDu69917UrVsX9erVQ1JSErKzsxEZGYnNmzejdevWlfytERERBQaOBCAiIiKP+b//+z/85z//wcmTJ7F582acOXMGkyZNQk5ODm699Vbk5OQUef0999yDXbt2oV27djhw4AB27NiBvXv3YvPmzahTpw5++eUXzJw5s8h7MjIyMGrUKJw6dQojRozA0aNHsWfPHmzbtg3p6elYv349hg4dWmp8jz76KD788EOcOnUKf//9N06fPo0hQ4YgKysLs2bN0urXQkRE5Dc4EoCIiIiKUEcCVOTixYuoUaMGAOed9lGjRuH7778v8rr8/Hw0adIEZ86cwYcffogpU6YAAJKTk9GqVSsoioKtW7eiS5cuRd739ddf4+abb0ZERAROnz6NqKgoAMArr7yCJ554Am3atMG2bdtgNpsrjFWN74EHHsCbb75Z5Lldu3ahY8eOiImJwaVLlyrcFhERUSBjdwAiIiIqVUUtAo3GkqcR9913X4l1ISEhmDp1KubOnYuVK1c6kgC//PILFEVB3759SyQAAGDs2LFo2LAhTpw4gd9//x0jRowAAEeS4R//+IdLCYDCpk6dWmJdhw4dEBoaivT0dJw/fx41a9Z0a5tERESBhEkAIiIiKlVlWgS2adOm3PUHDhxwrFOX27ZtW+p71Ln+J06cwIEDBxxJALVewJVXXulWbADQvHnzUtfXqlULx48fR1ZWFpMARERUrbEmABEREXlMWSMH6tSpAwDIzMx0rMvKyir3PWW9LyMjAwAcUxHcERERUep6vV5OiThLkoiIqjsmAYiIiMhjUlNTS11/7tw5AHDM6weAyMjIIs+V5uzZsyXepy5z/j4REZH7mAQgIiIij1GH6pe1vmXLlo516vLevXtLfY/NZsP+/ftLvK9du3YAgE2bNlU9YCIioiDDJAARERF5zNtvv11iXX5+Pj744AMAwLBhwxzrhw0bBp1Ohw0bNmDbtm0l3rd06VKcOHECERERuOqqqxzrx4wZAwB46623kJ+f7+GfgIiIqHpjEoCIiIg85qeffsIbb7zhmFufk5ODadOm4dSpU2jUqBHGjx/veG2LFi1w4403AgBuv/12HD582PHc1q1b8eCDDwIA7r///iLTAaZPn44mTZpgz549uPHGG3Hy5MkiMWzYsAGff/65Zj8jERFRINMprIBDREREhTRt2hRHjx6tsEXgzTff7LhQ1+l0AICXXnoJTz75JOrWrYtGjRohKSkJGRkZCA0NxcqVK9G/f/8i20hNTcWQIUOwa9cuGAwGtG/fHgUFBY4pAldffTV++OEHhIaGFnnfjh07MGLECJw5cwZ6vR5t2rSByWRCSkoK0tPTcccdd+Cjjz5yvF6Nr6zTHvVnTklJQdOmTd36fREREQUStggkIiKiUiUnJyM5ObnM57t3715i3RNPPIGGDRvi9ddfx549e2AymTBq1CjMmTMHHTt2LPH6WrVqYePGjXj11VexePFiHDhwAHq9Hj169MDtt9+OGTNmwGQylXhfp06dsHv3bvznP//BsmXLkJKSAoPBgIYNG2LixImYMWNG1X54IiKiaoojAYiIiKjKKrrTTkRERP6BNQGIiIiIiIiIggSTAERERERERERBgkkAIiIiIiIioiDBJAARERERERFRkGB3ACIiIqoyFgQkIiIKDBwJQERERERERBQkmAQgIiIiIiIiChJMAhAREREREREFCSYBiIiIiIiIiIIEkwBEREREREREQYJJACIiIiIiIqIgwSQAERERERERUZBgEoCIiIiIiIgoSPw/DtsYBvDo55UAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# evaluating model using all data (not in batches)\n", "#val_loss, val_acc = model.evaluate({'image_input': test_images, 'scalar_input': test_feats}, ytest, verbose=2)\n", "\n", "#val_loss, val_acc = results[0],results[2]\n", "\n", "\n", "\n", "\n", "fig,ax = plt.subplots(nrows=2,ncols=1,figsize=(12,12))\n", "fs_L, fs_M, fs_S = 18, 16, 14\n", "ax[0].plot(history_unif.history['mape'], label='train')\n", "ax[0].plot(history_unif.history['val_mape'], label='validation')\n", "ax[0].set_xlabel('Epoch', fontsize=fs_M)\n", "ax[0].set_ylabel('Mean Absolute Percentage Error', fontsize=fs_M)\n", "ax[0].tick_params(axis='both', which='major', labelsize=fs_S)\n", "ax[0].set_title('Final mean validation MAPE: {}'.format(val_acc), fontsize=fs_M)\n", "ax[0].set_xticks(range(0,50,2))\n", "ax[0].legend(loc='lower right', fontsize=fs_M)\n", "\n", "ax[1].plot(history_unif.history['loss'], label='train')\n", "ax[1].plot(history_unif.history['val_loss'], label='validation')\n", "ax[1].set_xlabel('Epoch', fontsize=fs_M)\n", "ax[1].set_ylabel('Loss', fontsize=fs_M)\n", "ax[1].tick_params(axis='both', which='major', labelsize=fs_S)\n", "ax[1].set_xticks(range(0,50,2))\n", "ax[1].legend(loc='upper