{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# GraViT: Assessing the Effect of Transfer Learning on Vision Transformers and MLP-Mixer for Gravitational Lens Discovery\n", "> ## Parlange et al.\n", "> Based on datasets C21 and J23 in (More et al., 2024)\n", "> #### πŸ”— GitHub repo: [https://github.com/parlange/gravit](https://github.com/parlange/gravit)\n", "\n", "---\n", "## Systematic comparison of neural networks used in discovering strong gravitational lenses \n", "> ### Anupreeta More, Raoul Canameras, Anton T. Jaelani, Yiping Shu, Yuichiro Ishida, Kenneth C. Wong, Kaiki Taro Inoue, Stefan Schuldt, Alessandro Sonnenfeld\n", "> #### πŸ“˜ [Monthly Notices of the Royal Astronomical Society (MNRAS)](https://academic.oup.com/mnras/article/533/1/525/7700722)\n", "\n", "---\n", "\n", "#### 🌌 Dataset: HOLISMOKES VI (CaΓ±ameras et al., 2021) (C21) \n", "> #### πŸ”— [Astronomy & Astrophysics (A&A)](https://www.aanda.org/articles/aa/abs/2021/09/aa41758-21/aa41758-21.html)\n", "> #### Training: 40,000 mocklenses and 40,000 non-lenses. Validation: 500 of each class.\n", "> #### Hyper Suprime-Cam (HSC) _gri_ bands and Hubble Ultra Deep Field (HUDF) ACS and WFC3 bands\n", "\n", "---" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wed Jan 22 14:44:59 2025 \n", "+-----------------------------------------------------------------------------------------+\n", "| NVIDIA-SMI 555.42.06 Driver Version: 555.42.06 CUDA Version: 12.5 |\n", "|-----------------------------------------+------------------------+----------------------+\n", "| GPU Name Persistence-M | Bus-Id Disp.A | Volatile Uncorr. ECC |\n", "| Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | GPU-Util Compute M. |\n", "| | | MIG M. |\n", "|=========================================+========================+======================|\n", "| 0 NVIDIA GeForce RTX 3090 Off | 00000000:01:00.0 Off | N/A |\n", "| 0% 41C P8 27W / 390W | 18MiB / 24576MiB | 0% Default |\n", "| | | N/A |\n", "+-----------------------------------------+------------------------+----------------------+\n", "| 1 NVIDIA GeForce RTX 3090 Off | 00000000:08:00.0 Off | N/A |\n", "| 0% 35C P8 21W / 390W | 18MiB / 24576MiB | 0% Default |\n", "| | | N/A |\n", "+-----------------------------------------+------------------------+----------------------+\n", " \n", "+-----------------------------------------------------------------------------------------+\n", "| Processes: |\n", "| GPU GI CI PID Type Process name GPU Memory |\n", "| ID ID Usage |\n", "|=========================================================================================|\n", "| 0 N/A N/A 3474 G /usr/lib/xorg/Xorg 4MiB |\n", "| 1 N/A N/A 3474 G /usr/lib/xorg/Xorg 4MiB |\n", "+-----------------------------------------------------------------------------------------+\n" ] } ], "source": [ "!nvidia-smi" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸ”§ Install packages via pip" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "nQ00qRYOMSwC", "outputId": "8b2fe9fd-31de-4725-c60b-cb246af48dc7" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com\n", "Requirement already satisfied: transformers in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (4.44.2)\n", "Requirement already satisfied: torch in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (2.4.1)\n", "Requirement already satisfied: torchvision in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (0.19.1)\n", "Requirement already satisfied: timm in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (1.0.11)\n", "Requirement already satisfied: huggingface_hub in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (0.25.0)\n", "Requirement already satisfied: tqdm in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (4.67.1)\n", "Requirement already satisfied: astropy in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (6.0.1)\n", "Requirement already satisfied: matplotlib in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (3.9.2)\n", "Requirement already satisfied: seaborn in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (0.13.2)\n", "Requirement already satisfied: filelock in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from transformers) (3.15.4)\n", "Requirement already satisfied: numpy>=1.17 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from transformers) (1.26.4)\n", "Requirement already satisfied: packaging>=20.0 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from transformers) (24.0)\n", "Requirement already satisfied: pyyaml>=5.1 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from transformers) (6.0.2)\n", "Requirement already satisfied: regex!=2019.12.17 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from transformers) (2024.9.11)\n", "Requirement already satisfied: requests in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from transformers) (2.32.3)\n", "Requirement already satisfied: safetensors>=0.4.1 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from transformers) (0.4.5)\n", "Requirement already satisfied: tokenizers<0.20,>=0.19 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from transformers) (0.19.1)\n", "Requirement already satisfied: typing-extensions>=4.8.0 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from torch) (4.12.2)\n", "Requirement already satisfied: sympy in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from torch) (1.13.2)\n", "Requirement already satisfied: networkx in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from torch) (3.2.1)\n", "Requirement already satisfied: jinja2 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from torch) (3.1.3)\n", "Requirement already satisfied: fsspec in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from torch) (2024.6.1)\n", "Requirement already satisfied: nvidia-cuda-nvrtc-cu12==12.1.105 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from torch) (12.1.105)\n", "Requirement already satisfied: nvidia-cuda-runtime-cu12==12.1.105 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from torch) (12.1.105)\n", "Requirement already satisfied: nvidia-cuda-cupti-cu12==12.1.105 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from torch) (12.1.105)\n", "Requirement already satisfied: nvidia-cudnn-cu12==9.1.0.70 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from torch) (9.1.0.70)\n", "Requirement already satisfied: nvidia-cublas-cu12==12.1.3.1 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from torch) (12.1.3.1)\n", "Requirement already satisfied: nvidia-cufft-cu12==11.0.2.54 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from torch) (11.0.2.54)\n", "Requirement already satisfied: nvidia-curand-cu12==10.3.2.106 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from torch) (10.3.2.106)\n", "Requirement already satisfied: nvidia-cusolver-cu12==11.4.5.107 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from torch) (11.4.5.107)\n", "Requirement already satisfied: nvidia-cusparse-cu12==12.1.0.106 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from torch) (12.1.0.106)\n", "Requirement already satisfied: nvidia-nccl-cu12==2.20.5 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from torch) (2.20.5)\n", "Requirement already satisfied: nvidia-nvtx-cu12==12.1.105 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from torch) (12.1.105)\n", "Requirement already satisfied: triton==3.0.0 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from torch) (3.0.0)\n", "Requirement already satisfied: nvidia-nvjitlink-cu12 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from nvidia-cusolver-cu12==11.4.5.107->torch) (12.6.68)\n", "Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from torchvision) (10.4.0)\n", "Requirement already satisfied: pyerfa>=2.0.1.1 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from astropy) (2.0.1.4)\n", "Requirement already satisfied: astropy-iers-data>=0.2024.2.26.0.28.55 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from astropy) (0.2024.4.22.0.29.50)\n", "Requirement already satisfied: contourpy>=1.0.1 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from matplotlib) (1.2.1)\n", "Requirement already satisfied: cycler>=0.10 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from matplotlib) (0.12.1)\n", "Requirement already satisfied: fonttools>=4.22.0 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from matplotlib) (4.51.0)\n", "Requirement already satisfied: kiwisolver>=1.3.1 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from matplotlib) (1.4.5)\n", "Requirement already satisfied: pyparsing>=2.3.1 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from matplotlib) (3.1.2)\n", "Requirement already satisfied: python-dateutil>=2.7 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from matplotlib) (2.9.0.post0)\n", "Requirement already satisfied: importlib-resources>=3.2.0 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from matplotlib) (6.4.0)\n", "Requirement already satisfied: pandas>=1.2 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from seaborn) (2.2.2)\n", "Requirement already satisfied: zipp>=3.1.0 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from importlib-resources>=3.2.0->matplotlib) (3.18.1)\n", "Requirement already satisfied: pytz>=2020.1 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from pandas>=1.2->seaborn) (2024.1)\n", "Requirement already satisfied: tzdata>=2022.7 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from pandas>=1.2->seaborn) (2024.1)\n", "Requirement already satisfied: six>=1.5 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n", "Requirement already satisfied: MarkupSafe>=2.0 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from jinja2->torch) (2.1.5)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from requests->transformers) (3.3.2)\n", "Requirement already satisfied: idna<4,>=2.5 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from requests->transformers) (3.7)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from requests->transformers) (2.2.1)\n", "Requirement already satisfied: certifi>=2017.4.17 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from requests->transformers) (2024.2.2)\n", "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages (from sympy->torch) (1.3.0)\n" ] } ], "source": [ "!pip install transformers torch torchvision timm huggingface_hub tqdm astropy matplotlib seaborn" ] }, { "cell_type": "markdown", "metadata": { "id": "WkBendswzFjz" }, "source": [ "## πŸ“š Import libraries" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "1J_bZ7XbzFSb" }, "outputs": [], "source": [ "import os\n", "import torch\n", "import numpy as np\n", "from torch import nn\n", "import matplotlib.pyplot as plt\n", "from sklearn.metrics import f1_score\n", "from sklearn.metrics import accuracy_score\n", "import torchvision.transforms as transforms\n", "from PIL import Image\n", "import matplotlib.pyplot as plt\n", "from torch.nn.parallel import DataParallel\n", "from astropy.io import fits\n", "import logging\n", "from tqdm import tqdm" ] }, { "cell_type": "markdown", "metadata": { "id": "G-oBdmpE7BK0" }, "source": [ "## πŸ—‚οΈ Load training dataset (C21)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Define your data paths\n", "training_path = '/home/parlange/datasets/holismokesVI_dataset/training/'\n", "train_nonlenses_dir = os.path.join(training_path, 'nonlenses')\n", "train_mocklenses_dir = os.path.join(training_path, 'mocklenses')\n", "\n", "val_path = '/home/parlange/datasets/holismokesVI_dataset/val/'\n", "val_nonlenses_dir = os.path.join(val_path, 'nonlenses')\n", "val_mocklenses_dir = os.path.join(val_path, 'mocklenses')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸ—ƒοΈ Load common test sample (More et al., 2024)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Define your data paths for common test sample\n", "common_test_sample_path = '/home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/'\n", "\n", "# Lenses\n", "L1 = os.path.join(common_test_sample_path, 'sets2and3_L1/cubes/')\n", "L2 = os.path.join(common_test_sample_path, 'new_cand_L2/new_cand_test/')\n", "L3 = os.path.join(common_test_sample_path, 'set5raoul_L3/cubes/')\n", "L4 = os.path.join(common_test_sample_path, 'set5anton_L4/mock/')\n", "\n", "# Non-lenses\n", "N1 = os.path.join(common_test_sample_path, 'set4_N1/cubes/')\n", "N2 = os.path.join(common_test_sample_path, 'set6raoul_N2/cubes/')\n", "N3 = os.path.join(common_test_sample_path, 'set6yiping_N3/cubes/')\n", "N4 = os.path.join(common_test_sample_path, 'set6anton_N4/nonlens/')\n", "N5 = os.path.join(common_test_sample_path, 'set1_N5/cubes/')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸͺ Visualize fits files" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def list_fits_files(directory):\n", " \"\"\"List all FITS files in a single directory.\"\"\"\n", " if isinstance(directory, list):\n", " raise TypeError(\"list_fits_files expects a single directory path, not a list.\")\n", " fits_files = [os.path.join(directory, f) for f in os.listdir(directory) if f.endswith('.fits')]\n", " return fits_files\n", "\n", "def normalize_image(image):\n", " \"\"\"\n", " Normalize the image data to [0,1], handling potential division by zero and NaNs/Infs.\n", "\n", " Args:\n", " image (numpy array): The image data.\n", "\n", " Returns:\n", " numpy array: The normalized image.\n", " \"\"\"\n", " # Replace NaNs and Infs with finite numbers\n", " image = np.nan_to_num(image, nan=0.0, posinf=0.0, neginf=0.0)\n", " min_val = np.min(image)\n", " max_val = np.max(image)\n", " if max_val > min_val:\n", " image = (image - min_val) / (max_val - min_val)\n", " else:\n", " # Avoid division by zero if max equals min\n", " image = np.zeros_like(image)\n", " return image\n", "\n", "def inspect_fits_file(file_path, num_channels_to_plot=3):\n", " \"\"\"\n", " Inspect a FITS file by printing its metadata and visualizing selected channels.\n", " \n", " Args:\n", " file_path (str): Path to the FITS file.\n", " num_channels_to_plot (int): Number of channels to visualize.\n", " \"\"\"\n", " try:\n", " with fits.open(file_path) as hdul:\n", " # Print basic information about the FITS file\n", " print(f\"\\n=== Inspecting FITS File: {os.path.basename(file_path)} ===\")\n", " hdul.info() # Print FITS file structure and HDUs\n", "\n", " # Access the image data in the primary HDU (HDU index 0)\n", " data = hdul[0].data\n", " header = hdul[0].header # Access the header for additional metadata\n", " \n", " # Handle scenarios where data might be None\n", " if data is None:\n", " print(f\"No data found in {file_path}.\")\n", " return\n", " \n", " # Print basic metadata\n", " print(f\"\\nData Shape: {data.shape}\")\n", " print(f\"Data Type: {data.dtype}\")\n", " print(f\"Header Information: {header}\")\n", "\n", " # Determine the dimensions of the image data\n", " if len(data.shape) == 2:\n", " print(\"Image is 2D (H, W). Converting to 3D by adding a channel dimension.\")\n", " data = np.expand_dims(data, axis=-1) # Add a channel dimension: (H, W, 1)\n", " elif len(data.shape) == 3:\n", " print(\"Image is 3D (C, H, W) or (H, W, C). Checking orientation.\")\n", " # Ensure data has the format (H, W, C). If (C, H, W), transpose it.\n", " if data.shape[0] == 3: # Likely (C, H, W)\n", " print(\"Detected (C, H, W) format. Transposing to (H, W, C).\")\n", " data = np.transpose(data, (1, 2, 0)) # Convert to (H, W, C)\n", " elif data.shape[2] == 3:\n", " print(\"Detected (H, W, C) format. No changes needed.\")\n", " else:\n", " print(f\"Unexpected 3D shape: {data.shape}. Treating last axis as channels.\")\n", " else:\n", " print(f\"Unexpected data shape: {data.shape}. Cannot process.\")\n", " return\n", " \n", " # Print final data shape after adjustments\n", " H, W, C = data.shape\n", " print(f\"Processed Data Shape: (Height: {H}, Width: {W}, Channels: {C})\")\n", "\n", " # Visualization logic\n", " plt.figure(figsize=(15, 15))\n", " \n", " # If there are at least 3 channels, map them correctly\n", " if C >= 3:\n", " # Visualize Channel 1 in Infrared (i-band) mapped to Red\n", " plt.subplot(2, 2, 1)\n", " red_channel = np.zeros_like(data)\n", " red_channel[:, :, 0] = normalize_image(data[:, :, 2]) # i β†’ Red\n", " plt.imshow(red_channel)\n", " plt.title('Channel 1 (i) - Red')\n", " plt.axis('off')\n", " \n", " # Visualize Channel 2 in Red (r-band) mapped to Green\n", " plt.subplot(2, 2, 2)\n", " green_channel = np.zeros_like(data)\n", " green_channel[:, :, 1] = normalize_image(data[:, :, 1]) # r β†’ Green\n", " plt.imshow(green_channel)\n", " plt.title('Channel 2 (r) - Green')\n", " plt.axis('off')\n", " \n", " # Visualize Channel 3 in Green (g-band) mapped to Blue\n", " plt.subplot(2, 2, 3)\n", " blue_channel = np.zeros_like(data)\n", " blue_channel[:, :, 2] = normalize_image(data[:, :, 0]) # g β†’ Blue\n", " plt.imshow(blue_channel)\n", " plt.title('Channel 3 (g) - Blue')\n", " plt.axis('off')\n", " \n", " # Visualize IRG (i β†’ Red, r β†’ Green, g β†’ Blue)\n", " irg_image = np.stack([\n", " normalize_image(data[:, :, 2]), # i-band β†’ Red\n", " normalize_image(data[:, :, 1]), # r-band β†’ Green\n", " normalize_image(data[:, :, 0]) # g-band β†’ Blue\n", " ], axis=-1)\n", " plt.subplot(2, 2, 4)\n", " plt.imshow(irg_image)\n", " plt.title(f'IRG Visualization (i β†’ Red, r β†’ Green, g β†’ Blue) of {os.path.basename(file_path)}')\n", " plt.axis('off')\n", " \n", " # For images with less than 3 channels, plot each channel separately\n", " else:\n", " print(f\"Image has less than 3 channels. Plotting the first {C} channels.\")\n", " for i in range(min(C, num_channels_to_plot)):\n", " plt.subplot(2, 2, i+1)\n", " plt.imshow(data[:, :, i], cmap='gray')\n", " plt.title(f'Channel {i+1}')\n", " plt.axis('off')\n", "\n", " plt.tight_layout()\n", " plt.show()\n", "\n", " except Exception as e:\n", " print(f\"Error processing {file_path}: {e}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inspect train and test samples" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 40000 nonlenses FITS files.\n", "Found 40000 mocklenses FITS files.\n", "\n", "--- Inspecting Nonlenses Samples ---\n", "\n", "Inspecting file 1: /home/parlange/datasets/holismokesVI_dataset/training/nonlenses/nonlens_34877.fits\n", "\n", "=== Inspecting FITS File: nonlens_34877.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training/nonlenses/nonlens_34877.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (72, 72, 3) float64 \n", "\n", "Data Shape: (3, 72, 72)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 72 NAXIS2 = 72 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 72, Width: 72, Channels: 3)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Inspecting file 2: /home/parlange/datasets/holismokesVI_dataset/training/nonlenses/nonlens_35263.fits\n", "\n", "=== Inspecting FITS File: nonlens_35263.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training/nonlenses/nonlens_35263.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (72, 72, 3) float64 \n", "\n", "Data Shape: (3, 72, 72)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 72 NAXIS2 = 72 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 72, Width: 72, Channels: 3)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Inspecting file 3: /home/parlange/datasets/holismokesVI_dataset/training/nonlenses/nonlens_22151.fits\n", "\n", "=== Inspecting FITS File: nonlens_22151.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training/nonlenses/nonlens_22151.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (72, 72, 3) float64 \n", "\n", "Data Shape: (3, 72, 72)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 72 NAXIS2 = 72 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 72, Width: 72, Channels: 3)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "--- Inspecting Mocklenses Samples ---\n", "\n", "Inspecting file 1: /home/parlange/datasets/holismokesVI_dataset/training/mocklenses/lens_12267.fits\n", "\n", "=== Inspecting FITS File: lens_12267.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training/mocklenses/lens_12267.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (72, 72, 3) float64 \n", "\n", "Data Shape: (3, 72, 72)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 72 NAXIS2 = 72 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 72, Width: 72, Channels: 3)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Inspecting file 2: /home/parlange/datasets/holismokesVI_dataset/training/mocklenses/lens_9900.fits\n", "\n", "=== Inspecting FITS File: lens_9900.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training/mocklenses/lens_9900.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (72, 72, 3) float64 \n", "\n", "Data Shape: (3, 72, 72)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 72 NAXIS2 = 72 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 72, Width: 72, Channels: 3)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Inspecting file 3: /home/parlange/datasets/holismokesVI_dataset/training/mocklenses/lens_461.fits\n", "\n", "=== Inspecting FITS File: lens_461.fits ===\n", "Filename: /home/parlange/datasets/holismokesVI_dataset/training/mocklenses/lens_461.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (72, 72, 3) float64 \n", "\n", "Data Shape: (3, 72, 72)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 72 NAXIS2 = 72 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 72, Width: 72, Channels: 3)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/HSCJ1938_gri.fits\n", "\n", "=== Inspecting FITS File: HSCJ1938_gri.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/HSCJ1938_gri.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (64, 64, 3) float64 \n", "\n", "Data Shape: (3, 64, 64)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 64 NAXIS2 = 64 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 64, Width: 64, Channels: 3)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/cand_125.fits\n", "\n", "=== Inspecting FITS File: cand_125.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/cand_125.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (64, 64, 3) float64 \n", "\n", "Data Shape: (3, 64, 64)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 64 NAXIS2 = 64 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 64, Width: 64, Channels: 3)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5raoul_L3/cubes/mock_2763.fits\n", "\n", "=== Inspecting FITS File: mock_2763.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5raoul_L3/cubes/mock_2763.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (64, 64, 3) float64 \n", "\n", "Data Shape: (3, 64, 64)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 64 NAXIS2 = 64 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 64, Width: 64, Channels: 3)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5anton_L4/mock/083915+022632.fits\n", "\n", "=== Inspecting FITS File: 083915+022632.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5anton_L4/mock/083915+022632.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (101, 101, 3) float32 \n", "\n", "Data Shape: (3, 101, 101)\n", "Data Type: >f4\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -32 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 101 NAXIS2 = 101 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 101, Width: 101, Channels: 3)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set4_N1/cubes/nonlens_894.fits\n", "\n", "=== Inspecting FITS File: nonlens_894.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set4_N1/cubes/nonlens_894.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (64, 64, 3) float64 \n", "\n", "Data Shape: (3, 64, 64)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 64 NAXIS2 = 64 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 64, Width: 64, Channels: 3)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6raoul_N2/cubes/nonlens_894.fits\n", "\n", "=== Inspecting FITS File: nonlens_894.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6raoul_N2/cubes/nonlens_894.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (64, 64, 3) float64 \n", "\n", "Data Shape: (3, 64, 64)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 64 NAXIS2 = 64 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 64, Width: 64, Channels: 3)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6yiping_N3/cubes/nonlens_43105425654023039.fits\n", "\n", "=== Inspecting FITS File: nonlens_43105425654023039.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6yiping_N3/cubes/nonlens_43105425654023039.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (64, 64, 3) float64 \n", "\n", "Data Shape: (3, 64, 64)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 64 NAXIS2 = 64 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 64, Width: 64, Channels: 3)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6anton_N4/nonlens/39899653474376568.fits\n", "\n", "=== Inspecting FITS File: 39899653474376568.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6anton_N4/nonlens/39899653474376568.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (101, 101, 3) float32 \n", "\n", "Data Shape: (3, 101, 101)\n", "Data Type: >f4\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -32 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 101 NAXIS2 = 101 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 101, Width: 101, Channels: 3)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying FITS image from: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set1_N5/cubes/FP_612.fits\n", "\n", "=== Inspecting FITS File: FP_612.fits ===\n", "Filename: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set1_N5/cubes/FP_612.fits\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 7 (64, 64, 3) float64 \n", "\n", "Data Shape: (3, 64, 64)\n", "Data Type: >f8\n", "Header Information: SIMPLE = T / conforms to FITS standard BITPIX = -64 / array data type NAXIS = 3 / number of array dimensions NAXIS1 = 64 NAXIS2 = 64 NAXIS3 = 3 EXTEND = T END \n", "Image is 3D (C, H, W) or (H, W, C). Checking orientation.\n", "Detected (C, H, W) format. Transposing to (H, W, C).\n", "Processed Data Shape: (Height: 64, Width: 64, Channels: 3)\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# List FITS files in each directory\n", "nonlenses_files = list_fits_files(train_nonlenses_dir)\n", "mocklenses_files = list_fits_files(train_mocklenses_dir)\n", "\n", "print(f\"Found {len(nonlenses_files)} nonlenses FITS files.\")\n", "print(f\"Found {len(mocklenses_files)} mocklenses FITS files.\")\n", "\n", "# Function to inspect a few samples\n", "def inspect_samples(directory, files, num_samples=3, label=''):\n", " \"\"\"\n", " Inspect a few samples from a list of FITS files.\n", " \n", " Args:\n", " directory (str): Directory containing the FITS files.\n", " files (list): List of FITS filenames.\n", " num_samples (int): Number of samples to inspect.\n", " label (str): Label for the samples (e.g., 'Nonlenses', 'Mocklenses').\n", " \"\"\"\n", " print(f\"\\n--- Inspecting {label} Samples ---\")\n", " for i in range(min(num_samples, len(files))):\n", " file_path = os.path.join(directory, files[i])\n", " print(f\"\\nInspecting file {i+1}: {files[i]}\")\n", " inspect_fits_file(file_path)\n", "\n", "# Inspect samples from nonlenses\n", "inspect_samples(train_nonlenses_dir, nonlenses_files, num_samples=3, label='Nonlenses')\n", "\n", "# Inspect samples from mocklenses\n", "inspect_samples(train_mocklenses_dir, mocklenses_files, num_samples=3, label='Mocklenses')\n", "\n", "# List of directories for lenses and non-lenses\n", "directories = [L1, L2, L3, L4, N1, N2, N3, N4, N5]\n", "\n", "# Display one FITS image per directory\n", "for directory in directories:\n", " fits_files = list_fits_files(directory)\n", " if fits_files:\n", " first_fits_file = os.path.join(directory, fits_files[0])\n", " print(f\"Displaying FITS image from: {first_fits_file}\")\n", " inspect_fits_file(first_fits_file)\n", " else:\n", " print(f\"No FITS files found in directory: {directory}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Common test sample: combined datasets a - " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set4_N1/cubes/\n", "Test dataset a:\n", " Total files: 3181\n", " Lens files: 181\n", " Non-lens files: 3000\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6raoul_N2/cubes/\n", "Test dataset b:\n", " Total files: 3181\n", " Lens files: 181\n", " Non-lens files: 3000\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6yiping_N3/cubes/\n", "Test dataset c:\n", " Total files: 3181\n", " Lens files: 181\n", " Non-lens files: 3000\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6anton_N4/nonlens/\n", "Test dataset d:\n", " Total files: 3181\n", " Lens files: 181\n", " Non-lens files: 3000\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set1_N5/cubes/\n", "Test dataset e:\n", " Total files: 911\n", " Lens files: 181\n", " Non-lens files: 730\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set4_N1/cubes/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6raoul_N2/cubes/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6yiping_N3/cubes/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6anton_N4/nonlens/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set1_N5/cubes/\n", "Test dataset f:\n", " Total files: 12911\n", " Lens files: 181\n", " Non-lens files: 12730\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5raoul_L3/cubes/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6raoul_N2/cubes/\n", "Test dataset g:\n", " Total files: 6000\n", " Lens files: 3000\n", " Non-lens files: 3000\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5raoul_L3/cubes/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6yiping_N3/cubes/\n", "Test dataset h:\n", " Total files: 6000\n", " Lens files: 3000\n", " Non-lens files: 3000\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5raoul_L3/cubes/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6anton_N4/nonlens/\n", "Test dataset i:\n", " Total files: 6000\n", " Lens files: 3000\n", " Non-lens files: 3000\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5anton_L4/mock/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6raoul_N2/cubes/\n", "Test dataset j:\n", " Total files: 6000\n", " Lens files: 3000\n", " Non-lens files: 3000\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5anton_L4/mock/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6anton_N4/nonlens/\n", "Test dataset k:\n", " Total files: 6000\n", " Lens files: 3000\n", " Non-lens files: 3000\n", "\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/sets2and3_L1/cubes/\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/new_cand_L2/new_cand_test/\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5raoul_L3/cubes/\n", "Checking lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set5anton_L4/mock/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set4_N1/cubes/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6raoul_N2/cubes/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6yiping_N3/cubes/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set6anton_N4/nonlens/\n", "Checking non-lens directory: /home/parlange/datasets/AnupreetaMore/common_test_sample_HSC/set1_N5/cubes/\n", "Test dataset l:\n", " Total files: 18911\n", " Lens files: 6181\n", " Non-lens files: 12730\n", "\n" ] } ], "source": [ "import os\n", "import numpy as np\n", "\n", "def load_files_and_labels(directory, label):\n", " \"\"\"Load all FITS files from a directory and assign them a label.\"\"\"\n", " if not os.path.isdir(directory):\n", " raise ValueError(f\"Provided path is not a directory: {directory}\")\n", "\n", " # Only include actual files with `.fits` extension\n", " files = [os.path.join(directory, f) for f in os.listdir(directory) if os.path.isfile(os.path.join(directory, f)) and f.endswith('.fits')]\n", "\n", " if len(files) == 0:\n", " raise ValueError(f\"No FITS files found in directory: {directory}\")\n", "\n", " labels = [label] * len(files)\n", " return files, labels\n", "\n", "def combine_datasets(lens_dirs, nonlens_dirs):\n", " \"\"\"Combine files from lens and non-lens directories.\"\"\"\n", " lens_files = []\n", " lens_labels = []\n", " nonlens_files = []\n", " nonlens_labels = []\n", " \n", " # Load files from lens directories\n", " for lens_dir in lens_dirs:\n", " print(f\"Checking lens directory: {lens_dir}\")\n", " if os.path.isdir(lens_dir):\n", " files, labels = load_files_and_labels(lens_dir, label=1)\n", " if len(files) > 0:\n", " lens_files.extend(files)\n", " lens_labels.extend(labels)\n", " else:\n", " print(f\"Warning: {lens_dir} is not a valid directory.\")\n", "\n", " # Load files from non-lens directories\n", " for nonlens_dir in nonlens_dirs:\n", " print(f\"Checking non-lens directory: {nonlens_dir}\")\n", " if os.path.isdir(nonlens_dir):\n", " files, labels = load_files_and_labels(nonlens_dir, label=0)\n", " if len(files) > 0:\n", " nonlens_files.extend(files)\n", " nonlens_labels.extend(labels)\n", " else:\n", " print(f\"Warning: {nonlens_dir} is not a valid directory.\")\n", " \n", " # Combine lens and non-lens data\n", " combined_files = lens_files + nonlens_files\n", " combined_labels = lens_labels + nonlens_labels\n", "\n", " # Check for empty combined datasets\n", " if len(combined_files) == 0:\n", " raise ValueError(\"No FITS files found in the specified directories. Ensure directories contain `.fits` files.\")\n", "\n", " # Shuffle the dataset\n", " combined = list(zip(combined_files, combined_labels))\n", " np.random.shuffle(combined)\n", " combined_files, combined_labels = zip(*combined)\n", "\n", " return list(combined_files), list(combined_labels)\n", "\n", "# Combine lens sets into L_all\n", "L_all = [L1, L2, L3, L4]\n", "N_all = [N1, N2, N3, N4, N5]\n", "\n", "# Define the dataset combinations\n", "datasets = {\n", " \"a\": ([L1, L2], [N1]),\n", " \"b\": ([L1, L2], [N2]),\n", " \"c\": ([L1, L2], [N3]),\n", " \"d\": ([L1, L2], [N4]),\n", " \"e\": ([L1, L2], [N5]),\n", " \"f\": ([L1, L2], N_all), \n", " \"g\": ([L3], [N2]),\n", " \"h\": ([L3], [N3]),\n", " \"i\": ([L3], [N4]),\n", " \"j\": ([L4], [N2]),\n", " \"k\": ([L4], [N4]),\n", " \"l\": (L_all, N_all)\n", "}\n", "\n", "# Combine datasets and store the file paths and labels for evaluation\n", "for key, (lens_dirs, nonlens_dirs) in datasets.items():\n", " try:\n", " combined_files, combined_labels = combine_datasets(lens_dirs, nonlens_dirs)\n", " print(f\"Test dataset {key}:\")\n", " print(f\" Total files: {len(combined_files)}\")\n", " print(f\" Lens files: {sum(combined_labels)}\")\n", " print(f\" Non-lens files: {len(combined_labels) - sum(combined_labels)}\\n\")\n", " except ValueError as ve:\n", " print(f\"Error with dataset {key}: {ve}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 🌌 Mosaics of training sets\n", "**Mapping:** g β†’ B, r β†’ G, i β†’ R for visualization, broader dynamic range across the visible spectrum" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(Mapping bands: g β†’ B, r β†’ G, i β†’ R) (irg β†’ RGB)\n", "Generating mosaic for Training Mock Lenses: 50 images.\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "(Mapping bands: g β†’ B, r β†’ G, i β†’ R) (irg β†’ RGB)\n", "Generating mosaic for Training Non-Lenses: 50 images.\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from IPython.display import Image, display\n", "import os\n", "import random\n", "import matplotlib.pyplot as plt\n", "from astropy.io import fits\n", "\n", "# Set a random seed for reproducibility\n", "random.seed(42)\n", "\n", "# Uniform sampling: take equal numbers from each subset\n", "def uniform_sampling(directories, num_samples):\n", " \"\"\"Uniformly sample an equal number of files from multiple directories, adjusting for underpopulated directories.\"\"\"\n", " all_files = []\n", " remaining_samples = num_samples\n", " directories = directories[:]\n", "\n", " while remaining_samples > 0 and directories:\n", " files_per_directory = max(1, remaining_samples // len(directories)) # Adjust dynamically\n", " updated_directories = []\n", "\n", " for directory in directories:\n", " dir_files = list_fits_files(directory) # Pass directory directly\n", " random.shuffle(dir_files)\n", " sampled_files = dir_files[:files_per_directory]\n", "\n", " all_files.extend(sampled_files)\n", " remaining_samples -= len(sampled_files)\n", "\n", " # If there are remaining files in the directory, keep it in the list\n", " if len(dir_files) > len(sampled_files):\n", " updated_directories.append(directory)\n", "\n", " directories = updated_directories\n", "\n", " random.shuffle(all_files) # Shuffle final list for randomness\n", " return all_files[:num_samples] # Return exactly num_samples\n", "\n", "def generate_mosaic(files, rows=5, cols=10, label=''):\n", " \"\"\"\n", " Generate and display a mosaic of images for visualization with g, r, i bands mapped to RGB.\n", "\n", " Args:\n", " files (list): List of FITS file paths.\n", " rows (int): Number of rows in the mosaic.\n", " cols (int): Number of columns in the mosaic.\n", " label (str): Label for the mosaic.\n", " \"\"\"\n", " import numpy as np\n", "\n", " def normalize_image(image):\n", " \"\"\"Normalize the image to [0, 1] range for display.\"\"\"\n", " if image.max() > image.min(): # Prevent division by zero\n", " return (image - image.min()) / (image.max() - image.min())\n", " return image\n", "\n", " num_images = rows * cols\n", " plt.figure(figsize=(20, 10))\n", " print(f\"(Mapping bands: g β†’ B, r β†’ G, i β†’ R) (irg β†’ RGB)\")\n", " print(f\"Generating mosaic for {label}: {min(len(files), num_images)} images.\")\n", "\n", " for i in range(min(len(files), num_images)):\n", " file_path = files[i]\n", " with fits.open(file_path) as hdul:\n", " data = hdul[0].data\n", " if data is not None:\n", " if len(data.shape) == 3:\n", " # (C, H, W) for g, r, i bands\n", " if data.shape[0] == 3: # Transpose to (H, W, C)\n", " data = data.transpose((1, 2, 0))\n", " \n", " # Map g, r, i to RGB: gβ†’Blue, rβ†’Green, iβ†’Red\n", " rgb_image = np.stack([\n", " normalize_image(data[:, :, 2]), # i-band β†’ Red\n", " normalize_image(data[:, :, 1]), # r-band β†’ Green\n", " normalize_image(data[:, :, 0]) # g-band β†’ Blue\n", " ], axis=-1)\n", " plt.subplot(rows, cols, i + 1)\n", " plt.imshow(rgb_image)\n", " else:\n", " print(f\"Skipping file {file_path} due to unexpected shape: {data.shape}\")\n", " plt.axis('off') # Remove axis for cleaner visualization\n", "\n", " plt.subplots_adjust(wspace=0.05, hspace=0.05)\n", " plt.suptitle(f'Mosaic of {label} (C21)\\n', fontsize=16, y=0.92)\n", " plt.show()\n", "\n", "# Generate mosaics for training using uniform sampling\n", "generate_mosaic(uniform_sampling([train_mocklenses_dir], 50), rows=5, cols=10, label='Training Mock Lenses')\n", "generate_mosaic(uniform_sampling([train_nonlenses_dir], 50), rows=5, cols=10, label='Training Non-Lenses')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸ–ΌοΈ ViT, CvT, CaiT, DeiT, Twins, PiT and Mixer in torch image models (timm) @ HuggingFace https://huggingface.co/timm/" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "ViT models:\n", "['convit_base', 'convit_small', 'convit_tiny', 'crossvit_9_240', 'crossvit_9_dagger_240', 'crossvit_15_240', 'crossvit_15_dagger_240', 'crossvit_15_dagger_408', 'crossvit_18_240', 'crossvit_18_dagger_240', 'crossvit_18_dagger_408', 'crossvit_base_240', 'crossvit_small_240', 'crossvit_tiny_240', 'davit_base', 'davit_base_fl', 'davit_giant', 'davit_huge', 'davit_huge_fl', 'davit_large', 'davit_small', 'davit_tiny', 'efficientvit_b0', 'efficientvit_b1', 'efficientvit_b2', 'efficientvit_b3', 'efficientvit_l1', 'efficientvit_l2', 'efficientvit_l3', 'efficientvit_m0', 'efficientvit_m1', 'efficientvit_m2', 'efficientvit_m3', 'efficientvit_m4', 'efficientvit_m5', 'fastvit_ma36', 'fastvit_mci0', 'fastvit_mci1', 'fastvit_mci2', 'fastvit_s12', 'fastvit_sa12', 'fastvit_sa24', 'fastvit_sa36', 'fastvit_t8', 'fastvit_t12', 'flexivit_base', 'flexivit_large', 'flexivit_small', 'gcvit_base', 'gcvit_small', 'gcvit_tiny', 'gcvit_xtiny', 'gcvit_xxtiny', 'levit_128', 'levit_128s', 'levit_192', 'levit_256', 'levit_256d', 'levit_384', 'levit_384_s8', 'levit_512', 'levit_512_s8', 'levit_512d', 'levit_conv_128', 'levit_conv_128s', 'levit_conv_192', 'levit_conv_256', 'levit_conv_256d', 'levit_conv_384', 'levit_conv_384_s8', 'levit_conv_512', 'levit_conv_512_s8', 'levit_conv_512d', 'maxvit_base_tf_224', 'maxvit_base_tf_384', 'maxvit_base_tf_512', 'maxvit_large_tf_224', 'maxvit_large_tf_384', 'maxvit_large_tf_512', 'maxvit_nano_rw_256', 'maxvit_pico_rw_256', 'maxvit_rmlp_base_rw_224', 'maxvit_rmlp_base_rw_384', 'maxvit_rmlp_nano_rw_256', 'maxvit_rmlp_pico_rw_256', 'maxvit_rmlp_small_rw_224', 'maxvit_rmlp_small_rw_256', 'maxvit_rmlp_tiny_rw_256', 'maxvit_small_tf_224', 'maxvit_small_tf_384', 'maxvit_small_tf_512', 'maxvit_tiny_pm_256', 'maxvit_tiny_rw_224', 'maxvit_tiny_rw_256', 'maxvit_tiny_tf_224', 'maxvit_tiny_tf_384', 'maxvit_tiny_tf_512', 'maxvit_xlarge_tf_224', 'maxvit_xlarge_tf_384', 'maxvit_xlarge_tf_512', 'maxxvit_rmlp_nano_rw_256', 'maxxvit_rmlp_small_rw_256', 'maxxvit_rmlp_tiny_rw_256', 'maxxvitv2_nano_rw_256', 'maxxvitv2_rmlp_base_rw_224', 'maxxvitv2_rmlp_base_rw_384', 'maxxvitv2_rmlp_large_rw_224', 'mobilevit_s', 'mobilevit_xs', 'mobilevit_xxs', 'mobilevitv2_050', 'mobilevitv2_075', 'mobilevitv2_100', 'mobilevitv2_125', 'mobilevitv2_150', 'mobilevitv2_175', 'mobilevitv2_200', 'mvitv2_base', 'mvitv2_base_cls', 'mvitv2_huge_cls', 'mvitv2_large', 'mvitv2_large_cls', 'mvitv2_small', 'mvitv2_small_cls', 'mvitv2_tiny', 'nextvit_base', 'nextvit_large', 'nextvit_small', 'repvit_m0_9', 'repvit_m1', 'repvit_m1_0', 'repvit_m1_1', 'repvit_m1_5', 'repvit_m2', 'repvit_m2_3', 'repvit_m3', 'samvit_base_patch16', 'samvit_base_patch16_224', 'samvit_huge_patch16', 'samvit_large_patch16', 'test_vit', 'test_vit2', 'test_vit3', 'tiny_vit_5m_224', 'tiny_vit_11m_224', 'tiny_vit_21m_224', 'tiny_vit_21m_384', 'tiny_vit_21m_512', 'vit_base_mci_224', 'vit_base_patch8_224', 'vit_base_patch14_dinov2', 'vit_base_patch14_reg4_dinov2', 'vit_base_patch16_18x2_224', 'vit_base_patch16_224', 'vit_base_patch16_224_miil', 'vit_base_patch16_384', 'vit_base_patch16_clip_224', 'vit_base_patch16_clip_384', 'vit_base_patch16_clip_quickgelu_224', 'vit_base_patch16_gap_224', 'vit_base_patch16_plus_240', 'vit_base_patch16_reg4_gap_256', 'vit_base_patch16_rope_reg1_gap_256', 'vit_base_patch16_rpn_224', 'vit_base_patch16_siglip_224', 'vit_base_patch16_siglip_256', 'vit_base_patch16_siglip_384', 'vit_base_patch16_siglip_512', 'vit_base_patch16_siglip_gap_224', 'vit_base_patch16_siglip_gap_256', 'vit_base_patch16_siglip_gap_384', 'vit_base_patch16_siglip_gap_512', 'vit_base_patch16_xp_224', 'vit_base_patch32_224', 'vit_base_patch32_384', 'vit_base_patch32_clip_224', 'vit_base_patch32_clip_256', 'vit_base_patch32_clip_384', 'vit_base_patch32_clip_448', 'vit_base_patch32_clip_quickgelu_224', 'vit_base_patch32_plus_256', 'vit_base_r26_s32_224', 'vit_base_r50_s16_224', 'vit_base_r50_s16_384', 'vit_base_resnet26d_224', 'vit_base_resnet50d_224', 'vit_betwixt_patch16_gap_256', 'vit_betwixt_patch16_reg1_gap_256', 'vit_betwixt_patch16_reg4_gap_256', 'vit_betwixt_patch16_reg4_gap_384', 'vit_betwixt_patch16_rope_reg4_gap_256', 'vit_betwixt_patch32_clip_224', 'vit_giant_patch14_224', 'vit_giant_patch14_clip_224', 'vit_giant_patch14_dinov2', 'vit_giant_patch14_reg4_dinov2', 'vit_giant_patch16_gap_224', 'vit_gigantic_patch14_224', 'vit_gigantic_patch14_clip_224', 'vit_huge_patch14_224', 'vit_huge_patch14_clip_224', 'vit_huge_patch14_clip_336', 'vit_huge_patch14_clip_378', 'vit_huge_patch14_clip_quickgelu_224', 'vit_huge_patch14_clip_quickgelu_378', 'vit_huge_patch14_gap_224', 'vit_huge_patch14_xp_224', 'vit_huge_patch16_gap_448', 'vit_intern300m_patch14_448', 'vit_large_patch14_224', 'vit_large_patch14_clip_224', 'vit_large_patch14_clip_336', 'vit_large_patch14_clip_quickgelu_224', 'vit_large_patch14_clip_quickgelu_336', 'vit_large_patch14_dinov2', 'vit_large_patch14_reg4_dinov2', 'vit_large_patch14_xp_224', 'vit_large_patch16_224', 'vit_large_patch16_384', 'vit_large_patch16_siglip_256', 'vit_large_patch16_siglip_384', 'vit_large_patch16_siglip_gap_256', 'vit_large_patch16_siglip_gap_384', 'vit_large_patch32_224', 'vit_large_patch32_384', 'vit_large_r50_s32_224', 'vit_large_r50_s32_384', 'vit_little_patch16_reg1_gap_256', 'vit_little_patch16_reg4_gap_256', 'vit_medium_patch16_clip_224', 'vit_medium_patch16_gap_240', 'vit_medium_patch16_gap_256', 'vit_medium_patch16_gap_384', 'vit_medium_patch16_reg1_gap_256', 'vit_medium_patch16_reg4_gap_256', 'vit_medium_patch16_rope_reg1_gap_256', 'vit_medium_patch32_clip_224', 'vit_mediumd_patch16_reg4_gap_256', 'vit_mediumd_patch16_reg4_gap_384', 'vit_mediumd_patch16_rope_reg1_gap_256', 'vit_pwee_patch16_reg1_gap_256', 'vit_relpos_base_patch16_224', 'vit_relpos_base_patch16_cls_224', 'vit_relpos_base_patch16_clsgap_224', 'vit_relpos_base_patch16_plus_240', 'vit_relpos_base_patch16_rpn_224', 'vit_relpos_base_patch32_plus_rpn_256', 'vit_relpos_medium_patch16_224', 'vit_relpos_medium_patch16_cls_224', 'vit_relpos_medium_patch16_rpn_224', 'vit_relpos_small_patch16_224', 'vit_relpos_small_patch16_rpn_224', 'vit_small_patch8_224', 'vit_small_patch14_dinov2', 'vit_small_patch14_reg4_dinov2', 'vit_small_patch16_18x2_224', 'vit_small_patch16_36x1_224', 'vit_small_patch16_224', 'vit_small_patch16_384', 'vit_small_patch32_224', 'vit_small_patch32_384', 'vit_small_r26_s32_224', 'vit_small_r26_s32_384', 'vit_small_resnet26d_224', 'vit_small_resnet50d_s16_224', 'vit_so150m_patch16_reg4_gap_256', 'vit_so150m_patch16_reg4_map_256', 'vit_so400m_patch14_siglip_224', 'vit_so400m_patch14_siglip_378', 'vit_so400m_patch14_siglip_384', 'vit_so400m_patch14_siglip_gap_224', 'vit_so400m_patch14_siglip_gap_378', 'vit_so400m_patch14_siglip_gap_384', 'vit_so400m_patch14_siglip_gap_448', 'vit_so400m_patch14_siglip_gap_896', 'vit_so400m_patch16_siglip_256', 'vit_so400m_patch16_siglip_gap_256', 'vit_srelpos_medium_patch16_224', 'vit_srelpos_small_patch16_224', 'vit_tiny_patch16_224', 'vit_tiny_patch16_384', 'vit_tiny_r_s16_p8_224', 'vit_tiny_r_s16_p8_384', 'vit_wee_patch16_reg1_gap_256', 'vit_xsmall_patch16_clip_224', 'vitamin_base_224', 'vitamin_large2_224', 'vitamin_large2_256', 'vitamin_large2_336', 'vitamin_large2_384', 'vitamin_large_224', 'vitamin_large_256', 'vitamin_large_336', 'vitamin_large_384', 'vitamin_small_224', 'vitamin_xlarge_256', 'vitamin_xlarge_336', 'vitamin_xlarge_384']\n", "\n", "CvT models:\n", "[]\n", "CaiT models:\n", "['cait_m36_384', 'cait_m48_448', 'cait_s24_224', 'cait_s24_384', 'cait_s36_384', 'cait_xs24_384', 'cait_xxs24_224', 'cait_xxs24_384', 'cait_xxs36_224', 'cait_xxs36_384']\n", "\n", "DeiT models:\n", "['deit3_base_patch16_224', 'deit3_base_patch16_384', 'deit3_huge_patch14_224', 'deit3_large_patch16_224', 'deit3_large_patch16_384', 'deit3_medium_patch16_224', 'deit3_small_patch16_224', 'deit3_small_patch16_384', 'deit_base_distilled_patch16_224', 'deit_base_distilled_patch16_384', 'deit_base_patch16_224', 'deit_base_patch16_384', 'deit_small_distilled_patch16_224', 'deit_small_patch16_224', 'deit_tiny_distilled_patch16_224', 'deit_tiny_patch16_224']\n", "\n", "Swin models:\n", "['hiera_base_abswin_256', 'hiera_small_abswin_256', 'swin_base_patch4_window7_224', 'swin_base_patch4_window12_384', 'swin_large_patch4_window7_224', 'swin_large_patch4_window12_384', 'swin_s3_base_224', 'swin_s3_small_224', 'swin_s3_tiny_224', 'swin_small_patch4_window7_224', 'swin_tiny_patch4_window7_224', 'swinv2_base_window8_256', 'swinv2_base_window12_192', 'swinv2_base_window12to16_192to256', 'swinv2_base_window12to24_192to384', 'swinv2_base_window16_256', 'swinv2_cr_base_224', 'swinv2_cr_base_384', 'swinv2_cr_base_ns_224', 'swinv2_cr_giant_224', 'swinv2_cr_giant_384', 'swinv2_cr_huge_224', 'swinv2_cr_huge_384', 'swinv2_cr_large_224', 'swinv2_cr_large_384', 'swinv2_cr_small_224', 'swinv2_cr_small_384', 'swinv2_cr_small_ns_224', 'swinv2_cr_small_ns_256', 'swinv2_cr_tiny_224', 'swinv2_cr_tiny_384', 'swinv2_cr_tiny_ns_224', 'swinv2_large_window12_192', 'swinv2_large_window12to16_192to256', 'swinv2_large_window12to24_192to384', 'swinv2_small_window8_256', 'swinv2_small_window16_256', 'swinv2_tiny_window8_256', 'swinv2_tiny_window16_256']\n", "\n", "Twins models:\n", "['twins_pcpvt_base', 'twins_pcpvt_large', 'twins_pcpvt_small', 'twins_svt_base', 'twins_svt_large', 'twins_svt_small']\n", "\n", "PiT models:\n", "['pit_b_224', 'pit_b_distilled_224', 'pit_s_224', 'pit_s_distilled_224', 'pit_ti_224', 'pit_ti_distilled_224', 'pit_xs_224', 'pit_xs_distilled_224']\n", "\n", "mixer models:\n", "['convmixer_768_32', 'convmixer_1024_20_ks9_p14', 'convmixer_1536_20', 'gmixer_12_224', 'gmixer_24_224', 'mixer_b16_224', 'mixer_b32_224', 'mixer_l16_224', 'mixer_l32_224', 'mixer_s16_224', 'mixer_s32_224']\n" ] } ], "source": [ "import timm\n", "\n", "# List models for ViT\n", "print(\"\\nViT models:\")\n", "print(timm.list_models('*vit*'))\n", "\n", "# List models for CvT\n", "print(\"\\nCvT models:\")\n", "print(timm.list_models('*cvt*'))\n", "\n", "# List models for CaiT\n", "print(\"CaiT models:\")\n", "print(timm.list_models('*cait*'))\n", "\n", "# List models for DeiT\n", "print(\"\\nDeiT models:\")\n", "print(timm.list_models('*deit*'))\n", "\n", "# List models for Swin\n", "print(\"\\nSwin models:\")\n", "print(timm.list_models('*swin*'))\n", "\n", "# List models for Twins\n", "print(\"\\nTwins models:\")\n", "print(timm.list_models('*twins*'))\n", "\n", "# List models for PiT\n", "print(\"\\nPiT models:\")\n", "print(timm.list_models('*pit*'))\n", "\n", "# List models for MLP-mixer\n", "print(\"\\nmixer models:\")\n", "print(timm.list_models('*mixer*'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 🧠 Train by fine-tuning half of the layers/blocks of ViTs/MLP-Mixer" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using device: cuda\n", "Number of GPUs available: 2\n", "Configuration setup time: 0.0960s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/parlange/anaconda3/envs/vit/lib/python3.9/site-packages/transformers/utils/hub.py:127: FutureWarning: Using `TRANSFORMERS_CACHE` is deprecated and will be removed in v5 of Transformers. Use `HF_HOME` instead.\n", " warnings.warn(\n", "2025-01-14 13:00:43,615 INFO:Total samples: 80000\n", "2025-01-14 13:00:43,619 INFO:Total samples: 1000\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Dataloader creation time: 0.1548s\n", "Dataloader creation time: 0.0018s\n", "Number of classes: 2\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-14 13:00:44,123 INFO:Loading pretrained weights from Hugging Face hub (timm/vit_base_patch16_224.augreg2_in21k_ft_in1k)\n", "2025-01-14 13:00:44,413 INFO:[timm/vit_base_patch16_224.augreg2_in21k_ft_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "Some weights of CvtForImageClassification were not initialized from the model checkpoint at microsoft/cvt-21 and are newly initialized because the shapes did not match:\n", "- classifier.weight: found shape torch.Size([1000, 384]) in the checkpoint and torch.Size([2, 384]) in the model instantiated\n", "- classifier.bias: found shape torch.Size([1000]) in the checkpoint and torch.Size([2]) in the model instantiated\n", "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n", "2025-01-14 13:00:46,881 INFO:Loading pretrained weights from Hugging Face hub (timm/swin_base_patch4_window7_224.ms_in22k_ft_in1k)\n", "2025-01-14 13:00:47,020 INFO:[timm/swin_base_patch4_window7_224.ms_in22k_ft_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-01-14 13:00:47,060 INFO:Missing keys (head.fc.weight, head.fc.bias) discovered while loading pretrained weights. This is expected if model is being adapted.\n", "2025-01-14 13:00:47,339 INFO:Loading pretrained weights from Hugging Face hub (timm/cait_s24_224.fb_dist_in1k)\n", "2025-01-14 13:00:47,519 INFO:[timm/cait_s24_224.fb_dist_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-01-14 13:00:48,040 INFO:Loading pretrained weights from Hugging Face hub (timm/deit_base_patch16_224.fb_in1k)\n", "2025-01-14 13:00:48,341 INFO:[timm/deit_base_patch16_224.fb_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-01-14 13:00:48,862 INFO:Loading pretrained weights from Hugging Face hub (timm/deit3_base_patch16_224.fb_in1k)\n", "2025-01-14 13:00:49,015 INFO:[timm/deit3_base_patch16_224.fb_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-01-14 13:00:49,367 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_svt_base.in1k)\n", "2025-01-14 13:00:49,504 INFO:[timm/twins_svt_base.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-01-14 13:00:49,784 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_pcpvt_base.in1k)\n", "2025-01-14 13:00:49,937 INFO:[timm/twins_pcpvt_base.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-01-14 13:00:50,185 INFO:Loading pretrained weights from Hugging Face hub (timm/pit_b_224.in1k)\n", "2025-01-14 13:00:50,329 INFO:[timm/pit_b_224.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-01-14 13:00:50,677 INFO:Loading pretrained weights from Hugging Face hub (timm/mixer_b16_224.goog_in21k_ft_in1k)\n", "2025-01-14 13:00:50,830 INFO:[timm/mixer_b16_224.goog_in21k_ft_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model initialization time: 7.2462s\n", "\n", "=== Testing Models Before Training ===\n", "\n", "Testing model: ViT\n", "ViT wrapped in DataParallel.\n", "Test passed for ViT. Forward and backward pass succeeded.\n", "\n", "Testing model: CvT\n", "CvT wrapped in DataParallel.\n", "Test passed for CvT. Forward and backward pass succeeded.\n", "\n", "Testing model: Swin\n", "Swin wrapped in DataParallel.\n", "Test passed for Swin. Forward and backward pass succeeded.\n", "\n", "Testing model: CaiT\n", "CaiT wrapped in DataParallel.\n", "Test passed for CaiT. Forward and backward pass succeeded.\n", "\n", "Testing model: DeiT\n", "DeiT wrapped in DataParallel.\n", "Test passed for DeiT. Forward and backward pass succeeded.\n", "\n", "Testing model: DeiT3\n", "DeiT3 wrapped in DataParallel.\n", "Test passed for DeiT3. Forward and backward pass succeeded.\n", "\n", "Testing model: Twins_SVT\n", "Twins_SVT wrapped in DataParallel.\n", "Test passed for Twins_SVT. Forward and backward pass succeeded.\n", "\n", "Testing model: Twins_PCPVT\n", "Twins_PCPVT wrapped in DataParallel.\n", "Test passed for Twins_PCPVT. Forward and backward pass succeeded.\n", "\n", "Testing model: PiT\n", "PiT wrapped in DataParallel.\n", "Test passed for PiT. Forward and backward pass succeeded.\n", "\n", "Testing model: MLP-Mixer\n", "MLP-Mixer wrapped in DataParallel.\n", "Test passed for MLP-Mixer. Forward and backward pass succeeded.\n" ] } ], "source": [ "# ============================ Imports ============================ #\n", "\n", "import time\n", "import os\n", "import numpy as np\n", "import torch\n", "import torch.nn as nn\n", "from torch.utils.data import Dataset, DataLoader\n", "import timm\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from sklearn.metrics import confusion_matrix, roc_curve, auc, classification_report, roc_auc_score, f1_score\n", "from sklearn.preprocessing import label_binarize\n", "from transformers import AutoModelForImageClassification, AutoProcessor\n", "from torchvision import transforms\n", "from PIL import Image\n", "from astropy.io import fits\n", "import logging\n", "from tqdm import tqdm\n", "from torch.nn.parallel import DataParallel\n", "import pandas as pd\n", "from torch.optim.lr_scheduler import OneCycleLR\n", "from torch.amp import autocast, GradScaler\n", "from torchvision.transforms import RandomApply\n", "\n", "# ============================ Time Format Function ============================ #\n", "\n", "def format_time(seconds):\n", " if seconds >= 3600:\n", " hours = int(seconds // 3600)\n", " minutes = int((seconds % 3600) // 60)\n", " secs = seconds % 60\n", " return f\"{hours}h {minutes}m {secs:.0f}s\"\n", " elif seconds >= 60:\n", " minutes = int(seconds // 60)\n", " secs = seconds % 60\n", " return f\"{minutes}m {secs:.2f}s\"\n", " else:\n", " return f\"{seconds:.4f}s\"\n", "\n", "# ============================ Configuration ============================ #\n", "\n", "start_time = time.perf_counter()\n", "\n", "# Device configuration\n", "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", "print(f'Using device: {device}')\n", "\n", "# Check for multiple GPUs\n", "if torch.cuda.is_available() and torch.cuda.device_count() > 1:\n", " print(f'Number of GPUs available: {torch.cuda.device_count()}')\n", "else:\n", " print('Single GPU or CPU available.')\n", "\n", "# Setup logging\n", "logging.basicConfig(level=logging.INFO, format='%(asctime)s %(levelname)s:%(message)s')\n", "\n", "end_time = time.perf_counter()\n", "print(f\"Configuration setup time: {format_time(end_time - start_time)}\")\n", "\n", "# ============================ Custom Dataset Class ============================ #\n", "\n", "class FITSImageDataset(Dataset):\n", " def __init__(self, file_paths, labels, transform=None, normalize=True):\n", " \"\"\"\n", " Args:\n", " file_paths (list): List of FITS file paths.\n", " labels (list): Corresponding labels for the files.\n", " transform (callable, optional): Transformations applied to the image.\n", " normalize (bool): Whether to normalize the image data to [0, 1].\n", " \"\"\"\n", " # Ensure the input lists are valid and aligned\n", " if len(file_paths) != len(labels):\n", " raise ValueError(\"File paths and labels must have the same length.