right', fontsize=fs_M)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 44, "id": "e454be42", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m3214/3214\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m70s\u001b[0m 22ms/step\n" ] } ], "source": [ "y_pred_std_unif = best_model_unif.predict({'image_input': test_images, 'scalar_input': test_feats}) # These are standardized predictions" ] }, { "cell_type": "code", "execution_count": 45, "id": "b00a4f45", "metadata": {}, "outputs": [], "source": [ "y_pred_unif = y_pred_std_unif * y_std_unif + y_mean_unif\n", "y_pred_unif = y_pred_unif.squeeze() # Removes single-dimensional entries from the shape\n", "\n", "#ytest_orig = ytest_std * y_std + y_mean\n" ] }, { "cell_type": "code", "execution_count": 48, "id": "e5c1d931", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MAE on test set:\n", "438.54334709392765\n", "BM MAE on test set:\n", "74.29395627490679\n" ] } ], "source": [ "print(\"MAE on test set:\")\n", "print(np.abs(ytest_orig-y_pred_unif).mean())\n", "print(\"BM MAE on test set:\")\n", "print(np.abs(ytest_orig-bm_pred_test).mean())" ] }, { "cell_type": "code", "execution_count": 47, "id": "789311aa", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Mean Absolute Error (MAE) CNN: 438.5433\n", "Mean Absolute Error (MAE) BedMachine: 74.2940\n" ] } ], "source": [ "plt.figure(figsize=(6, 6))\n", "plt.scatter(ytest_orig, y_pred_unif, alpha=0.2, label='CNN')\n", "plt.scatter(ytest_orig, bm_pred_test, alpha=0.2, label='BedMachine')\n", "plt.plot([ytest_orig.min(), ytest_orig.max()], [ytest_orig.min(), ytest_orig.max()], 'r--') # Ideal line\n", "plt.xlabel('True values')\n", "plt.ylabel('Predicted values')\n", "plt.title('Predicted vs. True')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()\n", "\n", "# Residual plot: true - predicted\n", "residuals = ytest_orig - y_pred_unif\n", "residualsbenchmark = ytest_orig - bm_pred_test\n", "plt.figure(figsize=(6, 4))\n", "plt.hist(residuals, bins=50, alpha=0.5, label='CNN')\n", "plt.hist(residualsbenchmark, bins=50, alpha=0.5, label='BedMachine')\n", "plt.xlabel(\"Residual (True - Predicted)\")\n", "plt.title(\"Residual Distribution\")\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()\n", "\n", "from sklearn.metrics import mean_absolute_error\n", "\n", "mae = mean_absolute_error(ytest_orig, y_pred_unif)\n", "maebenchmark = mean_absolute_error(ytest_orig, bm_pred_test)\n", "print(f\"Mean Absolute Error (MAE) CNN: {mae:.4f}\")\n", "print(f\"Mean Absolute Error (MAE) BedMachine: {maebenchmark:.4f}\")" ] } ], "metadata": { "kernelspec": { "display_name": "appml25", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.9" } }, "nbformat": 4, "nbformat_minor": 5 }