\")\n", " \n", " self.file_paths = file_paths\n", " self.labels = labels\n", " self.transform = transform\n", " self.normalize = normalize\n", "\n", " logging.info(f\"Total samples: {len(self.file_paths)}\")\n", "\n", " def __len__(self):\n", " return len(self.labels)\n", "\n", " def __getitem__(self, idx):\n", " file_path = self.file_paths[idx]\n", " label = self.labels[idx]\n", "\n", " try:\n", " with fits.open(file_path) as hdul:\n", " data = hdul[0].data # Assume primary HDU contains the image\n", " if data is None:\n", " raise ValueError(f\"No data found in FITS file: {file_path}\")\n", " except Exception as e:\n", " logging.error(f\"Error loading FITS file {file_path}: {e}\")\n", " raise RuntimeError(f\"Failed to load file: {file_path}\") from e\n", "\n", " # Ensure correct image shape\n", " if len(data.shape) == 2: # Grayscale image, expand to 3 channels\n", " data = np.stack((data,) * 3, axis=-1)\n", " elif len(data.shape) == 3:\n", " if data.shape[0] == 3: # (C, H, W) format\n", " data = np.transpose(data, (1, 2, 0)) # Convert to (H, W, C)\n", " elif data.shape[2] != 3: # Unexpected shape\n", " raise ValueError(f\"Unexpected image shape {data.shape} for file {file_path}.\")\n", " else: # Completely unexpected shapes\n", " raise ValueError(f\"Invalid image dimensions {data.shape} for file {file_path}.\")\n", "\n", " # Map i β†’ Red, r β†’ Green, g β†’ Blue\n", " try:\n", " rgb_image = np.stack([\n", " normalize_image(data[:, :, 2]), # i-band β†’ Red channel\n", " normalize_image(data[:, :, 1]), # r-band β†’ Green channel\n", " normalize_image(data[:, :, 0]) # g-band β†’ Blue channel\n", " ], axis=-1)\n", " except IndexError as e:\n", " logging.error(f\"Error mapping bands for file: {file_path}.\")\n", " raise RuntimeError(f\"Failed to map bands for file: {file_path}\") from e\n", "\n", " # Convert to PIL Image and apply transformations\n", " if self.transform:\n", " image = Image.fromarray((rgb_image * 255).astype(np.uint8)) # Convert to [0, 255] for PIL\n", " image = self.transform(image)\n", " else:\n", " # Convert to tensor directly (C, H, W)\n", " image = torch.from_numpy(rgb_image.transpose((2, 0, 1))).float()\n", "\n", " # Convert label to tensors\n", " label = torch.tensor(label, dtype=torch.long)\n", "\n", " return image, label\n", "\n", "# ============================ Data Loading and Dataset Definitions ============================ #\n", "\n", "def load_files_and_labels(directory, label):\n", " files = [os.path.join(directory, f) for f in os.listdir(directory) if f.endswith('.fits')]\n", " labels = [label] * len(files)\n", " return files, labels\n", "\n", "# ============================ Transformations ============================ #\n", "\n", "\n", "# Modified training transformations to include a skip option\n", "train_transform = transforms.Compose([\n", " transforms.Resize((224, 224)), # Resize to target dimensions\n", " RandomApply([ # Wrap all augmentations within a single RandomApply block\n", " transforms.RandomHorizontalFlip(p=0.5), # Random horizontal flipping\n", " transforms.RandomVerticalFlip(p=0.5), # Random horizontal flipping\n", " transforms.RandomRotation(degrees=30), # Random rotation in the range [-30, 30]\n", " transforms.RandomResizedCrop(size=224, scale=(0.8, 1.2)), # Random resizing/zooming in the range [0.8, 1.2]\n", " transforms.RandomPerspective(distortion_scale=0.4, p=0.5), # Random perspective transformation with distortion\n", " transforms.GaussianBlur(kernel_size=(5, 5), sigma=(0.1, 2.0)), # Random Gaussian Blur with varying sigma\n", " ], p=0.5), # 50% probability to apply all augmentations and 50% to keep the original image\n", " transforms.ToTensor(), # Convert to tensor (needed for normalization)\n", " transforms.Normalize(mean=[0.485, 0.456, 0.406], # ImageNet mean\n", " std=[0.229, 0.224, 0.225]) # ImageNet std\n", "])\n", "\n", "# Validation transformations without data augmentation\n", "val_transform = transforms.Compose([\n", " transforms.Resize((224, 224)),\n", " transforms.ToTensor(),\n", " transforms.Normalize(mean=[0.485, 0.456, 0.406], # ImageNet mean\n", " std=[0.229, 0.224, 0.225]) # ImageNet std\n", "])\n", "\n", "# ============================ Create Training and Validation DataLoader ============================ #\n", "\n", "def create_dataloader(nonlenses_dir, mocklenses_dir, transform, batch_size=192, num_workers=4):\n", " start_dataloader = time.perf_counter() # Start timing for dataloader creation\n", "\n", " nonlenses_files, nonlenses_labels = load_files_and_labels(nonlenses_dir, label=0)\n", " mocklenses_files, mocklenses_labels = load_files_and_labels(mocklenses_dir, label=1)\n", "\n", " file_paths = nonlenses_files + mocklenses_files\n", " labels = nonlenses_labels + mocklenses_labels\n", "\n", " combined = list(zip(file_paths, labels))\n", " np.random.shuffle(combined)\n", " file_paths, labels = zip(*combined)\n", "\n", " dataset = FITSImageDataset(list(file_paths), list(labels), transform=transform)\n", " dataloader = DataLoader(dataset, batch_size=batch_size, shuffle=True, num_workers=num_workers, pin_memory=True)\n", "\n", " end_dataloader = time.perf_counter()\n", " print(f\"Dataloader creation time: {format_time(end_dataloader - start_dataloader)}\")\n", "\n", " return dataloader\n", " \n", "\n", "# Create the training DataLoader\n", "train_loader = create_dataloader(\n", " train_nonlenses_dir,\n", " train_mocklenses_dir,\n", " transform=train_transform,\n", " batch_size=192,\n", " num_workers=0\n", ")\n", "\n", "# Create the validation DataLoader with validation transforms\n", "val_loader = create_dataloader(\n", " val_nonlenses_dir,\n", " val_mocklenses_dir,\n", " transform=val_transform,\n", " batch_size=192,\n", " num_workers=0\n", ")\n", "\n", "# Determine number of classes\n", "num_classes = 2\n", "print(f'Number of classes: {num_classes}')\n", "\n", "# ============================ Model Setup ============================ #\n", "\n", "def initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode=\"last_n_blocks\", last_n=6):\n", " \"\"\"\n", " Initialize a model from the given model_name and fine-tune it according to the specified mode.\n", "\n", " Args:\n", " model_name (str): One of [ViT, CvT, CaiT, DeiT, DeiT3, Swin, Twins_SVT, Twins_PCPVT, PiT, MLP-Mixer].\n", " num_classes (int): Number of output classes.\n", " pretrained (bool): Whether to load a pretrained model.\n", " stochastic_depth_prob (float): The stochastic depth probability for supported models.\n", " fine_tune_mode (str): 'classification_head', 'last_n_blocks', or 'all_blocks'.\n", " last_n (int): Number of blocks/layers to unfreeze if using 'last_n_blocks'.\n", "\n", " Returns:\n", " model: The initialized and partially unfrozen model.\n", " \"\"\"\n", "\n", " def freeze_all(model):\n", " for p in model.parameters():\n", " p.requires_grad = False\n", "\n", " def unfreeze_head(model):\n", " # Attempt known attributes first\n", " if hasattr(model, 'head') and isinstance(model.head, nn.Module):\n", " for p in model.head.parameters():\n", " p.requires_grad = True\n", " elif hasattr(model, 'classifier') and isinstance(model.classifier, nn.Module):\n", " for p in model.classifier.parameters():\n", " p.requires_grad = True\n", " elif hasattr(model, 'classifier_head') and isinstance(model.classifier_head, nn.Module):\n", " for p in model.classifier_head.parameters():\n", " p.requires_grad = True\n", " else:\n", " # Fallback: find a module containing 'head' or 'classifier'\n", " for name, module in model.named_modules():\n", " if 'head' in name or 'classifier' in name:\n", " for p in module.parameters():\n", " p.requires_grad = True\n", "\n", " def unfreeze_last_n_blocks(blocks, n):\n", " if n > len(blocks):\n", " n = len(blocks)\n", " for block in blocks[-n:]:\n", " for p in block.parameters():\n", " p.requires_grad = True\n", "\n", " def unfreeze_all_blocks(blocks):\n", " for block in blocks:\n", " for p in block.parameters():\n", " p.requires_grad = True\n", "\n", " # Create the model and identify ft_attr (the attribute that holds blocks/layers)\n", " # If none found or applicable, ft_attr = None and we'll fallback to parameter-based approach\n", " if model_name == 'ViT':\n", " model = timm.create_model('vit_base_patch16_224.augreg2_in21k_ft_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'CvT':\n", " cvt_model_name = \"microsoft/cvt-21\"\n", " _ = AutoProcessor.from_pretrained(cvt_model_name)\n", " model = AutoModelForImageClassification.from_pretrained(\n", " cvt_model_name,\n", " num_labels=num_classes,\n", " ignore_mismatched_sizes=True\n", " )\n", " ft_attr = None\n", " elif model_name == 'CaiT':\n", " model = timm.create_model('cait_s24_224.fb_dist_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'DeiT':\n", " model = timm.create_model('deit_base_patch16_224.fb_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'DeiT3':\n", " model = timm.create_model('deit3_base_patch16_224.fb_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'Swin':\n", " model = timm.create_model('swin_base_patch4_window7_224',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob,\n", " num_classes=num_classes)\n", " ft_attr = 'layers'\n", " elif model_name == 'Twins_SVT':\n", " model = timm.create_model('twins_svt_base.in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " # Attempt to use 'stages', if it doesn't work fallback to None\n", " ft_attr = 'stages' if hasattr(model, 'stages') else None\n", " elif model_name == 'Twins_PCPVT':\n", " model = timm.create_model('twins_pcpvt_base.in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " # Attempt to use 'stages', if it doesn't work fallback to None\n", " ft_attr = 'stages' if hasattr(model, 'stages') else None\n", " elif model_name == 'PiT':\n", " model = timm.create_model('pit_b_224.in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'MLP-Mixer':\n", " model = timm.create_model('mixer_b16_224.goog_in21k_ft_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " else:\n", " raise ValueError(f\"Model {model_name} not recognized.\")\n", "\n", " # Freeze everything initially\n", " freeze_all(model)\n", " # Unfreeze the classification head\n", " unfreeze_head(model)\n", "\n", " if fine_tune_mode == \"classification_head\":\n", " return model\n", "\n", " # Otherwise, unfreeze more parameters according to the chosen mode\n", " if fine_tune_mode == \"all_blocks\":\n", " if ft_attr and hasattr(model, ft_attr):\n", " blocks = getattr(model, ft_attr)\n", " unfreeze_all_blocks(blocks)\n", " else:\n", " # Fallback: parameter-based unfreezing for models without a recognized attribute\n", " for n, p in model.named_parameters():\n", " if not p.requires_grad:\n", " p.requires_grad = True\n", " elif fine_tune_mode == \"last_n_blocks\":\n", " if ft_attr and hasattr(model, ft_attr):\n", " blocks = getattr(model, ft_attr)\n", " unfreeze_last_n_blocks(blocks, last_n)\n", " else:\n", " # Fallback: parameter-based unfreezing for models without a recognized attribute\n", " all_params = list(model.named_parameters())\n", " frozen = [(n, p) for (n, p) in all_params if not p.requires_grad]\n", " if last_n > len(frozen):\n", " last_n = len(frozen)\n", " for (n, p) in frozen[-last_n:]:\n", " p.requires_grad = True\n", " else:\n", " raise ValueError(\"fine_tune_mode must be one of: 'classification_head', 'last_n_blocks', 'all_blocks'\")\n", "\n", " return model\n", "\n", "# ============================ Testing Function ============================ #\n", "\n", "def test_models(models, train_loader):\n", " \"\"\"\n", " Tests each model with a forward and backward pass using a sample batch to ensure the model can be trained.\n", " \"\"\"\n", " sample_batch, sample_labels = next(iter(train_loader))\n", " sample_batch = sample_batch.to(device)\n", " sample_labels = sample_labels.to(device)\n", "\n", " for model_name, model in models.items():\n", " print(f'\\nTesting model: {model_name}')\n", " \n", " # Wrap the model in DataParallel if applicable\n", " if torch.cuda.is_available() and torch.cuda.device_count() > 1:\n", " if not isinstance(model, nn.DataParallel):\n", " model = nn.DataParallel(model)\n", " print(f\"{model_name} wrapped in DataParallel.\")\n", " \n", " # Update the model in the dictionary to ensure changes persist\n", " models[model_name] = model.to(device)\n", "\n", " # Test the model\n", " model.train()\n", " try:\n", " optimizer = torch.optim.AdamW(filter(lambda p: p.requires_grad, model.parameters()), lr=1e-4, weight_decay=1e-2)\n", " criterion = nn.CrossEntropyLoss()\n", " optimizer.zero_grad()\n", "\n", " outputs = model(sample_batch)\n", " if hasattr(outputs, 'logits'):\n", " logits = outputs.logits\n", " else:\n", " logits = outputs\n", "\n", " loss = criterion(logits, sample_labels)\n", " loss.backward()\n", " optimizer.step()\n", "\n", " print(f\"Test passed for {model_name}. Forward and backward pass succeeded.\")\n", " except Exception as e:\n", " print(f\"Test failed for {model_name}: {e}\")\n", "\n", "\n", "# ============================ Initialize Models ============================ #\n", "\n", "start_model_init = time.perf_counter()\n", "\n", "# Initialize models and store them in a dictionary for easy management\n", "models = {\n", " 'ViT': initialize_model('ViT', num_classes),\n", " 'CvT': initialize_model('CvT', num_classes),\n", " 'Swin': initialize_model('Swin', num_classes),\n", " 'CaiT': initialize_model('CaiT', num_classes),\n", " 'DeiT': initialize_model('DeiT', num_classes),\n", " 'DeiT3': initialize_model('DeiT3', num_classes),\n", " 'Twins_SVT': initialize_model('Twins_SVT', num_classes),\n", " 'Twins_PCPVT': initialize_model('Twins_PCPVT', num_classes),\n", " 'PiT': initialize_model('PiT', num_classes),\n", " 'MLP-Mixer': initialize_model('MLP-Mixer', num_classes)\n", "}\n", "\n", "\n", "end_model_init = time.perf_counter()\n", "print(f\"Model initialization time: {format_time(end_model_init - start_model_init)}\")\n", "\n", "# ============================ Test Models Before Training ============================ #\n", "\n", "print(\"\\n=== Testing Models Before Training ===\")\n", "test_models(models, train_loader)\n", "\n", "# ============================ Training Function with Validation ============================ #\n", "\n", "def train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=10, save_csv=True):\n", " start_training = time.perf_counter()\n", " model = model.to(device)\n", "\n", " if torch.cuda.is_available() and torch.cuda.device_count() > 1:\n", " model = nn.DataParallel(model, device_ids=list(range(torch.cuda.device_count())))\n", " print(f'Model wrapped in DataParallel with device_ids {list(range(torch.cuda.device_count()))}')\n", "\n", " criterion = nn.CrossEntropyLoss()\n", " optimizer = torch.optim.AdamW(filter(lambda p: p.requires_grad, model.parameters()), lr=1e-4, weight_decay=1e-2)\n", " scheduler = torch.optim.lr_scheduler.ReduceLROnPlateau(optimizer, mode='min', factor=0.1, patience=5, min_lr=1e-6, cooldown=1, verbose=True)\n", " scaler = torch.amp.GradScaler()\n", " device_type = 'cuda' if torch.cuda.is_available() else 'cpu'\n", "\n", " best_loss = float('inf')\n", " best_epoch = -1\n", " trigger_times = 0\n", "\n", " train_loss_history, train_accuracy_history, train_auc_history, train_f1_history = [], [], [], []\n", " val_loss_history, val_accuracy_history, val_auc_history, val_f1_history = [], [], [], []\n", "\n", " for epoch in range(num_epochs):\n", " epoch_start = time.perf_counter()\n", " \n", " # Training Phase\n", " model.train()\n", " running_loss = 0.0\n", " all_labels, all_preds, all_probs = [], [], []\n", "\n", " for images, labels in tqdm(train_loader, desc=f'Epoch [{epoch+1}/{num_epochs}] Training', leave=False):\n", " images, labels = images.to(device, non_blocking=True), labels.to(device, non_blocking=True)\n", " optimizer.zero_grad()\n", "\n", " with autocast(device_type=device_type):\n", " outputs = model(images)\n", " logits = outputs.logits if hasattr(outputs, 'logits') else outputs\n", " loss = criterion(logits, labels)\n", "\n", " # Check for NaN in loss\n", " if torch.isnan(loss):\n", " logging.error(f\"NaN loss encountered at epoch {epoch+1}. Skipping this batch.\")\n", " continue # Skip the rest of this batch\n", "\n", " scaler.scale(loss).backward()\n", " scaler.step(optimizer)\n", " scaler.update()\n", "\n", " # Check for NaN in model parameters after optimizer step\n", " nan_in_model = False\n", " for name, param in model.named_parameters():\n", " if param.requires_grad and torch.isnan(param).any():\n", " logging.error(f\"NaN detected in model parameters after update at epoch {epoch+1}, parameter: {name}\")\n", " nan_in_model = True\n", " break # No need to check further parameters\n", "\n", " if nan_in_model:\n", " logging.error(\"NaN in model parameters detected. Stopping training.\")\n", " return model # Early exit from training loop\n", "\n", " running_loss += loss.item() * images.size(0)\n", "\n", " probs = torch.nn.functional.softmax(logits, dim=1)\n", "\n", " # Check for NaN in probabilities\n", " if torch.isnan(probs).any():\n", " logging.error(f\"NaN in probabilities encountered at epoch {epoch+1}. Skipping this batch.\")\n", " continue # Skip the rest of this batch\n", "\n", " _, predicted = torch.max(logits.data, 1)\n", " all_labels.extend(labels.cpu().numpy())\n", " all_preds.extend(predicted.cpu().numpy())\n", " all_probs.extend(probs.detach().cpu().numpy()[:, 1])\n", "\n", " # Compute metrics\n", " if len(all_labels) == 0:\n", " logging.error(f\"No valid batches in epoch {epoch+1} during training. Stopping training.\")\n", " break # Stop training if no valid data\n", "\n", " epoch_train_loss = running_loss / len(train_loader.dataset)\n", " epoch_train_accuracy = (np.array(all_preds) == np.array(all_labels)).mean()\n", " try:\n", " epoch_train_auc = roc_auc_score(all_labels, all_probs) if len(np.unique(all_labels)) > 1 else float('nan')\n", " except ValueError as e:\n", " logging.error(f\"Error computing AUC during training at epoch {epoch+1}: {e}\")\n", " epoch_train_auc = float('nan')\n", " epoch_train_f1 = f1_score(all_labels, all_preds, zero_division=0)\n", "\n", " train_loss_history.append(epoch_train_loss)\n", " train_accuracy_history.append(epoch_train_accuracy)\n", " train_auc_history.append(epoch_train_auc)\n", " train_f1_history.append(epoch_train_f1)\n", "\n", " # Validation Phase\n", " model.eval()\n", " val_running_loss = 0.0\n", " val_all_labels, val_all_preds, val_all_probs = [], [], []\n", "\n", " with torch.no_grad():\n", " for val_images, val_labels in tqdm(val_loader, desc=f'Epoch [{epoch+1}/{num_epochs}] Validation', leave=False):\n", " val_images, val_labels = val_images.to(device, non_blocking=True), val_labels.to(device, non_blocking=True)\n", "\n", " with autocast(device_type=device_type):\n", " val_outputs = model(val_images)\n", " val_logits = val_outputs.logits if hasattr(val_outputs, 'logits') else val_outputs\n", " val_loss = criterion(val_logits, val_labels)\n", "\n", " # Check for NaN in loss\n", " if torch.isnan(val_loss):\n", " logging.error(f\"NaN loss encountered at epoch {epoch+1} during validation. Skipping this batch.\")\n", " continue # Skip the rest of this batch\n", "\n", " val_running_loss += val_loss.item() * val_images.size(0)\n", "\n", " val_probs = torch.nn.functional.softmax(val_logits, dim=1)\n", "\n", " # Check for NaN in probabilities\n", " if torch.isnan(val_probs).any():\n", " logging.error(f\"NaN in probabilities encountered at epoch {epoch+1} during validation. Skipping this batch.\")\n", " continue # Skip the rest of this batch\n", "\n", " _, val_predicted = torch.max(val_logits.data, 1)\n", " val_all_labels.extend(val_labels.cpu().numpy())\n", " val_all_preds.extend(val_predicted.cpu().numpy())\n", " val_all_probs.extend(val_probs.detach().cpu().numpy()[:, 1])\n", "\n", " # Compute validation metrics\n", " if len(val_all_labels) == 0:\n", " logging.error(f\"No valid batches in epoch {epoch+1} during validation. Stopping training.\")\n", " break # Stop training if no valid data\n", "\n", " epoch_val_loss = val_running_loss / len(val_loader.dataset)\n", " epoch_val_accuracy = (np.array(val_all_preds) == np.array(val_all_labels)).mean()\n", " try:\n", " epoch_val_auc = roc_auc_score(val_all_labels, val_all_probs) if len(np.unique(val_all_labels)) > 1 else float('nan')\n", " except ValueError as e:\n", " logging.error(f\"Error computing AUC during validation at epoch {epoch+1}: {e}\")\n", " epoch_val_auc = float('nan')\n", " epoch_val_f1 = f1_score(val_all_labels, val_all_preds, zero_division=0)\n", "\n", " val_loss_history.append(epoch_val_loss)\n", " val_accuracy_history.append(epoch_val_accuracy)\n", " val_auc_history.append(epoch_val_auc)\n", " val_f1_history.append(epoch_val_f1)\n", "\n", " # Print the training and validation results\n", " print(f'Epoch [{epoch+1}/{num_epochs}]\\n'\n", " f'Train Loss: {epoch_train_loss:.4f}, Train Acc: {epoch_train_accuracy*100:.2f}%, Train AUC: {epoch_train_auc:.4f}, Train F1: {epoch_train_f1:.4f}\\n'\n", " f'Val Loss: {epoch_val_loss:.4f}, Val Acc: {epoch_val_accuracy*100:.2f}%, Val AUC: {epoch_val_auc:.4f}, Val F1: {epoch_val_f1:.4f}')\n", "\n", " scheduler.step(epoch_val_loss)\n", "\n", " if epoch_val_loss < best_loss:\n", " best_loss = epoch_val_loss\n", " best_epoch = epoch + 1\n", " torch.save(model.module.state_dict() if isinstance(model, nn.DataParallel) else model.state_dict(),\n", " f'{model_name}_best.pth')\n", " print(f'Best model saved at epoch {epoch+1} with Val Loss: {epoch_val_loss:.4f}')\n", " trigger_times = 0\n", " else:\n", " trigger_times += 1\n", " print(f'No improvement in validation loss for {trigger_times} epochs.')\n", " if trigger_times >= patience:\n", " print(f'Early stopping triggered after {trigger_times} epochs of no improvement.')\n", " break\n", "\n", " epoch_end = time.perf_counter()\n", " print(f\"Epoch {epoch+1} time: {format_time(epoch_end - epoch_start)}\")\n", "\n", " end_training = time.perf_counter()\n", " print(f\"Total training time for {model_name}: {format_time(end_training - start_training)}\")\n", "\n", " # Create directory if it doesn't exist\n", " os.makedirs('results/learning_curves', exist_ok=True)\n", "\n", " # Save individual plots\n", " epochs_range = range(1, len(train_loss_history) + 1)\n", "\n", " # Save Loss Plot\n", " plt.figure(figsize=(8, 6))\n", " plt.plot(epochs_range, train_loss_history, label='Train Loss')\n", " plt.plot(epochs_range, val_loss_history, label='Val Loss')\n", " plt.axvline(x=best_epoch, color='r', linestyle='--', label='Best Epoch')\n", " plt.title(f'{model_name}: Loss')\n", " plt.xlabel('Epoch')\n", " plt.ylabel('Loss')\n", " plt.legend()\n", " plt.savefig(f'results/learning_curves/{model_name}_loss.png')\n", " plt.close()\n", "\n", " # Save Accuracy Plot\n", " plt.figure(figsize=(8, 6))\n", " plt.plot(epochs_range, train_accuracy_history, label='Train Accuracy')\n", " plt.plot(epochs_range, val_accuracy_history, label='Val Accuracy')\n", " plt.axvline(x=best_epoch, color='r', linestyle='--', label='Best Epoch')\n", " plt.title(f'{model_name}: Accuracy')\n", " plt.xlabel('Epoch')\n", " plt.ylabel('Accuracy')\n", " plt.legend()\n", " plt.savefig(f'results/learning_curves/{model_name}_accuracy.png')\n", " plt.close()\n", "\n", " # Save AUC Plot\n", " plt.figure(figsize=(8, 6))\n", " plt.plot(epochs_range, train_auc_history, label='Train AUC')\n", " plt.plot(epochs_range, val_auc_history, label='Val AUC')\n", " plt.axvline(x=best_epoch, color='r', linestyle='--', label='Best Epoch')\n", " plt.title(f'{model_name}: AUC-ROC')\n", " plt.xlabel('Epoch')\n", " plt.ylabel('AUC')\n", " plt.legend()\n", " plt.savefig(f'results/learning_curves/{model_name}_auc.png')\n", " plt.close()\n", "\n", " # Save F1 Score Plot\n", " plt.figure(figsize=(8, 6))\n", " plt.plot(epochs_range, train_f1_history, label='Train F1 Score')\n", " plt.plot(epochs_range, val_f1_history, label='Val F1 Score')\n", " plt.axvline(x=best_epoch, color='r', linestyle='--', label='Best Epoch')\n", " plt.title(f'{model_name}: F1 Score')\n", " plt.xlabel('Epoch')\n", " plt.ylabel('F1 Score')\n", " plt.legend()\n", " plt.savefig(f'results/learning_curves/{model_name}_f1.png')\n", " plt.close()\n", "\n", " # Create a single figure with four subplots for Loss, Accuracy, AUC, and F1 Score\n", " plt.figure(figsize=(16, 12))\n", " # Subplot 1: Loss\n", " plt.subplot(2, 2, 1)\n", " plt.plot(epochs_range, train_loss_history, label='Train Loss')\n", " plt.plot(epochs_range, val_loss_history, label='Val Loss')\n", " plt.axvline(x=best_epoch, color='r', linestyle='--', label='Best Epoch')\n", " plt.title(f'{model_name}: Loss')\n", " plt.xlabel('Epoch')\n", " plt.ylabel('Loss')\n", " plt.legend()\n", " # Subplot 2: Accuracy\n", " plt.subplot(2, 2, 2)\n", " plt.plot(epochs_range, train_accuracy_history, label='Train Accuracy')\n", " plt.plot(epochs_range, val_accuracy_history, label='Val Accuracy')\n", " plt.axvline(x=best_epoch, color='r', linestyle='--', label='Best Epoch')\n", " plt.title(f'{model_name}: Accuracy')\n", " plt.xlabel('Epoch')\n", " plt.ylabel('Accuracy')\n", " plt.legend()\n", " # Subplot 3: ROC AUC\n", " plt.subplot(2, 2, 3)\n", " plt.plot(epochs_range, train_auc_history, label='Train AUC')\n", " plt.plot(epochs_range, val_auc_history, label='Val AUC')\n", " plt.axvline(x=best_epoch, color='r', linestyle='--', label='Best Epoch')\n", " plt.title(f'{model_name}: ROC AUC')\n", " plt.xlabel('Epoch')\n", " plt.ylabel('AUC')\n", " plt.legend()\n", " # Subplot 4: F1 Score\n", " plt.subplot(2, 2, 4)\n", " plt.plot(epochs_range, train_f1_history, label='Train F1 Score')\n", " plt.plot(epochs_range, val_f1_history, label='Val F1 Score')\n", " plt.axvline(x=best_epoch, color='r', linestyle='--', label='Best Epoch')\n", " plt.title(f'{model_name}: F1 Score')\n", " plt.xlabel('Epoch')\n", " plt.ylabel('F1 Score')\n", " plt.legend()\n", " plt.tight_layout()\n", " plt.savefig(f'results/learning_curves/{model_name}_combined_metrics.png')\n", " plt.show()\n", "\n", " # Save metrics to a CSV file\n", " if save_csv:\n", " metrics_df = pd.DataFrame({\n", " 'epoch': epochs_range,\n", " 'train_loss': train_loss_history,\n", " 'val_loss': val_loss_history,\n", " 'train_accuracy': train_accuracy_history,\n", " 'val_accuracy': val_accuracy_history,\n", " 'train_auc': train_auc_history,\n", " 'val_auc': val_auc_history,\n", " 'train_f1': train_f1_history,\n", " 'val_f1': val_f1_history\n", " })\n", " metrics_file = f'results/learning_curves/{model_name}_metrics.csv'\n", " metrics_df.to_csv(metrics_file, index=False)\n", " print(f'Metrics saved to {metrics_file}')\n", "\n", " print(f'Training completed at epoch {best_epoch} with best validation loss of {best_loss:.4f}')\n", " return model\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tue Jan 14 13:00:57 2025 \n", "+-----------------------------------------------------------------------------------------+\n", "| NVIDIA-SMI 560.35.05 Driver Version: 560.35.05 CUDA Version: 12.6 |\n", "|-----------------------------------------+------------------------+----------------------+\n", "| GPU Name Persistence-M | Bus-Id Disp.A | Volatile Uncorr. ECC |\n", "| Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | GPU-Util Compute M. |\n", "| | | MIG M. |\n", "|=========================================+========================+======================|\n", "| 0 NVIDIA GeForce RTX 3090 Off | 00000000:01:00.0 On | N/A |\n", "| 0% 68C P0 332W / 390W | 10831MiB / 24576MiB | 99% Default |\n", "| | | N/A |\n", "+-----------------------------------------+------------------------+----------------------+\n", "| 1 NVIDIA GeForce RTX 3090 Off | 00000000:08:00.0 Off | N/A |\n", "| 0% 53C P0 320W / 390W | 23731MiB / 24576MiB | 85% Default |\n", "| | | N/A |\n", "+-----------------------------------------+------------------------+----------------------+\n", " \n", "+-----------------------------------------------------------------------------------------+\n", "| Processes: |\n", "| GPU GI CI PID Type Process name GPU Memory |\n", "| ID ID Usage |\n", "|=========================================================================================|\n", "| 0 N/A N/A 3445 G /usr/lib/xorg/Xorg 196MiB |\n", "| 0 N/A N/A 3640 G /usr/bin/gnome-shell 45MiB |\n", "| 0 N/A N/A 5540 G ...onEnabled --variations-seed-version 213MiB |\n", "| 0 N/A N/A 444257 C ...lange/anaconda3/envs/vit/bin/python 10346MiB |\n", "| 1 N/A N/A 3445 G /usr/lib/xorg/Xorg 4MiB |\n", "| 1 N/A N/A 444257 C ...lange/anaconda3/envs/vit/bin/python 23708MiB |\n", "+-----------------------------------------------------------------------------------------+\n" ] } ], "source": [ "!nvidia-smi" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸ€– Train Vision Transformers and MLP-Mixer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can choose how to fine-tune the model by setting `fine_tune_mode`:\n", "\n", "- **\"classification_head\"**: Unfreeze only the classification head.\n", "- **\"last_n_blocks\"**: Unfreeze the last `n` blocks/layers plus the classification head.\n", "- **\"all_blocks\"**: Unfreeze all blocks/layers plus the classification head.\n", "\n", "When using **\"last_n_blocks\"**, adjust `last_n`:\n", "- For example, `last_n=6` means unfreeze the last 6 blocks." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Layers in the architectures**\n", "\n", "- **ViT**: 12 blocks\n", "- **CvT**: 21 blocks\n", "- **CaiT**: 24 blocks\n", "- **DeiT**: 12 blocks\n", "- **DeiT3**: 12 blocks\n", "- **Swin**: 4 stages\n", "- **Twins_SVT**: 4 stages\n", "- **Twins_PCPVT**: 4 stages\n", "- **PiT**: 12 blocks\n", "- **MLP-Mixer**: 12 blocks\n", "\n", "Using half of the architecture" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training ViT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-14 13:00:57,672 INFO:Loading pretrained weights from Hugging Face hub (timm/vit_base_patch16_224.augreg2_in21k_ft_in1k)\n", "2025-01-14 13:00:57,921 INFO:[timm/vit_base_patch16_224.augreg2_in21k_ft_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.2572, Train Acc: 89.10%, Train AUC: 0.9620, Train F1: 0.8922\n", "Val Loss: 0.1687, Val Acc: 94.60%, Val AUC: 0.9828, Val F1: 0.9459\n", "Best model saved at epoch 1 with Val Loss: 0.1687\n", "Epoch 1 time: 5m 20.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.1025, Train Acc: 95.91%, Train AUC: 0.9935, Train F1: 0.9591\n", "Val Loss: 0.0898, Val Acc: 96.40%, Val AUC: 0.9950, Val F1: 0.9636\n", "Best model saved at epoch 2 with Val Loss: 0.0898\n", "Epoch 2 time: 5m 13.20s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.0825, Train Acc: 96.76%, Train AUC: 0.9957, Train F1: 0.9676\n", "Val Loss: 0.1243, Val Acc: 95.00%, Val AUC: 0.9944, Val F1: 0.9515\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 3 time: 4m 55.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0773, Train Acc: 97.05%, Train AUC: 0.9962, Train F1: 0.9705\n", "Val Loss: 0.0700, Val Acc: 97.10%, Val AUC: 0.9972, Val F1: 0.9711\n", "Best model saved at epoch 4 with Val Loss: 0.0700\n", "Epoch 4 time: 5m 5.20s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0695, Train Acc: 97.28%, Train AUC: 0.9970, Train F1: 0.9729\n", "Val Loss: 0.0807, Val Acc: 96.70%, Val AUC: 0.9960, Val F1: 0.9670\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 5 time: 4m 56.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0620, Train Acc: 97.56%, Train AUC: 0.9976, Train F1: 0.9755\n", "Val Loss: 0.0669, Val Acc: 97.00%, Val AUC: 0.9979, Val F1: 0.9704\n", "Best model saved at epoch 6 with Val Loss: 0.0669\n", "Epoch 6 time: 5m 3.98s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0597, Train Acc: 97.71%, Train AUC: 0.9977, Train F1: 0.9771\n", "Val Loss: 0.0540, Val Acc: 97.60%, Val AUC: 0.9983, Val F1: 0.9760\n", "Best model saved at epoch 7 with Val Loss: 0.0540\n", "Epoch 7 time: 5m 3.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0558, Train Acc: 97.85%, Train AUC: 0.9980, Train F1: 0.9785\n", "Val Loss: 0.0986, Val Acc: 95.90%, Val AUC: 0.9974, Val F1: 0.9604\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 8 time: 5m 26.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0525, Train Acc: 98.03%, Train AUC: 0.9982, Train F1: 0.9803\n", "Val Loss: 0.1270, Val Acc: 96.40%, Val AUC: 0.9972, Val F1: 0.9652\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 9 time: 5m 19.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0520, Train Acc: 97.94%, Train AUC: 0.9983, Train F1: 0.9794\n", "Val Loss: 0.0683, Val Acc: 97.70%, Val AUC: 0.9976, Val F1: 0.9768\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 10 time: 5m 5.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0492, Train Acc: 98.09%, Train AUC: 0.9984, Train F1: 0.9809\n", "Val Loss: 0.0601, Val Acc: 98.00%, Val AUC: 0.9981, Val F1: 0.9800\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 11 time: 4m 52.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0495, Train Acc: 98.10%, Train AUC: 0.9984, Train F1: 0.9810\n", "Val Loss: 0.0496, Val Acc: 98.30%, Val AUC: 0.9989, Val F1: 0.9832\n", "Best model saved at epoch 12 with Val Loss: 0.0496\n", "Epoch 12 time: 4m 56.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0470, Train Acc: 98.23%, Train AUC: 0.9986, Train F1: 0.9823\n", "Val Loss: 0.0663, Val Acc: 97.60%, Val AUC: 0.9982, Val F1: 0.9764\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 13 time: 5m 19.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0447, Train Acc: 98.32%, Train AUC: 0.9987, Train F1: 0.9832\n", "Val Loss: 0.0541, Val Acc: 97.70%, Val AUC: 0.9979, Val F1: 0.9772\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 14 time: 5m 16.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0447, Train Acc: 98.31%, Train AUC: 0.9987, Train F1: 0.9831\n", "Val Loss: 0.0524, Val Acc: 98.30%, Val AUC: 0.9986, Val F1: 0.9829\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 15 time: 5m 2.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0442, Train Acc: 98.31%, Train AUC: 0.9987, Train F1: 0.9831\n", "Val Loss: 0.0613, Val Acc: 97.20%, Val AUC: 0.9980, Val F1: 0.9719\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 16 time: 4m 59.36s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0422, Train Acc: 98.39%, Train AUC: 0.9988, Train F1: 0.9839\n", "Val Loss: 0.0529, Val Acc: 97.60%, Val AUC: 0.9988, Val F1: 0.9762\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 17 time: 5m 2.01s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0418, Train Acc: 98.44%, Train AUC: 0.9988, Train F1: 0.9844\n", "Val Loss: 0.0404, Val Acc: 98.30%, Val AUC: 0.9992, Val F1: 0.9830\n", "Best model saved at epoch 18 with Val Loss: 0.0404\n", "Epoch 18 time: 4m 52.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0395, Train Acc: 98.51%, Train AUC: 0.9990, Train F1: 0.9851\n", "Val Loss: 0.0380, Val Acc: 98.40%, Val AUC: 0.9992, Val F1: 0.9839\n", "Best model saved at epoch 19 with Val Loss: 0.0380\n", "Epoch 19 time: 5m 1.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0391, Train Acc: 98.52%, Train AUC: 0.9990, Train F1: 0.9852\n", "Val Loss: 0.0560, Val Acc: 97.80%, Val AUC: 0.9986, Val F1: 0.9777\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 20 time: 5m 12.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0380, Train Acc: 98.57%, Train AUC: 0.9991, Train F1: 0.9857\n", "Val Loss: 0.0378, Val Acc: 98.40%, Val AUC: 0.9992, Val F1: 0.9839\n", "Best model saved at epoch 21 with Val Loss: 0.0378\n", "Epoch 21 time: 5m 11.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0379, Train Acc: 98.57%, Train AUC: 0.9991, Train F1: 0.9857\n", "Val Loss: 0.0711, Val Acc: 97.50%, Val AUC: 0.9978, Val F1: 0.9754\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 22 time: 5m 28.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0355, Train Acc: 98.65%, Train AUC: 0.9992, Train F1: 0.9865\n", "Val Loss: 0.0447, Val Acc: 98.10%, Val AUC: 0.9990, Val F1: 0.9811\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 23 time: 5m 2.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0368, Train Acc: 98.63%, Train AUC: 0.9991, Train F1: 0.9863\n", "Val Loss: 0.0810, Val Acc: 97.10%, Val AUC: 0.9975, Val F1: 0.9710\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 24 time: 4m 58.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0360, Train Acc: 98.62%, Train AUC: 0.9991, Train F1: 0.9862\n", "Val Loss: 0.0548, Val Acc: 97.70%, Val AUC: 0.9987, Val F1: 0.9768\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 25 time: 5m 30.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0340, Train Acc: 98.75%, Train AUC: 0.9992, Train F1: 0.9875\n", "Val Loss: 0.0350, Val Acc: 98.70%, Val AUC: 0.9985, Val F1: 0.9870\n", "Best model saved at epoch 26 with Val Loss: 0.0350\n", "Epoch 26 time: 5m 10.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.0337, Train Acc: 98.71%, Train AUC: 0.9993, Train F1: 0.9871\n", "Val Loss: 0.0378, Val Acc: 98.20%, Val AUC: 0.9994, Val F1: 0.9822\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 27 time: 5m 23.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.0352, Train Acc: 98.67%, Train AUC: 0.9992, Train F1: 0.9867\n", "Val Loss: 0.0591, Val Acc: 97.50%, Val AUC: 0.9985, Val F1: 0.9751\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 28 time: 5m 13.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.0339, Train Acc: 98.73%, Train AUC: 0.9993, Train F1: 0.9873\n", "Val Loss: 0.0692, Val Acc: 97.60%, Val AUC: 0.9976, Val F1: 0.9761\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 29 time: 4m 56.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.0321, Train Acc: 98.77%, Train AUC: 0.9993, Train F1: 0.9877\n", "Val Loss: 0.0723, Val Acc: 97.40%, Val AUC: 0.9974, Val F1: 0.9744\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 30 time: 4m 53.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.0329, Train Acc: 98.76%, Train AUC: 0.9993, Train F1: 0.9876\n", "Val Loss: 0.0326, Val Acc: 98.60%, Val AUC: 0.9994, Val F1: 0.9860\n", "Best model saved at epoch 31 with Val Loss: 0.0326\n", "Epoch 31 time: 4m 56.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.0317, Train Acc: 98.78%, Train AUC: 0.9993, Train F1: 0.9878\n", "Val Loss: 0.0475, Val Acc: 98.40%, Val AUC: 0.9989, Val F1: 0.9840\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 32 time: 5m 25.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.0326, Train Acc: 98.78%, Train AUC: 0.9993, Train F1: 0.9878\n", "Val Loss: 0.0762, Val Acc: 97.60%, Val AUC: 0.9987, Val F1: 0.9765\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 33 time: 5m 4.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.0328, Train Acc: 98.77%, Train AUC: 0.9993, Train F1: 0.9877\n", "Val Loss: 0.0533, Val Acc: 98.30%, Val AUC: 0.9982, Val F1: 0.9832\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 34 time: 5m 13.73s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.0304, Train Acc: 98.88%, Train AUC: 0.9994, Train F1: 0.9888\n", "Val Loss: 0.0266, Val Acc: 99.10%, Val AUC: 0.9987, Val F1: 0.9910\n", "Best model saved at epoch 35 with Val Loss: 0.0266\n", "Epoch 35 time: 5m 26.29s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.0315, Train Acc: 98.82%, Train AUC: 0.9993, Train F1: 0.9882\n", "Val Loss: 0.0388, Val Acc: 98.40%, Val AUC: 0.9991, Val F1: 0.9839\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 36 time: 5m 37.20s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.0308, Train Acc: 98.86%, Train AUC: 0.9994, Train F1: 0.9886\n", "Val Loss: 0.0438, Val Acc: 98.30%, Val AUC: 0.9992, Val F1: 0.9832\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 37 time: 5m 10.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.0295, Train Acc: 98.88%, Train AUC: 0.9994, Train F1: 0.9888\n", "Val Loss: 0.0382, Val Acc: 98.90%, Val AUC: 0.9993, Val F1: 0.9890\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 38 time: 5m 6.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.0294, Train Acc: 98.88%, Train AUC: 0.9994, Train F1: 0.9888\n", "Val Loss: 0.0466, Val Acc: 98.40%, Val AUC: 0.9991, Val F1: 0.9839\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 39 time: 5m 27.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.0289, Train Acc: 98.95%, Train AUC: 0.9994, Train F1: 0.9895\n", "Val Loss: 0.0339, Val Acc: 98.40%, Val AUC: 0.9994, Val F1: 0.9840\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 40 time: 5m 9.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.0278, Train Acc: 98.96%, Train AUC: 0.9995, Train F1: 0.9896\n", "Val Loss: 0.0391, Val Acc: 98.50%, Val AUC: 0.9994, Val F1: 0.9850\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 41 time: 5m 8.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.0216, Train Acc: 99.21%, Train AUC: 0.9997, Train F1: 0.9921\n", "Val Loss: 0.0312, Val Acc: 98.80%, Val AUC: 0.9995, Val F1: 0.9880\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 42 time: 4m 55.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.0184, Train Acc: 99.33%, Train AUC: 0.9998, Train F1: 0.9933\n", "Val Loss: 0.0391, Val Acc: 98.80%, Val AUC: 0.9985, Val F1: 0.9880\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 43 time: 5m 26.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.0184, Train Acc: 99.28%, Train AUC: 0.9998, Train F1: 0.9928\n", "Val Loss: 0.0345, Val Acc: 98.70%, Val AUC: 0.9986, Val F1: 0.9870\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 44 time: 4m 57.92s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.0173, Train Acc: 99.36%, Train AUC: 0.9998, Train F1: 0.9936\n", "Val Loss: 0.0335, Val Acc: 98.90%, Val AUC: 0.9986, Val F1: 0.9890\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 45 time: 4m 57.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.0175, Train Acc: 99.37%, Train AUC: 0.9998, Train F1: 0.9937\n", "Val Loss: 0.0327, Val Acc: 98.90%, Val AUC: 0.9996, Val F1: 0.9890\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 46 time: 4m 56.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.0159, Train Acc: 99.38%, Train AUC: 0.9998, Train F1: 0.9938\n", "Val Loss: 0.0367, Val Acc: 98.80%, Val AUC: 0.9986, Val F1: 0.9880\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 47 time: 4m 56.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.0170, Train Acc: 99.39%, Train AUC: 0.9998, Train F1: 0.9939\n", "Val Loss: 0.0358, Val Acc: 98.70%, Val AUC: 0.9986, Val F1: 0.9870\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 48 time: 4m 56.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.0159, Train Acc: 99.39%, Train AUC: 0.9998, Train F1: 0.9940\n", "Val Loss: 0.0346, Val Acc: 98.80%, Val AUC: 0.9986, Val F1: 0.9880\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 49 time: 5m 4.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.0150, Train Acc: 99.42%, Train AUC: 0.9998, Train F1: 0.9942\n", "Val Loss: 0.0338, Val Acc: 98.80%, Val AUC: 0.9986, Val F1: 0.9880\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 50 time: 4m 59.87s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.0157, Train Acc: 99.43%, Train AUC: 0.9998, Train F1: 0.9943\n", "Val Loss: 0.0343, Val Acc: 98.80%, Val AUC: 0.9986, Val F1: 0.9880\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 51 time: 4m 51.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.0157, Train Acc: 99.39%, Train AUC: 0.9998, Train F1: 0.9939\n", "Val Loss: 0.0345, Val Acc: 98.80%, Val AUC: 0.9986, Val F1: 0.9880\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 52 time: 4m 55.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.0155, Train Acc: 99.41%, Train AUC: 0.9998, Train F1: 0.9941\n", "Val Loss: 0.0355, Val Acc: 98.80%, Val AUC: 0.9986, Val F1: 0.9880\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 53 time: 5m 12.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.0157, Train Acc: 99.43%, Train AUC: 0.9998, Train F1: 0.9943\n", "Val Loss: 0.0353, Val Acc: 98.80%, Val AUC: 0.9986, Val F1: 0.9880\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 54 time: 5m 1.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.0159, Train Acc: 99.39%, Train AUC: 0.9998, Train F1: 0.9939\n", "Val Loss: 0.0354, Val Acc: 98.70%, Val AUC: 0.9986, Val F1: 0.9870\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for ViT: 4h 42m 18s\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABjUAAASlCAYAAADgeltjAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3gUddfG8e/upncgCQQIBEJHelcpCgIqiAgCiiJgBbFXfCwotge72N5HAUXBDnYRBFGkI71LDS0JoaS3Le8fk90QCJCyySbh/lzXXjM7Ozvz200GMnPmnGNyOBwOREREREREREREREREKjizpwcgIiIiIiIiIiIiIiJSFApqiIiIiIiIiIiIiIhIpaCghoiIiIiIiIiIiIiIVAoKaoiIiIiIiIiIiIiISKWgoIaIiIiIiIiIiIiIiFQKCmqIiIiIiIiIiIiIiEiloKCGiIiIiIiIiIiIiIhUCgpqiIiIiIiIiIiIiIhIpaCghoiIiIiIiIiIiIiIVAoKaoiISLn4+OOPMZlM7Nu3z9NDERERERGRMqa//0VEpKwoqCEiIiVyzTXXEBAQQGpq6lnXGTlyJD4+Phw7dqzAcucJzvkeMTExRR6Pc5tr1qwp6UcSEREREZGzqGh//5/qvffew2Qy0aVLlxK9X0REKheTw+FweHoQIiJS+Xz55ZeMGDGCTz75hFGjRp3xekZGBpGRkVx++eX88MMP2Gw2cnNz8fX1Ze/evSxbtqzA+rfddhudO3fmjjvucC0LCgri2muvLdJ4Pv74Y8aMGcPq1avp2LFjqT6biIiIiIgUVNH+/j/VJZdcwuHDh9m3bx///vsvjRo1KvY2RESk8vDy9ABERKRyuuaaawgODmb27NmFntR8//33pKenM3LkSAAsFgsWiwWAhg0b0rBhwwLr33XXXTRs2JCbbrqp7AcvIiIiIiLFUlH//ncGTObMmcOdd97JrFmzeOaZZ0q1zbKSnp5OYGCgp4chIlLpqfyUiIiUiL+/P9dddx0LFy4kMTHxjNdnz55NcHAw11xzDVDymrrbt28nLi7OHUMGYN26dVx55ZWEhIQQFBRE7969WbFiRYF1cnNzefbZZ2ncuDF+fn7UqFGDSy+9lAULFrjWiY+PZ8yYMdStWxdfX1+ioqIYNGiQagaLiIiISJVUUf/+nzVrFtWqVePqq69m6NChzJo1q9D1Tp48yQMPPEBMTAy+vr7UrVuXUaNGkZSU5FonKyuLSZMm0aRJE/z8/IiKiuK6665j9+7dACxevBiTycTixYsLbHvfvn2YTCY+/vhj17LRo0cTFBTE7t27ueqqqwgODnYFfJYsWcL1119PvXr18PX1JTo6mgceeIDMzMxCv49hw4YRERGBv78/TZs25T//+Q8Af/zxByaTiblz557xvtmzZ2MymVi+fHmRv0sRkcpCQQ0RESmxkSNHYrVa+eqrrwosP378OL/99huDBw/G39+/VPto3rx5oXeClcSWLVvo3r07GzZs4NFHH+Wpp55i79699OrVi5UrV7rWmzRpEs8++yyXXXYZ77zzDv/5z3+oV68ea9euda0zZMgQ5s6dy5gxY3jvvfe49957SU1NdWsARkRERESkIqmIf//PmjWL6667Dh8fH2644Qb+/fdfVq9eXWCdtLQ0unfvztSpU+nbty9vvfUWd911F9u3b+fgwYMA2Gw2BgwYwLPPPkuHDh147bXXuO+++0hOTmbz5s0l+ixWq5V+/foRGRnJq6++ypAhQwD4+uuvycjIYNy4cUydOpV+/foxderUMz73xo0b6dKlC4sWLeL222/nrbfe4tprr+XHH38EoFevXkRHRxcayJk1axaxsbF069atRGMXEanIVH5KRERK7PLLLycqKorZs2czYcIE1/Kvv/6a3Nxc151IFcWTTz5Jbm4uf//9tyv9fdSoUTRt2pRHH32UP//8E4Cff/6Zq666iv/973+FbufkyZMsW7aMV155hYcffti1fOLEiWX/IUREREREPKSi/f3/zz//sH37dqZOnQrApZdeSt26dZk1axadOnVyrffKK6+wefNm5syZw+DBg13Ln3zySZytZmfOnMnChQt5/fXXeeCBB1zrPP7445S0HW12djbXX389L730UoHl//3vfwsEf+644w4aNWrEE088QVxcHPXq1QPgnnvuweFwsHbtWtcygJdffhkAk8nETTfdxOuvv05ycjKhoaEAHD16lPnz57syOkREqhplaoiISIlZLBZGjBjB8uXLC6SVz549m5o1a9K7d+9S78PhcJyR3l0SNpuN+fPnc+211xao5xsVFcWNN97I33//TUpKCgBhYWFs2bKFf//9t9Bt+fv74+Pjw+LFizlx4kSpxyYiIiIiUhlUtL//Z82aRc2aNbnssssA4yL/8OHD+eKLL7DZbK71vv32W9q0aVMgoOFkMplc64SHh3PPPfecdZ2SGDdu3BnLTg1opKenk5SUxMUXX4zD4WDdunWAEZj466+/GDt2bIGAxunjGTVqFNnZ2XzzzTeuZV9++SVWq1X9CkWkylJQQ0RESsV5N9bs2bMBOHjwIEuWLGHEiBGuxoAVwdGjR8nIyKBp06ZnvNa8eXPsdjsHDhwA4LnnnuPkyZM0adKEVq1a8cgjj7Bx40bX+r6+vvz3v//l119/pWbNmvTo0YMpU6YQHx9fbp9HRERERMQTKsrf/zabjS+++ILLLruMvXv3smvXLnbt2kWXLl1ISEhg4cKFrnV3797NRRdddM7t7d69m6ZNm+Ll5b6iJl5eXtStW/eM5XFxcYwePZrq1asTFBREREQEPXv2BCA5ORmAPXv2AJx33M2aNaNTp04FSlDNmjWLrl270qhRI3d9FBGRCkVBDRERKZUOHTrQrFkzPv/8cwA+//xzHA5HhSs9VRw9evRg9+7dTJ8+nYsuuoiPPvqI9u3b89FHH7nWuf/++9m5cycvvfQSfn5+PPXUUzRv3tx1Z5WIiIiISFVUUf7+X7RoEUeOHOGLL76gcePGrsewYcMAztowvDTOlrFxalbIqXx9fTGbzWese8UVV/Dzzz/z2GOP8d1337FgwQJXk3G73V7scY0aNYo///yTgwcPsnv3blasWKEsDRGp0hTUEBGRUhs5ciSbN29m48aNzJ49m8aNGxeoYVsRREREEBAQwI4dO854bfv27ZjNZqKjo13LqlevzpgxY/j88885cOAArVu3ZtKkSQXeFxsby0MPPcT8+fPZvHkzOTk5vPbaa2X9UUREREREPKoi/P0/a9YsIiMj+frrr8943HDDDcydO5fMzEzA+Lv9fM2+Y2Nj2bFjB7m5uWddp1q1aoDRY+9U+/fvL/K4N23axM6dO3nttdd47LHHGDRoEH369KF27doF1nOWzC1Kk3Jnlsznn3/OrFmz8Pb2Zvjw4UUek4hIZaOghoiIlJrzrqynn36a9evXu/Uure3btxMXF1fq7VgsFvr27cv3339foP5vQkICs2fP5tJLLyUkJASAY8eOFXhvUFAQjRo1Ijs7G4CMjAyysrIKrBMbG0twcLBrHRERERGRqsrTf/9nZmYyZ84cBgwYwNChQ894TJgwgdTUVH744QcAhgwZwoYNG5g7d+4Z23I2AR8yZAhJSUm88847Z12nfv36WCwW/vrrrwKvv/fee0X+fM4SXac2H3c4HLz11lsF1ouIiKBHjx5Mnz79jO/j9Mbl4eHhXHnllXz22WfMmjWL/v37Ex4eXuQxiYhUNu4rFCgiIhesBg0acPHFF/P9998DuPWkpnnz5vTs2bPIzQKnT5/OvHnzzlh+33338fzzz7NgwQIuvfRSxo8fj5eXF//3f/9HdnY2U6ZMca3bokULevXqRYcOHahevTpr1qzhm2++YcKECQDs3LmT3r17M2zYMFq0aIGXlxdz584lISGBESNGuOVzi4iIiIhUVJ7++/+HH34gNTWVa665ptDXu3btSkREBLNmzWL48OE88sgjfPPNN1x//fWMHTuWDh06cPz4cX744Qc++OAD2rRpw6hRo5g5cyYPPvggq1atonv37qSnp/P7778zfvx4Bg0aRGhoKNdffz1Tp07FZDIRGxvLTz/9RGJiYpE/X7NmzYiNjeXhhx/m0KFDhISE8O2333LixIkz1n377be59NJLad++PXfccQcNGjRg3759/Pzzz6xfv77AuqNGjWLo0KEATJ48ucjjERGpjBTUEBERtxg5ciTLli2jc+fOHm1I9/777xe6fPTo0bRs2ZIlS5YwceJEXnrpJex2O126dOGzzz6jS5curnXvvfdefvjhB+bPn092djb169fn+eef55FHHgEgOjqaG264gYULF/Lpp5/i5eVFs2bN+OqrrxgyZEi5fE4REREREU/y5N//s2bNws/PjyuuuKLQ181mM1dffTWzZs3i2LFj1KhRgyVLlvDMM88wd+5cPvnkEyIjI+ndu7erkbfFYuGXX37hhRdeYPbs2Xz77bfUqFGDSy+9lFatWrm2PXXqVHJzc/nggw/w9fVl2LBhvPLKK+dt6O3k7e3Njz/+yL333uvqzzd48GAmTJhAmzZtCqzbpk0bVqxYwVNPPcX7779PVlYW9evXd/UNOdXAgQOpVq0adrv9rMEeEZGqwuQ4PWdNREREREREREREKg2r1Urt2rUZOHAg06ZN8/RwRETKlHpqiIiIiIiIiIiIVGLfffcdR48eZdSoUZ4eiohImVOmhoiIiIiIiIiISCW0cuVKNm7cyOTJkwkPD2ft2rWeHpKISJlTpoaIiIiIiIiIiEgl9P777zNu3DgiIyOZOXOmp4cjIlIulKkhIiIiIiIiIiIiIiKVgjI1RERERERERERERESkUvDy9AAqK7vdzuHDhwkODsZkMnl6OCIiIiIiHudwOEhNTaV27dqYzbp/6lx0PiEiIiIiUlBRzycU1Cihw4cPEx0d7elhiIiIiIhUOAcOHKBu3bqeHkaFpvMJEREREZHCne98QkGNEgoODgaMLzgkJMTDoxEREXGD9HSoXduYP3wYAgM9Ox4RqXRSUlKIjo52/a0sZ6fzCRERqZJ0TiEipVDU8wkFNUrImSIeEhKikxAREakaLJb8+ZAQnYCISImpnNL56XxCRESqJJ1TiIgbnO98QoVuRURERERERERERESkUlCmhoiIiBgCAiAxMX9eRERERESkOHROISLlQEENERERMZhMEBHh6VGIiIiIiEhlpXMKESkHCmqIiIiISInZbDZyc3M9PQwpJ97e3lhOrZUtZU7HmLiTj48PZrOqUIuIiEjlpqCGiIiIGLKz4cEHjfnXXwdfX8+ORyo0h8NBfHw8J0+e9PRQpJyFhYVRq1YtNQMvYzrGpCyYzWYaNGiAj4+Pp4ciIlWVzilEpByYHA6Hw9ODqIxSUlIIDQ0lOTmZkJAQTw9HRESk9NLTISjImE9Lg8BAz45HKrQjR45w8uRJIiMjCQgI0AXuC4DD4SAjI4PExETCwsKIioo6Yx39jVx05/uudIyJu9ntdg4fPoy3tzf16tXT75SIlA2dU4hIKRT1fEKZGiIiIiJSLDabzXWxtUaNGp4ejpQjf39/ABITE4mMjFQpqjKiY0zKSkREBIcPH8ZqteLt7e3p4YiIiIiUiIppioiIiEixOOv7BwQEeHgk4gnOn7v6PJQdHWNSVpxlp2w2m4dHIiIiIlJyCmqIiIiISImodMmFST/38qPvWtxNv1MiIiJSFSioISIiIiIiIiIiIiIilYKCGiIiIiIiIiIiIiIiUikoqCEiIiIiUgoxMTG8+eabnh6GSJWk40tERERETqeghoiIiBj8/WHvXuPh7+/p0Yi4nclkOudj0qRJJdru6tWrueOOO0o1tl69enH//feXahsinlSRjy+nzz//HIvFwt133+2W7YmISCF0TiEi5cDL0wMQERGRCsJshpgYT49CpMwcOXLENf/ll1/y9NNPs2PHDteyoKAg17zD4cBms+Hldf4/lyMiItw7UJFKqDIcX9OmTePRRx/l//7v/3jttdfw8/Nz27aLKycnBx8fH4/tX0SkzOicQkTKgTI1RERERKTUHA4HGTlWjzwcDkeRxlirVi3XIzQ0FJPJ5Hq+fft2goOD+fXXX+nQoQO+vr78/fff7N69m0GDBlGzZk2CgoLo1KkTv//+e4Htnl4ex2Qy8dFHHzF48GACAgJo3LgxP/zwQ6m+32+//ZaWLVvi6+tLTEwMr732WoHX33vvPRo3boyfnx81a9Zk6NChrte++eYbWrVqhb+/PzVq1KBPnz6kp6eXajxS/jx1jFWV42vv3r0sW7aMxx9/nCZNmjBnzpwz1pk+fbrrOIuKimLChAmu106ePMmdd95JzZo18fPz46KLLuKnn34CYNKkSbRt27bAtt58801iTrmoN3r0aK699lpeeOEFateuTdOmTQH49NNP6dixI8HBwdSqVYsbb7yRxMTEAtvasmULAwYMICQkhODgYLp3787u3bv566+/8Pb2Jj4+vsD6999/P927dz/vdyIiIiJSWSlTQ0RERAw5OfCf/xjzL7wAuoNUiiEz10aLp3/zyL63PtePAB/3/Fn7+OOP8+qrr9KwYUOqVavGgQMHuOqqq3jhhRfw9fVl5syZDBw4kB07dlCvXr2zbufZZ59lypQpvPLKK0ydOpWRI0eyf/9+qlevXuwx/fPPPwwbNoxJkyYxfPhwli1bxvjx46lRowajR49mzZo13HvvvXz66adcfPHFHD9+nCVLlgDG3fM33HADU6ZMYfDgwaSmprJkyZIiX6iWisNTx1hVOb5mzJjB1VdfTWhoKDfddBPTpk3jxhtvdL3+/vvv8+CDD/Lyyy9z5ZVXkpyczNKlSwGw2+1ceeWVpKam8tlnnxEbG8vWrVuxWCzF+vwLFy4kJCSEBQsWuJbl5uYyefJkmjZtSmJiIg8++CCjR4/ml19+AeDQoUP06NGDXr16sWjRIkJCQli6dClWq5UePXrQsGFDPv30Ux555BHX9mbNmsWUKVOKNTYREbfROYWIlAMFNURERMSQmwuvvmrMT5qkExC5ID333HNcccUVrufVq1enTZs2rueTJ09m7ty5/PDDDwXu4j7d6NGjueGGGwB48cUXefvtt1m1ahX9+/cv9phef/11evfuzVNPPQVAkyZN2Lp1K6+88gqjR48mLi6OwMBABgwYQHBwMPXr16ddu3aAEdSwWq1cd9111K9fH4BWrVoVewwi7uCp48tut/Pxxx8zdepUAEaMGMFDDz3E3r17adCgAQDPP/88Dz30EPfdd5/rfZ06dQLg999/Z9WqVWzbto0mTZoA0LBhw2J//sDAQD766KMCZafGjh3rmm/YsCFvv/02nTp1Ii0tjaCgIN59911CQ0P54osv8Pb2BnCNAeDWW29lxowZrqDGjz/+SFZWFsOGDSv2+ERE3ELnFCJSDhTUEBEREZFS8/e2sPW5fh7bt7t07NixwPO0tDQmTZrEzz//7AoQZGZmEhcXd87ttG7d2jUfGBhISEjIGSVlimrbtm0MGjSowLJLLrmEN998E5vNxhVXXEH9+vVp2LAh/fv3p3///q7SPG3atKF37960atWKfv360bdvX4YOHUq1atVKNBbxHE8dY1Xh+FqwYAHp6elcddVVAISHh3PFFVcwffp0Jk+eTGJiIocPH6Z3796Fvn/9+vXUrVu3QDChJFq1anVGH41//vmHSZMmsWHDBk6cOIHdbgcgLi6OFi1asH79erp37+4KaJxu9OjRPPnkk6xYsYKuXbvy8ccfM2zYMAIDA0s1VhEREZGKTEENERERESk1k8nkthI1nnT6hcCHH36YBQsW8Oqrr9KoUSP8/f0ZOnQoOTk559zO6RcgTSaT62KluwUHB7N27VoWL17M/Pnzefrpp5k0aRKrV68mLCyMBQsWsGzZMubPn8/UqVP5z3/+w8qVK113qEvlUBWOMU8dX9OmTeP48eP4+/u7ltntdjZu3Mizzz5bYHlhzve62Ww+o6Rbbm7uGeud/vnT09Pp168f/fr1Y9asWURERBAXF0e/fv1c38H59h0ZGcnAgQOZMWMGDRo04Ndff2Xx4sXnfI+IiIhIZVe5/yq+gM3bfIQDxzO5vHkksRFBnh6OiIiISJW0dOlSRo8ezeDBgwHjzvJ9+/aV6xiaN2/uqu1/6riaNGniqunv5eVFnz596NOnD8888wxhYWEsWrSI6667DpPJxCWXXMIll1zC008/Tf369Zk7dy4PPvhguX4OkdOVx/F17Ngxvv/+e7744gtatmzpWm6z2bj00kuZP38+/fv3JyYmhoULF3LZZZedsY3WrVtz8OBBdu7cWWi2RkREBPHx8TgcDkwmE2Bkd5zP9u3bOXbsGC+//DLR0dEArFmz5ox9f/LJJ+Tm5p41W+O2227jhhtuoG7dusTGxnLJJZecd98iIiJSPDlWO5m5NjJzbGTkWMnIsZ3y3EZmrrEsx2qnXvUAmkWFUDvUz/W3QXlKz7ZyNDWbo2nZnEjPITLEjwbhgYT6F/63RGWkoEYlNXP5fpbtPkZkiK+CGiIiIiJlpHHjxsyZM4eBAwdiMpl46qmnyizj4ujRo2dcCI2KiuKhhx6iU6dOTJ48meHDh7N8+XLeeecd3nvvPQB++ukn9uzZQ48ePahWrRq//PILdrudpk2bsnLlShYuXEjfvn2JjIxk5cqVHD16lObNm5fJZxApjvI4vj799FNq1KjBsGHDzriocNVVVzFt2jT69+/PpEmTuOuuu4iMjHQ1BV+6dCn33HMPPXv2pEePHgwZMoTXX3+dRo0asX37dkwmE/3796dXr14cPXqUKVOmMHToUObNm8evv/5KSEjIOcdWr149fHx8mDp1KnfddRebN29m8uTJBdaZMGECU6dOZcSIEUycOJHQ0FBWrFhB586dadq0KQD9+vUjJCSE559/nueee86t35+IiEhVlpZtJTEli8TUbOPhnM+bJqRkkZSWQ3q2Favdcf4NnibYz4tmtYJpViuEprWCaR4VTJOawQT7FS+44HA4SM+xcSI9hxMZOUbAwvlIO3M+I8dW6HaqB/oQUyOAmPBAGoYHEhMeSEyNQBqEBxLoW7nCBJVrtOLirG2blVv4L6mIiIiIlN7rr7/O2LFjufjiiwkPD+exxx4jJSWlTPY1e/ZsZs+eXWDZ5MmTefLJJ/nqq694+umnmTx5MlFRUTz33HOMHj0agLCwMObMmcOkSZPIysqicePGfP7557Rs2ZJt27bx119/8eabb5KSkkL9+vV57bXXuPLKK8vkM4gUR3kcX9OnT2fw4MGF3iU5ZMgQbr75ZpKSkrjlllvIysrijTfe4OGHHyY8PJyhQ4e61v322295+OGHueGGG0hPT6dRo0a8/PLLgJFN9d577/Hiiy8yefJkhgwZwsMPP8z//ve/c44tIiKCjz/+mCeeeIK3336b9u3b8+qrr3LNNde41qlRowaLFi3ikUceoWfPnlgsFtq2bVsgG8NsNjN69GhefPFFRo0aVdqvTEREpMLItRnZEVk5NrJy8zIlcm1kOac5NrKsxmvZuTayrXZj3uqcLzjNttrJzLGSlJZDYkoW6We5+H8uZhME+Hjh72MhwMeCv3fe1MeCv7cXXmYTe5PS2X00jdQsK6v3nWD1vhMFtlG3mj/NaoXQrFYwjWsGkWO1cyIjhxMZuZzMyOFEei7HM3KM+bxlubbiBVX8vS1EhvgS6u9NfLIRpDmensPx9BzWxp08Y/2IYF8ahAfSoEYgXWOrM7hd3WJ/N+XJ5Di9+KcUSUpKCqGhoSQnJ5/3DpyycPfstfy88QiTBrZg9CWqhywiIm6Qng5Bedl/aWmgJqNyFllZWezdu5cGDRrg5+fn6eFIOTvXz9/TfyNXJuf6rnSMSXHdeuutHD16lB9++OGc6+l3S0TKnM4pqrz0bCtp2VYy8wIKmXkBh6zTAw55y5yPQoMMuXayrLYC02xrfgDDVoLsiOIK9LEQGeJHRLAvkcG+1AzxIzLYl8gQXyKDjeVBvl6uwIWPxVykklI5Vju7j6axPT6F7fGpbD+Syo74VOJTsko8Vh8vM9UDfAgP9iEiyDdvzMYYXY+85adnXqRnW9l3LJ29SensS0pnb1KG6/nx9IL9zAa3q8Mbw9uWeJylUdTzCWVqVFIBeZkaGcrUEBERd/H3h82b8+dFRESkQktOTmbTpk3Mnj37vAENEZFyoXOKKsfhcLDlcAoLtyWycHsCGw8ml/sYTCYj88Df24KftwU/b3NeZoTx3NfLgq+3Gb+8qa+XOW95/tTXy3ifr5eF8CAfIvOCF2VVdsnHy0zzqBCaRxW8MH8yIycvyGEEO/YkpePvbaFagDdhAT5UD/RxzVcL8CEswJtqecv8vS0l7tER6OtFy9qhtKwdesZryZm57EtKZ9+xdPYcTT9jzBWRghqVlL9PXvmpEqRJiYiIFMpshlOaqIqIiEjFNmjQIFatWsVdd93FFVdc4enhiIjonMKD9ial88Hi3fy6+Qi1w/xpUzeMNtFhtIkOpUnNYLwt5iJvKyvXxtJdSSzcnsiibYlnZBdYzKaCAYa8eX9vI6hw6nM/71MCC6cHGrwt+J029fUy3u/vY8HPy4Kfj7nI2RGVQViAD10b1qBrwxqeHopLqL933u9KmKeHUmQKalRSzp4amcrUEBERERERuSAtXrzY00MQEREP23womff/3M0vm47gbDKQEp/K9vhUvlxzAAA/bzMX1Q51XbhuWzeM6Or+BQIFiSlZLNyeyMJtCfy9K4msXLvrtQAfC5c2CqdP85r0ahZBZLBKGIpnKahRSTkzNc7WzV5ERKTYcnLgxReN+SeeAB8fz45HREREREQqF51TlAuHw8Gqvcd5b/Fu/tx51LW8d7NIxl7agIwcG+sPnGDDgWQ2HDxJapaVNftPsGZ/fsPqagHG3fkNwgP5Z/+JM8pK1Q71o3fzmvRuHknXhjXwy7vBWqQiUFCjklKmhoiIuF1uLjz7rDH/yCM6ARERERERkeLROUWZcjgc/LEjkXf/2M0/eQEKswkGtqnNuF6xNKuV3wvhihY1AbDbHew9ls6GAyfZcOAk6w8ms+1wCicyclm84yiLd+QHRdpEh9GnWSS9m9ekeVRwlSn5JFWPghqVlDNTI1OZGiIiIiIiIiIiIlWW1Wbn501HeH/xbrbHpwLgYzEztGNd7uzRkPo1As/6XrPZRGxEELERQVzXvi4A2VYb24+ksuHgSXYnptGidgiXNYtUWSmpNBTUqKSUqSEiIiIiIiIiIlJ1WW12vlpzkA/+3E3c8QwAAn0s3NS1Prde2oDIkJIFIXy9LJWuMbTIqRTUqKSUqSEiIiIiIiIiIlI1ZeXamDB7Lb9vSwSMHhhjLmnALd1iCA3w9vDoRDzL7OkBFMW7775LTEwMfn5+dOnShVWrVp113Q8//JDu3btTrVo1qlWrRp8+fc5Yf/To0ZhMpgKP/v37l/XHcCtlaoiIiIiIiIiIiFQ9qVm53DJ9Fb9vS8TXy8yTVzdn6eOXc2/vxgpoiFAJghpffvklDz74IM888wxr166lTZs29OvXj8TExELXX7x4MTfccAN//PEHy5cvJzo6mr59+3Lo0KEC6/Xv358jR464Hp9//nl5fBy3UaaGiIiIiGf06tWL+++/39PDEKmSdHyJiMiF7nh6Djd+uJKVe48T5OvFzLGdua17QwJ8VHBHxKnCBzVef/11br/9dsaMGUOLFi344IMPCAgIYPr06YWuP2vWLMaPH0/btm1p1qwZH330EXa7nYULFxZYz9fXl1q1arke1apVO+c4srOzSUlJKfDwJGVqiIiIiBTPwIEDz5qdu2TJEkwmExs3biz1fj7++GPCwsJKvR2RyqS8ji+nzMxMqlevTnh4ONnZ2W7broiIiCcdSc7k+g+WselQMtUDffjijq50aVjD08MSqXAqdFAjJyeHf/75hz59+riWmc1m+vTpw/Lly4u0jYyMDHJzc6levXqB5YsXLyYyMpKmTZsybtw4jh07ds7tvPTSS4SGhroe0dHRxf9AbqRMDRERcTs/P1i1ynj4lazhnEhFduutt7JgwQIOHjx4xmszZsygY8eOtG7d2gMjE6n8yvv4+vbbb2nZsiXNmjXju+++c9t2S8LhcGC1Wj06BhGRCsPigE+fhb//0DlFMe1NSmfo+8vZfTSdqFA/vrqzGxfVCfX0sEQqpAod1EhKSsJms1GzZs0Cy2vWrEl8fHyRtvHYY49Ru3btAoGR/v37M3PmTBYuXMh///tf/vzzT6688kpstrMHCCZOnEhycrLrceDAgZJ9KDcJ8DZSzpSpISIibmOxQKdOxsNi8fRopLJxOCAn3TMPh6NIQxwwYAARERF8/PHHBZanpaXx9ddfc+utt3Ls2DFuuOEG6tSpQ0BAAK1atXJ7mdK4uDgGDRpEUFAQISEhDBs2jISEBNfrGzZs4LLLLiM4OJiQkBA6dOjAmjVrANi/fz8DBw6kWrVqBAYG0rJlS3755Re3jk8qKE8dYxX0+Jo2bRo33XQTN910E9OmTTvj9S1btjBgwABCQkIIDg6me/fu7N692/X69OnTadmyJb6+vkRFRTFhwgQA9u3bh8lkYv369a51T548iclkYvHixYBxg5zJZOLXX3+lQ4cO+Pr68vfff7N7924GDRpEzZo1CQoKolOnTvz+++8FxpWdnc1jjz1GdHQ0vr6+NGrUiGnTpuFwOGjUqBGvvvpqgfXXr1+PyWRi165dJfqeRETK3d+vwa7XIOlrnVMUw9bDKVz/wXIOncykQXggX9/VjUaRQZ4elkiFVaWLsb388st88cUXLF68GL9TosMjRoxwzbdq1YrWrVsTGxvL4sWL6d27d6Hb8vX1xdfXt8zHXFR+PkY8KjPXhsPhwGQyeXhEIiIickHLzYAXa3tm308cBp/A867m5eXFqFGj+Pjjj/nPf/7j+vvp66+/xmazccMNN5CWlkaHDh147LHHCAkJ4eeff+bmm28mNjaWzp07l3qodrvdFdD4888/sVqt3H333QwfPtx1wXTkyJG0a9eO999/H4vFwvr16/H2NhpC3n333eTk5PDXX38RGBjI1q1bCQrSCe8FwVPHWAU8vnbv3s3y5cuZM2cODoeDBx54gP3791O/fn0ADh06RI8ePejVqxeLFi0iJCSEpUuXurIp3n//fR588EFefvllrrzySpKTk1m6dGmxv5rHH3+cV199lYYNG1KtWjUOHDjAVVddxQsvvICvry8zZ85k4MCB7Nixg3r16gEwatQoli9fzttvv02bNm3Yu3cvSUlJmEwmxo4dy4wZM3j44Ydd+5gxYwY9evSgUaNGxR6fiEi5czhg0zfG/OY50P9l8A327JgqgX/2H2fMjNWkZFlpERXCJ2M7ExFcca5BilREFTqoER4ejsViKXDnGkBCQgK1atU653tfffVVXn75ZX7//ffzpjk3bNiQ8PBwdu3addagRkXj7KnhcEC21Y6ft6LfIiJSSjk58NZbxvx994GPj2fHI1IGxo4dyyuvvMKff/5Jr169AOOi4ZAhQ1xlRk+9oHjPPffw22+/8dVXX7klqLFw4UI2bdrE3r17XeVMZ86cScuWLVm9ejWdOnUiLi6ORx55hGbNmgHQuHFj1/vj4uIYMmQIrVq1Aoy/Y0UqivI6vqZPn86VV17p6ovYr18/ZsyYwaRJkwB49913CQ0N5YsvvnAFBJs0aeJ6//PPP89DDz3Efffd51rWqVOnYn/e5557jiuuuML1vHr16rRp08b1fPLkycydO5cffviBCRMmsHPnTr766isWLFjgqiRw6jE8evRonn76aVatWkXnzp3Jzc1l9uzZZ2RviIhUWIfXwvH9sCIHyIY+30CXMZ4eVYX2586j3PnpGrJy7XSsX41pozsR6u/t6WGJVHgVOqjh4+NDhw4dWLhwIddeey2Aq+m3Mz24MFOmTOGFF17gt99+o2PHjufdz8GDBzl27BhRUVHuGnqZ8z8liJGZY1NQQ0RESi83Fx591JgfP15BDSke7wDjjm5P7buImjVrxsUXX8z06dPp1asXu3btYsmSJTz33HMA2Gw2XnzxRb766isOHTpETk4O2dnZBAQUfR/nsm3bNqKjowv0Z2vRogVhYWFs27aNTp068eCDD3Lbbbfx6aef0qdPH66//npiY2MBuPfeexk3bhzz58+nT58+DBkyRH1ALhSeOsYq2PFls9n45JNPeMsZhAduuukmHn74YZ5++mnMZjPr16+ne/furoDGqRITEzl8+LBbbmY7/VwzLS2NSZMm8fPPP3PkyBGsViuZmZnExcUBRikpi8VCz549C91e7dq1ufrqq5k+fTqdO3fmxx9/JDs7m+uvv77UYxURKRdb5oIN+D3beD74MwU1zuHnjUe4/8t15Noc9GwSwQc3dXD10BWRc6vQPTUAHnzwQT788EM++eQTtm3bxrhx40hPT2fMGOMfxVGjRjFx4kTX+v/973956qmnmD59OjExMcTHxxMfH09aWhpg/KH5yCOPsGLFCvbt28fChQsZNGgQjRo1ol+/fh75jCXhZTHjY8kvQSUiIiLiUSaTUaLGE49iluG89dZb+fbbb0lNTWXGjBnExsa6LjK+8sorvPXWWzz22GP88ccfrF+/nn79+pGTk1MW31qhJk2axJYtW7j66qtZtGgRLVq0YO7cuQDcdttt7Nmzh5tvvplNmzbRsWNHpk6dWm5jEw/y1DFWwY6v3377jUOHDjF8+HC8vLzw8vJixIgR7N+/n4ULFwLg7+9/1vef6zUAs9k4x3Kc0kskNze30HUDAwuW5Xr44YeZO3cuL774IkuWLGH9+vW0atXK9fnOt28wjvEvvviCzMxMZsyYwfDhw90WVBURKVMOB2z5vuCyg6shST2BCvPFqjju+XwtuTYHV7eO4sNRHRXQECmGCh/UGD58OK+++ipPP/00bdu2Zf369cybN8/VPDwuLo4jR4641n///ffJyclh6NChREVFuR7OlF2LxcLGjRu55ppraNKkCbfeeisdOnRgyZIlFapnRlH4eRs/vowcBTVEREREimrYsGGYzWZmz57NzJkzGTt2rKv+/9KlSxk0aBA33XQTbdq0oWHDhuzcudNt+27evDkHDhzgwIEDrmVbt27l5MmTtGjRwrWsSZMmPPDAA8yfP5/rrruOGTNmuF6Ljo7mrrvuYs6cOTz00EN8+OGHbhufSGmV9fE1bdo0RowYwfr16ws8RowY4WoY3rp1a5YsWVJoMCI4OJiYmBhXAOR0ERERAAXOMU9tGn4uS5cuZfTo0QwePJhWrVpRq1Yt9u3b53q9VatW2O12/vzzz7Nu46qrriIwMJD333+fefPmMXbs2CLtW0TE4w6vheS4MzP81n/mmfFUMHa7g8wcG8fTc/i/P3fz+JxN2B1wQ+do3h7RDh+vCn+JVqRCqdDlp5wmTJhw1nJTzoaKTqf+0VgYf39/fvvtNzeNzLMCfLxIybKSpUwNERERkSILCgpi+PDhTJw4kZSUFEaPHu16rXHjxnzzzTcsW7aMatWq8frrr5OQkFAg4FAUNpvtjAuhvr6+9OnTh1atWjFy5EjefPNNrFYr48ePp2fPnnTs2JHMzEweeeQRhg4dSoMGDTh48CCrV69myJAhANx///1ceeWVNGnShBMnTvDHH3/QvHnz0n4lIm5TlsfX0aNH+fHHH/nhhx+46KKLCrw2atQoBg8ezPHjx5kwYQJTp05lxIgRTJw4kdDQUFasWEHnzp1p2rQpkyZN4q677iIyMpIrr7yS1NRUli5dyj333IO/vz9du3bl5ZdfpkGDBiQmJvLkk08WaXyNGzdmzpw5DBw4EJPJxFNPPYXdbne9HhMTwy233MLYsWNdjcL3799PYmIiw4YNA4yb8EaPHs3EiRNp3Lgx3bp1K9K+RUQ8bouRVUrjK4BTAhkbvoDLngRLpbgEWWQOh4OdCWks353EugMnScuykplrIzPXRlaunaxcG1l5zzNzbGRb7Wds486eDXm8fzNX8F9Eiq5q/YtygXGmpan8lIiIiEjx3HrrrUybNo2rrrqK2rVru5Y/+eST7Nmzh379+hEQEMAdd9zBtddeS3JycrG2n5aWRrt27Qosi42NZdeuXXz//ffcc8899OjRA7PZTP/+/V0lpCwWC8eOHWPUqFEkJCQQHh7Oddddx7PPPgsYwZK7776bgwcPEhISQv/+/XnjjTdK+W2IuFdZHV8zZ84kMDCw0H4YvXv3xt/fn88++4x7772XRYsW8cgjj9CzZ08sFgtt27blkksuAeCWW24hKyuLN954g4cffpjw8HCGDh3q2tb06dNdGf1NmzZlypQp9O3b97zje/311xk7diwXX3wx4eHhPPbYY6SkpBRY5/333+eJJ55g/PjxHDt2jHr16vHEE0+c8f29+OKLrpLLIiIV3qmlp5oNxBXU8K8GqUdg9yJocv5/Rysyh8PB/mMZLNt9jGW7k1ix5xhJaSUrTxrk68W9vRtxR49YN49S5MJhcpxaLFSKLCUlhdDQUJKTkwkJCfHIGK58awnbjqTwydjO9GwS4ZExiIhIFZKeDkFBxnxaGpxWK1zEKSsri71799KgQQP8/Pw8PRwpZ+f6+VeEv5Eri3N9VzrGLmxLliyhd+/eHDhwwFV22V30uyUiZeLQP/Dh5eAdCHdvhGp516jm3A8bpkOLQTBspmfGlpsJm76BFteAX2ix3nokOZNlu46xbPcxlu9O4nByVoHX/bzNdIqpTpcG1YkI9sXP24KftwX/AlOzMe9jLPPzMuNlqcSlpjJPwqavISet6O8xe0GDnhDVusyGJVVHUc8nlKlRiQU4MzXUU0NERERERKRSy87O5ujRo0yaNInrr7/e7QENEZEy4yw91bQ/SdlmwvMW5140HO8N02H7L5B+DAJrlMnubXYHadlW0rKtpGblkpZlJTXbSmqWlSZrX6DZ/s/Ys+xbfm35Kna7A7sDbA4HDocDW95zu8OB3e7A5nCQnm1l9b4T7E1KL7Afb4uJdtHV6BZbg4tja9C2Xhi+XhdQc++D/8A3o+FkXMneX7MVtL0RWl0PQbo5W0pHQY1KzN/b+IdTPTVERMQt/Pzgjz/y50VERKTcfP7559x66620bduWmTM9dEeziEhxORw4tnyHCfjoeBteeXMp7W54EYANM5L4OSCWhtbdbF8wjfA+9xEe5FvMzTs4mpbNjvhUdsSnsjMhld1H00nOzHUFMNLPcrNvCOks9/0aTNAw6Q9+n/8T6xyNi7xvswla1Q2jW0MjiNExphoBPhfgpVSHA1Z+APOfAnsuhNWDmB5Ff3/mcdj1OyRsgt8mwoKnoHE/I8DRuC94+ZTd2KXKugCPxKrDLy+okaFMDRERcQeLBXr18vQoRERELkijR48u0FhdRKSiS8u28tfi37gq+QDpDl9e2VOPbMwc63gxianZZGbm8nHmpTznvRv72s/ouKIlMTUCaF+vGu3rV6ND/Wo0qRmMxWw0yk7JyuXfhFS2x6eyMz6VHQlGIONERm6RxuPjZSbY14sgPy+C/bwYkbuQwJRs1+uvVpvLR7FvYzabMZtMWMwmTCYKzFtMJrwsZlrVCaVLw+qE+HmXyXdXaWSegO8nwPafjOfNr4FrpoJ/WPG2k3EctsyB9bONcmU7fjYeATWg1TAjwKHyVFIMCmpUYgFqFC4iIiIiIiIiIuVoe3wKn63Yz9y1h7jXPgu8YLGjA9d2jOWmrvVpVTcUu93BnqR0Nu+qj3XBbFqY99PStI8tx2LYdyyDOesOAUbT7Ka1golPzuLQycxC92c2QUyNQJrUDKZprWAa1wyieqAPIX7eBPkaAYwgP6+CpaBsufDWXcZ8r4mw5HViM9bzUuuj0LhPWX9FVcOp5aYsPtD3Beh8O5hMxd9WQHXodJvxSNwOG2bDhi8gLQFWvm88VJ5KikFBjUpM5adERMStcnPhf/8z5u+4A7wv8LuSREREREQqOIfD6CdhMpmw5GUcWMwmzCYwleTi81nkWO38uvkIs1bEsWrfcefeGeS/GhzQ67o7uLpta+Oc4t13MQON7riDRhdfBIcGwJa5zOm2h+VNr2ft/hOsjTvJurgTpGVb+Wf/Cdd+okL9aFIzmGa1gl1BjEaRQa5qJUW29XtIOQiBEXDJ/ZCdCsvfgYWTIPZyMFeSZt3bfoSfH4ask0V/j9kLGvbKL+9kKeZ53RnlpurD9R9DnfbF287ZRDaDK56Dy5+GPX/Aus9gxy9lW57Kbod9fxmZIjvngTX7/O+pKkwWaNDD+D6b9K8y5b4U1KjE/H2c5aesHh6JiIhUCTk5MGGCMT96tIIaIiIiIiIllJ5t5fDJTA6dzORoajZeFhN+XhZ8vc34elnwO23q62XG19uYeplNnMjIJSktm2NpOSSlZZOUls3RtGySUnM4lm48d87n2hyFjsHLbMJsNuFlzgt4WPLmzSZ8vSz4e1vw87Hg52XG38eCn5fFmHqb8fPOe93bQmpWLnPXHSIpLQcAi9lE3xY1GdcomVrzEsE7kMCW/Y2dFnZO0fYm2DIX363f0OvKF+jVNBIwGnzvTDD6ZNQO86dJzWBC/d1wDuJwwPJ3jflOt4O3H3R/CNbOhPhNRhmkVkNLv5+ytu9v+GYs2HKK/97tPxmPgHBonVfeqVar87/PXeWmisLiBY2vMB4Zx2Hzt0bQ4fBa95WnOrYbNnxuZIUkH3D/Z6gsdv5qPPyrG5kwbW+EqDYly7qpIBTUqMScQY3MHLuHRyIiIiIiIiIi4l52u4M/diQyf0sCYQHeRFcPILp6APWqB1AnzB8fL8/cbW+zO0hMzcoLWhhT58P5PDmzaH0gypLV7gC7gxJcEi9UzRBfbuhcjxGd6lEr1A/mP2m80KQfePuf/Y2xl0FwbUg9bNyRf9F1gBEcaR4VQvOoEDeNMM+BlcaFcYsvdBxrLAuoDpfcC4ueh0WTjYv1FfmO9YSt8PmNRkCj+UDo9yJQxAvQmcdh0zew8UujvNOK94xHrVbQdqRxUTsw/Mz3nVpuyuxt7LOk5aaKK6C6sa/Ot0PiNiO44Rx/cctTZaXA1u+MbcQtz1/uGwqthkDrERBSu8w/UoWRecII5G34AlKPwKr/Mx6RLY3vs/UwCIr09CiLTUGNSsxZfko9NURERERERESkqsi12flp42E+WLyHHQmpha5jMkFUiJ8ryJE/9Se6egARQb5uK78Un5zFP/tP8M/+E6yNO8GWw8lnzY44VbCfF3XC/IkM8cPhcJCdayfLajvr1HHKJk0mqBbgQ3iQD+FBvq5HjSAfIoJ8CQ/OX1490Lg4b7M7sDkc2Gx5U7sDq92BPW9qy3vk2uxkW+1k5drIyrWRmWsjM8dGltVOVs4py3JtZOXasdsdXNYsgt7Na+JtyQskORyw5XtjvuXgc38RZgu0vQGWvAbrZ7mCGmVm+TvGtM3wghe/u46Hlf+DE/tg7SfGBfSKKPkQzBoK2clQrxtc9+G5g0anC4s27sLv/QzsXmh85zt+NbJU5j1uBKOa9M8v72T2KttyU8UV2Rz6Ts4b/6K88Z+nPNWp5aW2/gDWvP4sJrNRbqztjdD0aiNr50ITFm1kuVz+FOz+w/g+t/8MiVtg/n9gwdPG91jJylMpqFGJuYIaKj8lIiIiIiIiIpVcZo6Nr9Yc4H9/7XE1jY7wtfJEzE62VbuMPckO4o5ncOB4Jpm5Ng4nZ3E4OYuVe4+fsa0gXy8ahAfSMCKQBuHGIzYiiJjwQIJ8z345LNdmZ+vhFNbG5QUx9p/gcHLWGetZzCZqhfhRJ8yf2mF+1A7zp3aYf95zf6LC/AjxK3opJYfDQa7NQbbVRq7NQYifF16WCtz34fBaSI4D70CjfND5tB1pBDV2LTQu2ofWKZtxHd8D2/JKJ3UdX/A1n0Do+Sj88jD8OQXa3AC+QWUzjpLKPGkENFIOQXhTGDG7eAGNU1m8jCyaJv1OKe80Cw6vK1ieqkYjOLDCeE9ZlpsqLosXNOlrPM5VnqrRFbB/acHyUuFN8rIQhl9YWRnnYrZA4z7GI/MEbJ5jfJ+H1hRenqp2W0+P+JwU1KjEXOWnlKkhIiIiIiUUExPD/fffz/333+/poYhUOTq+RIomOSOXmcv3MWPZPo6nG8WSwoN8GHNJA27NnonfircYHLIDbvkIMAIASWk5xB3P4OCJDOKOZXDgRIYr4HEkOZO0bCubDiWz6VDyGfurGeKbF+gIIjYikIhgX7YdSWVt3Ak2HjxJVm7BMt9mEzSPCqF9vWp0qF+NdvXCqFstAIvZfWV5TCYTPl4mj5XUKrYtc43p+UpPOdWIhXoXQ9wyo8dBj4fLZlwr/w9wQKM+xh3/p2t/i5HJcWKfUdKoxyNlM46SsGbDlzdB4lYIqgU3fWOUZXKHU8s7JWyFDbNhw5eQnggZSeVfbqq4zlWeauMXxjrO8lJtR0KdDhXzc1QU/tWg063G4+gO4/vc8AWkxRulqY5uh1t+8PQoz0lBjUosv/yUemqIiIiIFMXo0aP55JNPXM+rV69Op06dmDJlCq1bl6D5YCEmTZrEd999x/r168+73rPPPnvG8qZNm7J9+3a3jEWkPOn4EqkajqfnsP7ACfy8LIQGeBMW4EOYvzcBPha3lXNyik/OYtrfe5i9Mo70HOOGzbrV/LmzR0Ou7xiNn7cF3vvdWHnT13DxvRDVGpPJRESwLxHBvnSoX+2M7WZbbRw4nsHuo+nsTUpnz9E09iYZ80lpOSSkZJOQks2KPWdmeACE+nvTvl4YHepXo329arSJDiPwHNkdF5zilJ46VbubjKDG+llG4253X3TOPAnrPjPmT8/ScPLyMcrwfHsrLH0bOt7qvsBBadjtMPcu2LcEfIKNgEZYvbLZV80W0Pd56D3JKE+1+w+jVFftdmWzP3c7vTzV3j+NUllNryp5VsuFLKIpXPGscVzsWWwcn80HeHpU56V/kSux/EbhKj8lIiIiUlT9+/dnxowZAMTHx/Pkk08yYMAA4uLiyn0sLVu25Pfffy+wzMtLf6JL5aXjS6RyOnA8g/lbE5i/JZ7V+45jL6RdhLfFRKi/D2EB3oT5exMW4O16HpoX9PDzNh7+3hb8vM3G1MeCn5cFf5/8ZUlp2Xz4117mrDvo6k3RrFYw43rFcnWrqPyyS6kJRt13p4XPGRd7z8PXy0KjyGAaRQaf8VpyRi57j+UHOvYcTSc+JYvGkUG0zwtiNAwPxOzGLIwqp7ilp5xaDIJfHjFKRMUth/oXu3dca2dCThpENDf6KJxNy+tg6ZtGj4klr0G/F9w7jpJY8JTRzNnsBcM/NZp6l7VTy1NVRqeWp5LSs3jll6eqBPQXXSWm8lMiIuJWvr7w00/58yIlkZ5+9tcsFvDzK9q6ZjP4+59/3cDA4o0P8PX1pVatWgDUqlWLxx9/nO7du3P06FEiIoxmkgcOHOChhx5i/vz5mM1munfvzltvvUVMTAwAixcv5tFHH2XLli14e3vTsmVLZs+ezR9//OG6O9x5N+uMGTMYPXp0oWPx8vJyjaUwMTEx3HrrrWzdupUffviBsLAwnnjiCe6++27XOnFxcdxzzz0sXLgQs9lM//79mTp1KjVr1nSt8+OPP/Lcc8+xadMmgoKC6N69O3PnznW9npGRwdixY/n666+pVq0aTz75JHfccUexv1spB+V5jOn40vElVZbD4WB7fCrztyTw25Z4th5JKfB6o8ggzCY4mZHLyYxccmx2cm0OktKySUrLdutYOsdUZ1yvWHo1jTgzE2TvX8Y0NBpSj8CuBbDvb4i5tMT7Cw3wpm1AGG2jw0o+6Avdlu+MaWGlp851TuEbBBcNNrIp1s1yb1DDlptXegrodve5s0DMZiNLYdYQWPUhdLnLaKbsKcvfy29uPug9iL3Mc2MRqSQU1KjE8huFK6ghIiJu4OUFV1/t6VFIZRd0jmaLV10FP/+c/zwyEjIyCl+3Z09YvDj/eUwMJCWduZ6jkFtJiyEtLY3PPvuMRo0aUaNGDQByc3Pp168f3bp1Y8mSJXh5efH888/Tv39/Nm7ciNls5tprr+X222/n888/Jycnh1WrVmEymRg+fDibN29m3rx5rjvEQ0NDSzXGV155hSeeeIJnn32W3377jfvuu48mTZpwxRVXYLfbGTRoEEFBQfz5559YrVbuvvtuhg8fzuK87+/nn39m8ODB/Oc//2HmzJnk5OTwyy+/FNjHa6+9xuTJk3niiSf45ptvGDduHD179qRp06alGruUgfI8xnR86fiSKsVmd7A27gS/bY5n/tYE4o7n//tgNkGnmOr0a1mLK1rUJLp6gOs1h8NBVq6dk5k5riBHsnM+M/95Zo6NzFwbWbl2MnNtZOcaz53LsvJet+algfRpHsldPWPpGHOO0j97FhvTloMhJx3WTIPfJ8GtC6puvfw9i+H7e6D9KOj+oNHctyJxOPKDGoWVnjrfOUXbm4ygxpa5cOV/3deoe+v3kHIQAiOMRsfn06g31L8U9v8Nf74Mg951zziKa/Mc+O0JY77PJKMMlIicl4IalViAj4IaIiIiIsX1008/EZR3YTg9PZ2oqCh++uknzGaj1MWXX36J3W7no48+KnA3eFhYGIsXL6Zjx44kJyczYMAAYmNjAWjePL8RZVBQ0HnvEHdy3tl9qptuuokPPvjA9fySSy7h8ccfB6BJkyYsXbqUN954gyuuuIKFCxeyadMm9u7dS3S0cYfhzJkzadmyJatXr6ZTp0688MILjBgxokB/gTZt2hTY51VXXcX48Ubt6ccee4w33niDP/74Qxddpdh0fOn4krJhszvYm5TOlsPJbDqYzO6jaTgAL7MJs8mElyVvajZhMZuxmMFiNuc9N5GaZeXPnYkkpeW4tunrZaZ74wj6taxJ7+Y1qR7oU+i+TSYT/j4W/H38iQotfb36XJsdm91h9Ms4F4cD9vxhzMdeBpEtjAbTB1fDjl+gWRW9GWfdZ0Zppz+eNy64X/chBEV6elT5Slp6yqleV6geC8d3w9bvjD4bpeVwwPK8oESn28Db79zrgxEU6zMJpvUxmiR3uwcim5V+LMWx72+YeyfggM53wCX3l+/+RSoxBTUqsfxG4QpqiIiIG+TmwqxZxvzIkeDt7dnxSOWUlnb21yynXbxITDz7unkXQF327SvxkE532WWX8f777wNw4sQJ3nvvPa688kpWrVpF/fr12bBhA7t27SI4uGAd7qysLHbv3k3fvn0ZPXo0/fr144orrqBPnz4MGzaMqKioYo+ladOm/PDDDwWWhYSEFHjerVu3M56/+eabAGzbto3o6GjXBVeAFi1aEBYWxrZt2+jUqRPr16/n9ttvP+c4Tm3ibDKZqFWrFonn+vmI51TwY0zH15l0fElxWW12dh9NZ9OhZDYfSmbL4WS2HE4hww03NIb4edGneU36tqxJjyYRBPiU/2Uhb4uZ88UzADi2C1IOgcUX6nUzyhx1HWf0QFj4HDTpX/GyGNzh4Oq8GZORtfHBpTBkGjTo7slR5TtX6Sk4/zmFyQTtRho/w3WfuSeocWClEWyx+BqNv4squhM0GwDbf4JFk2HErNKPpagStsLnN4ItxxhD/5erbvaRSBlQUKMS81NQQ0RE3CknB8aMMeavv15BDSmZ4tTgL6t1z7upQBo1auR6/tFHHxEaGsqHH37I888/T1paGh06dGDWrDNPbJ09AWbMmMG9997LvHnz+PLLL3nyySdZsGABXbt2LdZYfHx8CoylLPj7n/+uWu/TjneTyYTdbi+rIUlpVPBjTMfXmXR8CRglnLKtdtKzrWTk2EjPsZKebSMjb3oiI4eth1PYfDiZbUdSyMo983fEz9tMi6gQLqoTSrNaIXhbTNjsDmwOhzHNe1hPm7fbHZhN0KVhDTo3qI63xVzICCsgZ+mpel3yL55fch+smQ5Ht8OGL4yL41VJ2lE4sQ8wwa3z4Yd7jM868xro9YTny1EVKD11beHrFOWcos0NsOh5o1l40i4IL+W/1c5+FG2GQ1BE8d57+VNG5s/2n+DAaiPQUdaSD8GsoZCdDNFdYchHVTNAJ1KGFNSoxJzlp7Jy7cYfKWZFdEVERESKy2QyYTabyczMBKB9+/Z8+eWXREZGnnFX96natWtHu3btmDhxIt26dWP27Nl07doVHx8fbDb33XSyYsWKM547y/E0b96cAwcOcODAAdfd5Fu3buXkyZO0aNECMO4SX7hwIWOcFxhEypGOL7mQHE3NZuXeY6zYc4xNh1JIzcolI9tGeraV9Bwr9mK0qQn0sdCydigt64TQqk4oF9UJpWF4IF6VJSDhDs6gRsNe+cv8QuHSB2HBU/DHi3DRkKKVGqosDq4yphHNILoz3L4IfnkU1n9WMcpRnVp6qlEJSk85hdSG2N5G4/f1s6DPMyXf1vG9sD2vn1TX8cV/f2QzaHOj8R3/PglG/1S2GRPHdsOXNxtZSOFN4IbPC894EZFzUlCjEvP3yY/iZlltHkkbFREREalssrOziY+PB4zyOO+88w5paWkMHDgQgJEjR/LKK68waNAgnnvuOerWrcv+/fuZM2cOjz76KLm5ufzvf//jmmuuoXbt2uzYsYN///2XUaNGARATE8PevXtZv349devWJTg4GF9f30LHYrVaXWNxMplM1KxZ0/V86dKlTJkyhWuvvZYFCxbw9ddf83NeM+g+ffrQqlUrRo4cyZtvvonVamX8+PH07NmTjh07AvDMM8/Qu3dvYmNjGTFiBFarlV9++YXHHnvMvV+sCDq+dHxdWBJTslix9zgr9xiBjN1H04v0Pn9vC4G+FgJ8vAjwsRDo60WQrxdNagZxUV4Ao0GNwAv7xkWbFfb+Zcw3vKzga51vh5UfGE2h10yDbneX//jKyoG8oIYzW8AnEK59F2IugZ8f8nw5qlNLT/kEnHPV82p3kxHU2PA5XP5kyTMVVv4fOOxGkCSy+fnXL0yvx2HT10bQaNdCaNynZNs5m6wUo3/I+tlGdgpAUE0Y+Q0EVHfvvkQuELoKXon5eeX/g5+Zo6CGiIiISFHMmzfPVZ8/ODiYZs2a8fXXX9OrVy8AAgIC+Ouvv3jssce47rrrSE1NpU6dOvTu3ZuQkBAyMzPZvn07n3zyCceOHSMqKoq7776bO++8E4AhQ4YwZ84cLrvsMk6ePMmMGTMYPXp0oWPZsmXLGb0CfH19ycrKcj1/6KGHWLNmDc8++ywhISG8/vrr9OvXDzAu0H7//ffcc8899OjRA7PZTP/+/Zk6darr/b169eLrr79m8uTJvPzyy4SEhNCjRw93fZ0iBej40vFVlSWkZLFizzFW7DnOyr3H2HNaEMNkgma1QujasDqdYqoTHuTrCloE+lgI8PXC39uC5UIOVhTV4XWQnQJ+YRDVpuBr3v7GRegf7oG/XjUujvuFemSYbufsp1G3c8HlbW+E2u3h61s8V46qKKWniqPpleBfDVKPwO5FJWs6nnkS1n1qzJcmuBUWbQTLlr9jZGvEXn5m76nistth319GIGPrD2A1MhYxmY3t930BqtUv3T5ELmAmh8NRjARIcUpJSSE0NJTk5ORzpk2XtWZP/UpWrp0lj15GdPVSRslFROTClp4OQUHGfFqaW3sYSNWSlZXF3r17adCgAX5+VajkQwUUExPD/fffz/333+/pobic6+dfUf5GrgzO9V3pGCsfFfH4Kmv63Soah8NBQko2246ksC0+hW1HUtl8KJm9SWcGMVpEhdC1YQ26NKhO5wbVCQvw8dCoq5g/XzHKLTW/BoZ/eubrNiu83w2SdkKPR+Hy/5T/GN3NlgsvRRsXv+9eBRFNz1wnJz2/HBUYpbnKqxzVoX/gw8uN0lOP7Dp7pkZxzil+fczIumlxLQz7pPhjWvq2UYosojmMX166slEZx+GtNkYwbcg0aDW0ZNs5ttvIPln/uZFN5BTexAhOtR4BIVFnf7/IBa6o5xO6tb+S8/e2kJVrJ0vNwkVERERERESKJdtq49+ENCOAcSSV7fEpbDuSwomM3DPWNZugZe1QujSoTteGNegUU53QgEKaIEvpFdZP41QWL6PB81c3w/J3jbvsPdVnwl0SNhsBDb9QqNG48HU8WY7KnaWnnNqONIIaO34xggrFKcVksxqlp8DI0ihtH4yA6nDxvUYwbdFkI6DmVcQgZWHlpQB8Q6HVEONz1ulQtr06RC4wCmpUcv7eFk6QS6aCGiIiIiIiIiLnlJSWzR/bE1m6K4ltR1LZfTQNayEdvC1mEw3DA2keFZL3CKZdvWqE+p8jiGGzwp4/jMbHB/+Ba94yysy4267fjQvaA9+Ghj3dv31Py06DAyuN+bMFNQCaDzQuFB/6B/56Ba56pVyGV2YO5JWeqtPx/KWPCitHNexTaD6gbMbm7tJTTlGtoVZriN8I394KXcYZx4ylCJcrt31vZEIERkCr690znq7jYNX/4MQ+eDnaKBVVFNZscORdl3OWl2p7IzS9umo1shepQBTUqOSczcIzchTUEBGRUvL1ha++yp8XEY/bt2+fp4cgUmXp+LowOBwOthxOYdH2RBZuT2TjwZOcXoQ71N+b5lHBrgBGi6gQGkUG4eddxF4FR3cYgYwNX0LaKc3p5z8Nd13m3ruzHQ747UnjouuK96pmUCNuOdhzIaweVG949vVMJugzCT4ZCGtmQNfxUL1BuQ3T7Zz9NKI7n3s9p8hmcPsi+H4CbJlj9IMoq6DG4bWQHGeUnmp0nt4XxT2nuPQB+GaM0Vdj9yKjgXbr4UZQ4GyNvx0OI0MHoNNt7gsc+AZBn2fg+7vBmnX+9U/lKi81HEJqu2c8InJWCmpUcs6ghjI1RESk1Ly84Ho33eUkIiIi4iEZOVb+/jeJP3Yksmh7Igkp2QVeb1UnlMuaRtAmOozmUSFEhfphKm7gIfMEbP7WKDdz6J/85f7VjVr86z6DhE2wbwk0cGPz+N2L4Og2Y37PYsjJcF8poIri1NJT5/u5NOgBsb1h90L440UY8mFZj67sHFxlTOt2Kvp7fAKh7/NGUCNuBaQcLpsL6sUpPVXcc4qLroPwxsaxtPFLSEuAZW8bj9rtjUDBRUMKlqY6sMo47iy+0PHWYn+cc2p3EzTuC7kZRX+P2QtC6qi8lEg5UlCjkvPPu3MkS5kaIiIiUs7sdrunhyAeoJ97+dF3Le7mOD1FoRzY7Q7W7D/Bst1J+HiZCfbzJtjXiyBfL4L9vAjy8yLEz5sgX2Pe21K0ci8OhwOr3YHV5iDXbud4Wg5/7jzKou2JLN9zjBxr/vET4GPh0kbh9G4eyWVNI4kMKeFd3aeWl9r+C9jygiUmi3Gxt+2N0LifUYffYYfVHxl3k7szqOG8Ox2MO8n3LTH2XZWcr5/G6fo8YwQ1Nn0Nl9wLtVqV1cjKTtpRI/sGE9TtWLz3htaB6C5Gya6tP0DXu9w7trIqPXWqWq2g/0vQ51nYtcAIcOycZ2SIHF4Lvz0BTa8yelPEXm5kpQC0GQ5BEe4fT2XvzyJyAVBQo5Lz9zF+hCo/JSIipWa1wty5xvzgwcZdViKF8PHxwWw2c/jwYSIiIvDx8Sn+Ha5S6TgcDnJycjh69ChmsxkfnyI2z5Ri0zEmZcHhcHD06FFMJhPe3qf1hcg8YVykbznYbXf9701KZ+7ag8xdf4gDxzOL/D4/bzPhPjb6e61mkakrGXYfI3hhtxsBDJsdq92BrZA+GKeKru5P72Y1ubxZJF0aVsfXq4ilpAqTkwF/TYENX0DqkfzlkS2h3Uijnv/pF0G7jIPV04wLs0n/Gneil1bCVuPivclsZCfsWmBsvyoFNdISjYbZAA2KWForqo1xJ//mb2HhczDy67IbX1lxZmlENDMahRdXi2vzghrfuT+oUZzSU1C6cwovH2h2tfFITzICVetnQfwm47Nt/c4oT5V+1Fi/6/jifhoRqSJ0taKS8/c27mJR+SkRESm17GwYNsyYT0tTUEPOymw206BBA44cOcLhw4c9PRwpZwEBAdSrVw/z+ZqYSonpGJOyYjKZqFu3LhbLKRf4s1Phk2uMRr1Ht0PfySXe/smMHH7ceIQ5aw+yLu6ka3mQrxeXN4vE18tMapaVtGwrqdlWUrNySct77rxRLyvXzn2O/+N6218E5g7hLduQIu3bYjbRoX41ejeLpHfzSGIjgtwXDFzwlJF1AUZ5qdbDjKyMWq3PXm4mvBE06Q87fzV6Xwx4o/TjWPGeMW02ANrdnBfU+M24k76qBD73/GlMa7WGwPCiv++y/8DW7+Hf+bBvKcRcUjbjKysH8oIa0cUoPXWqFoPgt4llU4Jq07fGtCilp8B95xSB4Ubj7q7j4MhG2PB5fnkqMAJ7Z+u5ISJVnq5WVHKu8lMKaoiIiEg58vHxoV69elitVmw2/R1yobBYLHh5eSlroBzoGJOy4O3tXTCgYcuFr0YZAQ0wLhr2fhos3oVvoBA5Vjt/7EhkztqDLNqeSK7NyKAwm6B74wiua1+Hvi1qufpBno3VZic920basYPUnrEc7HB7nf1cMehSvCwmvMwmvMzmvHlj6p03tZhNeFvMWMxl8G9TTobRABzg6teg3SjjbvKi6Ha3EdRY/zlc/lTBngDFlXYUNuY1X+42AaJag5c/pBwyMhsqY8mlwhS39JRTjVhofwusmQa/T4Jb51euQI+zSXjdIjYJP11ZlaCy5RqBBDAaYHtKVGvj4SxPtX8ZdL7Dc+MREY9TUKOSU/kpERER8RRnCZMzypiIiFvoGJMy5XDAD/cYjae9A8DL1yjp8u98o/TLOd/qYP2Bk8xZe4gfNx7mZEau67XmUSEMaV+Ha9rULlbvCi+LmdAAM6HLPwO7sb2gpA1cFOkD3v4l+4zusO1HyEmFajHQYSwUJ0st5lIj4yB+I6yZDj0eLvk41kwzenjU6QjRnY0L9g17GUGTnb9VjaCGw1HyoAZAz0eNwNzBVbDjl/P+HlcYtlw4tNaYjy5hUAPKpgTVzt8gI8ko+dSoj3u2WRqnlqcSkQuacsYrOWemhspPiYiIiIiISJEtmmxcADZZ4PpPjHJGAOs+O+tb7HYH87fEc+17yxj83jI+XbGfkxm5RAb7ckePhvx6X3d+va87t3VvWLJm3DkZxsV7MPpG2HPh4JoSfDg3WvepMW07sngBDTACD90mGPOr/gfW7JKNITcLVn1ozHe7Oz8DwdlLY+dvJdtuRXNsF6QcBIsP1OtW/PcH1zJKFYHRW8NeSa6TJGwGa6bRS6NGKXqvtBhkTJ0lqNzB+e9BmxFg0X3RIlJxKKhRyfn75PXUUKaGiIiIiIiIFMXqj2DJa8b8wDehSV9od5PxfOdvkJpQYHWrzc736w9x5VtLuOPTf9hw4CS+XmaubVubmWM7s3xib564qjnNo0JKN64NnxtNy8PqQ/NrjGX7l5Vum6VxYh/sWwKYoM0NJdtGy8EQVMvoA7B5Tsm2sekr42750Oj87wWgcV9jenC10VS5snNmadTrWvKG9ZfcB/7VjP4wznJdFZ0zcFenY/EDZ6dylqDCYZSgKq3UBCNzC6DtTaXfnoiIGymoUckF5JWfUlBDREREREREzmv7z/DLI8Z8r4nQfpQxH9EU6nYCh81VQz/bauPzVXH0fv1P7vtiPTsSUgny9WJcr1j+fuxy3hzRjh5NItzTy8Juz2+E3XU8NOhuzO9fWvptl9T62ca0YS8Iiy7ZNrx8oEte7f8V7xollorD4YDled9LlzsL3i0fWiev7JQD/l1QsvFVJKUpPeXkFwoX32vMO5u7V3SuJuGlKD3l1OJaY7r1u9Jva+MXxr8HdTtDRJPSb09ExI0U1Kjk/FR+SkRERERERIriwCr4Ziw47EYwo+djBV9vOxIA+7rPmLZkDz2nLGbinE3sP5ZBtQBvHrqiCUsfv5zH+jcjItjXvWPbtcAoP+QbAu1GQv1L8sdszXHvvorCbs8ParQr5V3qHcYYfUviN+VlfhTD7kVwdBv4BOUHoE7VpL8x3TmvdGP0NJsV9uZ9N6UJaoDx8zJZ4NAaSNxe6qGVuYN5QY26nUq/rQIlqI6UfDsOB6ybZcyX9vdfRKQMKKhRyamnhoiIuI2PD8yYYTx8fDw9GhEREXGnpH9h9nCwZkHjfnD1G/m9GfIkN7qGXLMv5qQd/PjLj8SnZFEzxJcnr27O0scv557ejQn1L6PG9cvfMaYdbgHfYIhoBgE1jF4DRzaUzT7PZe+fkHzAuPO/2YDSbSugOrS90Zhf/m7x3utcv/0oYyyncwY1di8yGk5XVofXQXYy+IVBVNvSbSsoMv97WX/2HjEVQtpRo8wZJqjbsfTbC61jZFbggG2lKEF1cA0k7QAvf6OEWnHonEJEyoG6/FRyAT55QQ2VnxIRkdLy9obRoz09ChEREXGDxNQsMrJt5Nrs2FPjifnuWnwzj5NaozXr271C9o5j5Nrs5Njs5Noc/JuYyuwVcTxr78R1lr8ZE7iUjL6Dua59HXy9LGU72CMbYe9fxt31ne80lplMRrPo7T/B/r8h2g13sRfH+ry71C8aCt4laHp+ui7jjHJIO+cZAabwIjSETtwGuxcaTdO73Fn4OrXbQ0C40XMjbjk06FH6seZmwrYfjWBOSXtbFJez9FSDHmB2w+9bu5Gw42fY8CX0fgYsZRSMKy1nlkZEs8KDViXRcrCx3S1zz/57cz7OYFDLa8GvmL1ydE4hIuVAQY1KTuWnRERERERExGnr4RRe/GUbf+8yGkcHkskXPpPxNR9kn70mQw6N49jMzWd9//Ia/bku/W+usSzD1DYcyjqgAfm9NFpeW7B3Rf1L8oIay+DSB8p+HE6ZJ42L+uC+0jvhjaDJlbDzV1jxPgx4/fzvcX4vzQZAtZjC1zGboUk/Iwiz8zf3BDXmTYR/ZhjfeZ9Jpd9eUbijn8apGveFwAhITzT6jTS7yj3bdTdXPw03Bu1aDILfJuaXoAqJKt77czJg07fGfF5JOhGRikblpyo5f2VqiIiIu1it8PPPxsNq9fRoREREpBgSUrJ49JsNXD11CX/vSsJkgjBf+J/f27Qy7+MEIfwn6Flq1KxDy9ohtI0Oo3NMdS5pVINeTSO4ulUU/7u5A/99cDyE1cOUnWoEFMpaajxs+saY73p3wdfqX2xM41aAvRzPeTd/a5TpimwBtdu5b7vd8j7f+tmQcfzc66YdNbIMALpNOPe6jfsaU3f01UhPyu8lsnN+6bdXFDnpcGClMe+uoIbFG1oPN+adWTcV0cHVxrSuG5qEO5W2BNW2HyEn1QikOXvbFIfOKUSkHCioUcm5yk8pU0NEREorOxsGDDAe2dmeHo2IiNu8++67xMTE4OfnR5cuXVi1atVZ183NzeW5554jNjYWPz8/2rRpw7x5BS8U2mw2nnrqKRo0aIC/vz+xsbFMnjwZh8NR1h9Fqgirzc7epHRyrPZSbysjx8qbv++k1yuL+WrNQRwOGNA6ir8e7sX6tj9xCRvAO4Bqt3/HrEdvYP4DPfn53u58d/clfHVXN2bd1pWPx3Tm3ZHt6duyFmaLBdrmZSes+7TU4zuvVR+CPReiu0LdDgVfq9UKfIIhOwUSzp5d4nbr8krvtLvpjL4jpRJzKdRqbfQJWTP93OuumQa2bKjTEaLPc8E79nIwexmN1pN2lW6Mq/P2C5C4BVITSre9oti/zPgdCK0H1Ru6b7vOLJud84wgUUVjy4VDa415dzQJP5WzD8aWucV/r/O4bzvSyAQqLp1TiEg5UFCjknM1ClemhoiIiIjIGb788ksefPBBnnnmGdauXUubNm3o168fiYmJha7/5JNP8n//939MnTqVrVu3ctdddzF48GDWrVvnWue///0v77//Pu+88w7btm3jv//9L1OmTGHq1Knl9bGkEtuZkMrg95Zx2auL6fD8Au77Yh2/bjpCRk7x7mi22R18tfoAvV5ZzJu//0tmro329cKYM/5i3rmxPdEb3oANs40+Fdd/DHU6nHebLm1vAExGn4sT+4s1rmLJyTAu3kN+FsOpzBao19WY37+s7MZxqoStcHitESRw3unvLiZT/udc9SFYcwpfLzfLeB2g2/jzB1b8QvLvqP/3t5KPLzcLVuft15LX4HnvXyXfXlE5S0/F9nJvECmyufF7b7fCxi/dt113SdhiBLj8QiG8iXu33WKQMXWWoCqqE/tg3xLABG1ucO+YRETcSEGNSk49NUREREREzu7111/n9ttvZ8yYMbRo0YIPPviAgIAApk8v/C7pTz/9lCeeeIKrrrqKhg0bMm7cOK666ipee+011zrLli1j0KBBXH311cTExDB06FD69u17zgyQ7OxsUlJSCjzkwmKzO3h/8W4GvP03mw4lA5CaZeX79YcZN2st7Z5bwO0z1/DtPwc5mXGWi915/v43iavfXsKj324kMTWb6Or+vHtje74ddzHt61UzsgD+esVYeeCbRs+F4girBw17GvPOUkRlYeMXkHkCwupDs6sLX8dZgmr/0rIbx6mcpYqa9IfAcPdvv+V1EFQL0uJhy5zC19n0tdH4OzQamg8q2nab9DempSlBtfkbSD8KIXWg023Gsj1/lHx7ReXufhqncmZrrPsMKlo2nbP0VJ2OJcuIOJeSlqByHu8NexXsbyMiUsEoqFHJBainhoiIiIhIoXJycvjnn3/o06ePa5nZbKZPnz4sX7680PdkZ2fj5+dXYJm/vz9///236/nFF1/MwoUL2blzJwAbNmzg77//5sorrzzrWF566SVCQ0Ndj+hoXSy6kOw+msbQD5bx33nbybHZubxZJCsm9ubbcRdzR4+G1KseQLbVzoKtCTz09QY6PP87N320kk+X7yMhJcu1nZ0JqYyesYqbpq1ke3wqIX5e/Oeq5vz+YE+ubh2FyWSC7b/Azw8Zb+g1EdqPKtmgnSWo1s8Ge+nLZJ3BbofleY2wu44zsjIK48xA2L+s7C9K23JhwxfGvLsahJ/Oywe63GHML3/nzM/kcMDyd435LneCxato23UGrvYvg6wSBE1P32+jvH839ywu2+89LTG/tFiDnu7f/kVDwMsPjm4zMnAqEleTcDf20zhVy2uNaVFLUNnt+UGNsvr9FxFxkyL+7ygVlbP8VI7NjtVmx8uiOJWIiIiICEBSUhI2m42aNWsWWF6zZk22b99e6Hv69evH66+/To8ePYiNjWXhwoXMmTMHmy3/JqLHH3+clJQUmjVrhsViwWaz8cILLzBy5MizjmXixIk8+OCDrucpKSkKbFwA7HYHM5btY8q87WRb7QT7evHUwBZc36EuJpOJWqF+dKhfjYlXNmN7fCrzNsfz25Z4tsen8veuJP7elcRT32+hXb0w6lUP4McNh7E7wMts4uZu9bn38sZUC/TJ3+GB1fDNWHDYod3N0POxkg+++QDwDYXkONj3l/vvot+1AI79C74h576AWrudcVE64xgk7YSIpu4dx6l2/mZkSATVhEZXlN1+OoyBv16F+E1GqZ8GPfJf273IuADvE1S8gFSNWKjRyOirsXtR/gXtotrzByRuBe9AaH8LePmCxRdSDhnbDG9cvO0VlbO8Va1WZZMZ4xcKza+BTV8Z2RrFKcNW1g7mBTXc3U/DqcUg+O2J/BJUIVHnXn/vn5B8wPjOmg0omzGJiLiJroBXcv4++XezZLmhyZyIiIiIyIXsrbfeonHjxjRr1gwfHx8mTJjAmDFjMJ9SGuSrr75i1qxZzJ49m7Vr1/LJJ5/w6quv8sknn5x1u76+voSEhBR4SNW2/1g6I/63gsk/bSXbaqd743B+e6AHwzpGGxkVpzCZTDSPCuGBK5ow7/4eLH64FxOvbEa7emEArIs7yffrjYBGv5Y1WfBgT54Z2LJgQCNpF8weZtTob9wXBrxZuv4E3v7Qaogxv25WybdzNsvfMaYdbgHf4LOv5+WTf9G3rEtQOUtPtR5e9AyJkgiont+vwJkd4eR83u5m4+JycbhKUJWgr4ZrvzeBf5jx86/XxVjmLA9VFnbnlbdqeFnZ7aNdXsB507eQm1l2+ymOtKNG/wpMULdj2ewjtG7xSlA5f/9bXQ/efudeV0TEwxTUqOR8vcyuv1OL21hORERERKQqCw8Px2KxkJCQUGB5QkICtWrVKvQ9ERERfPfdd6Snp7N//362b99OUFAQDRs2dK3zyCOP8PjjjzNixAhatWrFzTffzAMPPMBLL71Upp9HKge73cGny/dx5VtLWLXvOAE+Fl4YfBEzx3amdph/kbYREx7InT1jmTv+ElZM7M3kQS25uWt9vryjK/93c0cahAcWfENqAnx2HWQeh9rtjcbg7rgo78yg2PYDZJ4s/fac4jcZd+ibLND5zvOvf2oJqrKSmpAfDCiP0jtdxxvTnfOMgBRA4jbYvRBMZqMEVHE5S1D9Ox/sxShRnbgddv0OmKDrXfnLndk5u8uor4bDUbb9NJxiekBoPchOhm0/ld1+isOZpRHRrPjBq+IoagmqzJOw7Udjvu3Zsw5FRCoKBTUqOZPJ5CpBlZWjTA0RESkFHx945x3j4eNz/vVFRCo4Hx8fOnTowMKFC13L7HY7CxcupFu3bud8r5+fH3Xq1MFqtfLtt98yaFB+s96MjIwCmRsAFosFe1n0HZBK5dDJTG6evpKnvt9CRo6Nrg2r89v9PRjZpf4Z2RlFVSvUj5u7xTD52ovo0rDGmStkp8Ls6+HkfqjWAG78CnwCz1yvJGq3h4jmYM06e1PrknD20mgxqGjNiJ3NwvctLbv+Dhu/BIfNyAopyxJXTuGNoEleH54V7xWcNhsA1RsUf5v1uhnlvDKS4FAx+ke49ns1VM8P4LoCDfuWgK0MbqI8thtSDoLFxxh7WTGboe2Nxvz6z8puP8Xh6qdRRqWnnFrk/d/lLEF1Npu/NY7zyJZGybfS0DmFiJQDBTWqAGdQIzNXzcJFRKQUvL3h7ruNh7e3p0cjIuIWDz74IB9++CGffPIJ27ZtY9y4caSnpzNmzBgARo0axcSJE13rr1y5kjlz5rBnzx6WLFlC//79sdvtPProo651Bg4cyAsvvMDPP//Mvn37mDt3Lq+//jqDBw8u988nFYPD4eDL1XH0e+Mvlu46hp+3mUkDWzD7tq5EVw8oux3bcuGrW+DIBggIh5u+haAI923fZMrPWljnpovBqfGw6WtjvtuEor2nbicwe0HqYSN4424OR/7nK88Gyd3uNqbrZ8PRHbDhy7zlRfxeTmfxhka9jfmd84r2nvSk/Obop+83qi34hUF2ChxeV7IxncuevAyQ6C7gU4bHCeQHNfb8CSfjynZfRXFwtTEtq34aTkUtQeX6/R9ZurJ1oHMKESkXCmpUAc6+Gio/JSIiIiJS0PDhw3n11Vd5+umnadu2LevXr2fevHmu5uFxcXEcOZJ/92pWVhZPPvkkLVq0YPDgwdSpU4e///6bsLAw1zpTp05l6NChjB8/nubNm/Pwww9z5513Mnny5PL+eFIBLN99jCHvL+OxbzeRlm2lQ/1q/HpfD0Zf0gCzuZQXB8/F4YAf7zPKFXkHGBkaNWLdv5/Ww42AwqF/jPJIpbXqQ7DnQnRXqFvEps0+AUbWCJRNCapD/0DSDvDyh5bXuX/7ZxNzqdEg25oJnw0FW7bRyDq6c8m36eyr8W8R+2qsnmbst3Y7qNe14GtmS34T87Loq+HcZmwZ9tNwqlY/77M4YP3nZb+/c7FZ8zNp6pbiZ11UrhJU3xX+esJWOLzWOM5bDy/78YiIuIGCGlWAMjVERMQtbDZYvNh42PR/iohUHRMmTGD//v1kZ2ezcuVKunTp4npt8eLFfPzxx67nPXv2ZOvWrWRlZZGUlMTMmTOpXbt2ge0FBwfz5ptvsn//fjIzM9m9ezfPP/88PiqzcUHZePAkN09byQ0frmBt3En8vM08cVUzvrqz25k9L8rCHy8YjX1NFqOHRlEDBMUVFJF/oby02Ro5GbBmujHfbXzx3ussQVUWzcLXfWpMWwwCvxD3b/9sTKb87IjkvOyBbneX7k75Rn0Ak9G3JPnQudfNzYLVH+btd0Lh+3WWoNrj5r4aNivsXVJwH2Wt3c3GdP1n4MlygQmbjUCWXyiENyn7/blKUC0vvASVs0F4k/4QGF76/emcQkTKgYIaVYAzUyNLQQ0RESmNrCy47DLjkZXl6dGIiIhUSP8mpHLXp/9wzTtLWfJvEl5mEzd3rc9fj1zGHT1isZRldobTmunw1yvG/IA38htElxVn4+CNXxolr0pq4xdGM/Ow+kbfiOIoq2bhORmwOa9fSDsPNEhueR0E1TLmQ6Oh+aBzr38+geH5JY3Ol62x+RtIPwohdfIvfJ/OGXA4sAqy00o3tlMdWW807vYLNcpclYdmA4yeIyfjYP/f5bPPwjhLT9XpaPT7KGvnKkFly80vP+YM+pSWzilEpBwoqFEFODM1MnIU1BARERERESkLB45n8NBXG+j35l/M2xKPyQTXta/Dood6Mfnai4gM8SufgWz/BX5+yJjvNRE63FL2+2x8BQRGGBfA/51fsm3Y7fkNwruOM0obFUe9LoAJju85d8Pj4tr2o9EzIqw+1L/UfdstKi8f6JnXs6fno2DxKv02nUGunecIajgcsPxdY77LnUY/jsJUbwhh9YySYXHLSz82J2fmR4Mexf9dKCmfALhoiDHvrh4xJeFqEl4OpaeczlaCaudvRmP5oJp5WT4iIpWDghpVgDNTI1NBDREREREREbdKTM3ime83c/lri/l27UHsDujXsia/3d+D14e1pV6NMm5wfKoDq+GbseCwQ/tR0POx8tmvxRvajDDm180q2TZ2LYBj/xp3ypekGbdfqNF/AiDOjdka6/MubrcdWT53zRem063w+AHjZ+oOznJhexYbmSiF2fMHJG4F70Bof47AmMl0Sgmqxe4ZH8DuvG01LId+Gqdy/u5t/QGykst3304H84IaZd0k/FRnK0HlDO60GeGegJqISDlRUKMKcGZqqPyUiIiIiIiIeyRn5DJl3nZ6TlnMJ8v3k2tzcGmjcL67+xL+7+aONKkZXL4DStoFs4cZtfgb94Wr3yhd74Xiapt3MXjnPEhLLP77nVkB7UeBbwm/O3eXoDqxD/b+BZig7Q3u2WZJubOXR82WEFIXrFmwb0nh6zizZtrdBP5h596eM6ix2019NXLS4cDKgtsuL3U6QEQz4zhylh0rT2lHjd87TFC3Y/ntt7ASVKkJ+ZlXbUsQaBQR8SAFNaoAZ6aGyk+JiIiIiIiUTo7Vzod/7aH7lEW8t3g3mbk22kSHMfu2Lnx2WxfaRoeV/6DSEuGz64x+FLXbG43By/uu6shmRg8Ah83orVEc+5fB3j+NpuZd7iz5GFzNwt0U1Fj/uTFt2NMosVRVmEznLkGVuN3InMEEXe86//Ya9Mx73xbjQnhp7V9ulLMKrWeUtypPJlN+j5j1Jcw6Kg1nlkZEMyP7qDydXoJq4xfG8Vy3M0SUQ8NyERE3UlCjCnBmamQqU0NERERERKREHA4HC7cl0O/Nv3jhl22kZFlpUjOI/93cge/GX8zFjcI9N7i/34CT+6FaA7jxK/AJ9Mw4nI20131m9GQ4l8yTsGYGfHQFzLjSWNZiUOmCB86gRuJWyDhe8u2A0eNj/Wxj3l0NkiuSU4Map/+sVuRlaTS7umhBhcBwqNXamN/7V+nHtv1HY9qwZ/lmGzm1Hm4E2A6uhqM7ynffzn4a5Zml4XR6CSpnKTnncS0iUokoqFEFKKghIiIiIiJScv8mpDJq+ipu/WQNe5PSCQ/yZcqQ1vx6Xw/6tqyFyRMXXk8Vt8KYXv4kBEV4bhwXDQEvPzi6HQ6tPfN1uw12/W70/Xi1Cfx0v3FnuskCTa6E/i+Vbv+B4RDe1JgvbdPqfX9Bchz4hhoX96uaBj3Ayx9SDkLClvzl6Umw4QtjvtvdRd+eu/pqpB+DDXmZPs4+LeUtuGZ+0Ke8G4YfXGNMy7NJuNOpJagWPA1JO4zfkZbXlf9YRERKSV2AqoAANQoXERF38PaGKVPy50VERKq4kxk5vPn7v3y6Yj82uwNvi4mxlzZgwmWNCParIP8XWnMgYbMxX6eDZ8fiFwrNr4FNX8G6T6Fu3niS/jVK+Wz4ElIP568f0dy4C7zVMONCsjvEXGJcjN2/rHTBCOfF7FZDwNvfPWOrSLz9jUyInfOMR62LjOVrpoMtG2q3g3rdir69hr1g2dtGg3GHo+QZFv9MN/pZRLXJ75HiCW1Hwo5fjABP76fBUg7Hu80Kh/OCgXU9ENQAowTVwVXGMQxG9oY7+7mAzilEpFwoqFEF+CmoISIi7uDjA4884ulRiIiIlDmrzc7nq+J4bcFOTmbkAnBFi5r856rmxIR7qLTT2SRuAVsO+FeDajGeHo3RWHrTV7D5W+NC+YYv8/sEgDHOVtdD2xshqq37ywvVv8S4ML9/acm3kXkStuWVQGpXhRskN+mXF9T4DXo8DLlZsOp/xmvdJhTvZ1OvG1h8IOUQHNsF4Y2LPx5rNqz6sGT7d7cm/SAwAtITjeyipleW/T4TNkNuhhEcDPdQD4sWg+C3J/Kfl8Xvv84pRKQcKKhRBaj8lIiIiIiISNEs3ZXEcz9uZUdCKgBNagbx9ICWXNr4lJ4ZO+bBgqdg8Aeez444vM6Y1m7n2YvATjHdjb4YJ+Pg54eMZSYLNL7CCGQ06Q9evmW3f2d2wZENkJ0KvsHF38bGL8GaZWSS1G7v3vFVJI3zSiwdXG2Undo5D9KPQkid/P4KReUTAPW6Gj019iwuWVBj87eQlgDBtaHFtcV/vztZvI3eGsvfMbJ2ihLUsNth/99GL5Z9f0On2+Die8FcxMruB1cb0zodi/4ed3OWoDq4CsLqezZbRkSkFBTUqAJUfkpERNzCZoO1eSnx7duDxeLZ8YiIiLjR/mPpvPDzNuZvTQAgLMCbB69owo2d6+FlOeUCo90G8x6HE3th41eeD2o4e1fUbufZcTiZzcaF3F8eNoICbW80Lg67q7zU+YTWMTJWTuyDuJXQuE/x3p9yGBa9YMx3HFsxAkVlJbQO1GoF8Zvg3wWw/F1jeec7SlZuqWGv/KBG59uL916HA5bnNSjvcgd4+RR//+7WdqQR1Ng5D9KOnr1fzfE9Rpmq9Z8bfVicfn/GyBi69gMIrHH+/TmbhHuin8apOt9hBDUuua9sgis6pxCRcqCgRhXgp0wNERFxh6ws6Jx3kpWWBoEVrPyGiIhICX2xKo6nv99Cjs2OxWzi5q71ub9PY8ICCrmwuuNXI6ABkLSzfAdamMPrjWlFyijodJtRYsov1DNBgfqXGEGN/UuLF9RwOODH+yE72QhWdRxbViOsOBr3M4Iai180smu8A6HDLSXbVsNesPA5I7Bhs4KlGJeU9v4FCZvAOwA6jC7Z/t2tZgvjuDq81sjeuXhC/mvZqbD1eyMr49RSZ76hcNF1RmBt8Uvw73z4v+4wdLqRyXIuzjJtdTu5/aMUS+vrjfJb7u6l4aRzChEpBwpqVAEqPyUiIiIiIlK4L1bF8ficTQBc2iicpwe2oEnNc5QsWvFe/nzSv2U8uvPIyYDErcZ8RcnUACOQ4R/muf3Xv9hoTL5/WfHet+Fz+Pc3ozfEoPeKd1G+smrSH5a8agQ0wOih4F+tZNuKagt+YZB10iiLFl2Mi/POLJG2I0u+/7LQ7iYjqLHuM+g6Pr+81Nbvjf4XAJgg9nIjK6nZ1fmN5Rv1ga9vMXqMzLjKaDh+tnJUaUeNQBx4PvsLyi6gISJSTjxUxE/cKcDH+ENM5adERERERETyfbXmABPnGgGNMZfE8Omtnc8d0Di01rgr25RXLiX5AOSkl8NIzyJhMzhsEFQTQmp7bhwVTf2LjemhfyA3s2jvSTkMvz5uzPeaCJHNymZsFU2d9hDg7Bdjgq53lXxbZgs06GHM71lc9Pcd3WkEkzBB13El339ZuGgIePnB0W3wRgv4ZKAR/MrNgBqNoPcz8MAWuHkOtBqaH9AAqHUR3LEYLhpqHKe/PwOfD4f0Y2fux5mlEdHMswFBEZEqQkGNKsDfx/gxKlNDRERERETE8M0/B3ns2404HDD64hieHtAC0/lKJTmzNC4akn8h2JPZGqf206jKvR+Kq1oDCI4Cey4cXHP+9U8vO3XxvWU+xArDbIHGfY35ZldD9Yal217DXsa0OEGNle8b06ZXQY3Y0u3f3fzDoPlAYz71iFFeqsMYuPV3mLAGuj9o9CY5G99gGPIRDHzLCI44y1HFrSi4nrNJuKdLT4mIVBEXQK5l1efsqZGhTA0RERERERHmrjvII99swOGAm7vW55mBRQhoJB+ELXON+W7jIeUQ7E8yghq125b5mAt1eJ0xrUj9NCoCk8nI1tj8rVGCqkH3c69/IZadOtXlTxoln07tGVFSzqDGgZWQnQa+QedeP/2Y0WAbjOOqIrriOSOIWbdjwfJSRWUyGX1C6nQ8ezmqA3lBDU83CRcRqSKUqVEFOMtPZSmoISIiIiIiF7jv1x/ioa+MgMaNXerx7DUtzx/QAFj1P7Bbof6lRmZEeGNjuSebhR8+JVNDCnKWoDq1iXNhLtSyU6cKrQP9X3RPCbPqDSG0npElE7f8/Ov/Mx2smRDVxmjwXhGF1IYrXz6zvFRxna0cVWpC/rFcV0ENERF3UFCjClCjcBEREREREfhp42Ee+HI9dgeM6BTN84MuwmwuQkAjOw3++diY73a3MQ1vYkw9FdTISskvfaWgxpmcF8gPrAJrTuHrnFp2qnb7C6vsVFkxmSC2lzF/vhJU1mxY9aEx323ChVFC7dRyVBZfoxzVu52NHh1+ofn/roiISKlcYDmXVZO/jxHUsNod5Fjt+HgpViUiIiXg7Q3PPJM/LyIiUon8sukI931hBDSu71CXFwe3KlpAA2D9bMhKNu5Cb9LfWOYKaniop8aRDYADQqMhKMIzY6jIwpuCf3XIPG58V9GF9Co4tezUte9feGWnykrDXrB25vmDGpvnQFoCBNeGFteWw8AqCFc5qg7w9WijHBUY5anMF8D1Gp1TiEg50P/oVYAzUwOMbA0FNUREpER8fGDSJE+PQkREpNjmbY7n3s/XYbM7uK59HV4e0rroAQ27Lb9BeNfx+RcdneWnju0y1jFbCn9/WXH101CWRqHMZqME1fafjBJUpwc1VHaq7DToaUwTNkNaIgRFnrmOwwHL3zXmu9wBXj7lN76KolYroxzVTw/Apq+Nfh0XAp1TiEg50NXvKsDbYsKS9wd7lkpQiYiIiIjIBWT+lngmzF6L1e5gcLs6vDK0jev8qEh2/Aon9oJfGLS9MX95aDR4+YEtG07ud/u4z0v9NM7P1VdjWcHlKjtVtgLDjQv2AHv+LHydvX9BwibwDjCyFi5UznJUj+2DTrd6ejQiIlWGghpVgMlkIiAvWyNDzcJFRKSk7HbYssV42O2eHo2IiMh5LdyWwN15AY1r2tTm1euLGdCA/CyNjmPAJzB/udkCNRoZ854oQeXM1KjTvvz3XVk4gxpxK4xsGieVnSp7DS8zpmcrQeXM0mg7EvyrlcuQKrQL6TvQOYWIlAMFNaoIv7y+GpkKaoiISEllZsJFFxmPzExPj0ZEROSc/tieyLjP1pJrczCgdRSvDytBQOPQWqN0kdkLOt9x5uvOElTl3Sw84zic2GfMR7Ut331XJjVbgU+wkZGRsMVYprJT5aNhL2O6Z7GRGXOqpH+NoBIm6DqunAcmHqdzChEpBwpqVBHOvhqZKj8lIiIiIiJV3KLtCdz52T/k2Oxc1aoWbw5vi5elBKe3ziyNltdBSO0zXw9vakzLO6jhzNKoHgv+YeW778rE4gX1uhjz+5ep7FR5qtfNyIRJOZjfCNvJeVw1vQpqxJb/2EREpMpTUKOKCFCmhoiIiIiIXAC+XnOA22f+Q47VTv+WtXhrRLuSBTSSD8GWucZ8t/GFr+PK1Cjn8lPqp1F0rr4aS08rO/Weyk6VJZ8AiM4LKJ1agir9GKz/3Jg/23ElIiJSSgpqVBF+ytQQEREREZEqzOFw8M6if3nkm43Y7A6ua1+HqTe2w7skAQ2AVf8DuxXqX3r24EF4E2Na7pka642p+mmcX/1LjOnev04pO/U4RDb33JguFLGF9NX4ZzpYMyGqTf7PRkRExM0U1KgiVH5KRERERESqKpvdwdPfb+HV+UZwYVyvWF67vk3JAxrZafDPDGP+XHeTOxuFZxwz7kAvL4eUqVFktduBlx9knTyl7NR9nh7VhcHZV2PvErBZwZoNqz40lnWbAKZi9rgREREpIgU1qoj88lNWD49ERERERETEfbJybdw9ay2frtiPyQTPXtOSx/o3w1SaC6brZ0NWMlRvCE36n309nwAIrWfMl1e2Rmo8pB4GkxlqtS6ffVZmXr5Qt5Mxr7JT5SuqLfiFGsGkw+tg8xxIS4Dg2tDiWk+PTkREqjAFNaoIP/XUEBERERGRKiY5I5ebp61k3pZ4fCxm3r2xPbdcHFO6jdpt+Y2Mu44Hs+Xc67v6apRTUMPZJDy8KfgGlc8+K7uLrjOmfZ5V2anyZLZAgx7G/J4/YPm7xnzn28HLx3PjEhGRKk+3L1QR+eWn7B4eiYiIVFre3vDww/nzIiIiHnT4ZCa3TF/Fv4lpBPt58eGojnRtWKP0G945D07sBb8waHvj+dcPbwK7F5Z/UEOlp4quwxi4aIiRNSDlq+FlsO1HWPmBUabNOwA6jPb0qMSTdE4hIuVAQY0qQuWnRESk1Hx84JVXPD0KERERdsSncsv0VcSnZFEzxJdPxnamWa0Q92zceTd5xzHgE3j+9SOczcL/dc/+z8fZT0NNwovOZFJAw1OcfTUy8nrOtB0JAdU9NhypAHROISLlQOWnqgg1ChcRERERkUor8yRs/R6sOazcc4zrP1hGfEoWjSKDmDP+EvcFNA6thf1LwewFne8o2nvCnUGNcsjUcDiUqSGVS/WG+X1nMEHXcR4djoiIXBiUqVFF+CmoISIipWW3Q1ycMV+vHph174OIiJSTJa/Bsrc5WH8wN+8eTo7VTsf61fjolo6EBbixNr+zl0bL6yCkdtHe4wxqnNwPuVng7ee+8Zwu+QBkJBlBl5oXld1+RNzFZILYXrB2JjS9CmrEenpE4mk6pxCRcqCgRhXhLD+VoUbhIiJSUpmZ0KCBMZ+WBoFFKMkhIiLiDgmbAai7fy6X2Bvh3aI/b9/QznXzllskH4Itc435buOL/r7ACKO0UVYyHN8NNVu6b0ync2ZpRLYo2+CJiDv1fBx8gqDb3Z4eiVQEOqcQkXJQKcKl7777LjExMfj5+dGlSxdWrVp11nU//PBDunfvTrVq1ahWrRp9+vQ5Y32Hw8HTTz9NVFQU/v7+9OnTh3//Laf6qGXEPy+okaVMDRERERERqWROHN7tmn8rYAbvD411b0ADYNX/wG6F+pcWr7STyVR+JajUT0Mqo9A60P8lCK3r6ZGIiMgFosIHNb788ksefPBBnnnmGdauXUubNm3o168fiYmJha6/ePFibrjhBv744w+WL19OdHQ0ffv25dChQ651pkyZwttvv80HH3zAypUrCQwMpF+/fmRlZZXXx3I7V/kpZWqIiIiIiEglMnPZHgIyjPO1DO/qhFiTsMz/j3t3kp0G/8ww5ouTpeEUXk7NwtVPQ0REROS8KnxQ4/XXX+f2229nzJgxtGjRgg8++ICAgACmT59e6PqzZs1i/PjxtG3blmbNmvHRRx9ht9tZuHAhYGRpvPnmmzz55JMMGjSI1q1bM3PmTA4fPsx333131nFkZ2eTkpJS4FGRqPyUiIiIiIhUNt+tO8Q7PyzD12TFjoWAkZ8CJlg/C3b+5r4drfqfUT6qekNo0r/47w9vbEzLMlPDbofD64352srUEBERETmbCh3UyMnJ4Z9//qFPnz6uZWazmT59+rB8+fIibSMjI4Pc3FyqV68OwN69e4mPjy+wzdDQULp06XLObb700kuEhoa6HtHR0SX8VGXD31vlp0REREREpPL4fWsCD329gWiTkYVvCqsDMZdC17xMih/vg8yTpd/R9l9g0WRj/pL7wFyCslbhTY1pWQY1TuyF7GTw8oPI5mW3HxEREZFKrkIHNZKSkrDZbNSsWbPA8po1axIfH1+kbTz22GPUrl3bFcRwvq+425w4cSLJycmux4EDB4rzUcqcM6iRqaCGiIiIiIhUcCv2HOPu2Wux2R0MbmCcw5jC6hsvXv4kVI+F1CPw2xOl29GB1fDNWHDYod1N0P6Wkm3n1PJTdnvpxnQ2zn4atVqBxbts9iEiIiJSBVTooEZpvfzyy3zxxRfMnTsXPz+/Um3L19eXkJCQAo+KxF/lp0REREREpBLYdDCZ2z5ZQ7bVTp/mNbmhicN4wRnU8AmAa98jvwzV/JLtKGkXzB4G1kxodAUMeNNo+l0S1eqD2RtyMyDl0PnXLwn10xAREREpkgod1AgPD8disZCQkFBgeUJCArVq1Trne1999VVefvll5s+fT+vWrV3Lne8ryTYrMmdQQ+WnRESkxLy8YPx44+Hl5enRiIhIFbQrMY1bZqwiLdtKt4Y1eOfGdliS44wXw+rlr1iv6yllqO4tfhmq1AT47DrIPG4ECa7/uHTZDxZvox8HlF0JqsN5mRrqpyEilZnOKUSkHFTooIaPjw8dOnRwNfkGXE2/u3Xrdtb3TZkyhcmTJzNv3jw6duxY4LUGDRpQq1atAttMSUlh5cqV59xmRecqP6VMDRERKSlfX3j3XePh6+vp0YiISBVz8EQGN09byfH0HFrXDeXDWzri522Bk/uNFarVL/iGkpahyk4zMjRO7odqMXDj1+AbVPoP4GoW/m/pt3U6uw2ObDDmlakhIpWZzilEpBxU6KAGwIMPPsiHH37IJ598wrZt2xg3bhzp6emMGTMGgFGjRjFx4kTX+v/973956qmnmD59OjExMcTHxxMfH09aWhoAJpOJ+++/n+eff54ffviBTZs2MWrUKGrXrs21117riY/oFq7yU7k2HA6Hh0cjIiIiIiKSLyktm5unreJIchaNIoP4eExngnzz7uA9WUimBpSsDJUtF76+BY6sh4AacNMcCIpwz4dw9dUog0yNozuM0lY+QfnBExEREREpVIXPAxs+fDhHjx7l6aefJj4+nrZt2zJv3jxXo++4uDjM5vzYzPvvv09OTg5Dhw4tsJ1nnnmGSZMmAfDoo4+Snp7OHXfcwcmTJ7n00kuZN29eqftueJIzU8PhgGyr3bjjSUREpDgcDkhKMubDw0ted1xEROQUyZm5jJq2ir1J6dQJ8+fTWztTPdDHeNFug+SDxnxY/TPf7CxDteJdowzV+BXgH1b4jhwO+PE+2PU7ePnDjV9BjVj3fZCyDGo4+2lEtQGzzuVEpBLTOYWIlIMKH9QAmDBhAhMmTCj0tcWLFxd4vm/fvvNuz2Qy8dxzz/Hcc8+5YXQVg/8pQYysXJuCGiIiUnwZGRAZacynpUFgoGfHIyIilV5mjo3bPlnN1iMphAf5Muu2LkSF+uevkHIY7FajCXfwWXocXv4k7JwHx3fDb/+Ba98tfL0/XjQyOkxmo4dG3Y6Fr1dSEc6gRhmUn3L101DpKRGp5HROISLloMKXn5Ki8bKY8bEYP84M9dUQEREREREPy7HaGTfrH1bvO0GInxczx3YmJvy0i1vOfhph0WfPUChQhuqzwstQrZkOf00x5ge8AU37u+1zuNTIKwuVFg9Zye7dtjNTQ0ENERERkfNSUKMK8fM2fpyZuQpqiIiIiIiI59jsDh78aj2LdxzFz9vMjDGdaFE75MwVz9ZP43TOMlRglKHKPJn/2o5f4eeHjPmej0GH0aUdfuH8QiA4yph3Z7aGNQfiNxnzddq7b7siIiIiVZSCGlWIs1l4pjI1RERERETEgz5csoefNh7B22Li/27uSIf61Qtf8YQzU6OQfhqnu/xJqB4LqUeMMlQAB9fA12PAYYd2N0Gvie75AGfjbOLtzr4aiVvBlgN+YVCtgfu2KyIiIlJFKahRhQT4GC1SlKkhIiIiIiKe9O0/RvPvpwe0oGeTiLOvWNRMDTizDNXK/4PZw8CaCY2ugAFvln1D2rJoFn5qPw011BURERE5LwU1qhBnc3BlaoiIiIiIiKfsOZrGv4lpeFtMDGpX59wrO3tqVIsp2sZPLUP166OQccwIBlz/MVi8Szrkogsvg2bh6qchIiIiUiwKalQh/uqpISIiIiIiHvbblgQAusWGE+J3nkBDcTI1nJxlqMAIhtz4NfgGFX+gJVEW5acO5QU11E9DREREpEi8PD0AcR9X+SllaoiISEl4ecEtt+TPi4iIlMD8rfEA9G1R89wr2nIh5ZAxX5SeGk4+AXDjV7D2E+h0GwSdo7yVu4U3NabH9xjjL212SG6m0VMDlKkhIlWDzilEpBzoX5cqxFV+SpkaIiJSEr6+8PHHnh6FiIhUYgkpWayLOwkUIaiRfNBo8O3lB0GRxdtReCPoO7lkgyyNkNrgHQi56XB8L0Q0Kd324jeBwwaBkRBynlJdIiKVgc4pRKQcqPxUFeLvo54aIiIiIiLiOQu2GqWn2tULIzLk/9m77/iq6vuP4697sxOSkBBI2HvIMCBLXDhQLNq6V4eWttpaqVpqbbX+1NqBdVWtVq2to45K3a0DRRSViiIgsvceCYRA9ri59/7++N5zbwIZ9yZ35/18PM7jfHPuud/zDQbMOZ/7+XxSWz/Z6qfRtV/sNMi22YJbgqpxP41Y+TMQERERiTAFNeJIujI1RESkI9xuqKoym9sd6dWIiEgMem+NKT01fVRB2ye3p59GNPA2Cw9CUGPPcrNXPw0RiRe6pxCRMFBQI44oU0NERDqkuhq6dDFbdXWkVyMiIjGmrMbB4i0HAT9KTwEcsjI1AuinEQ28QY1NHZ+rcaaGiEg80D2FiISBghpxRD01REREREQkUhZu2E+Dy83QHl0Y1L1L22+I2UyNIJWfqqvwzaGghoiIiIjfFNSII+meTI1qZWqIiIiIiEiYvb/G9NM4a5QfWRrg66mRE8OZGh0prbLva8ANWX0Cb5QuIiIi0okpqBFH0jyZGrXK1BARERERkTCqdThZuGE/4Gc/DYjdTI1ug8Fmh7oyqCxu/zzefhrK0hAREREJhIIacSRVPTVERERERCQCPttSQlW9k57ZqYzpnd32Gxy1ULHPjLsOCOnagi4xBXIGmHFHSlCpn4aIiIhIuyioEUfSPZka1crUEBERERGRMHpvtaf01Mh8bDZb228o2232SRmQnhvClYWItwRVR4IankyNXsd1fD0iIiIinYiCGnEkzZOpUatMDRERERERCROny80H60xQw//SU9vNPqc/+BMEiTbeZuGb2vf+6lI4tN2Me40NxopEREREOo3ESC9AgsfqqVGjTA0REWmPhAS4+GLfWERExA/LdhziYFU92WlJTBzoZ9ZFrPbTsHQ0U8MqPZU7CNJygrMmEZFooHsKEQkDBTXiiJWpUV3fEOGViIhITEpNhZdfjvQqREQkGm18Dz64E857FHo3LZf03poiAM44pgdJCX4WAzi0w+y79g/iIsPIG9RoZ6bGnmVmr34aIhJvdE8hImGg8lNxxMrUqHW4IrwSERERERGJK189D/vXwsq5TQ673W7eX2uCGmeN9LP0FMRPpkbZLqirDOy9jhpY+rQZDzgpuOsSERER6QQU1IgjVqaGyk+JiIiIiEhQHdxi9vtWNjm8bl8Fu0prSE2yM3VYd//nO+zJ1MiJ0UyN9FxI72bGBzcH9t4lT0LFXsjuC4XfDv7aREREROKcghpxxMrUUPkpERFpl6oq06zVZjNjERERAJcLSj1BjaJV5msPK0vj5KHdvR+y8kusZ2oA5A03+0BKUNUchk/vN+NTb4Gk1KAvS0QkonRPISJhoKBGHLFuImodLlwud4RXIyIiIiIicaF8DzTUmnF9BRza5n3pvTXFAEwfFUDpqfoqqDpgxrHaUwMgb6jZB9Is/LOHofYwdB8BhZeHZFkiIiIi8U5BjThiZWoA1DWor4aIiIiIiATBkeWVilYBsKu0mnX7ykmw2zhjRA//5zu8y+xTsiGta3DWGAneZuF+BjUqimDxX834jNvBHkBmi4iIiIh4KagRRxoHNVSCSkREREREguKooIbpq/HeGlN6atKAXHIykv2fz9tPI4ZLT0GjoIaf5ac+vgcaaqDPJBg+I3TrEhEREYlzCmrEEbvdRkqi+U+qZuEiIiIiIhIUVpPwlGyz9zQLf3+tKT111qj8wObz9tOI4dJT4Cs/dXAzuNq4/zq4BZY/a8bT7jS15kVERESkXRTUiDO+vhoKaoiIiIiISBBYmRrHnGv2RSs5WFnH0u2lAJwVSD8NgEPbzT6Wm4SDWX9CCjjrfNknLfnoD+BqgKFnwYATw7M+ERERkTiloEacSfeUoKquV1BDRERERESCwApqjDwPsEFlMf/7ai0uN4zunUXvrmmBzRcvmRr2BOg2xIxbK0G1dwWsfhWwmV4aIiIiItIhiZFegARXqidTo0ZBDRERCVRCAsyY4RuLiIg01PuyEAqONSWXSjayZdVnwACmjwwwSwN888V6pgZA92Gwf41pFj5sevPnLLjL7MdcAgVjwrc2EZFI0D2FiISBghpxJt0Kaqj8lIiIBCo1Fd5+O9KrEBGRaHJ4B7hdkJQBmQXmoXzJRlz7VgIDAi89Bb5MjZwYz9SARs3CNzb/+rZPYMsCsCfBabeGb10iIpGiewoRCQOVn4ozaUnK1BARERERkSCxSk91G2yaWxccC8BwtjGgWzrD8rsENl9tOdQcMuN4yNTwBjWaKT/ldsMHd5rxhJmQOzBsyxIRERGJZwpqxJnUJGVqiIiIiIhIkHiDGp7eET1NUGOkbQdnjSrAZrMFNp+VpZGWCymZQVpkBOUNNfvmMjXW/Rf2LDNZLqf8MrzrEhEREYljCmrEGZWfEhGRdquqgowMs1VVRXo1IiISDY4IatTnjQZgkL2IbwzLCHy+eOqnAb5gT/VBqDroO+5sgA9/Z8ZTroMuPcK/NhGRSNA9hYiEgYIacUblp0REpEOqq80mIiICcHCL2Xse3n9ebGOfOxeAwsTdgc8XT/00AJIzILuvGTfO1vj6RfN1Wi6c8LPIrE1EJFJ0TyEiIaagRpxJS1ZQQ0RERESksUcffZQBAwaQmprK5MmTWbJkSYvnOhwO7rrrLgYPHkxqaiqFhYXMmzfvqPP27NnDd7/7Xbp160ZaWhpjxoxh6dKlofw2IuOITI331xaxxmUCEvbiVYHPdyjOMjXg6BJUjhpYeLcZn3ITpGZFZl0iIiIicUpBjTiTlpQIqPyUiIiIiAjA3LlzmT17NnfccQfLly+nsLCQ6dOns3///mbPv+2223jiiSf4y1/+wtq1a/nJT37CBRdcwFdffeU959ChQ5x44okkJSXx7rvvsnbtWu6//35ycnLC9W2FR10lVOwz426DcLncvL+mmDXuAeZY0crA57QyNbrGSaYGQN5ws7eCGkuehPI9kNUHJvwwcusSERERiVMKasSZtGTzn7RamRoiIiIiIjzwwANcffXVzJw5k5EjR/L444+Tnp7OU0891ez5zz33HLfeeiszZsxg0KBBXHvttcyYMYP777/fe86f/vQn+vbty9NPP82kSZMYOHAgZ511FoMHD25xHXV1dZSXlzfZol6pp/RUejdIy+Hr3YfZX1HH1gTP97mvPUENK1MjnoIaVqbGJqg5DJ96flZOuxWSUiO2LBEREZF4paBGnLF6atQqU0NEREREOrn6+nqWLVvGtGnTvMfsdjvTpk1j8eLFzb6nrq6O1NSmD6LT0tJYtGiR9+v//Oc/TJgwgUsuuYQePXowbtw4nnzyyVbXMmfOHLKzs71b3759O/CdhckRpafeW1MMQM6g8eb4/nXQUO//fG53/PXUAMgbZvYlG+Gzh6H2MHQfAYWXR3RZIiIiIvFKQY04k5as8lMiIiIiIgAlJSU4nU7y8/ObHM/Pz6eoqKjZ90yfPp0HHniATZs24XK5mD9/Pq+99hr79u3znrN161Yee+wxhg4dynvvvce1117L9ddfz7PPPtviWm655RbKysq8265du4LzTYbSEU3C319r/szGFxZCaja4HHBgvf/z1RyCOk+GSnYMBHX8ZQU1Du+Azx8z4zNuB3tC5NYkIiIiEscSI70ACS4rU0Plp0REJGB2O0yd6huLiHRCDz30EFdffTUjRozAZrMxePBgZs6c2aRclcvlYsKECfzxj38EYNy4caxevZrHH3+cq666qtl5U1JSSElJCcv3EDTeTI3BbN5fwdYDVSQn2Dl1RA9YcSxs/xSKVkHPY/2bz8rSyOgByemhWXMkdOkBKdlQVwaOaugzCYbPiPSqREQiQ/cUIhIG+tclzlg9NVR+SkREApaWBgsXmi0tLdKrERHpsLy8PBISEiguLm5yvLi4mIKCgmbf0717d9544w2qqqrYsWMH69evp0uXLgwaNMh7Ts+ePRk5cmST9x1zzDHs3Lkz+N9EJDXK1Hh/rfkzPGFINzJTk6DAE8gIpFm4t59GvyAuMgrYbL6+GgDT7jTHREQ6I91TiEgYKKgRZ9KSPOWnlKkhIiIiIp1ccnIy48ePZ8GCBd5jLpeLBQsWMGXKlFbfm5qaSu/evWloaODVV1/lvPPO87524oknsmHDhibnb9y4kf7946hPhNsNBzeZcbchbD1QBcDEAbnmWMEYsw+kWXg89tOwdB9h9kPOhAEnRnYtIiIiInFO5afiTFqyyk+JiIiIiFhmz57NVVddxYQJE5g0aRIPPvggVVVVzJw5E4Arr7yS3r17M2fOHAC++OIL9uzZw9ixY9mzZw933nknLpeLm2++2Tvnz3/+c0444QT++Mc/cumll7JkyRL+9re/8be//S0i32NIVJdCbZkZ5w6ixrEOgC4pnltIq+RU0SpwufwrMXIoTjM1AE76uSmpdeKNkV6JiIiISNxTUCPOWD01VH5KREQCVlUFAwaY8fbtkJERydWIiATFZZddxoEDB7j99tspKipi7NixzJs3z9s8fOfOndgbPZCvra3ltttuY+vWrXTp0oUZM2bw3HPP0bVrV+85EydO5PXXX+eWW27hrrvuYuDAgTz44IN85zvfCfe3FzpWP43svpCURq3nQ1PW/QZ5wyAhBeor4PB2yB3U/DyNWZkaXeMwUyNvCMy4N9KrEBGJPN1TiEgYKKgRZ9I9mRo1CmqIiEh7lJREegUiIkE3a9YsZs2a1exrCxcubPL11KlTWbt2bZtznnvuuZx77rnBWF50atQkHHz3F6me+w0SkiB/JOz9ypSg8iuoEceZGiIi4qN7ChEJMfXUiDOpSSo/JSIiIiIiHeQNagwBfEENb6YG+Ppq+NMs3O1u1FNjQJAWKSIiIiKdkYIacSZNmRoiIiIiItJRRwY1jiw/BVDg6avhT7PwqhJwVAM2yO4TxIWKiIiISGejoEacSffcZNQ3uHC63BFejYiIiIiIxKSDW8zeE9SwevalJTe6hexZaPZFq9qez8rSyOwJiSnBWqWIiIiIdEIKasQZK1MDlK0hIiIiIiLt4HJBqSeo4emV4e2p0ThTI38UYIPKIqjc3/qch7ebvfppiIiIiEgHKagRZ1IS7dhsZlyjvhoiIiIiIhKo8j3QUAv2ROjaH2ih/FRyhjeTo80SVN5+Gv2DvVoRERER6WQSI70ACS6bzUZaUgLV9U4FNUREJDB2O0yY4BuLiEjnZGVp5AyEBHPLWOtwAU0zwwHoeSwc3ARFX8PQaS3PeWiH2StTQ0QkvumeQkTCQEGNWLV5AZRuhSHTIHdgk5e8QQ2VnxIRkUCkpcGXX0Z6FSIiEmlHNAlvcLqod3qCGklHBDUKjoXVr7bdV8PK1OiqTA0RkbimewoRCQOFTGPVoj/DOzfB3uVHvWTVuVVQQ0REREREAuZtEj4YgNoGl/el1CODGj2PNfs2y08pU0NEREREgkNBjViVnmv2VQePfsmTEl5d3xDOFYmIiIiISDw4IlPDKmtrs5kefk0UeIIapVugrqL5+VwuOLzLjNVTQ0REREQ6SEGNWJXezeyrjw5qWHVua5WpISIigaiuhgEDzFZdHenViIhIpBwR1LDuK9KSErDZbE3PzciDzF5mXLS6+fkqi8FZBzY7ZPUOxYpFRCRa6J5CRMJAQY1YlZ5n9s0ENbzlp+pdR70mIiLSIrcbduwwm9sd6dWIiEgkNNT7mnpbmRqNghrNskpQtdRXw+qnkdUHEpKCtVIREYlGuqcQkTBQUCNWtZKpofJTIiIiIiLSLod3gNsJSRmQWQD4yk8d1U/DYpWgKvq65TlB/TREREREJCgU1IhV3qBGyVEvWZ+gUvkpEREREREJiLf01GDTRINGmRrJLQU1xph9S83CraCG+mmIiIiISBAoqBGrrEbh1aVHvWQFNWoU1BARERERkUAc0U8DAig/tX+dKV91pEPK1BARERGR4FFQI1ZltNxTI81bfkpBDRERERERCUAzQY3a+jaCGl37Q2o2uBxQsuHo162eGl2VqSEiIiIiHaegRqxq3FPjiMZLytQQEREREZF2ObjF7LsN9h6y7itSWyo/ZbP5+mo0V4JKPTVEREREJIgU1IhVaZ7yU856qKto+pLnZqNWmRoiIhIImw1GjjSbp466iIh0Mt6gRnPlp1q5fbT6ahQdEdRwOaFstxmrp4aISPzTPYWIhEFipBcg7ZScDknp4Kg22RqpWd6XVH5KRETaJT0d1qyJ9CpERCRS6iqhYq8Z5w7yHq5pq/wUtJypUb4XXA1gT4LMnsFcrYiIRCPdU4hIGChTI5alW301mjYLV/kpEREREREJWOlWs0/vBum53sO1VqZGS+WnwNcsvGgVuFy+41Y/jew+YG/l/SIiIiIiflJQI5ZZNxrVJU0OW0GNWgU1RERERETEX800CYdGPTVay9TIGwYJKVBfAYe3+46rn4aIiIiIBJmCGrGscbPwRlR+SkRE2qW6GkaNMlt1daRXIyIi4dZMPw2AmnqTedFq+amEJOhxjBk3LkFlZWqon4aISOegewoRCQMFNWJZS0ENlZ8SEZH2cLth7Vqzud2RXo2IiISbN1NjcJPDvkbhbZSP8pagahTUOKRMDRGRTkX3FCISBgpqxLIMq6dG85kaNcrUEBERERERf7VQfsqvnhrgaxZetMp3zMrU6DogCAsUEREREVFQI7ZZPTWqmvbUSE9WpoaIiIiIiATA7YaDm8z4qPJTfvTUAOhZaPZNyk8pU0NEREREgktBjVjmLT9V2uSwdbOhTA0REREREfFLdSnUlplx7qCmL/lbfqrHSMAGlUVQuR+cDijfY15TTw0RERERCRIFNWKZemqIiIiIiEgwWKWnsvtCUlqTl2rr/Sw/ldLFl+WxbyWU7Qa3CxJSIKNHsFcsIiIiIp2UghqxLL35nhrpyYmAMjVERERERMRPLTQJhwAahUPTZuHefhr9wK5bTxEREREJjsRIL0A6wJup0bSnhnWz0eBy43C6SErQDYSIiPjBZoP+/X1jERHpPEq3mH1uy0GNNntqgGkWvvpVE9TI8HwIS/00REQ6D91TiEgYKKgRy6ygRs1hcDZAgvnPmZrsC2LUOJwKaoiIiH/S02H79kivQkREIsGbqTHkqJdq/C0/BVAwxuz3rfTNpX4aIiKdh+4pRCQM9LQ7lqXleAZuqD3sPZycYCfBbqLhKkElIiIiIiJtOujJ1GgmqFEbUPmpQrMv3QLFa8xYmRoiIiIiEkQKasSyhERfYKNRXw2bzeZrFq6ghoiIiIiItMblahTU6GBPjYw8yOxlxls+MvuuytQQERERkeBRUCPWWSWoqpr21bDq3Vo3ICIiIm2qqYGJE81WUxPp1YiISLhU7IWGGrAnHhWAcLvdvp4ayX7ePlrNwhs8/y9RUENEpPPQPYWIhIF6asS69G6m/m2jTA2AdE+922plaoiIiL9cLli61DcWEZHOweqnkTPQ26fPUtfgwu02Y78yNcD01dg4z/e1emqIiHQeuqcQkTBQpkasszI1jghqWDcctcrUEBERERGR1rTSJLzx/USq30GNY33jpHTfPYuIiIiISBAoqBHrvEGNI8pPJaunhoiIiIiI+MGPfhpJCTaSEgIsPwWm9JTN1tEVioiIiIh4KagR67xBjdKmhz2foqpWpoaIiIiIiLSmlUwN60NSfmdpgAlkpGR7xv06ujoRERERkSYU1Ih1LZWf8mRq1CpTQ0REREREWtNaUMPzISm/+2mAycwoGGPG6qchIiIiIkGmoEasa6OnRo0yNUREREREpCVOBxzaYcat9NSwPjTltyFnmH3fyR1ZnYiIiIjIURIjvQDpoIw8s69q2lPDuumoVqaGiIgEIi8v0isQEZFwOrQD3E5IyoDMgqNerql3AQFmagCc9HMovByyegVjlSIiEkt0TyEiIaagRqxroaeGMjVERCRgGRlw4ECkVyEiIuHkLT01qNmG3tb9REA9NcDMpYCGiEjno3sKEQmDmCg/9eijjzJgwABSU1OZPHkyS5YsafHcNWvWcNFFFzFgwABsNhsPPvjgUefceeed2Gy2JtuIESNC+B2EUHqu2R9Rfird6qmhoIaIiIiIiLSklX4a0M6eGiIiIiIiIRT1QY25c+cye/Zs7rjjDpYvX05hYSHTp09n//79zZ5fXV3NoEGDuPvuuykoODp92jJq1Cj27dvn3RYtWhSqbyG0rEwNRxU4aryHrU9SVdc3RGJVIiIiIiISC9oIatTWt7OnhoiIiIhIiER9UOOBBx7g6quvZubMmYwcOZLHH3+c9PR0nnrqqWbPnzhxIvfeey+XX345KSkpLc6bmJhIQUGBd8uL1Xp/KVlgTzLjRtka1k2HVQNXRESkTTU1cOqpZqupaetsEZGQGTBgAHfddRc7d+6M9FLinzI1REQkmHRPISJhENVBjfr6epYtW8a0adO8x+x2O9OmTWPx4sUdmnvTpk306tWLQYMG8Z3vfKfNG6a6ujrKy8ubbFHBZmvUV8MX1FD5KRERCZjLBR9/bDaXguIiEjk33ngjr732GoMGDeLMM8/kpZdeoq6uLtLLik8Ht5h9G0GNgHtqiIhI56R7ChEJg6gOapSUlOB0OsnPz29yPD8/n6KionbPO3nyZJ555hnmzZvHY489xrZt2zj55JOpqKho8T1z5swhOzvbu/Xt27fd1w+6ZoIaKj8lIiIiIrHqxhtvZMWKFSxZsoRjjjmGn/3sZ/Ts2ZNZs2axfPnySC8vftRVQsVeM84d1OwpNd7yU1F96ygiIiIinUin/M30G9/4BpdccgnHHnss06dP55133uHw4cP8+9//bvE9t9xyC2VlZd5t165dYVxxGzKsoEap95CVHl6jTA0RERERiVHHHXccDz/8MHv37uWOO+7g73//OxMnTmTs2LE89dRTuN3uSC8xtpVuNfv0bpCe2+wptSo/JSIiIiJRJjHSC2hNXl4eCQkJFBcXNzleXFzcahPwQHXt2pVhw4axefPmFs9JSUlptUdHRFmZGlUlvkNWTw2HUv1EREREJDY5HA5ef/11nn76aebPn8/xxx/PD3/4Q3bv3s2tt97KBx98wIsvvhjpZcauNvppgHpqiIiIiEj0iepMjeTkZMaPH8+CBQu8x1wuFwsWLGDKlClBu05lZSVbtmyhZ8+eQZszrJopP+XN1FD5KRERERGJMcuXL29ScmrUqFGsXr2aRYsWMXPmTP7v//6PDz74gNdffz3SS41tbfTTAF/5qdRkBTVEREREJDpEdaYGwOzZs7nqqquYMGECkyZN4sEHH6SqqoqZM2cCcOWVV9K7d2/mzJkDmObia9eu9Y737NnDihUr6NKlC0OGmF/Wb7rpJr75zW/Sv39/byp7QkICV1xxRWS+yY5qrqdGsspPiYiIiEhsmjhxImeeeSaPPfYY559/PklJSUedM3DgQC6//PIIrC6OlFpBjcEtnqJMDRERERGJNlEf1Ljssss4cOAAt99+O0VFRYwdO5Z58+Z5m4fv3LkTu92XcLJ3717GjRvn/fq+++7jvvvuY+rUqSxcuBCA3bt3c8UVV3Dw4EG6d+/OSSedxOeff0737t3D+r0FTXqe2TcKanjLT9Wr/JSIiAQgPT3SKxARYevWrfTv37/VczIyMnj66afDtKI45Uf5KfXUEBGRgOmeQkRCLOqDGgCzZs1i1qxZzb5mBSosAwYMaLNh4EsvvRSspUUHq6mfyk+JiEhHZGRAVVWkVyEiwv79+ykqKmLy5MlNjn/xxRckJCQwYcKECK0szgTSU0Plp0RExB+6pxCRMIjqnhrip9Z6ajicbQZ5RERERESiyXXXXceuXbuOOr5nzx6uu+66CKwoDlWXQs0hM84Z2OJp3p4aytQQERERkSihoEY8aC6o4fkklcsN9U6VoBIRERGR2LF27VqOO+64o46PGzfO2z9POsjK0sjqA8ktlwmpcZh7iXRlaoiIiIhIlFBQIx5kNOqp4cnKaPxJKuvTVSIiIq2qrYVzzjFbbW2kVyMinVhKSgrFxcVHHd+3bx+JiTFRQTf6eUtPtdwkHNRTQ0REAqR7ChEJA90RxIM0T08NVwPUlkFaV5IS7CQl2HA43dQ4nHSN6AJFRCQmOJ3wzju+sYhIhJx11lnccsstvPnmm2RnZwNw+PBhbr31Vs4888wIry5O+NFPA1R+SkREAqR7ChEJAwU14kFSKiR3gfpKk62R1hUwn6ZyOBuUqSEiIiIiMeW+++7jlFNOoX///owbNw6AFStWkJ+fz3PPPRfh1cUJf4MaahQuIiIiIlFGQY14kZ7rCWqUelPI05ITKK9toFpBDRERERGJIb1792blypW88MILfP3116SlpTFz5kyuuOIKkpKSIr28+HDOn+H4n0J2n1ZPq1H5KRERERGJMgpqxIv0PDi8E6pLvIesGw+rDq6IiIiISKzIyMjgmmuuifQy4ldGN7O1wulyU99gGoUrqCEiIiIi0UJBjXiR7rkhqT7oPZSWbP7z1iioISIiIiIxaO3atezcuZP6+vomx7/1rW9FaEWdS+MPR6n8lIiIiIhEi5AFNXbt2oXNZqNPH5POvGTJEl588UVGjhypT1yFQnNBjSS7OaTyUyIiIiISQ7Zu3coFF1zAqlWrsNlsuN1uAGw2GwBONR4Ni8YfjkpJtEdwJSIiIiIiPiH7zfTb3/42H330EQBFRUWceeaZLFmyhN/85jfcddddobps59VspobKT4mIiIhI7LnhhhsYOHAg+/fvJz09nTVr1vDJJ58wYcIEFi5cGOnldRo19b5+GlZASUREREQk0kIW1Fi9ejWTJk0C4N///jejR4/ms88+44UXXuCZZ54J1WU7L6seblXjTA1P+SllaoiIiD8yMsDtNltGRqRXIyKd2OLFi7nrrrvIy8vDbrdjt9s56aSTmDNnDtdff32kl9dpWB+OUukpERHxm+4pRCQMQhbUcDgcpKSkAPDBBx94696OGDGCffv2heqynVcrmRoqPyUiIiIiscTpdJKZmQlAXl4ee/fuBaB///5s2LAhkkvrVKzyU2oSLiIiIiLRJGRBjVGjRvH444/z6aefMn/+fM4++2wA9u7dS7du3UJ12c6rlZ4aahQuIiIiIrFk9OjRfP311wBMnjyZe+65h//973/cddddDBo0KMKr6zysjO/UJPXTEBEREZHoEbLfTv/0pz/xxBNPcOqpp3LFFVdQWFgIwH/+8x9vWSoJomaCGunJpvyUemqIiIhfamvhkkvMVlsb6dWISCd222234XK5ALjrrrvYtm0bJ598Mu+88w4PP/xwhFfXedSo/JSIiARK9xQiEgaJoZr41FNPpaSkhPLycnJycrzHr7nmGtLT00N12c4rPc/sq0u8h1KTVH5KREQC4HTCK6+YsfpfiUgETZ8+3TseMmQI69evp7S0lJycHDWsDqNalZ8SEZFA6Z5CRMIgZJkaNTU11NXVeQMaO3bs4MEHH2TDhg306NEjVJftvKxMjdoycDoA382Hyk+JiIiISKxwOBwkJiayevXqJsdzc3MV0Agz6z4iVUENEREREYkiIQtqnHfeefzzn/8E4PDhw0yePJn777+f888/n8ceeyxUl+280roCnpu8mkMApHvSxGuVqSEiIiIiMSIpKYl+/frhdOp32EirqTclwJSpISIiIiLRJGRBjeXLl3PyyScD8Morr5Cfn8+OHTv45z//qTq4oWBPgDRPma8qU4IqNVnlp0REREQk9vzmN7/h1ltvpbS0NNJL6dTUU0NEREREolHIempUV1eTmZkJwPvvv8+FF16I3W7n+OOPZ8eOHaG6bOeWkQc1pd5m4So/JSIiIiKx6JFHHmHz5s306tWL/v37k5GR0eT15cuXR2hlnYt6aoiIiIhINApZUGPIkCG88cYbXHDBBbz33nv8/Oc/B2D//v1kZWWF6rKdm9VXwxPUsMpPKaghIiIiIrHk/PPPj/QSBKipV08NEREREYk+IQtq3H777Xz729/m5z//OaeffjpTpkwBTNbGuHHjQnXZzu2IoIY3U0Plp0REREQkhtxxxx2RXoKg8lMiIiIiEp1CFtS4+OKLOemkk9i3bx+FhYXe42eccQYXXHBBqC7buaXnmr0nqJGq8lMiIhKI9HSorPSNRUSkU6tR+SkREQmU7ilEJAxCFtQAKCgooKCggN27dwPQp08fJk2aFMpLdm7peWZ/ZPkpZWqIiIg/bDY4om69iEgk2O12bDZbi687nfr9Nhxq6xXUEBGRAOmeQkTCIGRBDZfLxe9//3vuv/9+Kj0R2szMTH7xi1/wm9/8BrvdHqpLd15Hlp9STw0RERERiUGvv/56k68dDgdfffUVzz77LL/97W8jtKrOx7qPSFX5KRERERGJIiELavzmN7/hH//4B3fffTcnnngiAIsWLeLOO++ktraWP/zhD6G6dOelnhoiItIRdXXw4x+b8RNPQEpKZNcjIp3Weeedd9Sxiy++mFGjRjF37lx++MMfRmBVnY/KT4mISMB0TyEiYRCyoMazzz7L3//+d771rW95jx177LH07t2bn/70pwpqhIIV1KgqAZpmarjd7lZT+EVERGhogGefNeNHH9UNiIhEneOPP55rrrkm0svoNGpUfkpERAKlewoRCYOQ1YAqLS1lxIgRRx0fMWIEpaWlobps55ZhZWqYP9/GNx+1DlckViQiIiIiEhQ1NTU8/PDD9O7dO9JL6TRqrUyNZJUOFhEREZHoEbJMjcLCQh555BEefvjhJscfeeQRjj322FBdtnM7ovxUaqOgRo3D6c3cEBERERGJZjk5OU2yjN1uNxUVFaSnp/P8889HcGWdi7enhjI1RERERCSKhCyocc8993DOOefwwQcfMGXKFAAWL17Mrl27eOedd0J12c7NCmo01EB9NQnJ6aQk2qlrcKlZuIiIiIjEjD//+c9Nghp2u53u3bszefJkcnJyAp7v0Ucf5d5776WoqIjCwkL+8pe/MGnSpGbPdTgczJkzh2effZY9e/YwfPhw/vSnP3H22Wc3e/7dd9/NLbfcwg033MCDDz4Y8NqimXpqiIiIiEg0CllQY+rUqWzcuJFHH32U9evXA3DhhRdyzTXX8Pvf/56TTz45VJfuvJK7QEIKOOugugSS+5GWnGCCGvUNkV6diIiIiIhfvv/97wdtrrlz5zJ79mwef/xxJk+ezIMPPsj06dPZsGEDPXr0OOr82267jeeff54nn3ySESNG8N5773HBBRfw2WefMW7cuCbnfvnllzzxxBNxm4leU29K2CrjW0RERESiSUiLo/bq1Ys//OEPvPrqq7z66qv8/ve/59ChQ/zjH/8I5WU7L5vtqBJU1qeqrBsSEREREZFo9/TTT/Pyyy8fdfzll1/mWav5qJ8eeOABrr76ambOnMnIkSN5/PHHSU9P56mnnmr2/Oeee45bb72VGTNmMGjQIK699lpmzJjB/fff3+S8yspKvvOd7/Dkk0/6lT1SV1dHeXl5ky3a1SpTQ0RERESikDq+xZsjgxqeT1VVK1NDRERERGLEnDlzyMvLO+p4jx49+OMf/+j3PPX19Sxbtoxp06Z5j9ntdqZNm8bixYubfU9dXR2pqalNjqWlpbFo0aImx6677jrOOeecJnO3Zs6cOWRnZ3u3vn37+v19RILb7Vb5KRERERGJSgpqxJv0XLOvOiJTQz01RESkLenpsH+/2dLTI70aEenEdu7cycCBA4863r9/f3bu3On3PCUlJTidTvLz85scz8/Pp6ioqNn3TJ8+nQceeIBNmzbhcrmYP38+r732Gvv27fOe89JLL7F8+XLmzJnj91puueUWysrKvNuuXbv8fm8kOJxunC43AKkqPyUiIv7SPYWIhIGCGvEmw/OJtiPKT9UqqCEiIm2x2aB7d7M1atArIhJuPXr0YOXKlUcd//rrr+nWrVtIr/3QQw8xdOhQRowYQXJyMrNmzWLmzJnY7ebWadeuXdxwww288MILR2V0tCYlJYWsrKwmWzRr/KEoZWqIiIjfdE8hImEQ9EbhF154YauvHz58ONiXlMZaLD+loIaIiIiIxIYrrriC66+/nszMTE455RQAPv74Y2644QYuv/xyv+fJy8sjISGB4uLiJseLi4spKCho9j3du3fnjTfeoLa2loMHD9KrVy9+/etfM2jQIACWLVvG/v37Oe6447zvcTqdfPLJJzzyyCPU1dWRkBD7QQDrQ1GJdhtJCfosnIiIiIhEj6AHNbKzs9t8/corrwz2ZcXSUqNwZWoEl7MBKoshu3ekVyIiEjx1dTB7thk/8ACkpER2PSLSaf3ud79j+/btnHHGGSQmmlsWl8vFlVdeGVBPjeTkZMaPH8+CBQs4//zzvfMsWLCAWbNmtfre1NRUevfujcPh4NVXX+XSSy8F4IwzzmDVqlVNzp05cyYjRozgV7/6VVwENABq6tVPQ0RE2kH3FCISBkEPajz99NPBnlIC4Q1qlAC+TI0aZWoE17xfwZd/h++/DQNOivRqRESCo6EB/vpXM77nHt2AiEjEJCcnM3fuXH7/+9+zYsUK0tLSGDNmDP379w94rtmzZ3PVVVcxYcIEJk2axIMPPkhVVRUzZ84E4Morr6R3797e/hhffPEFe/bsYezYsezZs4c777wTl8vFzTffDEBmZiajR49uco2MjAy6det21PFYZn0oSv00REQkILqnEJEwCHpQQyLMG9QoNV8qqBEaG+aZ/Z7lCmqIiIiIhMjQoUMZOnRoh+a47LLLOHDgALfffjtFRUWMHTuWefPmeZuH79y509svA6C2tpbbbruNrVu30qVLF2bMmMFzzz1H165dO7SOWGMFNZSpISIiIiLRRkGNeHNE+alUlZ8KvvK9UL7bjCv2RXYtIiIiInHooosuYtKkSfzqV79qcvyee+7hyy+/5OWXXw5ovlmzZrVYbmrhwoVNvp46dSpr164NaP4j54gHtSo/JSIiIiJRSh3f4o16aoTe7qW+cfmeyK1DREREJE598sknzJgx46jj3/jGN/jkk08isKLOR+WnRERERCRaKagRbxqXn3K52l9+yu2GuoogLy5O7F7iG5crU0NEREQk2CorK0lOTj7qeFJSEuXl5RFYUefjKz+lW0YRERERiS76DTXeWEENtxNqD7e//NT7t8GfBsDer4K7vnjQOFND5adEREREgm7MmDHMnTv3qOMvvfQSI0eOjMCKOp8alZ8SERERkSilnhrxJjEZUrKgrhyqS0lLTgLakamx4V1wNcDOz6HXuBAsNEY5HU0DPRX7wOUCu+KDIiIiIsHyf//3f1x44YVs2bKF008/HYAFCxbw4osv8sorr0R4dZ1DrZWpofJTIiIiIhJlFNSIR+m5nqDGQdKTewMBZmrUV0HpVjMu2x2CBcawolXQUAsp2ebP2NUAVQcgMz/SKxMR6bi0NNi2zTcWEYmQb37zm7zxxhv88Y9/5JVXXiEtLY3CwkI+/PBDcnNzI728TsHbU0OZGiIiEgjdU4hIGOjj5fHI21ejxNcoPJBMjf3rAbcZK6jRlFV6qu9E6OIJZFTsjdx6RESCyW6HAQPMpgw0EYmwc845h//9739UVVWxdetWLr30Um666SYKCwsjvbROoabeBaj8lIiIBEj3FCISBvrXJR6l55l99UHSkk0yTkCZGsWrfePyPUFcWBzY/aXZ95kEWT3NWM3CRURERELik08+4aqrrqJXr17cf//9nH766Xz++eeRXlan4GsUrqCGiIiIiEQXlZ+KR95MjYOk5bQjU6NxUEOZGk15gxoTYN/XwFcK/IhI/Kivh9/8xoz/8AdITo7sekSkUyoqKuKZZ57hH//4B+Xl5Vx66aXU1dXxxhtvqEl4GKmnhoiItIvuKUQkDJSpEY/SPXWGqxqVnwooU2ONb1xRZJpjC1QegEOeupC9x/syNSqUqSEiccLhgPvuM5tD//aLSPh985vfZPjw4axcuZIHH3yQvXv38pe//CXSy+qUrA9FqaeGiIgERPcUIhIGytSIR95MjVLvJ6v8Dmq43U0zNXCbh/Zd+wV3jbFoj6efRvcRkNYVsnqZr1V+SkRERCQo3n33Xa6//nquvfZahg4dGunldGoqPyUiIiIi0UqZGvEoo3FPDXMTUu1v+amy3VBbBvZEyOrtOyZNS08BZHqCGmoULiIiIhIUixYtoqKigvHjxzN58mQeeeQRSkpKIr2sTqlG5adEREREJEopqBGPGvfU8Hyyqr7BhdPlbvu9VumpvOGQO8iMy9QzAoBdS8y+z0Sz9zYKV1BDREREJBiOP/54nnzySfbt28ePf/xjXnrpJXr16oXL5WL+/PlUVFREeomdRq0yNUREREQkSimoEY+8QY0S0ht9sqrWnxJUVumpgtGNMjV2BXmBMcjlhD3LzbjPJLO3/nxUfkpEREQkqDIyMvjBD37AokWLWLVqFb/4xS+4++676dGjB9/61rcivbxOQT01RERERCRaKagRjxr11EhJ9P0n9qsElZWpkT8Ksq2H9srUYP86cFRBciZ0H26OZXoyNeoroLY8cmsTERERiWPDhw/nnnvuYffu3fzrX/+K9HI6DZWfEhEREZFopaBGPLKCGnXl2JwOb8p4QJka+aMgu48Zq6cG7PaUnup9HNg9N3YpXSAly4wrlK0hIiIiEkoJCQmcf/75/Oc//4n0UjoFK1ND5adEREREJNokRnoBEgKpXcFmB7cLakpJT06gxuH0ftqqRY4aOLjZjPNHg8tlxuqpAbuXmr3VT8OS2RPqyk1fDSuDQ0QkVqWlwerVvrGIiHRaNeqpISIi7aF7ChEJAwU14pHdDmm5UF0CVSXeOrhtlp86sN4EQtLzoEt+o0wN9dRg95dm33dS0+NZvaBkgzI1RCQ+2O0walSkVyEiIlHAV35Kyf0iIhIA3VOISBjoN9R45e2rcdBbB7emraBGUaPSUzabr6dG7WGoqwzNOmNBzSEo2WjGvSc0fS2rl9mX7w3vmkREREREQkiNwkVEREQkWimoEa8y8sy++iDpyX721PA2CR9t9qnZvp4RnblZ+O5lZp87CDK6NX3NahauoIaIxIP6erjzTrPV10d6NSIiEiEul5u6BlOKVuWnREQkILqnEJEwUFAjXqXnmn31Qf/LTzVuEm7J8mRrdOZm4VbpqT6Tjn7NytRQ+SkRiQcOB/z2t2ZzOCK9GhERiZDaBt99g5X1LSIi4hfdU4hIGCioEa8al5/yBDVabRTudvsyNQpG+45bfTU6daaGFdSYcPRrKj8lIiIiInGmcdna1EQFNUREREQkuiioEa8aBTWs8lOtBjUq9kFNKdgSIG+473h2J8/UcLlg91Iz7jPx6Net8lPK1BARERGROGHdN6Qk2rHbbRFejYiIiIhIUwpqxKt0X08Nb6ZGfUPL51tZGnlDISnVd9zK1CjrpJkaBzdBXRkkpvl6jTRmZWpU7gen0ipFREREJPZZvfhUekpEREREopGCGvGqUaZGqpWpUe9q+XxvP40jHtxnWUGNXUFeYIywSk/1Pg4SEo9+PT0P7EmAGyqKwro0EREREZFQsO4b1CRcRERERKKRghrxygpqVB0k3Z+eGkXNNAkH9dTYtcTsm+unAWC3qwSViIiIiMQV675BQQ0RERERiUYKasSrjEaNwpMDKD91ZKZG454abneQFxkDWuunYcnyBDU6a+BHREREROKKFdRIVVBDRERERKJQM/V0JC40Lj+VaGJXLWZqNNRByUYzPjJTI8sT1GiohepSX7CkM6irgP1rzbi1oIaVqVGuTA0RiXGpqbBkiW8sIiKdUk29emqIiEg76Z5CRMJAQY14ZQU1nHVkJdQBUONooafGgQ3gdkJajq/xtSUxBTJ6QNV+01ejMwU19iwH3JDdDzILWj7PCvxU7A3LskREQiYhASa2EsQVEZFOoVblp0REpL10TyEiYaDyU/EqKR0STUS8q7scaKX8VOMm4Tbb0a9bJag6W3ml3W3007BkKVNDREREROKHyk+JiIiISDRTUCNe2WyQngdAlhXUaKn8lLefxqjmX7eahZd1tqCGp59G30mtn+ctP6VMDRGJcfX1cO+9Zquvj/RqREQkQlR+SkRE2k33FCISBgpqxLP0XAAynWWA7+bkKN5MjRaCGllWUGNXMFcX3dxu2P2lGbfWTwNUfkpE4ofDATffbDaHI9KrERGRCKnxlp/S7aKIiARI9xQiEgb6LTWeefpqZHiCGtXNBTXcbihqVH6qOVamRmcqP1W6FaoPQkIyFIxp/dzG5afc7tCvTUREREQkhNRTQ0RERESimYIa8cwT1EhvOAz4bk6aqNwP1SVgs0P3Ec3PY/XUKNsdgkVGKav0VM+xpll6a6zyU846qC4N6bJERERERELNyvBOVfkpEREREYlCCmrEswzTUyPVcRhooaeGVXoqdzAkpzc/T3Zfs+9MPTX8LT0FJujhCSCpBJWIiIiIxLoaZWqIiIiISBRTUCOeeR60p9QfBlooP2U1CS9oofQUNO0Z4WwI4gKjmDeoMcG/87N6mX35vtCsR0REREQkTBTUEBEREZFopqBGPPM0Ck+uMyWRmi0/1VaTcIAu+WBPArcLKouCvcroU1/t+3PxJ1MDINMT1FCmhoiIiIjEOG9PDZWfEhEREZEopKBGPPNkaiTWHQLA4XTjcLqanmNlarTUJBzAbvc1w+4MfTX2rQBXg+mVYTVJb4u3WbiCGiIiIiIS27w9NZSpISIiIiJRKDHSC5AQSjc9New1B72HahxOkhI8sayGejiwwYxby9QA01fj8M7OEdRoXHrKZvPvPVamhoIaIhLLUlPho498YxER6ZRUfkpERNpN9xQiEgYKasQzT6aGraYUuw1cbqitd5KVmmReL9kILgekZPuagbfE6qvRGYIau5aYvb+lp8DXU6NCPTVEJIYlJMCpp0Z6FSIiEmE1DpPdraCGiIgETPcUIhIGKj8Vz6ygRnUpXZLNf+qaxn01vKWnRrWdkZDtCWqU7wn2KqOL290oU2OS/+/zlp9SUENEREREYlttvXpqiIiIiEj0UqZGPPM0Cgc33RNrKK9Lobq+cVDDjybhFqu3RFmcBzXKdkNlMdgToWeh/+/zlp+K8z8fEYlvDgf87W9mfM01kJQU2fWIiEhEWB+EUk8NEREJmO4pRCQMlKkRzxKSIDUbgIKkSqCVTI22ZFlBjV3BXGH02e0pPZU/GpLT/X+fVX6q9jA4aoK+LBGRsKivh1mzzFZfH+nViIhIhKinhoiItJvuKUQkDBTUiHeeElQFCVWAL5Uc8GVqFIxpex4rUyPeMxF2LzX7vgGUngITPEryBEHULFxEREREYpjKT4mIiIhINFNQI955ghp5CSZTw1t+qvKAKbOEDbqPaHseq6dG9UGorw7BQqOEt59GAE3CwfQkybT6aiioISIiIiKxS5kaIiIiIhLNFNSId56gRjdbBQAVdQ5zfL+n9FTuQEjp0vY8qV0h2XNevD60b6iDfV+bcZ8Jgb/fKkFVoWbhIiIiIhKbHE4XDS43oKCGiIiIiEQnBTXiXXoeAIMy6gD4fEupOV5kNQkf7d88NhtkebI14rWvxr6V4Kw3f2Y5AwN/vxXUiNegj4iIiIjEvcY9+FKTdbsoIiIiItEnJn5LffTRRxkwYACpqalMnjyZJUuWtHjumjVruOiiixgwYAA2m40HH3yww3PGtPRcAEZmmeZMH6wrxulyN2oS7mdQA+K/r0bj0lM2W+Dvt8pPKVNDRERERGKU1U/DboPkhJi4XRQRERGRTibqf0udO3cus2fP5o477mD58uUUFhYyffp09u/f3+z51dXVDBo0iLvvvpuCgoKgzBnTrEbhSVVkpyVxsKqe5TsP+ZqE54/yfy6rr0bZ7iAvMkp4gxrtKD0FjTI14jToIyIiIiJxr3E/DVt7PugjIiIiIhJiUR/UeOCBB7j66quZOXMmI0eO5PHHHyc9PZ2nnnqq2fMnTpzIvffey+WXX05KSkpQ5oxpnqCGvaaUM0b0AOD9VbvhwHrzekBBjb5mH/dBjQCbhFu8QQ1laohIjEpJgbfeMlsL/w8VEZH45g1qJKufhoiItIPuKUQkDKI6qFFfX8+yZcuYNm2a95jdbmfatGksXrw4rHPW1dVRXl7eZIsJGaanBtUHOWtUPgAb1nxlekckZ0LX/v7PlRXHmRrl+0yvEJsdeh/Xvjky1ShcRGJcYiKcc47ZEhMjvRoREYmAGk/5qVQ1CRcRkfbQPYWIhEFUBzVKSkpwOp3k5+c3OZ6fn09RUVFY55wzZw7Z2dnerW/fvu26fth5MjWoLuGUYd1JSbTTtXyjOZY/EuwB/AjEc0+NPUvNvsdISMls3xxZVk+NInA5Wz9XRERERCQKNS4/JSIiIiISjaI6qBFNbrnlFsrKyrzbrl27Ir0k/3iDGqWkJydy8tDujLDvNMcCKT0FvqBG2R5wu4O3xmiwy9Movr39NAAyephMD7cTKuOwP4uIxD+HA555xmwOR6RXIyIiEVCr8lMiItIRuqcQkTCI6jywvLw8EhISKC4ubnK8uLi4xSbgoZozJSWlxR4dUS091+zrK8FRy1mj8um+eYc5FmhQw+oZ4aiCmkO+uePBvq/NvncHghoJidClACr2ms3K3BARiRX19TBzphlfcgkkJUV2PSIiEnY19S5A5adERKSddE8hImEQ1ZkaycnJjB8/ngULFniPuVwuFixYwJQpU6JmzqiW2hVsnhsST7PwEXaTZXIgY1hgcyWlQbqnR0e8laAq3Wb2eQH+mRzJCmSoWbiIiIiIxCCVnxIRERGRaBfVmRoAs2fP5qqrrmLChAlMmjSJBx98kKqqKmZ6or5XXnklvXv3Zs6cOYBpBL527VrveM+ePaxYsYIuXbowZMgQv+aMKzabKUFVtR+qSuiWnQq2UgDeO5DDdwOdL7s3VJeYZuEFY4K+3IhoqDNNwgFyB3ZsrkwrqLG3Y/OIiIiIiESAghoiIiIiEu2iPqhx2WWXceDAAW6//XaKiooYO3Ys8+bN8zb63rlzJ/ZGza737t3LuHHjvF/fd9993HfffUydOpWFCxf6NWfcsYIa1QehtgyAna7uvL2hiu9ODXCu7L6mVFPZ7uCvM1IO7QDckNwFMrp3bC6rRFeFghoiIiIiEntq69VTQ0RERESiW9QHNQBmzZrFrFmzmn3NClRYBgwYgNuPJtatzRl3vM3CD0LVAQDWufuzZHsph6rqyclI9n+urN5mH09BjdKtZp870GS2dIQV1FD5KRERERGJQVamhnpqiIiIiEi0iuqeGhIkGY2CGsWrASjJGIrT5ebD9fsDmyu7j9nHU0+NQ55+GrmDOj5XpjI1RERERCR2WUGNdGVqiIiIiEiUUlCjM2icqVG8BoCs/mMBeH9tUWBzZcdzpkYQghpZ6qkhIiIiIrGrpl49NUREREQkusVE+SnpICuoUVkM+9cBMGLs8fD1Hj7eeICaeqf/NXOz+5p9WRxlagQ1qOEJ+pTvA7e74+WsRETCKSUF/v1v31hERDqdWod6aoiISAfonkJEwkBBjc4gPc/sdy+FhlpISmfI8DH07lrKnsM1LNpcwpkj/WyS7n1ovwdcTrDHwc1OMIMamZ5MDUcV1JVDanbH5xQRCZfERLjkkkivQkREIkg9NUREpEN0TyEiYaDyU52Blanh6adBj5HY7AmcNcoEMt5bE0AJqswCsCWA22kyP2Kd0wGHd5pxzsCOz5ec7gtkqASViIiIiMQYlZ8SERERkWinoEZnkJ7b9Ov8UQCcNbIAgAXrimlwuvyby54AWZ5m2PFQgqpsF7gaIDHVl2XRUVazcAU1RCTWNDTAyy+braEh0qsREZEIqPGWn9KtooiItIPuKUQkDFR+qjOwMjUs+aMBmDggh5z0JA5VO1i64xDHD+rWzJubkd3HBAPKdkHfiUFebJhZpadyBoI9SDduWb3gwDqo2Bec+UREwqWuDi691IwrK03quIiIdCrenhrK1BARkfbQPYWIhIE+ftMZZOQ1/brABDUSE+yccYwpQfX+mgBKSTXuqxHrSreZfTD6aViyPBkf5QpqiIiIiEhsUU8NEREREYl2Cmp0BmlHlJ/qMdI7PMvTIPz9tUW43W7/5svuY/Zlu4OxusjyBjWC0E/D4i0/FQdBHxERERHpVNRTQ0RERESinYIanUFyOiSlm3F2X0jr6n3p5KHdSU2ys/tQDev2Vfg3X1wFNTzlp4KaqeEJaqj8lIiIiIjEmFqH6bWXlqyghoiIiIhEJwU1Ogurr4ann4YlLTmBU4Z2B0y2hl+s8lMKajQvS43CRURERCQ21ainhoiIiIhEOQU1OgtvUGPUUS+dNaoAgPf87athZWrEenkllxMOhaL8lNVTQ0ENEREREYktVvkp9dQQERERkWiloEZnkTfU7PtNOeqlM0b0IMFuY92+cnaVVrc9lxXUqDoAjtogLjLMyveCsx7sSZDVJ3jzWpka1SXQUBe8eUVEREREQsjtdvsyNVR+SkRERESilIIancU598PMd2HIGUe9lJORzKQBppn4+2v9yNZIy/H16IjlbA2r9FROf0hIDN686d0gIdmMK/ws6SUiEg2Sk+Hpp82WnBzp1YiISJjVNbi8Y5WfEhGRdtE9hYiEgYIanUVqNvQ/AWy2Zl8+a1Q+AO+v8eMhvM0WH301vKWngthPA8yfj1WCSs3CRSSWJCXB979vtqSkSK9GRETCzCo9BSo/JSIi7aR7ChEJAwU1BIAzR5qgxpfbSymtqm/7DfHQVyMUTcIt3mbhMfznIyIiIiKdilV6KjnRToK9+Q9DiYiIiIhEmoIaAkCfnHRG9crC5YYF6/woQZVtZWrE8EP7UAY1vM3ClakhIjGkoQHefttsDQ2RXo2IiISZt5+GsjRERKS9dE8hImEQxEYCEuvOGlnAmr3lvL+2mEsm9G395GzP62W7Qr+wUCkNUfkp8GVqqPyUiMSSujo491wzrqyERP2aICLSmVjlpxTUEBGRdtM9hYiEgTI1xMvqq/HJxgNU17cRTbd6asRqeSW3u1Gj8IHBn1/lp0REREQkxtRamRrJCmqIiIiISPRSUEO8RhRk0i83nboGF59sLGn9ZKunRqw2Cq8sBkc12OzQtV/w51f5KRERERGJMVb5KTUJFxEREZFopqCGeNlsNs7yNAx/f21R6yc3Dmq43SFeWQhYpaey+0JicvDntzJZKvYGf24RERERkRDwlZ/SbaKIiIiIRC/9tipNnDWqAIAF6/bT4HS1fKL10L6+EmrLwrCyIAtlk3CALE+mRkURuFr5cxQRERERiRI1Kj8lIiIiIjFAQQ1pYnz/HHIzkimrcbBke2nLJyanQ1quGcdi34hQBzW6mOAQznqoPhiaa4iIiIiIXx599FEGDBhAamoqkydPZsmSJS2e63A4uOuuuxg8eDCpqakUFhYyb968JufMmTOHiRMnkpmZSY8ePTj//PPZsGFDqL+NkPP21FD5KRERERGJYgpqSBMJdhvTjukBwPtrils/OduTrRGLfTVCHdRITIaM7masElQiIiIiETN37lxmz57NHXfcwfLlyyksLGT69Ons37+/2fNvu+02nnjiCf7yl7+wdu1afvKTn3DBBRfw1Vdfec/5+OOPue666/j888+ZP38+DoeDs846i6qqqnB9WyFhlZ9STw0RERERiWYKashRzhppsgzmry3G3Vq/jOy+Zq+gRvOyepm9moWLSKxIToZHHjFbcgj6DYmIRMADDzzA1VdfzcyZMxk5ciSPP/446enpPPXUU82e/9xzz3HrrbcyY8YMBg0axLXXXsuMGTO4//77vefMmzeP73//+4waNYrCwkKeeeYZdu7cybJly1pcR11dHeXl5U22aFPjMGVTlakhIiLtpnsKEQkDBTXkKCcNzSM9OYE9h2v4dFNJyydmxWimhtvtaxSeOzB018n0BDWUqSEisSIpCa67zmxJSZFejYhIh9XX17Ns2TKmTZvmPWa325k2bRqLFy9u9j11dXWkpqY2OZaWlsaiRYtavE5Zmekxl5ub2+I5c+bMITs727v17ds3kG8lLNRTQ0REOkz3FCISBgpqyFFSkxL4xmjT6PpH/1zKf75u4aF8dh+zj7WeGtWlUOdpbp4zIHTXsZqFlyuoISIiIhIJJSUlOJ1O8vPzmxzPz8+nqKio2fdMnz6dBx54gE2bNuFyuZg/fz6vvfYa+/Y1n33rcrm48cYbOfHEExk9enSLa7nlllsoKyvzbrt27Wr/NxYi6qkhIiIiIrFAQQ1p1l3njeLMkfnUN7i4/l9f8eAHG48uRWUFNcpiLKhxyJOlkdUbktJCd51MlZ8SkRjjdMLChWZzOiO9GhGRiHjooYcYOnQoI0aMIDk5mVmzZjFz5kzs9uZvna677jpWr17NSy+91Oq8KSkpZGVlNdmijXpqiIhIh+meQkTCQEENaVZGSiKPf3c815xiek48+MEmbpy7wvvpLaBRUKMdnzKrLYPt/zOloMItHP00wNdTQ+WnJNp9/RI8NBaK10Z6JRJptbVw2mlmq62N9GpERDosLy+PhIQEiouLmxwvLi6moKCg2fd0796dN954g6qqKnbs2MH69evp0qULgwYd/bvjrFmzeOutt/joo4/o06dPSL6HcFL5KRER6TDdU4hIGCioIS1KsNu4dcYx3H3hGBLtNt5csZfv/P0LSirrzAlWT43yveBy+T+x2w0vXgbPzICV/w7+wtviDWqEsJ8GqPyUxI5lz5oMpq+ej/RKREREgio5OZnx48ezYMEC7zGXy8WCBQuYMmVKq+9NTU2ld+/eNDQ08Oqrr3Leeed5X3O73cyaNYvXX3+dDz/8kIEDQ/x7ZZjUqPyUiIiIiMQABTWkTZdP6sezP5hEVmoiy3Yc4vxH/8em4grI7Ak2O7gcULXf/wlX/ht2ehozLvpz+LM1wpWpofJTEgvcbtjvydDY2XzDVBERkVg2e/ZsnnzySZ599lnWrVvHtddeS1VVFTNnzgTgyiuv5JZbbvGe/8UXX/Daa6+xdetWPv30U84++2xcLhc333yz95zrrruO559/nhdffJHMzEyKioooKiqipqYm7N9fMNXWK6ghIiIiItFPQQ3xy4lD8njtpyfSv1s6uw/VcOFfP+PjLYdMYAP876tRVwHzb/d9fWAdbF7Q8vmhYAU1ckKdqeEJatSVQX1VaK8l0l4VRVB72Iz3fQ11lRFdjoiISLBddtll3Hfffdx+++2MHTuWFStWMG/ePG/z8J07dzZpAl5bW8ttt93GyJEjueCCC+jduzeLFi2ia9eu3nMee+wxysrKOPXUU+nZs6d3mzt3bri/vaCyMjVSVX5KRERERKJYYqQXILFjSI8uvPHTE/nx88tYsq2UHzzzJYt7dKcHe0xfjT7j257k0/uhssgEFAafDkv/AYv/AkOnhf4bsIQrUyM1C5K7QH2lydbIGxLa64m0x/5GfTTcTtj9JQw+LXLrERERCYFZs2Yxa9asZl9buHBhk6+nTp3K2rWt95lyR6IvXBio/JSIiIiIxAJlakhAcjKSee6Hk7jouD44XW6+OJgKgKtsd9tvPrgFFj9qxmfPgRNvAFsCbF0I+1aGbtGN1ZZB9UEzDnVPDfBlspT7mckiEm771zX9WiWoREREOq0alZ8SERERkRigoIYELCUxgfsuOZZfTh/OHnceAPMXL6OyrqH1N753KzjrYfAZMOxsyOkPIz0NF61gR6iVbjP7jB6Qkhn661nNwivUV0OilBXUyOpt9js+i9xaREREJKJqrUyNZN0mioiIiEj00m+r0i42m43rThvCyeMLAXAe3s3Fj33GgYq65t+waT5snAf2RDj7brDZzPETfmb2q1/xvy9HR4Sr9JTFelBcvjc81xMJlFV+6rirzH73Umioj9x6JLKSkuCee8yWlBTp1YiISJh5e2ooU0NERNpL9xQiEgYKakiHjBoxEoD+iaWsL6rgpy8so77B1fSkhnqY92sznvwT6D7M91rv46D/ieBqgCVPhH7B4Q5qeMtPKaghUcjlggPrzXjU+ZCWAw01UBSmcnASfZKT4Ze/NFtycqRXIyIiYabyUyIi0mG6pxCRMFBQQzomuw8Aw9PKyUxJ5Mvth7jrrTVNz/nicTi4GTK6w9Sbj57DytZY+gzUVYR2vVb5qbBlavQye5Wfkmh0eAc4qiEhBXIHQ78p5rhKUEW34rXw9k1QXRrplYiISJypdZgPJ6UlK6ghIiIiItFLQQ3pGE9QI7F6Pw9fOhKbDZ7/fCf/WrLTvF5RDB/fY8bT7oTU7KPnGDodug2FujJY/lxo1+vN1AhDk3DwBTWUqSHRyOqn0X0YJCRCv+PN12oWHt0+/B18+SR89pfgz+10wpdfms3pDP78IiIStRqcLuqdnqCGMjVERKS9dE8hImGgoIZ0THo3SEwF4LSeDdx01nAAbn9zNct2lMKC30J9BfQ6Dgq/3fwcdjtMuc6MP38MnG00HO+IcAc1MtUoXKKY1U+jhykjR78TzH7nYlOaSqKP2w27lpjxlg+DP39tLUyaZLba2uDPLyIiUcvqpwHqqSEiIh2gewoRCQMFNaRjbLZGzbD38NNTBzNjTAEOp5u//PMlWPGCeW3GvSZ40ZLCyyE9D8p2wro3Q7PW+iqoLDLjcJefqiwObbBGpD2sTI0ex5h9z0JITIOaQ1CyIXLrkpYd2g7VJWa872uoKonockREJH5YQQ2bDVISdZsoIiIiItFLv61Kx3lKUFG2G5vNxr0XFzKiRwY3Ov4OgPPYK6DPhNbnSEqDSVeb8WePmE8jB9uh7WaflmO2cMjoDrYEcLtMYEMkmniDGp5MjcRk399V9dWITruXNvrCDVsXRmolIiISZ2rrfaWnbDZbhFcjIiIiItIyBTWk4xoFNQAyUhJ5ftJWxtq3UOFO4491l+D2J0gx8UemlNXe5aF5oOotPRWmLA0Ae4JKUEl0cjqgZKMZW5kaAP2tElSfh39N0rbdX5q9zVMWZMtHkVuLiIjEFStTQ/00RERERCTaKaghHXdEUIPacvIWzwHgEef5/OPrWv65eEfb82TkQeEVZrz4keCvMxJBDYAsT1BDzcIlmhzcAi4HJGdCdl/f8X5TzF7NwqPTHk+mhvVv5ZYPQ5PZJiIinY4V1FA/DRERERGJdgpqSMc16qkBwCf3QNV+6DaE7tNuBOCut9ayeMvBtueyGoZveAdKNgV3nZEKamQqqCFRyNsk/BhTPNvSZ6LJAijbBYd3RWZt0cblhMoDkV4FOGph30ozPvF6SEiBir1wQP1PRESk42rqPZkayQpqiIiIiEh0U1BDOq5xpsaBjfD5Y+brs+/mh1OHc97YXjhdbq57cTl7Dte0PlfeUBg+w4wXPxrcdVpBjZyBwZ23LVaz8AoFNSSKHNkk3JLSBXoea8adPVvD2QBfz4W/Hg/3DYGN70V2PUUrTXZNRnfIG+YrFbblw8iuS0RE4kKtyk+JiIiISIxQUEM6rnFQ471bwNUAQ6fD0DOx2WzcfeGxjOqVRWlVPdf8c6n3U2AtmjLL7L/+F1SVBG+dpdvMPuzlpzxBjXL11JAo4s3UGHn0a/08D8s7a7NwpwO+egEenQivX+PrPbL908iuy+qn0Weiya4ZfLr5emsQ+2okJcEdd5gtKSl484qISNRTTw0REQkK3VOISBgoqCEdZ5WfqiuHzR+APQnOnuN9OS05gSe+N57cjGTW7C3nltdWtt44vP8J0Os4aKiFL/8enDU21Pl6foS9/JQV1FCmhrTTlg/h+YuD+zPUUqYGQP9O2lejoR6WPQt/GQ9v/tRkd6XlwKBTzesHNkZ0eb6gxgSzt4Ia2xeZf+OCITkZ7rzTbMnJwZlTRERigvXBo1SVnxIRkY7QPYWIhIGCGtJxKV0gtavv6ynXQbfBTU7pk5POo98+jgS7jTdW7OUfi7a1PJ/NBid4sjWW/A0cbZSs8sehHYDbNEXOyOv4fIGwGoWr/JS016cPwOb5sPSp4MznqPGVY2s2U8MT1DiwHqpLg3PNaNZQB1/+A/5yHPz3eji8A9LzYNpv4cZVcPJN5rySSAc1lpl9n4lmnz8KMnqAoxp2fRG5dYmISFzwZWroFlFEREREopt+Y5XgsEpQdSmAU25q9pQpg7vxf+eYT4X/8Z11fLqplca7x5wH2f2g+iB8/VLH1+dtEj6waVPkcGhcfqq1DBWR5rjdppcCwI4gZU4c2AC4zYP7Lt2Pfj0jz/RsANj5eXCuGY0cNfDFE/DQWHh7tmmO3iUfpv8RblwJJ90IKZnQfbg5//AO06w7EiqKoGwn2OzQa5w5ZrPB4NPMOFh9NVwuWLPGbC5XcOYUEZGYoJ4aIiISFLqnEJEwUFBDgsMqhzL9D+YhYAuuOmEAF4/vg8sNs178ih0Hq5o/MSERjr/WjBc/0vH/EXqDGmEuPQWQ6cnUaKiB2sPhv77EtrJdUFtmxnuWmhJJHeXtp9FM6SlLv+PNfmcc9tVoqIPFj8JDhfDuzSaLKrMXfOMeuOFrk22WnOE7P6M7pGaD2wWlWyKz5t1Lzb77MU3/jbVKUAUrqFFTA6NHm60mCFlyIiISM6zyU2kqPyUiIh2hewoRCQMFNSQ4zv4T/Gw5jLm41dNsNhu/P380hX27Ulbj4EfPLqWi1tH8ycd9D1Ky4eBm2PRex9YXyaBGUpqpyw/qqyGBK1rlGzfUwr4VHZ+ztSbhFm+z8Djsq/HGtfDerVBZDNl94ZwH4IYVMPnH5u/rkWw2X+ZKpEpQHdlPw2L1+9j3NVSVhHVJIiISX6zyU6nK1BARERGRKKeghgRHUupRfTRakpqUwN++N578rBQ27a/k+n99hdPVTFmmlEyY8H0z/uyRjq2vcfmpSMhsVIJKJBCNgxoAO4KQOdFak3CL1Sx83wqobyGjKhZtmg+rXwVbApz7ZxOMnfhDSExp/X15nhJUJZtCv8bmWJkaVj8NS2YB5I82460Lw7okERGJLzUqPyUiIiIiMUJBDYmI/KxUnrxyAimJdj7acIA/zVvf/ImTfgz2RNixCPYsb/8FI5mpAZAzwOxXPK++GhIYK6jRtZ/ZB6PHhTeo0UqmRtf+JhjnavA9UI91jhp4+xdmfPy1MOEHkJjs33vzhpr9gQ2hWVtrnA2w1/Pv35FBDQh+Xw0REemU1FNDRERERGKFghoSMcf26cp9lxQC8LdPtvLy0l1Hn5TdG0Z7Slotbme2htNh+hJA5IIaJ91ogjNrXocv/x6ZNUhsspqET/yR2e9c3LEeMzWHoXyPGfcY0fJ5NpsvWyNemoV/cp9p9p3ZC079dWDvjWT5qQPrwFENKVm+dTTWuK+GgqYiItJO6qkhIiIiIrFCQQ2JqG8W9uL604cA8JvXV7N0e+nRJ50wy+zXvAGHdgR+kbJd5tPmiWnQpaD9i+2IvpNg2p1m/N6tsPeryKxDYkvNYTi804zHfgeS0k2z+QMtZDb5w3pvVh/T/Lo1/aygRhw0Cz+wEf73kBl/409Nm237wwomHNzcsaBSe1j9NHofB/Zm/rfdbwokpkLFvo79bIiISKemnhoiIiIiEisU1JCIu3HaML4xuoB6p4ufPL+M3Yeqm55QMMY0w3U725et0bifRnMPBMNlyiwYPgOc9fDy96G2LHJr2b4I3vgpVB6I3BqkbY1LT2Xk+ZpE7+xA825vk/BW+mlYrKDGri9NCaRY5XbD27PB5YCh0+GYbwY+R84AsCeZjIny3UFfYqta6qdhSUqD/p7G7ipBJSIi7VTjMEF7lZ8SERERkWinoIZEnN1u4/5LCxnZM4uSynp+9OxSquqOeIB6sqcO/rJnoaI4sAuUbjP7SJWesthscP5fIbsfHNoOb14XmVIxbje89XNY8QIsuDP81xf/WUGNgmPNvp/nwXWHghp+NAm39BhpsjkcVVD0dfuvGWkr58L2T0221ox7zN/FQCUkQrfBZhzuElRWpkZLQQ1oWoKqI5KS4KabzJaU1LG5REQkptSq/JSIiASD7ilEJAwU1JCokJ6cyJNXTSCvSwrriyr4+dwVuFyNHvgPOBn6TgZnHSz+S2CTW5kaVrPuSErLgUueMZ/4Xvdf+OKJ8K9hzzLfQ9kV/4KDW8K/BvGPN6gxxuz7HW/2O4IR1GilSbjFboe+QbhmJNUcgvd+Y8ZTf9mxfwesZuElmzq8LL/VHPL9fe09oeXzrKDG9v+Bo7b910tOhnvvNVuyn03URUQkLtSoUbiIiASD7ilEJAwU1JCo0btrGk98bzzJCXbeX1vMA/MbfRraZoOTbzLjL5+CqoP+T+wtPxXhTA1Ln/Fw1u/M+P3bYPey8F5/xYu+sdsJH/8pvNcX/x0Z1OgzEWwJpvzR4V2Bz+d2Q/EaM/YnUwMaNQuP0aDGB7+F6hLIGw5TftaxufKGm/2BDR1fl7/2LDf73EGQ0a3l83qMhC750FADu+KksbuIiISVemqIiIiISKxQUEOiyvj+Ocy50DzAfeSjzby5Yo/vxaFnmjI8jir44jH/J42W8lONTf6Jqevvcpj+GjWHwnNdRy2sfsWMrcblq14O70Na8U9Dva/psxXUSOkCPQvNuD1BhqoDUFMK2KD7cP/e07jkVSTKpXXEri9h2TNmfO4DkNjBTwlZzcLDmalh9dNoLUsDTOA3GCWoXC7Yvt1s4W6ILiIiEVWj8lMiIhIMuqcQkTBQUEOizkXj+/DjqSYA8ctXVrJi12Hzgs0Gp/zSjL94AmoOtz2ZywmHojCoYbPBeY+aUjhlO+GNMPXX2PCOaVCe1QdOuAGGnwNuFyy8O/TXlsAcWG+CXqldIbuv77jVvHvHZ4HPaTUJzx1kmkv7o9dYSEiB6oPhfZjfUc4G0zsGNxR+Gwac1PE5veWnwthTw59+GhZvUOOj9l+vpgYGDjRbTU375xERkZhTq/JTIiISDLqnEJEwUFBDotLN00cw7Zge1De4uOafSykq89SIH3EudB8BdeXw5ZNtT1S+F5z1podFdp/QLjpQqdlwybOQkAwb3obFj4b+mlbpqbFXmH4Jp91qvl7zmq8skUSHxqWnGje29paDakeJoUCahFsSU6CPJ0tgZzsCKZGy5AkoXmWCQla5t46yMjWq9ocnu8rtbhTUaCNTA2DQqWZftBIqD4RsWSIiEp/UU0NEREREYoWCGhKVEuw2Hrx8HMPzM9lfUcc1zy01KfF2u6+3xuK/Qn1V6xM1bhJuj8IbtF5jYfofzfiDO0y5nFCpKIItC8y48AqzLxgNI88344/+GLprS+C8QY1jmx63MjUOrIPq0sDmtDI1/GkS3tw1Y6VZeNke38/zmb+FjLzgzJvSBbJ6m3E4slYOboHaw5CYCvmj2z6/Sw/I95Qq27owlCsTEZE443a7fT01knWLKCIiIiLRTb+xStTqkpLI36+aQE56Eit3l3HTK19T1+CEUReY8jk1pbD06dYnibYm4c2Z+CMYdSG4Gkx/jUAfVPtr5VxTaqrv8dBtsO/4qbcANlj/FuxdEZprS+CObBJuyciDbp4ySIFma7QnUwMaZYfESKbGvF9DfSX0mQTjrgzu3FYJqnD0odnj6afRc6z//UAGn2b2HemrISIinU5dg8tbCVWZGiIiIiIS7RTUkKjWNzedx787nqQEG2+v3MekPyzg1v+sY9sxPzYnfPawaX7dEm9QY2DoF9teNht88yHIHQzlu+H1Hwe/mZbb3aj01LebvtZjBIy5xIwjla3hdkNdRWSuHY3c7paDGtAoyBBA5oTb3SioEWCmRp9JYLPD4Z0mCyKabXwf1v0HbAlw7p9Ndlcw5XkarIejr0YgpacsjZuFx1pjdxERiRirnwZAqoIaIiIiIhLlFNSQqDd5UDcevGwcBVmplNU4ePGLnZy1oCfFtjyoLKZk0T9afnMsZGoApGbBpc+ahsyb3ofPHgru/HuXm8bTiWkw6vyjXz/11+Yh8Kb3QlsCqyVv/Rzu7g9rXg//taPR4Z1QV2b6rVh9HBrrd4LZBxLUKNtlshfsSU0zdfyRmuULrgRyzXCrr4Z3POXpjr/WlFcLNm+z8DCUn2pPUKPfFFOuqrLIF8QSERFpg1V6KinBRlKCbhFFREREJLrpN1aJCecc25P//fp0nv/hZC46rg/JySk8Un8uALULH+CSRxfy3OLtHKqqb/rGQ9vNPtqDGmAeGs+4x4wX/C64/QtW/MvsjznXNCg/UrfBvj4bC8OcrbH2TVj2NLid8ObPTB+Bzs7K0ug+ovmyQ1amxt6vzIN8f1gPuPOGQUJS4Gvq147skHD79D44vMP0vTj1ltBcwwoylYS4/FR9NRStNuM+E/1/X1Iq9D/RjFWCSkRE/FRT7+mnoSwNEREREYkBCmpIzEiw2zhpaB73X1rIl7dNY+IF13PYnksfWwkD9r7N/725hkl//ICr/7mUd1fto87REDuZGpbjroIxl5oH/K/MhKqSjs/ZUAerXjbjI0tPNTb1l2BPNA9Cw9UQuqII/nuDGadkQ32F6SvSUBee60eropVmf2STcEvX/pDZ0/Rh2bPMvzm9TcID7KdhifZm4Qc2wP8eNuNv3GOaeodCd0/5qUPbQ/tzum+F+Xcgs6evObm/GpegClRiIvz0p2ZLTAz8/SIiEpOsTA310xARkQ7TPYWIhIGCGhKT0pMT+daEwXSdNhuA27LeZXRBBg6nm/lri7n2heWc88dXwVGN25YA2X0jvGI/2WymD0DeMKjYB/Nv7/icG96F2sPmwejAqS2flzMAxn3XjD/6Q8ev2xa3G968DmoOmYf3P/kE0nLNA/33/y/0149mrfXTAPNzEmjmRHubhFv6e0pe7V9r/ptFE7cb3poNLgcMOxtGnBO6a3XJh5QscLt8QdNQaFx6ymYL7L1WUGPH/1rvOdSclBR49FGzpaQE9l4REYlZVk+NtGQFNUREpIN0TyEiYaCghsS28TMhLZfsml28dUYJ7914Cj+eOoiCrFRyancDUGTrzurimggvNAApXeC8v5rxihdg5xcdm89qEF54OdjbuFE95Zemj8P2T2Hrxx27blu+/Dts/sDU/7/wSRNUueAJ89qSJ2Dtf0J7/WjWVlADfEGGHZ/5N6c3UyPAJuGWLj1MM3vcHf+ZDLaV/4Ydi0zPmG/cE3gQIBA2m6+vxoEQlqDavdTsewfQT8PS4xjoUgANtdFdLkxERKJGTb0LUKaGiIiIiMQGBTUktqV0gSk/NeNP7mN4jwxu+cYx/O/Xp3PjeHNTtsnRnW89soi7/ruWyrqGCC42AH0n+rIm3vkFuJztm6ei2AQOAApbKT1lye4D479vxh/9wXwCPhRKNvmyMab9FnqMMONhZ8EJ15vxm7N8PVE6k+pS09QbWm903e94s9/9JTjb+Ll2NsCBjWbc3kwN8PXy2OlnICVclj5l9if/AnL6h/56eZ4SVKFsFm4FNQLpp2Gx2dpfgsrthgMHzBaqv/8iIhJ1rPJT6qkhIiIdpnsKEQkDBTUk9k26xvRjOLAONrwNmP4bJ+aUm9dzB+Jyw1P/28a0+z9m3up9uGPhf6zTfmuaehet8j20DdSqf5u6/H0mQd4Q/95z8i9M9sSuL2DzgvZdtzVOB7x2NTTUwKBTzX+/xs643TzIrSuDV34ADfXNThO3ij3Nobv2b76pu6XHSE8fkkooXtX6nIe2gbMOktLNvO3Vz5MdsvPz9s8RbNWlsHuJGY+9IjzXtDI1SjaGZv6yPVCxF2wJ0Gts++bwBjU+Cux91dXQo4fZqv1sQi8iIjFPPTVERCRodE8hImGgoIbEvtRsmHS1GX9yr++TAJ5696dMnsyzP5hEv9x0ispr+cnzy/nhs0vZVRrl/3PNyIPTPdkMC34HlQcCe7/b7Ss91VqD8CNlFsDEH5nxR78P/icrPr4H9n4FqV3h/MfAfsQ/QwlJcPFT5r/rnmWw4LfBvX6086f0FJhSYv0mm3Fbzbut0lPdRxz95x0IKztkz3JwRElJt80fmP4W+aNNplE45A0z+5IQlZ+y+mnkj4LkjPbNMehUsy9eZTK2REREWlFbr54aIiIiIhI7FNSQ+HD8T82n0Pd97Su3VLrN7HMHMXVYd97/+Slcf/oQkhJsfLh+P2f++WP+unAz9Q2uyK27LRN+YJpo15XBB3cE9t59K8zD7MRUGHVBYO898UZIyjDBh43zAntva3YtgU/vM+NzH4CsXs2f17Wfr6/I4kdgQxDXEO2soEbPwrbPtYIMbfVN8DYJb2c/DUvuINMo2+UwAadosPE9sx96Vviu2b1R+SlXCP798DYJb0fpKUuX7ubfDoCtCzu8JBERiW/K1BARERGRWKKghsSHjG4mAAAmE8DtbhLUAFMjePZZw3n3hlM4flAutQ4X98zbwLl/+ZQl20ojtPA22BPgnAfMONCm4VaWxohzIa1rYNft0h0me8pCffSH4Dy4rauE164xn6ofcymMvqj18485Fyb/xIzf+IkpydMZ+JupAY3KQS1uPaPG2yS8A/00wPRq6Ofpq9FWdkg4OBt8Qcxh08N33ZwBYE8ER7UpExVsVsCoI0ENaH9fDRER6XTUU0NEREREYomCGhI/TvgZJKSY+vpr3zDZDdjMA8hGhvTowr+uPp4HLi2kW0YyG4srufSJxdz8ytfsr6iNxMpb156m4Q11sOplM25vn4ETrofkTPOQff1/2zdHY+/dano7ZPWBGff6954z74KeY6HmELz6w7YbYkfK1oUw97tQvq9j8zTUwYH1ZuxPUKP3ceZnvuoAHNzS8nnFQQpqAPS3AilR0Cx895dQexjScjoeAAhEQpI3WMqBIJegcjpMhhRAnwkdm8sKamz9SA36RESkVTXe8lO6PRQRERGR6KffWiV+ZBbAcVea8bu/Nvus3pCUetSpNpuNC4/rw4JfTOWKSf0A+PfS3Uy9ZyH3vbeB8lpHuFbtn0Cbhm98zwQCMnvCoNPad830XJjyUzP+aI5/wZSWbHgXlj9rxhc85n/mSGIKXPK0Ca7sXAwL/9j+NYTSvFtg3X9NqayOOLAeXA3mIX1W77bPT0wxgQ1ouQSVoxZKPQGPjpafAl+mxq4lkQ8ybfKUnhoyzWQ1hZO3r8am4M5bvBoaak3PmdzBHZur3/GQmAaVxb5sHRERkWbUqvyUiIiIiMQQBTUkvpx4gykLU1lkvs4d2OrpXdOTmXPhGF699gTG9etKjcPJIx9t5pR7PuLJT7Z6b/AiLtCm4VbpqcLLO/aw9/ifmmDKgXWw5vX2zVF5AP7zMzOeMgsGnhLY+3MHwbceNuNPH4DNC9q3jlApXut7YLz6tY6V6mpcespm8+89VpChpaBGyUZT8iu1qwn8dVT+KEjJgvpK8wA+kja+b/ZDw1h6yuINamwM7ry7l5p9nwkda+oOJug14EQzVgkqERFphXpqiIiIiEgsUVBD4kvXvlDYqNxSG0ENy/j+Obx27Qk88b3xDOnRhcPVDv7wzjpOu28h//5yFw3OKGgm7m/T8Mr9sMnzsLfw2x27ZlpXmOIJSCycY8ojBcLthv9eb8oj9RjpC8wEavSFnp4pbtOXo6KoffOEwupXfOOKvbDr8/bP5Q1qHOv/e6xyUDtaKAfVuEm4v4GS1tgToO9kM972Scfna6/Du2D/GrDZYcgZ4b9+yIIaQWgS3ligfTUSE+Gqq8yWmBicNYiISNSzyk+lJiuoISIiHaR7ChEJAwU1JP6c9HPzoBN8de/9YLPZmD6qgPduPIV7Lj6WXtmp7Cur5eZXV3L2Q5/y3poi3JGsS29PgHPuN+PWmoavehncTug9AboP6/h1j/8JpOXCwc3wp4Hw4uWw5MnWezhYlv8TNrwDCclw4d+aLQXmt+l/hPzRUF0Cr/6oY+WwgsXthtWvmnFmT7O3vm6PfSvN3p9+GpY+EwGb6VfSXLAnWE3CGxt6ptmvfzt4cwbKKj3Vd7IplRZu3cOQqREMVlBjx2fgqGn7/JQUeOYZs6WkBGcNIiIS9ZSpISIiQaN7ChEJAwU1JP50GwwTfgjYYNCpAb89wW7j0gl9+fCmU/nNjGPomp7E5v2V/Pi5ZVz42Gd8vvVg0Jfst76TWm8a7nbDVy+Y8dgOZmlYUjLhvEcgozs4qmDju/DOTfCX4+ChsfD2L2D9O1BX0fR9pVtNrwmA028L7EF9c5LS4JJnICkDtn8Kn9zXsfmCYc8yOLTdrMlqfr7mjfb1mnC5mpaf8ldaVxPsgeZLUHkzNYIY1Bhxjtnv+sJkBkWCt/TUWZG5frehZl9ZDDWHgzNndamv/0nv8cGZs/sIE3BrqG25RJmIiHR66qkhIiIiIrFEQQ2JTzPuhVt2Qa9x7Z4iNSmBq08ZxCc3n8as04aQlpTAVzsPc/nfPueqp5awYtdhqusbwp+90VrT8KKVpiRPQoop2RQsI86BX2yEH38CZ9wB/U8yvUsObYMv/w4vXWGyOJ451/S92LsCXvuxCYL0P9H00giGvKFw7p/N+OO7TbPqSFrlKT01YgYMOxvSu5lMku3tKMt0eAfUV5islrwAM2z6e/pq7GgtqBGEJuGW7D6ev1vuyGRrOGp8pa+GRaCfBkBqli87J1jNwq0sjW5DTbP4YLDZYNBpZuxPuTC3G6qqzBbJzDQREQkrb6aGyk+JiEhH6Z5CRMJAxe0kPtlsJsMgCLJSk7hp+nCunNKfhz/cxEtLdvHxxgN8vNE0605OtJObnkzX9CRy0pPJzfCNczKSyfGMe3ZNZXh+JraO9jWwmoa/c5NpGj7yfOjS3bxmNQgfcU7wHopa7HboWWi2k2ebzIxtn8LmD2DLApOxsP1Tsy34rXlPciZc8HjHmpUfqfAyc72Vc+HD38FV/w3e3IFwOWHNa2Y8+mJISIKR55lA06pXfWV//GVlafQ4xswViH7Hw5K/Hf1J/NpyKNvpmzeYRpwLe7+C9W/BhJnBnbst2z6FhhrI6hPcYE2g8oZBxT5TgqpvEHpgBLufhqX/FPj6xZZL1jVWXQ1duphxZSVkZAR3LSIiEpW8PTWUqSEiIh2lewoRCQMFNUT81CMrld+fP4YfnTSIB+ZvZN6aIuobXNQ3uCgqr6WovLbNOUb3zuLqkwcxY0xPkhI6kCg14QemX0XRStM0/Py/QkO96acBwSs91ZqUTJOhMGKG+frgFti8wAQctn0Kjmo49wHo2i/41z79/2D1a+aT5zsW+zIVwmn7p6b0UGpXXwBj9EUmqLHuv+Z7Twygfmh7Sk9Z+nmahRevNoGM1Czz9YENZt+lIPh9J475pgkqbf0YastM9lC4WP00hp0VnObn7ZU3DLZ9HLy+Gt6gRpD6aVj6ef5+7FkGDXWB/VyKiEinUONwASo/JSIiIiKxISbKTz366KMMGDCA1NRUJk+ezJIlrZecefnllxkxYgSpqamMGTOGd955p8nr3//+97HZbE22s88+O5TfgsSRAXkZPHzFODb87mxW/3Y6n958Gv+ddRLP/mASD10+lju/OZLrzxjKlVP6883CXpw8NI9RvbJISbSzek85N7y0glPu+YgnPt5CWY2jfYtormn4pveh+qB5gG2VmwmnboNh8jXw7bnwq23wi/Vw7KWhuVbXvjDuO2b88d2huUZbrNJTI8+DxGQz7jfFlCSqKzMBnkB4gxrHBr6WrJ6QMwDcrqYluULRJNzSfbgpk+RywKb5wZ+/JW43bLSCGhH+dzsviM3CXS4TdIDgZ2p0G2JKoznrTGk4ERGRI9Sq/JSIiIiIxJCoz9SYO3cus2fP5vHHH2fy5Mk8+OCDTJ8+nQ0bNtCjR4+jzv/ss8+44oormDNnDueeey4vvvgi559/PsuXL2f06NHe884++2yefvpp79cpKfrkqgTGZrPRJSWRLimJ9PXjQ/ClVfW88PkOnl28g31ltcx5dz0PL9jEpRP78oMTB9I3Nz2wBVhNw7963jQNz+ptjhdeBgkR/qudmAKZBaG9xkmzzfe+dSHs/NyUYAqXhjpY9x8zHnOx77g9AUZdAJ//FVa/6sti8UdHghpgAiqHtpsSVEOnmWOh6KfR2DHnwqI/m8yUxn8OobR/HZTtgsRUGHByeK7Zku5BDGoc3AR15ZCUHvz/Xjab+flY/5b5+eg3Objzi4hIzLPKTylTQ0RERERiQdRnajzwwANcffXVzJw5k5EjR/L444+Tnp7OU0891ez5Dz30EGeffTa//OUvOeaYY/jd737HcccdxyOPPNLkvJSUFAoKCrxbTk6Q+w+IHCE3I5mfnTGURb86jXsuPpbh+ZlU1Tt5+n/bmXrvR1z3wnKW7zwU2KSNm4ZvnGeOFYah9FQ0yOnvK7O1MMzZGpsXmJJLmT1NI/TGRnse7m94B+qr/JuvuhTKd5tx/qj2rckqMdS4r0YoMzUARnzT7Dd/AI62y68FhVV6auApkBxgIDDYrEyN0m2m/FtHWKWneo0LTVDSCvrt/Dz4c4uISMyzGoWrp4aIiIiIxIKoDmrU19ezbNkypk2b5j1mt9uZNm0aixcvbvY9ixcvbnI+wPTp0486f+HChfTo0YPhw4dz7bXXcvDgwVbXUldXR3l5eZNNpD1SkxK4dEJf5t14Ms/+YBInD83D5Ya3V+3jwr9+xkWPfca81ftwutze9zhdbspqHOw9XMOm4gq+2nmIRZtKmLetga+G/sx7nqNgHPQYEYlvKzJO/gXYE2HrR03LLoXaak/pqVEXHt0Evfdx0LW/6SlilUlqi5WlkTPQ1w8jUP09fTV2LzWZJBD6TI1e4yCzF9RXmoyZcNj4vtkPPSs812tNZk9IzgS3E0q3dmyuUPXTsFhBr11fmFJXIiIijdSo/JSIiIiIxJCoLj9VUlKC0+kkPz+/yfH8/HzWr1/f7HuKioqaPb+oqMj79dlnn82FF17IwIED2bJlC7feeivf+MY3WLx4MQkJzf8iP2fOHH7729928DsS8bHZbEwd1p2pw7qzvqicv3+6jTdX7GHZjkMs23GI3Ixk7DaorGug1tHyQ0g7I3gzeQBj7Nu5c/d4Dr2wjO9M7s+UQd2w2yPYRDkccgZA4eWmDNXCu+F7r4X+mvVVsOFdMx5z0dGv22ymYfiiB0wJqtEXtj1nR5qEW7oNgfQ8qC4xfRO6DYaq/ea17sPbP29r7HYYcQ58+aQpbTQ8xD0uqkvNQ3mAYdNDey1/2GyQNxT2LjclqDoSUNy91OyD3U/DUnAsJKZBTakpdRWqnwkREYk5Tpeb+gY1ChcRERGR2BHVQY1Qufzyy73jMWPGcOyxxzJ48GAWLlzIGWec0ex7brnlFmbPnu39ury8nL59+4Z8rdI5jCjI4r5LCrl5+nD+uXgHz3+xg9Kqo8vZJNptZHj6eGSkJHjH/7TfT4/SJbx4YAzuVUW8s6qIAd3SuWJSPy4e34duXeK4Z8zJN8GKf8GWBebBcKg+6W7Z8K7JwsgZCL2Oa/4cK6ixab4pU5Wa3fqcHe2nAZ6+Ccd7+iZ8Bk7Pz0/X/pDSpf3ztuWYc01QY8O74HIenbkSTFs+NFkR3Y+Brv1Cd51A5A3zBTXaq67SVyqsd4h+fhOTofd42LHIlChrKaiRkAAXX+wbi4hI3LOahIOCGiIiEgS6pxCRMIjqoEZeXh4JCQkUFxc3OV5cXExBQfNNiAsKCgI6H2DQoEHk5eWxefPmFoMaKSkpaiYuIdcjK5Wbpg/nutOGsL6onJTEhCYBjJREOzZbS9kX0zh3XzkvfrGT17/aw/aD1cx5dz33v7+Rs0cX8O3J/Zg8MLeV98eo3IFQeAWs8GRrfPeV0F5vlWf+MRebQEJz8kdB3nAo2QDr3/b1/mhJ0Uqz70imBpgSVOvfgh2LISnDHAtV6SnvNU+E1K4mQ2Tn5zDgxDbf0m5WOa9oyNKw5A01+44ENfZ+BW4XZPWBrJ7BWVdz+h3vCWp8DuO/3/w5qanw8suhW4OIiESdmkZBjZTEqK5OLCIisUD3FCISBlH9W2tycjLjx49nwYIF3mMul4sFCxYwZcqUZt8zZcqUJucDzJ8/v8XzAXbv3s3Bgwfp2TOED5NEApCWnMC4fjmM7JVFv27pdOuSQmpSQpsBiWN6ZvG780fzxa1ncPeFYzi2Tzb1Thf/+Xovl//tc6Y98DH/WLSNw9UdbGocbU75BdgSYPN82L0sdNepLjVNscHXELw5VgkqMCWoWuOohQMbzLijQQ1v34TPoXi1GYeqSbglIQmGecpOrX8rdNdxOX1/9tEU1LAyHjoS1Ah1Pw1Lc83kRUSk06upt5qE2+O/dKmIiIiIxIWoDmoAzJ49myeffJJnn32WdevWce2111JVVcXMmTMBuPLKK7nlllu8599www3MmzeP+++/n/Xr13PnnXeydOlSZs2aBUBlZSW//OUv+fzzz9m+fTsLFizgvPPOY8iQIUyfHkUPykQ6ICMlkcsn9eM/s07irZ+dxBWT+pGenMCWA1X87q21TP7jAmbPXcFnW0pwNWpIHrNyB8Gxl5nxx38K3XXW/RdcDsgf3Xb/BCuoseUjqDrY8nkH1pmSSmm5kNWrY+srONZkaNSW+QIM+aM6Nqc/jjnX7Ne9Be4Q/TztXmr6QaR2hT6TQnON9sgbZvYlm9r/vW+cZ/Z9Q/x99Z0I2ODQdqgoautsERHpJKzyUyo9JSIiIiKxIuqDGpdddhn33Xcft99+O2PHjmXFihXMmzfP2wx8586d7Nu3z3v+CSecwIsvvsjf/vY3CgsLeeWVV3jjjTcYPXo0AAkJCaxcuZJvfetbDBs2jB/+8IeMHz+eTz/9VOWlJC6N7p3NnAvH8MWtZ/D780dzTM8s6hpcvPbVHr795BecfM9HPDB/IzsOVkV6qR1zyk1gs8Om92DP8tBcY7Wn9NToZhqEHylvCPQsNAGLdW+2fF7jJuEdLQ2WkOh5cA1UewIpoc7UABh8hmlCXbbTV0or2DZ5Sk8NOcN8n9EiZ6DJEqqvhPK9gb9/39em+bk90b+fq45IzTYBOTAlqJpTVWV+Dm02M45F2/8Hc78HpdsivRIRkZhQo6CGiIgEUzzcU4hI1IuiJ0MtmzVrljfT4kgLFy486tgll1zCJZdc0uz5aWlpvPfee8FcnkhMyExN4rvH9+c7k/uxYtdh/r10N299vZc9h2t4eMEmHl6wiYkDcrh4fB9mc25f8QABAABJREFUjOlJZmpSpJccmG6DYcylsPIl+Pge+PZLwZ2/ogi2fWrG/j58Hn2ReWi9+jWY8IPmz2kc1AiGfifA1oVmbE+EbkODM29rktNNsGH9WyZbo2dh8K+x8X2zHxplGXWJySZT6OAmU4Iqu3dg71/ypNmPPA8yW+79FDT9jofiVSaoMer80F8v3A7vgpe+DbWHTZ+Sy1+I9IpERKKet/xUsoIaIiIiIhIboj5TQ0SCy2azMa5fDnMuHMOXt03jocvHcsqw7tht8OX2Q/zq1VVM/MMH3PjSV3y66QDOWCpPdcovTbbGxndh74rgzr3mdcBtSh/l9PfvPaMuMPvti6B8X/PneIMax3Z4iYB5aG3pNsQ8dA+HEZ4SVKHoq1G22zyIxwZDpgV//o5qXIIqEDWHfI3nJ14d3DW1xPr5iMe+Gk4HvPIDE9AA87No/f0SEZEWWZka6QpqiIiIiEiMiIlMDREJjdSkBM4b25vzxvamqKyW17/aw6vLd7N5fyVvrNjLGyv20jM7lQvG9WbGmJ5kebI3rCpJvr0Nq3CSzQY2bCTYbXRNTyIpIYyx07whpoH3qn+bbI0rXgze3NbD5zGtNAg/Utd+0HeyKS+09g04/tqmr7tcUORp6B2sTI0+E02GhqshPKWnLMOmmzJM+9fCwS0mcyZYNnmyNPpMhIxuwZs3WPKGwgagZENg7/vqBWioMSWhGgejQsm6TtFKqKuAlMzwXDccFtwFu5dASjb0KoRtn5h/By57LtIrExGJauqpISIiIiKxRkENEQGgIDuVa08dzE+mDuLr3WW8umw3//l6L/vKavnrwi38deGWds2blZpIty4p5GYkk5uRTDfPPjcjmW5dkslJT6ZbRgr52Sn0yEzt+Ddyyi9h1cuw4W1T+ikYpZBKt8KepSYLxMq+8Nfoi0xQY9UrRwc1Dm+H+gpISPF92r+jktOh51iz3h4jgzOnP9JzYcBJsO1j8wn5E28I3txW6alhUVZ6ytJ9uNmXbPT/PS4XfPl3M574o473U/FXdh/I7gtlu0zz9cGnhee6obbxPfjsYTM+7xETaPrr8bDuP1C8FvLD+HdBRCTGWJkaqQpqiIiIiEiMUFBDRJqw2WyM7duVsX27ctu5x7Bg3X5eWbabL7eV4nSbUlRuN7hpPPZodLzB5cbthvLaBsprG9hW0naDsBEFmZw5Mp8zR+Yzulc2dns7HvR2H2YCCatfMZ/SDkZN/dWvmv3AU6BLj8DeO/J8mPdrE2Q4tB1yBvhes0rj5I8MbvPrk38B/3sICi8P3pz+OOabJqixLohBDUetmROiN6jRnvJTWxbAoW0mq+DYS0Ozrpb0Ox5W7TJ9NSIR1KirgD3LoP+JkBCE3j1lu+H1n5jxpGtg5LfMeOR5sPZN+OReuOTpjl9HRCRO1dS7AGVqiIiIiEjsUFBDRFqUkpjAjDE9mTGmZ8DvdbrclNU4KK2q42BlPaVV9RysMvvGmzlWx4GKOtYXVbC+qIK/fLiZ/KwUph2Tz7SR+ZwwuBspiQHcaE+92QQirJr6HS3ttMoT1BgdQOkpS2a+J4PhE9Mw/OTZvteC3STcMmKG2cJtxDnwzk2w+0vTWD0Yja+3LwJHNWT1NmWaolGepxl7xT6oLYPU7LbfYzUIH/cdSM4I3dqa0+94k8206/PwXhdM1sTc75jsp8Gnw6X/7FgJLKcDXvkh1JSarKyzfu977ZSbTVBjzetw6q99GTUiItKElamRpp4aIiIiIhIjFNQQkZBIsNu8ZaaG+JHccKiqnoUb9zN/bTEfbzhAcXkdL3yxkxe+2ElGcgKnDOvOmSPzOW14D3Iy2mh+3X04jL7QBDY+/hNc9nz7v5HiNXBgHSQkm0yE9hh9cRtBjSA1CY+0rF7Qe7z5FP6Gd2DCDzo+56b3zH7omeEr0RSo1GzoUgCVRVCyGfqMb/38Q9t9fUIm/ijkyztKvylmv+tLcDY0zRJKSIAZM3zjYFr9Grw5CxyerK0tH8LTM+A7r5jgX3t89AcTnEnJgkuegcQU32sFo00D+/VvmWyNi/7e4W9BRCQeqaeGiIgEVSjvKUREPBTUEJGokJORzAXj+nDBuD7UNThZvOUg89cW88G6YorL63h3dRHvri4iwW5jQv8cpg7vTn5mKllpSWSnJZGVlmj2qUmkJydgO+Vm8xB13X9NM+6Cdn7K32oQPuRMSOvavjmO+Sa8PRuKV8GBDb5PjIcqUyOSRpxrghrr3up4UMPtho3zzHholJaesuQN9QQ1NrYd1PjyH4DbZCoEs6G6v7ofY8pe1ZWZn8le43yvpabC228H93rOBljwW1/Pi4FT4YTr4fUfm4bl/5gG333Nl/Hir03zYdGfzfhbD0PuoKPPmXqzCWqsfhWm/irwa4iIdAI19eqpISIiQRSKewoRkSMoqCEiUSclMYFTh/fg1OE9+N15o1m9t4z5a4uZv7aY9UUVfLGtlC+2lbb4/kS7jay0JO5LOIHTnf9jybO/5qWBv+fsUQWcNqIHSQl2/xbidvv6aYy5qP3fUHouDD7DZB2sfg1OuwWqDkL5HvN6/qj2zx1tjvmmeYC97RP/SzG15MAGOLzTNFIfNDV4awyFvGGw/VMo2dD6eY4a+Oo5M550TejX1Ry7HfpOgs3zTV+NxkGNYKs6CK/M9PVFOeF6OOMOkx3yo/nw/EWmFNU/zoQrXjKlsfxRtscERcBku4y6oPnzehbCsG/Axnfh0/vhgsc7/j2JiMQZlZ8SERERkVjj55M9EZHIsNttHNunK784azjzbjyFT28+jdvPHck3C3tx8tA8Cvt2ZWBeBt0ykkn0NBZvcLkprarn7mrTMHhSzaes/upzrnluGVPmLOD3b61lQ1FF2xffvRQO74CkDPNgtCNGe4Iiq181wZKilebr3EEd6ykQbfKGQt5wcDlg4/sdm8sqPTXw5PD3nQiUlX3TVrPw1a9CzSHI7gdDzwr9ulpiBQ92Lg7dNfaugL+dagIaSelw8dNw1u985a5yB8EP50PvCebP5J/nmcyqtjgb4NUfQvVBk+V01h9aP3/qL81+5b/h4JaOfEciInGpRuWnRERERCTGKFNDRGJK39x0fnDSwGZfc7vd1DiclNc0UFbjoLzWQfEHH5G/ex4PFrzPlRU/paSyjr8v2sbfF21jTO9sLpnQh28V9qJrejN9OlZ7Sk+NmAHJ6R1b+PBvQGIqHNxkyk7FY+kpy4hzYNEGWP9fOPaS9s9jBUWivfQU+MoaHWglU8Pt9jUIn/gDsEfw4ZHVV2Pn52ZdVr+Sqiro4WmCs38/ZLQzmPT1S/DfG6ChFnIGwuUvQv7Io8/LyIOr/guv/MBkU8z9Hsy4FyZd3fLcC/9ogjHJmXDJs5CU2vpaeo835eM2z4dFD8B5j7bvexIRiVO19QpqiIhIEAXrnkJEpBXK1BCRuGGz2UhPTqQgO5XhBZlMHJBL/jdvB2DkoQ/5Yuoq/nlJf6aPyifRbmPVnjJuf3MNk/6wgOteXM7CDftxutxmMpcT1rxuxqMv7vjiUrN8n8xf/Up8BzWOOdfsN31gyi21R81hXxbBsAhmNPgrb5jZH9oGTkfz5+xZBvtWmHJa464M29Ka1fs4sCdBZbFpXN5YdbXZ2sPpgHduNqWhGmrNz/w1C5sPaFiS0+Gy52H8TMAN79wE8+8Al+voczd/AJ8+YMbfesj/niRTf2X2X7909PcrItLJWZkaqSo/JSIiwdKRewoRET8oqCEi8S1/FIy5BHCTsOBOTnnrFJ5IuJevLq7hzhlDOaZnFvVOF2+v3Mf3n/6SE+5ewJ/mrWfn8vegshh3alfT0DkYvCWoXvOVnyo4NjhzR5Nex0FWb3BUwdaF7Ztjy4fgdppSVjkDgrm60MjqbcqUuRqgdFvz5yz5m9mPvggyuoVvbc1JSvP10tj5eXDmrNwPz34Lljxhvp76K7hiLqR1bfu9CYlw7p/h9NvM1/970BMYqfedU74PXvsx4DZN6EcH0Oem70Tz99jV4AuKiIgIoPJTIiIiIhJ7VH5KROLfeY9C/xNhxYuwewlsnEfmxnl8Py2X7x97KZtP/RbP7+jKmyv2UFxex2MLt9A/8W/0S4S5Vcdx75yPyU5LIjs9ia5pSWSnJdE1PdkcS0uia3oSuRnJDO7ehd5d07B7enscZdh0SO4CZbt8x+IxU8NmMyWolvwN1r1lSm8FaqOnn0YsZGmA+Z7zhppMjJIN0H1Y09crD/gyfyb9KOzLa1a/483fh52LYewVHZtr15fw7+9BxT5TFurCv5mybYGw2eCUX0JmL/jv9bDq3yaT5LLnTU+OV38E1SWQPwamzwl8jVN/ZYJlK16EU26Crv0CnwNM9lHRaugzwVe2K5hqDsGm+ebfi9Ts4M8vInKEGpWfEhEREZEYo6CGiMS/xBSYMNNsBzbC1y+aMjQV++CLxxnC49yZP4bbzricj1NOY+6qw3xj+5cAvOmcwsGqeg5W1bdxESMtKYEhPbowtEcXhuZnevZd6JuTjj0pzTzsXznXnJzeDTJ7huq7jqwR55qgxoZ3TGPnhAD+d+Nymv4HEBv9NCx5wzxBjY1Hv/bVP8FZb7JYeo8P+9Ka1W8KfPZwxzM11r8DL19lvr+84XD5C74eI+0x7juQmQ//vso0GX/6G2atOxaZoOAlz7TdR6M5/Y6HgafAtk9g0YNwbjsyNg5th39dAfvXwoQftm+O1jhq4Z/nm5+jrv1Nc/U+UfLzIiJxq9bK1EhWEr+IiIiIxAYFNUSkc+k+DKbdCafdBls/ghUvwPq3oXgVifNXcYY9kTN6jQNbFe4uBfz5h9dRVuficHU9h2sclNU4KKt2cLimnrIaB4erzbH95XVsK6mixuFk1Z4yVu0pa3LZ1CQ7g7t34bz0sVyDCWqUZg5n7eaDJCXYSEq0k5xgJznRTlKCnaQEW5OvUxLtJCbE0MOG/idCWg7UlMKuz2HASf6/d89yqD4IKdnmQXSssLIzSjY1Pe5sgKVPm3FrDbDDre9ksy/ZAFUH21cSq6EO3vmlCWiMOBcueBxSMju+tiHT4PtvwwuXQPFqswF88yHIG9L+eaf+ygQ1vnoOTv4FZPf2/73b/wdzv2t+pgGW/sP0Jhn33favpzG3G975hQloABzeAU+dZf69Ov46sMfQ338RiSnenhrK1BARERGRGKGghoh0TgmJMPRMs1WXwupXTYBj71ew22Rp2EZfSEFOBgV+TtngdLGztJqNxZVs3l/Bpv2VbCyuZMuBSmodLtbsLWcjvbk0JYOutir+vSeXu//xhV9zJyfYmTayB5eM78vJQ/OiP8CRkAjDvmGyYta95X9Q48BG+PhuMx5yOiQkhW6NwWY1Cz+woenxjfNMybG0XBh1YfjX1ZKMbmbNJRth1xeBl4sCWPYslO82JaMu+kf7Miha0mss/Gg+PH8xHNwEx10FYy7u2JwDTjIBtx3/M307Ztzr3/uWPQNv/8L05Og1zmSOfP5XeGs29BhpghsdtewZ+Op5sNlNhsaa12Dtm/D+bbD1YxMwysjr+HVERI6gnhoiIiIiEmui/KmYiEgYpOeaT9BfsxCuXQxTZpkH8if8LKBpEhPsDOrehbNHFzDr9KE8dPk43r3hZNbddTYLbzqVJ6+cwI3TR7Ek7yJc2Nje7WRGFGQyuHsGfXPTKMhKpVtGMpmpiaQk2puU6693unhnVREzn/mSE+7+kDnvrmPz/sqg/RE4nK6gzeV1zLlmv/4t8yn0lrjd5tPzL1wKj06EzR+Y42O/E/w1hVJeo0yNxt/vl0+a/XFXBvehfzBYmTC7PCWo7HaYOtVsbWUGOGrg0/vN+JRfhOZ7yxkAV38I33vdNBIPhqk3m/2yZ03z8dY4G+DdX8F/bzABjVEXwvffgbP+AMNngLMO5n7P9EzpiN1L4V3Puk6/DUadD5c8a77nxFRTju2xE83fExFpl0cffZQBAwaQmprK5MmTWbJkSYvnOhwO7rrrLgYPHkxqaiqFhYXMmzevQ3NGs5p68ztAWrKCGiIiEgSB3FOIiLSTze1u7UmTtKS8vJzs7GzKysrIysqK9HJEJJa4XOCo8qtMj9PlxuF0seVAJa8u28MbK/ZQ2qi/x7h+XblkfF/OLexJVqp/WQ1VdQ2s2lPGil2H+XrXYVbsOsy+slq6ZSTTJyeNPrnp9M1Jp29uGn1y0umbk0bvnDRSEgN82OGogXsGgaMarvnYfPK+yTfngDVvwOK/wL6vPQc9TcZP+FlslZ4CU4rpDz3B7YTZ6yGrp8k8eXQiYIMbvoac/pFeZVMrXoQ3rjWlqH74fmDv/ewReP83kN0PfrYMEpNDs8Zgc7vhqbNNIOf4n8LZLTQdrzkEL880ZerAlKw75SZfc/DaMnjydDi4GQacDN97I7DeMZbKA/DEKVCx15Twuuz5pg3Ii9eYdZRsADzN1Kf+qn3XCjW3G1a9DCv/bXoG5Q6E3EGQ49mn54amubpElWj8HXnu3LlceeWVPP7440yePJkHH3yQl19+mQ0bNtCjR4+jzv/Vr37F888/z5NPPsmIESN47733mD17Np999hnjxo1r15zNiZY/q9F3vEdlXQMf//JU+nfLiNg6RERERET8/R1ZQY12ipabEBHpXOobXHy4fj+vLNvFRxsO4HSZf8JTEu2cPbqAS8b35YTB3bDbzYNDp8vNpv0VrNhpghcrdh1mY3EFrgD/5bfZID8zlT45afTNTWdAtwxOH9GD0b2zsLX2kHLud2Hdf82D2NNvM8dqy8yn5L94wpQuAkhMg7HfhinXQbfBgf6xRI+Hj4PSLXDlmzDoVHjnZljyhMn8+fZLkV7d0Uq3wsPjwJ4Et+yCpDT/3ldXCQ8VQnUJfOsROO57oV1nsG1eAM9faLIgblhpGpM3VrIJ/nW5CVgkZcCFT8Ax3zx6nv3rTWDDUWUyvP6fvfsOj6pM+zj+nZJMekJ6QgkQulRBmtJsiIpiBWQVG65rWXvvrq+9r2XtHVRcsSw2RESlWem99yQQ0jOTycx5/3iSCYEAIYQ0fp/Lc81pc+aZOROc59znue/h/3dw7fCVwnujYP3PENfejEoJqeI3RUmhGTHy13tmudVAOOc1iG5xcK93OO3aAP+7AdZM3/c+rigT6CgPcpQHPWLbQmSKAh5NREP8jdyvXz+OOeYYXnjhBQD8fj8tW7bk2muv5fbbb99r/9TUVO666y6uvvrqwLpzzjmH0NBQ3n///RodE8Dj8eDxeALLeXl5tGzZsl4/K8uyaHfX1/j8Fr/eeQKJUQ1sRKGIiIiIHFGq259ogLf5iYjIvgSXBS9O6ZpMZr6bz/7awuTfN7Mqs4DP52/l8/lbSY0OYUjHRNZmFbBoSy5FJb69jpMSHUKPFjH0bBVDz5YxtE0IJyvfw6bsYjbvKmLzrmI2ZRexaVcRm7KLKfb62J7nZnuem9837ALgme9X0jI2lFO7pnBqtxS6t4jeO8DRaaQJaiz7n6mJMO8/JqBRkm+2hydA379Dn0trVqi6oYnvYIIaO1ZB8z6wYJJZ35AKhO+uWRuISIKCDFNPJm1g9Z736ysmoBHbFnqMPbxtPBzSjzfnZ8vvMPv5ysGI1dPNyAhPLkS3hLGTILlb1cdJ7ASjXoLJ42HOC6bexsHU/Zh+vwloBIWbERpVBTQAgsPhzBdMoOzL62HjbPjPcXDmSzWrhVKb/D4ToPzhX2ZUlsMFA68xbc5eZ6Zd6yBvC3jyzKiswMis3YTGms85uRskd4eU7ibQ0xBHpBwsyzJ/Y1nLTc2dXRtMvaCgMBNIDArdY3735TBwuszn7C/d7bF0/8uxbSGhQ32/8wahpKSEP/74gzvuuCOwzm63c+KJJzJnzpwqn+PxeAgJqXxxPzQ0lF9++aXGxwR45JFHeOCBBw7l7dQ6r88K3CARovRTIiIiItJINIGeoojIkSkxMoQrBqczYVBbFmzO5ZM/NvHF/K1szXUz6deNgf3Cgx10Lwtg9GgRQ69WMSRVcSdmYmQIR6VG77XesiyyC0vYtFugY9HmXGasyGRTdjGv/LSWV35aS/OYUE7tlsyp3VLo2TLGBDg6nAx2J2QtM3f2W2UBlviO5sJnt/NrVIvB77dYmZnPr+uymbcumw07C2mXEEHX5tF0ax7NUc2jiXDVw//iEjrAyq9N8e2FH5mLuLHp0HZY3belOmw2k+Zr6eewcQ7E94DWrc229eshvIo0JO5cmPW8mR9ye+O86GyzmRROE8+D39+EY683Rbjn/Qe+vRMsP7TsbwINEQn7P9ZRo2Dr9abw+BfXQkInSO564DYsmQKz/23mR71oAiQH0u1cU5T8k0tNEOrDsdDvSjjpQXPhu65lLDHvecsfZjntWBj5HMS333tfb7G5mL9rnRkhlF32uGudWV+cDetmmqmcwwVJXSoCHcndIekocEXUzfs7WJZlgjflwYvdH925dduWIbfBsDvr9jUbqB07duDz+UhKqjwiKykpieXLl1f5nOHDh/P0008zePBg0tPTmT59Op9++ik+n6/GxwS44447uPHGGwPL5SM16lN5kXBQoXAREaklhYUH7lOIiByiRnglQkREdmez2ejZ0oy4uPu0Lny3NIOFm3LokBRJj5YxtEuMwGGveVoXm81GXISLuAgXPVvGBNYXlZTy44ospi7axg/LMtmSU8xrP6/jtZ/XkRodwohuZgTH0a0HY1v7gwlotBkMA66FdiceVNG4Up+fJVvzAkGM39Znk1vsrbTP4i15fDZ/a1mboW18ON2aR9OtRYwJdKRGEX64Ax3lxcKzVsB6c0cvx1zesAvktSwPasyFo6+EHTv2v//cl8GdYwJTBzMqoaFpfxKk9IRt8+GXZ8zooT/fNdt6/g1Of7r6gYIT7jWjD9bOgI/GwRU/Qmizfe+fuQw+K0trM/CfcNRZ1W93bFu49DuY/oAZHTLvP7B+FnQ9y5yThI6mwLqjejV2asTrhp+eMIEcf6lJK3XSg2Y01r6+60GhJnBTVfDG6zYX/rcvKpsWwvbF5pxs/ctMATbzGcSlm/e5+xSTVvOAh99v6qgUZpnH0mJTJ6fUXfboqbzs223enQc7V5m/+5KCqo9vs5eNnuhk0m5ZlhnZ4i3e7bF4H+uKTXDY7gS7Y7d5pwkq7r5cvj0yuWafgwDw3HPPMWHCBDp16oTNZiM9PZ1LLrmEN99885CO63K5cLnqIQC5H+6yoIbTbiPI0YD/XyUiIo3LgfoUIiKHSEENEZEmJCTIwRk9UjmjR+phf62wYCenlgUuikt8zFyZydRF25m+LIOtuW7e+GUdb/yyjt5R5/KPpDZkpgyjKO4oInKchC/aToTLSbjLSbjLEZiPcDlxOe14Sv0s3JzLr+t2Mm9dNn9u2EXhHmm0woId9E5rRt/WsbRPimBVhkm3tXhLLltz3azJKmRNVmGlQEd6QgTdmkfTvUU0g9rHk54Qsf+aIAerPKixYZa52BsUZmqFNGTlBdk3zTMXdvenKBvmvGjmh95uLqA2VuWjNT4cC3PL3pPNDic/ZAqIH8z3wu6Ac9+EV4fArvXw3wlwwUdVfz7uXFNrxltoCoyfcN/Bt90ZbFJmtRkMU66EjEVmCrQnqCL9UHmgI76DGUERfIh3ym2YDV/801zEB1Pc/NQnISql5scMCoHUnmYq5/dDznrYtnC3YMciU1A9e42ZqhKeYNKq7R7siEw2o6YKd0DRThO42HO+ONuM0DlUdifEtTOfeUKnise4dvUzmkaIj4/H4XCQkZFRaX1GRgbJyVUHfxISEvjss89wu93s3LmT1NRUbr/9dtq2bVvjYzZUxWX/b9UoDRERERFpTBTUEBGRQxYa7OCUrimc0jUFt9fHzJVZfLVoG9OXZfJHXgyX550AGwCWHfBYDrsNG1C6RzXzqBAnfdvElk1xHJUaVemu0lN2y/izo8BjAhybc1lYFujYlutmdWYBqzMLmPLXFgCax4QyrFMCQzskMrBdHGHBh/i/xfK0O/5S89j9fAiNObRjHm7J3U1NB3euudN8f+a8YC4OJ3WFLqPqpHmHVccRJrXR9kVmtMG5b5oRHDURFmvSVb1xMqyeBj8+AsffXXkfvx8+u8oUII9qDue+dWjpuzoMh6vmwPyJFamOdqwyAZMdK8zEl5WfE93KfE/LC3U3a1P22Hr/heLdufD9/SZdF5haLKc+CV3OqHn798durygiftSoivUFWZC51ASPdq0reyybykdaFGbB5l9r9rohMRAWV1HLIjCFgCPYPO65PijMjBxJ6GTaezhHychBCw4Opnfv3kyfPp1Ro0YBpqj39OnTueaaa/b73JCQEJo3b47X6+W///0v559//iEfs6Epr7ulehoiIiIi0pgoqCEiIrUqJMjB8KOSGX5UMm6vj59X7eC39dnku0sp9JipwFNKYUkphR6fmfeUBi6slBcsjY8Ipl+buEAgo2NSJPZqptGKj3AxrGMiwzomBtZl5XtYvCWXRVty+W29SWO1JaeY9+du5P25Gwl22OnXNpahHRMZ1jGBNvHh1R7FYVkWee5StuY4aBsSj8tthlt7el1GXdyb7fX5KfL4KPKaz7HI46OopGy+xIfNBse1jycqpIqLrQ4ntOhjahns70Jw4Q6Y+x8zP/SOhp1Sq7psNjjnTXOhvs+lh15YOaUHjHweplxh0jOl9ITOp1dsn/UMLP+fuTh+/nsHrtdRHZHJMKgiRz9+v6nrsGMFZK0sC26UpUYq2gG5G820ZnoVx0rZLcixW7Ajbwt8fbsZJQEmzdRJD+w/xdbhEpEAEUOAIXtvK86pHOQoD3zkZ5jgYlicGckRHg9h8eYxMJ9gAlMKSDRJN954I+PHj6dPnz707duXZ599lsLCQi655BIALrroIpo3b84jjzwCwLx589iyZQs9e/Zky5Yt3H///fj9fm699dZqH7OxKK+poZEaIiIiItKYKKghIiKHTUiQg5O6JHFSl6QD7uvzWxSVBTp8lkVqdEitpoZKiHQxrFMiwzqZQEdRSSlz1+5kxvIsZqzIZPOuYn5etYOfV+3gX/+DVrFhDOuYwNCOifRp3YycIi9bc4rZmlvM1hw3W3KKzXKOWS7wmNEZHwYn0N++g1/9HRnz4ibaJuyic0oUXVKi6JwSSZfUKBIjq1cc3e31sSm7iPU7i9iws5ANO4tYv7OQbbnuQCCoqKQUr8864LFCguyc3j2VsX1bcXSrmMqfbasBJqixaT9BjV+eMSMAUnpCp9Oq1f5GIaEDjHi09o7XYzRs/dPUuphyJcT/YF5j9XSY/i+zz4jHoUXv2nvN3dntENPSTO1OrLytKLtsNMfKsoLd68oe14MnF/K3mWnj7KqPHdvWFAJvM/jwtP1QhcZAaM/KaaxEgNGjR5OVlcW9997L9u3b6dmzJ998802g0PfGjRux7xaodbvd3H333axdu5aIiAhOPfVU3nvvPWJiYqp9zMbCraCGiIiIiDRCNsuyDnwlRPaSl5dHdHQ0ubm5REVF1XdzRETkEFiWxZqsQn5ckcmPK7KYt25ntQIFe4oND+bvru+4tOgtrrPfzldFnavcLz4ieLdARxQtY8PYnutm/c5CNpYFLjZmF7Et131Qr++02wgLdhDuchIa7CAs2EFYsJMdBR7WZhUG9uuYFMnYvi05q1cLosOCYM0MeG8UhLSAO5aanQoKILys/kL+dniuhymMPO6TmqdoOlL4vPDumaa2SnwHOO9tePs0kx6p14Vwxr8PrmbH4WZZpm2BIMcej54COOYyU0dlfymqRNBv5IPRED6r75dmcPm7v9OjZQyfX31svbRBRESamMJCiIgw87v3KUREqqG6v5E1UkNERI54NpuNdokRtEuM4PJBbSn0lDJ7zU5mrMhk5oostuQUE+ywkxoTQmpMaGBqvvtydCihwQ7gJPA9wot2B1n5HpZsy2PZtjyWbjWPa3cUsqOgJDAq5EAiXU7S4sNIiwsnLTaM1nHhtGgWSmRIEKHBDsJdDsKCTBAj2Fl1SijLsvhz4y4mztvE/xZuZUVGPvd/uZRHvl7Oad1SGHd0Okfb7NjyN0GvHiYFz+7ppX5+2gQ0WvSFdidSXOJjZUY+KzLyWbE9n605xcRFBJMSHUpKdAjJ0SGkRoeSHB1CyJF4968jyAQyXhliRkW8MgT8XkjtZepQNKSABpj2hMWaqaoRJJbV8NosIrWiIv1UE0gpKCIiDYPdDn36VMyLiBwGGqlRQw3hzioRETn8LMsir7iUyBBntWt67E9xiY8VGfmBIMfSbXlszSkmJTqE1nHhtIozgYu0OBPIaBYWVKtpuHKLvHw2fwuTft3I8u35gfXfhd1DB/8aCka+SkTv0QCU+vxsXr+Klh8ci8Pv5ZmUJ/g8rz0bsouo7q+HZmFBgWBHSkwIKdGhpMaE0DU1mrYJEThq4TNtsDb/Dm+NAF8JhMbC32dCTKv6bpXIYaXfyNXXED6rj3/fxK2fLGRYxwTeuqRvvbRBRERERKScRmqIiIjUApvNZlI01ZLQYAc9W8bQs2VMrR3zYESHBTF+YGsuGpDG/E05TPp1I18u2MasknZ0cK5hyuf/ZfrCNmTmeVidVcB9vMY4p5e5/s48ty4VKAIgLjyYjsmRdEyOpGWzMLILS9iW62Z7XjHbctxszS3G7fWzq8jLriIvS7fl7dWWCJeTrs2j6NEyhh4tYujRMqbWa6nUqxZ94KxXYM6LcNKDCmiISIMTqKkRfASOqhMRERGRRktBDRERkSOQzWajV6tm9GrVjLtP78Jf32yC+d9yNMu5Z0UWAC1smZwf/CMAf6ZfxT3pR9GpLJARH+Ha7/EtyyK32GsCHbkmyLE91822XDcbdhayeEseBZ5S5q7NZu7a7MDz4iOC6dEihu4tYujRMpoeLWJoFh582D6Hw67r2WYSEWmAiktMUOOITBUoIiIiIo2WghoiIiJHuKiQIIYcfzr8dhNdXlzM4pAJzPnfLwxY8xlBy3yQfjxXXXjRQR3TZrMRExZMTJgpir6nUp+f1VkFLNiUw4LNuSzYlMOK7fnsKChh+vJMpi/PDOybEh2Cy2nHZrMRGMNhA1vZ65jH8tU2HHYbcRHBJES4iI90ER8RTEKki/iIiik2PLhpp74SEamGipoaCmqIiEgtKSqCLl3M/NKlEBZWv+0RkSZJQQ0RERGBqBSITsOWu5iI3G2clFAAUz8x24bdXesv53TY6ZQcRafkKEYfY9a5vT6WbM1jwaYcFm42wY51OwrZluuu9de32yA23AQ8kqJCaJ8YQcfkSDolR9E+KUJ3LYvIEUFBDRERqXWWBRs2VMyLiBwGCmqIiIiI0bIvsNjM//IUWH7ocAq06F0nLx8S5KB3WjN6pzULrMst8rJmRwF+v4WF6RdZVsU8gIVF2X9YFnh9fnYWlrCjwENWvocdBWVTfglZBR52FZXgtwisX749n5krswKvabdB6/hwOpUFOUyww9QOqY1i8SIiDYW7RDU1RERERKTxUVBDREREjBbHAG+a+SWfQTAw7M56bJApbH50q2YH3vEglPr8ZBeaAEdWvodtuW5WbM9nxfZ8lm/PY1eRl7VZhazNKuSrRdsDzwsLdtAhKZLuLaK5elg7kqJCarVdIiJ1rXykhkaniYiIiEhjoqCGiIiIGC367rZgQeczIKVHvTXncHE67CRGhZBYRVDCsiyy8s3ojeXb81heFuxYlVFAUYmP+ZtymL8ph5krs5g4oT/NY0Lr4R2IiNSOYq8fUPopEREREWlcFNQQERERI779bgs2GFq/ozTqg81mCwQ8BndICKwv9flZv7OQZdvyeeLbFWzYWcToV+YwaUJ/Wsaq+KGINE7FSj8lIiIiIo2Qvb4bICIiIg2EfbefBV3OhKQu9deWBsbpsNMuMZKRPVL56O/9aRMfzuZdxYx+ZQ7rdxTWd/NERGrErULhIiIiItIIKaghIiIihs0GHdKhVRyc/GB9t6bBSokO5cMr+pOeEM7WXDejX53DmqyC+m6WiMhBU00NERGpdTYbdOliJputvlsjIk2UghoiIiJihIXBitWwYQcktq7v1jRoSVEhfHjFADokRZCR52H0K3NZlZFf380SETkoSj8lIiK1LiwMliwxU5jStIrI4aGghoiIiEgNJES6mDShP51TothR4GHMq3NZti2vvpslIlJtSj8lIiIiIo2RghoiIiIiNRQX4WLShH50ax7NzsISLnhtLou35NZ3s0REqqVYQQ0RERERaYQU1BARERGjqAiOOspMRUX13ZpGIyYsmPcv70ePljHsKvJywWtzWbApp76bJSJyQIGgRrC6hSIiUkvUpxCROqBfryIiImJYFixdaibLqu/WNCrRoUG8d1lfeqc1I89dyt9en8cfG3bVd7NERParvKaGCoWLiEitUZ9CROqAghoiIiIitSAqJIh3Lu1L3zax5HtKueiNefy2Pru+myUiUiW/38JT6geUfkpEREREGhcFNURERERqSYTLyduXHMPA9DgKS3xc9MavzFmzs76bJSKyF3epLzAfGqyghoiIiIg0HgpqiIiIiNSisGAnb158DIPax1Ps9XHJ27/y+s9rcXt9B36yiEgdKU89BRDiVFBDRERERBoPBTVEREREallIkIPXLurD8Z0ScXv9PDR1GUOemMF7czdQUpbuRUSkPpUXCXc57djttnpujYiIiIhI9SmoISIiInIYhAQ5ePXC3jx2Tjeax4SSkefhns8Wc/xTPzL5902U+hTcEJH6Uz56TKmnRERERKSxUVBDREREDJsN0tLMZNNdu7XB6bAz+phW/HDzEB444ygSIl1s3lXMLZ8s5ORnf+LLBVvx+636bqaIHIGKS1QkXEREDgP1KUSkDiioISIiIkZYGKxfb6awsPpuTZPicjoYP7A1P90yjDtGdKJZWBBrswq5dtJfnPr8z0xbmoFlKbghInWnPP2UghoiIlKr1KcQkTqgoIaIiIhIHQkNdvD3Ien8dOswbjixA5EuJ8u35zPh3d8Z9dJsfl6VpeCGiNSJ8qBGiIIaIiIiItLIOOu7ASIiIiJHmsiQIK47sT3jB6bxyk9reXvWehZsyuHCN36lV6sYWjYLw2G3YbOBw2bDbrNht9uw28BhN8vl24KddlrHh9MhKZL2iRGEu/TzTkQOrLhENTVEREREpHFSr1dERESM4mIYPNjM//QThIbWb3uOADFhwdx2SicuPbYNL/+4hvfnbeCvjTn8tTGnxsdsHhNKh6QIOiRH0iExkg5JkbRLjNCFSxGpxK30UyIicjioTyEidUBBDRERETH8fvj994p5qTMJkS7uHdmFywe1YfryTEpK/fj9Fn7LwmdZWBb4ypb9FpW2FXl8rMkqYGVGATsKPGzJKWZLTjEzVmQFjm+zQctmYXRIiqBNfDiWBZ5SPyWlfjylPkp8fjxef6V15fPYoEeLGAa0jWNAehwtY5UbWaQpUPopERE5LNSnEJE6oKCGiIiISAORGhPKhf3Tavz8XYUlrMzIZ2VmAasy8lmxPZ9VmQVkF5awMbuIjdlFNTru2qxCpvy1BYAWzUIZmG4CHAPaxpMcHVLt4xSVlLI6s4Dl2/NZuT2fFRn5bMt107JZaGBkScdkM7JEF1pFDi+lnxIRERGRxkpBDREREZEmoll4MP3axtGvbVyl9TsKPKzMyGdVRgGbsotwOuy4nHaCnebRTI7AcvBuy8VeH7+ty2bO2p0s2JTD5l3FfPz7Zj7+fTMAbePDTYAjPY7+beOIj3BRUupn3Y5CVmRUBC9WZuSzMbuIquqgr84s2GtkSVpsGO2TIumYFEn7pAg6JEXSNiEcl1MXYEVqQ3Eg/ZS9nlsiIiIiInJwFNQQERERaeLiI1zER7gYmB5fo+cP6ZAAQKGnlN/WZzNnzU7mrN3J4i25rN1RyNodhXwwbyNganpk5Lkp9VcRvShrS8dkE6TomBRJakwoG7OLzAiTstElu4q8rN9ZxPqdRUxbmhF4rsNuo3VcGG3iI2gTbx5bx4fRJj6cpMgQ7HbbQb83v99iZ2EJ23PdbMstJqvAY1J9+ctSfZWl/wqk/rIsrN3mwaTvCQ1yEBJkD8yHBpevq5gPDTKBolKfhcfnK0v1ZdJ8lZT6KfFVzHvKlj1eH+5SP+4SH8VeM7nLpuLAOn+ldRcOSOOiAa0P+rOQI4tqaoiIiIhIY6WghoiIiIhUS7jLydCOiQztmAhAbrGXX9dlM3vNDuas2cny7flsySkGINLlNCmlkiLpWFa4vGNSJHERrv2+hmVZ7CgoYVV5kCOjLJVWRj757lLWZBWyJqtwr+eFBNlpHRdO67hw2iSE0yYunNbx4aREh5BdWMK23GK25brLghdlj3nFZOR6KPE1rXzPGXnu+m6CNALl6adClH5KRERERBoZBTVEREREpEaiQ4M4qUsSJ3VJAmBngYfVmQW0jA0jJToEm+3gR07YbDYSIl0kRLoY2K5iZIllWWTkmTRa63cWsm5HIet3FLJ+ZxGbsotwe/0s357P8u35NXhNSIx0kRwdSkKEi2CnDZvNht1mw24Du82GreyxYtnMW4CnbKRE+SiK4rIRE5Xmywuv7/aaLqedYIedYKcjkPbLLFeeLx/5UTEKxF5pFEiIs/LIkJaxoQf9GciRp1gjNURERESkkVJQQ0RERCrE1yw9kQhAXITrgCMxaspms5EcHUJydAiDSai0zevzs3lXMet3lAU7dlY8ZuR5iA8PJjk6hJTo0LLHkMBjSnQoCZEughyHv66Az29RUurH6bDhtNtqFPQRqS2+shRxCmqIiEitU59CRA4zm2VVVa5RDiQvL4/o6Ghyc3OJioqq7+aIiIiIiNQ7/UauvobwWZXXh3HUoB6NiIiIiEhtq+5vZI3UEBEREREROQLZbDYcimeIiIiISCNz+MfZi4iIiIiIiIiIiIiI1AIFNURERMQoLoahQ81UXFzfrRERERERkcZGfQoRqQNKPyUiIiKG3w8zZ1bMi4iIiIiIHAz1KUSkDmikhoiIiIiIiIiIiIiINAoKaoiIiIiIiIiIiIiISKOgoIaIiIiIiIiIiIiIiDQKCmqIiIiIiIiIiIiIiEijoKCGiIiIiIiIiIiIiIg0Cs76boCIiIg0IGFh9d0CERERERFpzNSnEJHDTEENERERMcLDobCwvlshIiIiIiKNlfoUIlIHlH5KREREREREREREREQaBQU1RERERERERERERESkUVBQQ0RERAy3G047zUxud323RkREREREGhv1KUSkDqimhoiIiBg+H3z1VcW8iIiIiIjIwVCfQkTqgEZqiIiIiIiIiIiIiIhIo6CghoiIiIiIiIiIiIiINAoKaoiIiIiIiIiIiIiISKOgoIaIiIiIiIiIiIiIiDQKCmqIiIiIiIiIiIiIiEij4KzvBjRWlmUBkJeXV88tERERqSWFhRXzeXng89VfW0SkUSr/bVz+W1n2Tf0JERFpktSnEJFDUN3+hIIaNZSfnw9Ay5Yt67klIiIih0Fqan23QEQasfz8fKKjo+u7GQ2a+hMiItLkqU8hIjV0oP6EzdJtVDXi9/vZunUrkZGR2Gy2Qz5eXl4eLVu2ZNOmTURFRdVCC6Uh0flt2nR+mzad36ZN57dp0/mte5ZlkZ+fT2pqKna7Mt3uj/oTcjB0fps2nd+mT+e4adP5bdp0futWdfsTGqlRQ3a7nRYtWtT6caOiovQH0oTp/DZtOr9Nm85v06bz27Tp/NYtjdCoHvUnpCZ0fps2nd+mT+e4adP5bdp0futOdfoTun1KREREREREREREREQaBQU1RERERERERERERESkUVBQo4FwuVzcd999uFyu+m6KHAY6v02bzm/TpvPbtOn8Nm06v3Ik0fe9adP5bdp0fps+neOmTee3adP5bZhUKFxERERERERERERERBoFjdQQEREREREREREREZFGQUENERERERERERERERFpFBTUEBERERERERERERGRRkFBDRERERERERERERERaRQU1BARERERERERERERkUZBQY0G4sUXX6R169aEhITQr18/fv311/puktTATz/9xMiRI0lNTcVms/HZZ59V2m5ZFvfeey8pKSmEhoZy4oknsmrVqvpprBy0Rx55hGOOOYbIyEgSExMZNWoUK1asqLSP2+3m6quvJi4ujoiICM455xwyMjLqqcVyMF5++WW6d+9OVFQUUVFRDBgwgK+//jqwXee26Xj00Uex2Wxcf/31gXU6v43b/fffj81mqzR16tQpsF3nV44E6k80DepPNG3qTzRt6k8cOdSfaHrUn2h8FNRoAD766CNuvPFG7rvvPv7880969OjB8OHDyczMrO+myUEqLCykR48evPjii1Vuf/zxx3n++ef5z3/+w7x58wgPD2f48OG43e46bqnUxMyZM7n66quZO3cu06ZNw+v1cvLJJ1NYWBjY54YbbuDLL79k8uTJzJw5k61bt3L22WfXY6ululq0aMGjjz7KH3/8we+//87xxx/PmWeeyZIlSwCd26bit99+45VXXqF79+6V1uv8Nn5HHXUU27ZtC0y//PJLYJvOrzR16k80HepPNG3qTzRt6k8cGdSfaLrUn2hkLKl3ffv2ta6++urAss/ns1JTU61HHnmkHlslhwqwpkyZElj2+/1WcnKy9cQTTwTW5eTkWC6Xy5o0aVI9tFAOVWZmpgVYM2fOtCzLnM+goCBr8uTJgX2WLVtmAdacOXPqq5lyCJo1a2a9/vrrOrdNRH5+vtW+fXtr2rRp1pAhQ6zrrrvOsiz97TYF9913n9WjR48qt+n8ypFA/YmmSf2Jpk/9iaZP/YmmRf2Jpkv9icZHIzXqWUlJCX/88QcnnnhiYJ3dbufEE09kzpw59dgyqW3r1q1j+/btlc51dHQ0/fr107lupHJzcwGIjY0F4I8//sDr9VY6x506daJVq1Y6x42Mz+fjww8/pLCwkAEDBujcNhFXX301p512WqXzCPrbbSpWrVpFamoqbdu2Zdy4cWzcuBHQ+ZWmT/2JI4f6E02P+hNNl/oTTZP6E02b+hONi7O+G3Ck27FjBz6fj6SkpErrk5KSWL58eT21Sg6H7du3A1R5rsu3SePh9/u5/vrrOfbYY+natStgznFwcDAxMTGV9tU5bjwWLVrEgAEDcLvdREREMGXKFLp06cL8+fN1bhu5Dz/8kD///JPffvttr2362238+vXrx9tvv03Hjh3Ztm0bDzzwAIMGDWLx4sU6v9LkqT9x5FB/omlRf6JpUn+i6VJ/omlTf6LxUVBDRKQGrr76ahYvXlwpx6I0fh07dmT+/Pnk5ubyySefMH78eGbOnFnfzZJDtGnTJq677jqmTZtGSEhIfTdHDoMRI0YE5rt3706/fv1IS0vj448/JjQ0tB5bJiIiUjX1J5om9SeaJvUnmj71JxofpZ+qZ/Hx8TgcDjIyMiqtz8jIIDk5uZ5aJYdD+fnUuW78rrnmGv73v/8xY8YMWrRoEVifnJxMSUkJOTk5lfbXOW48goODadeuHb179+aRRx6hR48ePPfcczq3jdwff/xBZmYmRx99NE6nE6fTycyZM3n++edxOp0kJSXp/DYxMTExdOjQgdWrV+vvV5o89SeOHOpPNB3qTzRd6k80TepPHHnUn2j4FNSoZ8HBwfTu3Zvp06cH1vn9fqZPn86AAQPqsWVS29q0aUNycnKlc52Xl8e8efN0rhsJy7K45pprmDJlCj/88ANt2rSptL13794EBQVVOscrVqxg48aNOseNlN/vx+Px6Nw2cieccAKLFi1i/vz5galPnz6MGzcuMK/z27QUFBSwZs0aUlJS9PcrTZ76E0cO9ScaP/UnjjzqTzQN6k8cedSfaPiUfqoBuPHGGxk/fjx9+vShb9++PPvssxQWFnLJJZfUd9PkIBUUFLB69erA8rp165g/fz6xsbG0atWK66+/noceeoj27dvTpk0b7rnnHlJTUxk1alT9NVqq7eqrr2bixIl8/vnnREZGBnInRkdHExoaSnR0NJdddhk33ngjsbGxREVFce211zJgwAD69+9fz62XA7njjjsYMWIErVq1Ij8/n4kTJ/Ljjz/y7bff6tw2cpGRkYFc1eXCw8OJi4sLrNf5bdxuvvlmRo4cSVpaGlu3buW+++7D4XAwduxY/f3KEUH9iaZD/YmmTf2Jpk39iaZL/YmmT/2JRsiSBuHf//631apVKys4ONjq27evNXfu3PpuktTAjBkzLGCvafz48ZZlWZbf77fuueceKykpyXK5XNYJJ5xgrVixon4bLdVW1bkFrLfeeiuwT3FxsXXVVVdZzZo1s8LCwqyzzjrL2rZtW/01Wqrt0ksvtdLS0qzg4GArISHBOuGEE6zvvvsusF3ntmkZMmSIdd111wWWdX4bt9GjR1spKSlWcHCw1bx5c2v06NHW6tWrA9t1fuVIoP5E06D+RNOm/kTTpv7EkUX9iaZF/YnGx2ZZllWXQRQREREREREREREREZGaUE0NERERERERERERERFpFBTUEBERERERERERERGRRkFBDRERERERERERERERaRQU1BARERERERERERERkUZBQQ0REREREREREREREWkUFNQQEREREREREREREZFGQUENERERERERERERERFpFBTUEBERERERERERERGRRkFBDREROWLZbDY+++yz+m6GiIiIiIg0QupPiIjUDwU1RESkXlx88cXYbLa9plNOOaW+myYiIiIiIg2c+hMiIkcuZ303QEREjlynnHIKb731VqV1LpernlojIiIiIiKNifoTIiJHJo3UEBGReuNyuUhOTq40NWvWDDBDuV9++WVGjBhBaGgobdu25ZNPPqn0/EWLFnH88ccTGhpKXFwcV1xxBQUFBZX2efPNNznqqKNwuVykpKRwzTXXVNq+Y8cOzjrrLMLCwmjfvj1ffPHF4X3TIiIiIiJSK9SfEBE5MimoISIiDdY999zDOeecw4IFCxg3bhxjxoxh2bJlABQWFjJ8+HCaNWvGb7/9xuTJk/n+++8rdTJefvllrr76aq644goWLVrEF198Qbt27Sq9xgMPPMD555/PwoULOfXUUxk3bhzZ2dl1+j5FRERERKT2qT8hItI02SzLsuq7ESIicuS5+OKLef/99wkJCam0/s477+TOO+/EZrNx5ZVX8vLLLwe29e/fn6OPPpqXXnqJ1157jdtuu41NmzYRHh4OwFdffcXIkSPZunUrSUlJNG/enEsuuYSHHnqoyjbYbDbuvvtu/vWvfwGmYxMREcHXX3+tXLwiIiIiIg2Y+hMiIkcu1dQQEZF6M2zYsEqdDIDY2NjA/IABAyptGzBgAPPnzwdg2bJl9OjRI9ABATj22GPx+/2sWLECm83G1q1bOeGEE/bbhu7duwfmw8PDiYqKIjMzs6ZvSURERERE6oj6EyIiRyYFNUREpN6Eh4fvNXy7toSGhlZrv6CgoErLNpsNv99/OJokIiIiIiK1SP0JEZEjk2pqiIhIgzV37ty9ljt37gxA586dWbBgAYWFhYHts2bNwm6307FjRyIjI2ndujXTp0+v0zaLiIiIiEjDoP6EiEjTpJEaIiJSbzweD9u3b6+0zul0Eh8fD8DkyZPp06cPxx13HB988AG//vorb7zxBgDjxo3jvvvuY/z48dx///1kZWVx7bXXcuGFF5KUlATA/fffz5VXXkliYiIjRowgPz+fWbNmce2119btGxURERERkVqn/oSIyJFJQQ0REak333zzDSkpKZXWdezYkeXLlwPwwAMP8OGHH3LVVVeRkpLCpEmT6NKlCwBhYWF8++23XHfddRxzzDGEhYVxzjnn8PTTTweONX78eNxuN8888ww333wz8fHxnHvuuXX3BkVERERE5LBRf0JE5MhksyzLqu9GiIiI7MlmszFlyhRGjRpV300REREREZFGRv0JEZGmSzU1RERERERERERERESkUVBQQ0REREREREREREREGgWlnxIRERERERERERERkUZBIzVERERERERERERERKRRUFBDREREREREREREREQaBQU1RERERERERERERESkUVBQQ0REREREREREREREGgUFNUREREREREREREREpFFQUENERERERERERERERBoFBTVERERERERERERERKRRUFBDREREREREREREREQaBQU1RERERERERERERESkUVBQQ0REREREREREREREGgUFNUREREREREREREREpFFQUENERERERERERERERBoFBTVERERERERERERERKRRUFBDRESq9Pbbb2Oz2Vi/fn19N0VERERERBop9StERKS2KaghInKEOOOMMwgLCyM/P3+f+4wbN47g4GB27txZaX15R+RAU+vWravdnj2P6XQ6ad68ORdffDFbtmyp8jmWZfHee+8xePBgYmJiCAsLo1u3bjz44IMUFhbu87WmTJnCiBEjiI+PJzg4mNTUVM4//3x++OGHarc3JyeHkJAQbDYby5Ytq3KfoUOH0rVr1yq37dixA5vNxv3337/XtjVr1vD3v/+dtm3bEhISQlRUFMceeyzPPfccxcXF1W6jiIiIiMjh1tD7FbtPt99+e2C/7777jssuu4yuXbvicDgO6jUACgoKuO++++jatSvh4eHExcXRs2dPrrvuOrZu3XpQxxIRkUPjrO8GiIhI3Rg3bhxffvklU6ZM4aKLLtpre1FREZ9//jmnnHIKcXFxXHjhhYwZMwaXy8XgwYN57733Ku1/+eWX07dvX6644orAuoiIiINu14MPPkibNm1wu93MnTuXt99+m19++YXFixcTEhIS2M/n83HBBRfw8ccfM2jQIO6//37CwsL4+eefeeCBB5g8eTLff/89SUlJgedYlsWll17K22+/Ta9evbjxxhtJTk5m27ZtTJkyhRNOOIFZs2YxcODAA7Zz8uTJ2Gw2kpOT+eCDD3jooYcO+r1WZerUqZx33nm4XC4uuugiunbtSklJCb/88gu33HILS5Ys4dVXX62V1xIREREROVQNvV+xu91vOJo4cSIfffQRRx99NKmpqQd1bK/Xy+DBg1m+fDnjx4/n2muvpaCggCVLljBx4kTOOuusgz6miIgcAktERI4IRUVFVmRkpDV8+PAqt0+cONECrA8//LBaxwsPD7fGjx9f4/a89dZbFmD99ttvldbfdtttFmB99NFHldY//PDDFmDdfPPNex3riy++sOx2u3XKKadUWv/EE09YgHX99ddbfr9/r+e9++671rx586rV3sGDB1tnn322dcMNN1ht2rSpcp8hQ4ZYRx11VJXbsrKyLMC67777AuvWrl1rRUREWJ06dbK2bt2613NWrVplPfvss9Vqn4iIiIhIXWgs/Yo9bdmyxSopKbEsy7JOO+00Ky0trdqv8fHHH1uA9cEHH+y1rbi42MrNzT2oNh+KgoKCOnstEZGGSumnRESOEKGhoZx99tlMnz6dzMzMvbZPnDiRyMhIzjjjDKDmuW+XL1/Oxo0ba9zOQYMGASYlU7ni4mKeeOIJOnTowCOPPLLXc0aOHMn48eP55ptvmDt3buA5jzzyCJ06deLJJ5/EZrPt9bwLL7yQvn37HrBNGzdu5Oeff2bMmDGMGTOGdevWMXv27Jq+xYDHH3+cgoIC3njjDVJSUvba3q5dO6677rpDfh0RERERkdrSWPoVe0pNTSUoKKhGzy3vmxx77LF7bStPH7u75cuXc/7555OQkEBoaCgdO3bkrrvuqrTPX3/9xYgRI4iKiiIiIoITTjgh0JcpV/7ZzZw5k6uuuorExERatGgR2P71118zaNAgwsPDiYyM5LTTTmPJkiU1eo8iIo2JghoiIkeQcePGUVpayscff1xpfXZ2Nt9++y1nnXUWoaGhh/QanTt3rnIYenWVd3aaNWsWWPfLL7+wa9cuLrjgApzOqjMnlr/m//73v8BzsrOzueCCC3A4HDVuD8CkSZMIDw/n9NNPp2/fvqSnp/PBBx8c0jEBvvzyS9q2bVut9FciIiIiIg1FQ+xX5ObmsmPHjkpTbUlLSwPg3XffxbKs/e67cOFC+vXrxw8//MCECRN47rnnGDVqFF9++WVgnyVLljBo0CAWLFjArbfeyj333MO6desYOnQo8+bN2+uYV111FUuXLuXee+8N1Al57733OO2004iIiOCxxx7jnnvuYenSpRx33HEqyi4iTZ5qaoiIHEGOP/54UlJSmDhxItdcc01g/eTJk/F6vYwbN67O21Te+XC73cybN48HHngAl8vF6aefHthn6dKlAPTo0WOfxynfVl7Eu/yxW7duh9zGDz74gDPPPDPQMRs9ejSvvvoqzz333D6DLAeSl5fHli1bOPPMMw+5fSIiIiIidakh9itOPPHEvdYdKABRXaNGjaJjx47ce++9vPHGGwwbNoxBgwZx+umnk5iYWGnfa6+9Fsuy+PPPP2nVqlVg/aOPPhqYv/vuu/F6vfzyyy+0bdsWMDdpdezYkVtvvZWZM2dWOmZsbCzTp08P3KxVUFDAP//5Ty6//PJK9ffGjx9Px44defjhh1WXT0SaNI3UEBE5gjgcDsaMGcOcOXMq3b0zceJEkpKSOOGEEw75NSzL4scff6z2/ieeeCIJCQm0bNmSc889l/DwcL744otKw6rz8/MBiIyM3Odxyrfl5eVVetzfc6pj4cKFLFq0iLFjxwbWjR07lh07dvDtt9/W+Li11T4RERERkbrWEPsVL774ItOmTas01ZbQ0FDmzZvHLbfcApi0UJdddhkpKSlce+21eDweALKysvjpp5+49NJLKwU0gEA6XJ/Px3fffceoUaMCAQ2AlJQULrjgAn755ZdAX6HchAkTKo0+nzZtGjk5OYF+SfnkcDjo168fM2bMqLX3LiLSECmoISJyhCm/a2rixIkAbN68OVAv4lDTNNVEeefjk08+4dRTT2XHjh24XK5K+5Rf+C8PblRlz8BHeV7b/T2nOt5//33Cw8Np27Ytq1evZvXq1YSEhNC6desapaAq78zUVvtEREREROpDQ+tX9O3blxNPPLHSVJuio6N5/PHHWb9+PevXr+eNN96gY8eOvPDCC/zrX/8CYO3atQB07dp1n8fJysqiqKiIjh077rWtc+fO+P1+Nm3aVGl9mzZtKi2vWrUKMCNmEhISKk3fffddlbVORESaEqWfEhE5wvTu3ZtOnToxadIk7rzzTiZNmoRlWfUyRBxM56NPnz6AGdZ93HHHccEFF7BixQoiIiIA8+MezKiJUaNGVXmchQsXAtClSxcAOnXqBMCiRYv2+ZwDsSyLSZMmUVhYGDju7jIzMykoKAi0MyQkhOLi4iqPVVRUFNgHTFAjNTWVxYsX16htIiIiIiL1qaH1K+pSWloal156KWeddRZt27blgw8+4KGHHjpsr7dnfRK/3w+YuhrJycl77V/TFLkiIo2FRmqIiByBxo0bx+LFi1m4cCETJ06kffv2HHPMMfXdLBwOB4888ghbt27lhRdeCKw/7rjjiImJYeLEifh8viqf++677wIEanEcd9xxNGvWjEmTJu3zOQcyc+ZMNm/ezIMPPsjkyZMrTa+++ipFRUV89tlngf3T0tLYtGlTlYGNFStWBPYpd/rpp7NmzRrmzJlTo/aJiIiIiNSnhtqvqCvNmjUjPT2dbdu2AQTSSe3vxqWEhATCwsIC/YPdLV++HLvdTsuWLff7uunp6QAkJibuNTrlxBNPZOjQoTV8RyIijYOCGiIiR6Dyu6fuvfde5s+fX6t3Uy1fvpyNGzfW+PlDhw6lb9++PPvss7jdbgDCwsK4+eabWbFiBXfddddez5k6dSpvv/02w4cPp3///oHn3HbbbSxbtozbbrutyiKB77//Pr/++us+21KeeuqWW27h3HPPrTRNmDCB9u3bV0pBdeqpp+L1ennllVcqHcfv9/Pyyy8THBxcKb/wrbfeSnh4OJdffjkZGRl7vf6aNWt47rnnDvCJiYiIiIjUj4bcr6hNCxYsYMeOHXut37BhA0uXLg2kkkpISGDw4MG8+eabe7W9vD/icDg4+eST+fzzzyvVI8nIyGDixIkcd9xxgVS1+zJ8+HCioqJ4+OGH8Xq9e23Pyso62LcoItKoaDyaiMgRqE2bNgwcOJDPP/8coFY7H507d2bIkCEHVdRvT7fccgvnnXceb7/9NldeeSUAt99+O3/99RePPfYYc+bM4ZxzziE0NJRffvmF999/n86dO/POO+/sdZwlS5bw1FNPMWPGDM4991ySk5PZvn07n332Gb/++iuzZ8+usg0ej4f//ve/nHTSSYGUUXs644wzeO6558jMzCQxMZGRI0dy8sknc8MNN/Drr78ycOBAioqK+OKLL5g1axYPPfQQCQkJgeenp6czceJERo8eTefOnbnooovo2rUrJSUlzJ49m8mTJ3PxxRfX+HMUERERETmcGnq/YncLFy7kiy++AGD16tXk5uYGUkb16NGDkSNH7vO506ZN47777uOMM86gf//+REREsHbtWt588008Hg/3339/YN/nn3+e4447jqOPPporrriCNm3asH79eqZOncr8+fMBeOihh5g2bRrHHXccV111FU6nk1deeQWPx8Pjjz9+wPcSFRXFyy+/zIUXXsjRRx/NmDFjSEhIYOPGjUydOpVjjz220sh3EZGmRkENEZEj1Lhx45g9ezZ9+/alXbt29d2cSs4++2zS09N58sknmTBhAg6HA4fDwccff8y7777L66+/zj333ENJSQnp6encd9993HTTTYSHh1c6jt1u59133+XMM8/k1Vdf5cknnyQvLy9wB9Xjjz/OgAEDqmzD1KlTycnJ2W/nZuTIkTz11FN8+OGH/POf/8Rut/PFF1/w6KOP8uGHH/Lpp5/idDrp1q0b77//fpWdvDPOOIOFCxfyxBNP8Pnnn/Pyyy/jcrno3r07Tz31FBMmTDi0D1NERERE5DBqyP2K3f3555/cc889ldaVL48fP36/v/vPOecc8vPz+e677/jhhx/Izs6mWbNm9O3bl5tuuolhw4YF9u3Rowdz587lnnvu4eWXX8btdpOWlsb5558f2Oeoo47i559/5o477uCRRx7B7/fTr18/3n//ffr161et93PBBReQmprKo48+yhNPPIHH46F58+YMGjSISy655GA+GhGRRsdmVZWPQ0REREREREREREREpIFRTQ0REREREREREREREWkUFNQQEREREREREREREZFGQUENERERERERERERERFpFBTUEBERERERERERERGRRkFBDRERERERERERERERaRQU1BARERERERERERERkUbBWd8NaKz8fj9bt24lMjISm81W380REREREal3lmWRn59Pamoqdrvun9of9SdERERERCqrbn9CQY0a2rp1Ky1btqzvZoiIiIiINDibNm2iRYsW9d2MBk39CRERERGRqh2oP6GgRg1FRkYC5gOOioqq59aIiIjUgsJCSE0181u3Qnh4/bZHRBqdvLw8WrZsGfitLPum/oSIiDRJ6lOIyCGobn9CQY0aKh8iHhUVpU6IiIg0DQ5HxXxUlDogIlJjSqd0YOpPiIhIk6Q+hYjUggP1J5ToVkREREREREREREREGgWN1BAREREjLAwyMyvmRUREREREDob6FCJSBxTUEBEREcNmg4SE+m6FiIiIiIg0VupTiEgdUFBDRERERESkgfL5fHi93vpuhjRSQUFBOHbPby8iIiLSBCioISIiIobHAzfeaOaffhpcrvptj4jIEcyyLLZv305OTk59N0UauZiYGJKTkw9YcFNEpFaoTyEidcBmWZZV341ojPLy8oiOjiY3N5eoqKj6bo6IiMihKyyEiAgzX1AA4eH12x4RaXT0G7n6DvRZbdu2jZycHBITEwkLC9MFaTlolmVRVFREZmYmMTExpKSk1HeTRORIoD6FiByC6vYnNFJDRERERESkAfH5fIGARlxcXH03Rxqx0NBQADIzM0lMTFQqKhEREWkS7PXdABEREREREalQXkMjLCysnlsiTUH590i1WURERKSpUFBDRERERESkAVLKKakN+h6JiIhIU6OghoiIiIiIiIiIiIiINAoKaoiIiIiIiEiD1Lp1a5599tn6boaIiIiINCAKaoiIiIiIiMghsdls+53uv//+Gh33t99+44orrjiktg0dOrTKNpWWlgLw6aefcvLJJxMXF4fNZmP+/PkHPGZRURF33HEH6enphISEkJCQwJAhQ/j8888Pqa0iIiIicmDO+m6AiIiINBChobBuXcW8iIhINW3bti0w/9FHH3HvvfeyYsWKwLqIiIjAvGVZ+Hw+nM4Dd0cTEhJqpX0TJkzgwQcfrLSu/PULCws57rjjOP/885kwYUK1jnfllVcyb948/v3vf9OlSxd27tzJ7Nmz2blzZ620tyolJSUEBwcftuOLiNQK9SlEpA5opIaIiIgYdju0bm0mu34iiIg0JJZlUVRSWueTZVnVal9ycnJgio6OxmazBZaXL19OZGQkX3/9Nb1798blcvHLL7+wZs0azjzzTJKSkoiIiOCYY47h+++/r3TcPdNP2Ww2Xn/9dc466yzCwsJo3749X3zxxQHbFxYWVqmNycnJgW0XXngh9957LyeeeGL1TgbwxRdfcOedd3LqqafSunVrevfuzbXXXsull14a2Mfj8XDbbbfRsmVLXC4X7dq144033ghsnzlzJn379sXlcpGSksLtt98eGD0CZoTJNddcw/XXX098fDzDhw8HYPHixYwYMYKIiAiSkpK48MIL2bFjR7XbLiJyWKlPISJ1QCM1REREREREGrhir48u935b56+79MHhhAXXTrfx9ttv58knn6Rt27Y0a9aMTZs2ceqpp/J///d/uFwu3n33XUaOHMmKFSto1arVPo/zwAMP8Pjjj/PEE0/w73//m3HjxrFhwwZiY2NrpZ3VkZyczFdffcXZZ59NZGRklftcdNFFzJkzh+eff54ePXqwbt26QPBhy5YtnHrqqVx88cW8++67LF++nAkTJhASElIpVdc777zDP/7xD2bNmgVATk4Oxx9/PJdffjnPPPMMxcXF3HbbbZx//vn88MMPh/19i4iIiDQE9Roy/emnnxg5ciSpqanYbDY+++yzAz7nxx9/5Oijjw7c6fL222/vtc+LL75I69atCQkJoV+/fvz666+Vtrvdbq6++mri4uKIiIjgnHPOISMjo5belYiISCNVUgK33GKmkpL6bo2IiDQxDz74ICeddBLp6enExsbSo0cP/v73v9O1a1fat2/Pv/71L9LT0w848uLiiy9m7NixtGvXjocffpiCgoK9+nx7eumll4iIiAhMN9100yG9l1dffZXZs2cTFxfHMcccww033BAIPACsXLmSjz/+mDfffJOzzjqLtm3bcsIJJzB69OhAe1q2bMkLL7xAp06dGDVqFA888ABPPfUUfr8/cJz27dvz+OOP07FjRzp27MgLL7xAr169ePjhh+nUqRO9evXizTffZMaMGaxcufKQ3pOISK1Qn0JE6kC9jtQoLCykR48eXHrppZx99tkH3H/dunWcdtppXHnllXzwwQdMnz6dyy+/nJSUlMBQ3I8++ogbb7yR//znP/Tr149nn32W4cOHs2LFChITEwG44YYbmDp1KpMnTyY6OpprrrmGs88+u9KPUBERkSOO1wtPPmnm778flLdbRKTBCA1ysPTB4fXyurWlT58+lZYLCgq4//77mTp1Ktu2baO0tJTi4mI2bty43+N07949MB8eHk5UVBSZmZn7fc64ceO46667AssxMTEH/wZ2M3jwYNauXcvcuXOZPXs206dP57nnnuOBBx7gnnvuYf78+TgcDoYMGVLl85ctW8aAAQOw2WyBdcceeywFBQVs3rw5MFKld+/elZ63YMECZsyYUalGSbk1a9bQoUOHQ3pfIiKHTH0KEakD9RrUGDFiBCNGjKj2/v/5z39o06YNTz31FACdO3fml19+4ZlnngkENZ5++mkmTJjAJZdcEnjO1KlTefPNN7n99tvJzc3ljTfeYOLEiRx//PEAvPXWW3Tu3Jm5c+fSv3//Kl/b4/Hg8XgCy3l5eTV6zyIiIiIiIgfLZrPVWhqo+hIeHl5p+eabb2batGk8+eSTtGvXjtDQUM4991xKDnBnb1BQUKVlm81WaXRDVaKjo2nXrl3NGr6fdgwaNIhBgwZx22238dBDD/Hggw9y2223EVpLxXH3/MwKCgoYOXIkjz322F77pqSk1MprioiIiDR0japiz5w5c/Yq3jZ8+HDmzJkDQElJCX/88Uelfex2OyeeeGJgnz/++AOv11tpn06dOtGqVavAPlV55JFHiI6ODkwtW7aszbcmIiIiIiJyRJk1axYXX3wxZ511Ft26dSM5OZn169fXd7NqrEuXLpSWluJ2u+nWrRt+v5+ZM2dWuW/nzp2ZM2dOpULss2bNIjIykhYtWuzzNY4++miWLFlC69atadeuXaVpzwCIiIiISFPVqG712b59O0lJSZXWJSUlkZeXR3FxMbt27cLn81W5z/LlywPHCA4O3mu4cVJSEtu3b9/na99xxx3ceOONgeW8vDwFNkRERKTeWJaF3wKf38JT6sPt9eP2+gLzldeZR7fXj9fnx263EWS34bDbCHLYcTpsOO02nPbyefMY5LBhs9nwlB2n2OujuMSHu7TsMbDOT7HXh6fstbCB3WbDbgOHzRzDbgOHvfK8vSztSqnfT6nPwuuz8Pr8lPr9lJRagfUlPj+lPn9gu9+y8PktLAt8ZfN+f9nnYZn58kfLApsN7HZboC0Oe3n7bNjtpo1m3rTNXrafDbDbwYZZj2237ZTvR8VnZreZeYc98HkGOXb7nO02HA7bHidyv4tYlkWp37zHUr+Fz2ceS/3+Ssu+8mW/xVm9mnNeH/1OlYavffv2fPrpp4wcORKbzcY999xzwBEXh0N2djYbN25k69atAKxYsQIwxcCTk5OrfM7QoUMZO3Ysffr0IS4ujqVLl3LnnXcybNgwoqKiiIqKYvz48Vx66aWBQuEbNmwgMzOT888/n6uuuopnn32Wa6+9lmuuuYYVK1Zw3333ceONN2K37/vew6uvvprXXnuNsWPHcuuttxIbG8vq1av58MMPef3113E4ai9dmIiIyJHIU+ojM89DZr6HzDw3Owo8FHh8FJeUUlTio8jro8hj5ou9PrOupGK7p9RPq9gwOiVH0jklik4pkXROjqJZeO2nYrMsi7ziUjLz3WTle8gq8JjHsikz38OuohKSokJoEx9O6/hw2saH0yY+nOSoEOx224FfpIFqVEGN+uRyuXC5XPXdDBEREWlEfH6LrTnF7CoqIbfYu9eUV1xK3h7rCjyl5iK9ZS7I+y2rbKoIZJRvE6lK77Rm9d0EkWp5+umnufTSSxk4cCDx8fHcdttt9ZLm94svvgikLwYYM2YMAPfddx/3339/lc8ZPnw477zzDnfeeSdFRUWkpqZy+umnc++99wb2efnll7nzzju56qqr2LlzJ61ateLOO+8EoHnz5nz11Vfccsst9OjRg9jYWC677DLuvvvu/bY1NTWVWbNmcdttt3HyySfj8XhIS0vjlFNO2W8wRERE5EhiWRaeUr+5OavUV+lGr6ISHzsKPGTmecjId5NVHsDId5OR5yG32HvIr79oSy6LtuRWWpcU5aJTchSdU6LonBJJp+Qo2iaEE+So+P+3z2+RU1TCrqISdhV52VW493x2YQlZBSXsKAtclPgOfEPIkq17/75yOe20KQtwtC57bFs2HxceXKnuV0Nks6yG0SW22WxMmTKFUaNG7XOfwYMHc/TRR/Pss88G1r311ltcf/315ObmUlJSQlhYGJ988kml44wfP56cnBw+//xzfvjhB0444QR27dpVabRGWloa119/PTfccEO12puXl0d0dDS5ublERUUd5LsVERFpgAoLobzwaEEBKI3FQfH5LdZkFbBos/kBu3hLLku35VFU4quzNoQE2XE5HYQE2QkJcuBymscQpwNX2bZgpw1f2R39Xl/FaIhSv0Wpz1/2aOH1+wP7hQQ5CC2bQoIdhDjthAaXLQc5AvOhQQ6CnfbA51EefPGVB2b8FaNLdg/QOB12guw2gpxmNEOw0x4Y5RDksAdGkwSXPToCoyoqj7ooH/0RGH1hNyMqLAi89p6jPHZvV/m8BZUCSdZugaTy9VDxXspHUVR8fmWPe3ym5ct79g/27DDs2X1wOmw4ykaCOOy2So/lo0IcZaNEHHY7HZIi6JRcP79P9Ru5+vb3WbndbtatW0ebNm0ICQmppxZKU6Hvk4jUKfUppAo+v1UpsFAxknzvdbsHIopL/IFR4p7AaHEzStwdmCr2332k+qEIdtpJjHSRGOkiIdJFhCuIsGBH2eQkLNj0gcrXhZavC3LgdNhYl1XIsu35LN+Wx7LteWzKLq7ydYIcNlrHheP1+dlV5K1xQCUqxEliVAgJEaa95VNipIvo0CC257lZl1XI+p2FrN1RyMadRZT69x0SGH5UEq9c2KdGbTlU1e1PNKqRGgMGDOCrr76qtG7atGkMGDAAgODgYHr37s306dMDQQ2/38/06dO55pprAOjduzdBQUFMnz6dc845BzDDizdu3Bg4joiIiMj+lPr8rM4qYPGWPBaX3YWzdGsexd69Axgup53Y8GCiQ4OICg0iKiSI6NDdJyfRYRXLEa4gnA5bIH1TeYqjQLokG4EUTuUpk1xOOy6nvfbvpnHnwYbZ0HYoBOlCmIiIiIjIkarU5+f3DbuYs2Yn+e7SSoGFQJpab0XQodjrw12Wutbrq7976u02zI1eQebmrJAgB/ERLhKiXGWBixCSosxjYlRFIOBQ+ladkqMY0S0lsJzv9rIyI59l2/JZvj2P5dvyWb49nwJPKasyC/Z6flSIk2bhwTQLC6ZZWFCl+Ziw4EDAIiHSRXyEi5Cgg0s/WerzsyWnmLU7CgPBjnU7zLQlp5iU6NAav/e6Uq9BjYKCAlavXh1YXrduHfPnzyc2NpZWrVpxxx13sGXLFt59910ArrzySl544QVuvfVWLr30Un744Qc+/vhjpk6dGjjGjTfeyPjx4+nTpw99+/bl2WefpbCwMDCcODo6mssuu4wbb7yR2NhYoqKiuPbaaxkwYAD9+/ev2w9ARESkIQkNhcWLK+abOL/fjEbwlnjIL7Eo8PjJc5eS7/aS7y4tm8x8gaeUvLL5rHwPy7fn4fbufvePRSge2gUX0TvBolusn45RHlqHeYiLisDe/TxwRdbbe62R/O3w7ijIWgatB8HYSY3vPYiIiIhI3TrC+hQNTVa+hxkrMkmJDqF7ixiiQ4MO6Xh5bi8/rczi+6UZzFiRVSupmYId5oYsV2BkeeVR5q6yUeEhzvJR4g5Cg+1ljw5c5SPIg+yBkeMVI9Z3G61edtzd0zvVl8iQIHqnxdI7LTawzrIsNu8ygYXQIAex4SZgERMahPMwt9npsJMWF05aXDjDOlbeVj5apqGr16DG77//zrBhwwLL5YW4x48fz9tvv822bdvYuHFjYHubNm2YOnUqN9xwA8899xwtWrTg9ddfZ/jw4YF9Ro8eTVZWFvfeey/bt2+nZ8+efPPNN5WKhz/zzDPY7XbOOeccPB4Pw4cP56WXXqqDdywiIk3en+/CDw9BjzEw6CYIia7vFlVLSanf5BCNSCWnqISQtdmEu5xEuByEu5xmCnbiqKVCYsUlPrKLSthVWMLOQvOYXT7tsT7PbX44lxdrtpWNXLDtUbC5vDg1UJYOqOq0Sj6/RbC/kBH2eZzv+JFj7CuJANxWEMW4KCaYYsuFm2CzbAXjxoWbIIotF6U4iLIVEu8qJDmokFhbAeG+XBz+EvPmdpZNu5v/AVz4aaP5PpCzEd45A3atM8vrf4b3zoJxn0BoTL02TUREREQaMLsdjjqqvltxxNmSU8yrM9fw4W+bKqVeSk8Ip0fLGHq1jKFny2Z0Sok84EX+TdlFTF+WwfTlmcxdu7PSKItmYUEM7ZhISnRIIEVtSHDlIENoUEXgITS4LLhQFnAIdtprrU/Z2NlsNlrGhtEyNqy+m1JJ+aiWhq7B1NRobJQvWETkMPD7Ycb/weJP4KR/QZcz6vTlfX6LwpJSCsruzM93l1LoKaWoxFeWu97k9y/PYx/ksAXy/jsddoK8BaS+3Re7JweA0pBYNnX/J+vSziPfa6PQ46PQY45d6Ck1r+Xx4fH6CAly7JGX01k5P2eQgzCXWR8a5MBhNz+CHLbdagiU1xMoS03ksNuw2Wz4/RYZ+W6257rJzPOwPc/N9jw3Gbllj3ludhSUVOszCg0qD3I4CA92EuFyEhLswO+3KPH5A8EDr8/abb48uOCnpNRPic+/xyiHyuz4aWPbxlG2DXSxryfFls1Cf1t+9ndjpdWCvSsOVJdFH9sKznfM5DTHXMJtnhoeZz8cwRAaC2GxEBYHoc1MQKB4F7Q4Bv72KYQ08N8NO1bDu2dA3haIaWX+Fr+8Dtw5kNwdLvwMwuPqu5XSQOk3cvWppobUFX2fRESarrVZBbz84xqm/LUlUCOhU3IkhSWlVdZxcDntdG0eTc+WMYGpeUwoi7bk8v2yDKYtzWD59vxKz0lPCOfELkmc1DmJXq2aKSghh1WTrKkhIlIjfh9krzXzdic4gsAeVDbvNPOOsuXazkd/hLEsi9xiLxl5HjLKLpZn5nvYWVCCp9QXuKDt8ZrHklIzeXx+8BZzU8GTDC6dA4Dv4/FMTLieVS3OISkqpGxykRwVQmJUCFEhzn3muCz1+ckuKmFngbnzf0eBJzC/s9BDdmEJBR4TvMgvCzAUuEspPMSCzlc6vuD2oBw2+RMowUm6exttfr0f39xXebj0An7w96LmF+QPvzBKuen3TwkNcvDesAvI9dkoLDGBmPIfyOW5UXfsnfbzoAU5bCSHQS/XVro7N9LBWkcb7xqS3WsI8rsr7XumYzYA3rBE8lMHkZd6HHmpx+INTSgr3lxRyNnCwmk3BaWddhshxZk0W/1fopd/RHDuusAxfc3S8fYYB0edgys0HFtpMXiLwVu0x+Me63xeCIkxQYuwZmXBi7JARnDE3v+ObFsI74yEzb/BB+fC3/7bcNM4bV8M742CwiyI7wAXfQ5RqRDXzqzfvhDePg0u+gwik+u5sSIiIiLS4JSUwMMPm/k774Tg4PptTxO1dGseL/64mq8WbaP8dvWB6XFcM6wdA9LjsNls7CzwsGBzDvM35vDXphwWbMohz13KHxt28ceGXYFjBTvtlOw2usNugz6tYzmpcxIndE6kbUJEXb89kQPSSI0a0l1oIo1AqQfmT4RZz8Ku9dV7js1hAhyhzWDANdDv72a5tpQUwqznTOHdU5+ExE6HdLjiEl8geLA9z9yFn5HnJqfYS1iwg4iytEGRIeaO+sAUUnk+NMhhgg2luwUaAo++vZaLSnxk5pvXKn/NjHw3GXmeSj+GqiueXF4Lfope9tV4LCdz/Ecx1LEAgMe9o3nJdwZ7BgNCguyBAEd0aBC5RV52FnrYWVhCTtGh5fkMcth2+5yCCA2y47NMsKTUZ+owlJaNRPCWpTYK8hXzNdcQZ8vjRu8/mOEcxAXOGUzwf0SMlQfAspBe/C/lanKjOwXSOYW7nIQE2U0xtRITWCku8VFUYkaIFJf4KCwpLVtnJrfXh8+y8PutwMV8n9/Cb5lln3/v/7U3CwsKBIeSo0JIijaPydGmIFpydAixlhd7VNnF9oICCA8HTLDKU+o3o0s8PjPSpMSMOCnymCBH+UgWp91OkB2C8RBSWojLKiLYV4irtJAgXyFBpYW4PDsJ37UMZ+ZibDtWglVFMCkoDJK6QnI3iEyBjXNgwyworRzsIKmrKWKdPgxaDYTgsqG7pSWw8hv4631YPQ2ssu9lUDh0PQt6XQgt+9VdIHPrfDP6wZ0LLfvD3z5peIGNzb/D+2ebNiZ3g79NgYiEiu1ZK817yN8GsW3hoi8gpmX9tVcaJP1Grj6N1JC6ou+TiNSpwkKIKLsIvlufQmrHnxt38eIPq5m+PDOw7sTOiVw1rB1Ht2q23+f6/RbrdxYyf1NOYFq2LQ+vzyLC5WRIhwRO7JLI0A6JNAtXMErqR3X7Ewpq1JA6bCINmKcA/ngLZr8ABdvNOmcoOIPBVwp+r7nTmmr88xffEU593Fw0PQSW3493wSc4pt+Ho2ArAIXNOrHwlCl4bUH4LAtfWe5/n98yy2UXzn1+C7e3PIhQMQIiI89Nnrv0kNp1uMSEBZEUGUJilIukqBDiIoIJLcufWV4ULLhsii1cR985VxJauBlvcAzrTnyFgqS+RM95jPTl/wFgZtz5vBF6KdvzS8jI81SrOJnNBrFhwcRFBBMbHkxchIv48GBiw13EhgcRFRoUCPpE7B74CXHictYgf+Scl+DbOyAmDa7904wCAnOB+OenYO7L4CsBbNDzAjj+bnMH/GFiBQIdZjnYWY1CYwfbAcnZaAKHa2aY9+nJN1NJfkUQoTrC4kxao+RukNLDzMelg32P8+B1w6a55vXWzoBtCypvd7igVT9zwX3Zl1C0W2GLVgOg19+gyyhw1dOdRlv/gnfPNJ9Vq4EwbnL9tWVP636GSWOgpABa9DVtq6p2RvY6E9jI2QjRLWH8F+bzFimj38jVp6CG1BV9n0SkTimoUessy2L2mp288MNq5qw1fRybDU7rlsLVw9rROaXmv7ncXh+bsotoFRdWs36wSC1TUOMwU4dNpAEqyoZ5r8C8/5jc7wBRzWHgP+HoCyF4jx9Tfn9FgMPvLQt4lOIu8VC0dBrRsx/G4c4GYFfaKaw9+k4KQlMpKfXj9VXUBvCW1QfILfaSV+wld48psXAlN3hf5xj7cgA2W/GE4SbWVsC/S0fxVOn5h/S2Q4McJEeHkBhpAgipkU5asY1twWmBFEsFnt2mPZar+r9AsMMEHMqDDxWPJjARGuQgMdJFYllKqMRI85gUFUJCpKv6RaXW/ggfXQSeXHNh9ILJEN+uYvucF+HbO8189zFw5gvgCDJBnrLaEOUjU5qFBREbHkx8hIu48GBiwoLrLten1w3P9zR3sI98DnpfvPc+uzbA9Adg8X/NclAYDLzWfD8byoXt6nRAvMWwfCr89R6sncn+g4M2cEWZ9+eKNFNwhLlYntjFBDGSu5vgTk1GTBTuhHU/wpofYM2PkLe58vaIZOg5Fnr+rfL3qj5t+QPePct859OONcGDPf9tqmsrv4OPLzSjYNoMhjGT9v+dzN1sgjM7V5vPePwXkNCx7torDZp+I1efghpSV/R9EpE6paBGrVqZkc+tnyxk/qYcAJx2G2cf3Zwrh6QrLZQ0SQpqHGbqsEmD4/eDvRp3YjdFeVvNxe/f3wJvoVkX1w6OvR66jzYjNMqU13zYvKuYLTnFbM0pZsuuYrbmmsctOcWBgslRFHCD879c5PgOh82i2ArmxdIzec13Gh4OPBSzGXnc7JzMGMcPgef/x3cmHwWdyUlBC/lXyeP4sHNT5BOsCe6E3W7y/zt2eyyfD3baSYhwkRQdQlJkWQqhaBNUiHTtVlvC7zN3W6/6zqS36jthv220LMukOPL6AqMogh127HURDPjzPfjf9eAvNel4xkysuvjw/Enw+dUmRVGHU+DctypSDDUUv70BU280QbR/zq/0ndvL5t9NoGbTPLMckQzD7oAuZ5q0Z/VpXx0Qy4Jt800qp0WTzUiDcm2GQPfzzV375YGL8ikorO7SO1mWuci+ZoZ5bHcCpJ9QMWKmIdn8O7x3FnjyoPUguODj+vtOL5kC/51gArsdRsB5b0NQNS545WeYGhuZSyEs3tTYSO52mBsrjYF+I1efghpSV/R9EpE6paBGrVmwKYfxb/1KTpEXl9PO2L6tmDC4Lc1jQuu7aSKHjYIah5k6bNJglBTB/24wd04Pvtnc+b1nypZGzrIssgtL2JbrLpuK2VlQQkThBvpseY9uO77CaZl0RFtD2jM94W/MjxhEqWU3qZz85sL91rIgRnWKQQc77YQ47QQ7HXS2beAm3xv09C8BYLs9mXei/s6i8IEEOe0EOey4ghxEhzqJDg0ixmWjd+andFv1EkFeU0uhqMOZ+E94gPDE1hUBiP9ebi4Qx7WDv/9cOxc1v38AfnnazDtD4cpfGs4d6uX8fpjxkEnJBND1HDjzpf1fSF3xNUy+2NxJ3moAjP2w6tQ49cHnheePhtyNMOIJ6HfFgZ9jWbD0c/j+vsr1XhI6Q6v+5j226g8xreq2eP2eHRDcsOhjE8zIWFyxX3RL6DnOjIJo1rru2teUbPrNBDZK8s3oiLEf1X1g468P4ItrTKqwo86Gs189uBpCRdnmPWybDyHR8LdPoUWfw9ZcaRz0G7n6FNSo2tChQ+nZsyfPPvtsfTelyTiSv08iUg8U1KgV89bu5LJ3fqfAU0qPljG8dlFvEiP1b7g0fQpqHGbqsEmDkLcVPrzA5Gkvl3YsjHoZmqXVSRP8fgt3qSlmXOw1BYyLS0wxaXMt1obdBjZb2SM2bDZzndaGDbvdPHp9fraXBSx2D16Uz+9efLqlLYObnZM53T4Hh838EzbP34mXSs9kpr87exaUrkpceDDNm4XSPMZMqTGhlZZjwoIqgg9gLkIv/i98d7dJMQTQ7iQ45dHKQYO1M+Gb283dywBJ3WDEY9D62L0bUbwLXhpgjtf/KjjlkYP78Pe05DOYPN7Mx7aF7LUmN/6l3zScQJfXDZ/9A5Z8apYH3wJD76zeKKMNs2HiGJO2J6kr/O2/EJl8eNtbHX+9b0aShCfC9Qsh6CDumin1wK+vmRowO1fvvT0ypXKQI6nr4T2Xu3dA3hkD66eZO/jB1KvoPNLUpWgz5MgdGVabNv1aFtgoMHV7xn54cN+fQzHvFfj6VjPf60KTNq0m3y13Lnxwnhl5FBxhRp1U9e+dHDH0G7n6mlpQY+TIkXi9Xr755pu9tv38888MHjyYBQsW0L179/0e50BBjbfffptLLrlkr/WvvfYal19+Odu2beOmm27i999/Z/Xq1fzzn/+sVoBkypQpPPbYYyxbtgy/30+rVq046aSTmkRwpTF+n0SkEVNQ45DNWJHJle/9gafUT/+2sbw+/hgiXA1wBLrIYVDd/oT+IkQaqy1/wKQLTCHs0FjoewXMeQE2zIKXj4VTn4AeYw76Lm/LssjM97BhZxEbdhaax+witucWB9IUucseTRDjIIoBH6L4CBenhi7ltsLHCPcXALA6eiBzm49ne3Qvetht9N4jfZPTbsPhsONy2EmODgkELqpd86GczQbdzjXpj35+0hQhXz0NXvoRBlxt0lz9+LApTgzmnBx/t6mtsK8LhaHN4Ix/wwfnwtyXoOOp0GZQzT6czGXw2VVmfsA10O9KEzDZ/Kv5Xhx7Xc2OWxVvsUmfE5liRhLsL9XS7gp3mCDcpnlgd8LI56HXuOq/btpAuGQqvH+OGTXw5nC4cEr9Fin2+ypGnAy89uAvSDtdMPAaMxVkmc9m4xzYONfc/Z6/zaQHWjLF7B8cae6ETzvWjJKIblGL78UPS7+sWF4+FYJtkNLTBDK6nVv/6bGampZ9TXDuvbNNfZlJY2HspMMb2LAs85394V9muf9VMPzhmo8IKh+h8eFYWPeT+fsc84FJ/9UUWZYZ2VI++X2ABY5g8+9aXY6sEmlgLrvsMs455xw2b95MixaV///01ltv0adPnwMGNKorKiqKFStWVFoXHR0NgMfjISEhgbvvvptnnnmmWsebPn06o0eP5v/+7/8444wzsNlsLF26lGnTptVKe6vi8/nMTT+6SUBERHYzdeE2rv/oL7w+i+M7JfLSuKMP/vqFyBFAIzVqSHehSb1a9Im5M7zUbdLVjJ0EsW0gex1MuRI2zTX7dTkTTn8WwmIrPb3U52drjpv1OwvZkF3Exp2FrN9ZxMadRWzMLqLYe+D0TFVxOe2EBjs4x/4Tw6x5TAo6m0X2TlhY+MtiH5Zl4bcw66yy60OWhcNuK6sTEUJqdAjJ0aGkxoSQHBVCakwoiZHBuH77D0y7x1xIanEMnPY0pNRO5/ig7VgN39wGq7+vvN7mgGMug6F37PW579MX/4Q/3zEBgn/MNrUIDkbxLnjteDMyo81g+NsUU0fgz3fhi2vNHfZ//wkSOx3ccatS6jF3lm+YZZZtdnNhvVkb8x3c87H8vexYZe7m3rUOXNEw+j1oO6Rmbchea9qwa70ZHXHhp/WXy3/RJ/Dfy8zF/usX127B75Ii2PpnRZBj06+mBkM5u9Ok7hp47aG9f8sy6b1mPAzbFsI2vylcPWI89LlQdRLqwobZ8P65piZQ+gmmvkxV6di8bhPoyt9mRurlbTXzBZnm/welbvM3Wmnes9u6ssfy4u5DbjP/VtXGhXhvMXx8kannY3dCTJr5HpVPQWFmJEdwWNly+bYws82yTN0cv68sYOAz6/y+snl/xTa/D3ye/b/HUk/ZPmVT+TEs/27H9R/8dCAOlwlwOIJM0NIRVLa8+3xwxWduswG2/T/a7LtNey47qt7e4RTodOqhn9ca0G/k6jvokRqWBd6ium9oNesjlZaW0qJFC6655hruvvvuwPqCggJSUlJ44oknOO+887jmmmv46aef2LVrF+np6dx5552MHTs2sH91Rmpcf/315OTkHLBN1U1ldf3117NgwQJmzJix3/2+/PJLHnzwQRYtWkRERASDBg1iyhRz48GuXbu47rrr+PLLL/F4PAwZMoTnn3+e9u3bV2r3u+++y+23387KlStZvXo1KSkp3HXXXUyaNImcnBy6du3KY489xtChQw/4/qpLIzVEpE5lrYbXbzA3sJ10Hjh0Qb66Pv59E7f/dyF+C07vnsIzo3sS5FDwW44sGqkh0hT5/WY0wE9PmOUOp8DZr0FI2R95bBu45Cv45RmsHx/BtvRzPOvm8FPn+5lt68n6HSZ4sSm7iFL/vuOZdhs0bxZKWmw4aXFhpMWF0TwmjHCXg9AgB6HBDsKCHYQEVSyHOB3YfW746maTjgc4zv+7GTUw7K7qFZ7dF68b/ncNLJhklnv9zQQ0nK6aH/NQxbeDcZ+Yi8Hf3A45G0xA4ZTHIKnLwR1r+P/B2hmQs9Gktxr5XPWf6/eZIr/ZayG6FZz7dkVh5F4XmpEjq76Dz66Ey74/tKLJfr8ZDbJhlrlAZ3eYiys5G820bubezwmLN9/LHavAnWMCN+M+gYSONW9HbFu49NuKERtvnQYXfGhGctQlvx9+etLM97+6dgMaYC72tj7OTGDOdeYyE+RY+jms/xkWfmSmtsNMcCP9+OpfoLYsWD0dZvyfCZ6A+bfkgqthwFXmDnypG2kDYdxkM2przXSYNBpaDYS8LWUBjG1mvji7dl7PEQwn3Gu+M7UlKBRGfwCfXm6+n9lrau/YjYmvLJhS3yKT6y2oIYeRtwgeTq37171zqwlCHoDT6eSiiy7i7bff5q677gqk8Zw8eTI+n4+xY8dSUFBA7969ue2224iKimLq1KlceOGFpKen07dv38P9TvYpOTmZiRMnsnjxYrp27VrlPlOnTuWss87irrvu4t1336WkpISvvvoqsP3iiy9m1apVfPHFF0RFRXHbbbdx6qmnsnTpUoKCTL2ioqIiHnvsMV5//XXi4uJITEzkmmuuYenSpXz44YekpqYyZcoUTjnlFBYtWhQIiIiINCo/Pw6enyDLCY4x9d2aRuPNX9bx4P9MGusxx7Tk/87qhsOuUcAi+6KRGjWku9CktlmWxdZcNyu357MyI58tOcXYbeXpk2yEWm5OW/MA7XeaO8gWtLqYP9tfi9PpxGG3U1LqY0N2ERt2FrF+RyGRu5bwpONF2tu3APB26ck8WjoWNyYQEOy00yo2jLTYMNLiKoIXaXHhNI8JJdh5kHcD7FoPH10I2xeau0RbH2dSkQDEdzR1Plr0PvgPJm8rfPQ3k27L5jBpUvr9vWGl+Cj1mFEyCR1r3q51P8M7p5v5cf+F9idW73k/PGSCXM4Qc6E/tWfl7Xnb4KV+Ju/9sLthyC01ax/A9AdN2hq70wQm2g6Fggzz3netq/yYvXbvC7AtjoExkyAioeZt2F1xDkwaYy7yO0PgvHeg4ym1c+zqWPal+W66ouGGRXUfBNjyp0kttuQzcxc6mJobA681RZ/3lxZs7UwTzNg0zywHhZm/q4H/rP4II6l96342I5pKi/e9jzPEpH6LSq14jEgyQTBniAn27v7ocO29zhV5+IqSWxZkrTAjyEoKTb0Qb1HZfNnkLTLrS4oqlm12EygtH31g320kwl7rHWXvZY/35QwxAZs9P4dAaqh9jXbYc7Lt9pr72ad8HpupPePzlo0QKTHzvpI9pt22UzZUsfwzw6oYRRLYVj6c0b/bdv/eKbCqmloNqAiI1jH9Rq6+gx6pUVLYoIMaAMuXL6dz587MmDEjMNJg8ODBpKWl8d5771X5nNNPP51OnTrx5JPmRoHq1tQI3y1He0REBNu3b99r3+qO1CgsLOT888/nq6++Ii0tjf79+3PyySczbtw4XC7z23ngwIG0bduW999/f6/nr1q1ig4dOjBr1iwGDjQ3WezcuZOWLVvyzjvvcN555wXaPX/+fHr06AHAxo0badu2LRs3biQ1teLcnnjiifTt25eHH354v+2uLo3UEJE643XDE+2gJN/8Trphifm9KvtkWRYv/LCap6atBODy49pw12mdK9f4FDmCaKSGHLksy9wxvnW+SQN0sKl86sCOAg8rt+ezIsMEMFZsz2dVRgH5ntIq909lB68HP0V7+wY8lpM7vZfz35WDYeWKKvc3WnO27REeDPmYs0r+x8XO7zgrehXrBj9DQsf+pESFYK+tqP/K7+DTCeZO/LA4OPdNc8F7+Vfwv+thxwp440Q47gaT7qS6Iyw2/WYuGhdsN+l9znvbHLehcboOPbVTm0HQ7x8w72X44hq4as6B6xcs/aJi1M7I5/cOaABEpcCIJ2DKFTDzMXPRvybphP54u6J2xMjnIX2YmY9MNlPagL2f486tCHT4fdDptNqtFRAaY3L5f3IJrPzG1Os46z/Q/fzae419sSyY+biZ73dF/YxqaH60+Vs74T6Y+7JJN5axGKb8Hb5/APr/A3qPr9y2DXNMMGP9z2bZGQLHXA7HXm+CTSUl8ETZd+q66yC4mvVSpHa0GQTjv4BfXzV/K5GpphO4ewAjtFnDCuruyWarnVR3IrK3oDATYKiP162mTp06MXDgQN58802GDh3K6tWr+fnnn3nwwQcBU0fi4Ycf5uOPP2bLli2UlJTg8XgICzu4QGtkZCR//vlnYPlQ61KEh4czdepU1qxZw4wZM5g7dy433XQTzz33HHPmzCEsLIz58+czYcKEKp+/bNkynE4n/fr1C6yLi4ujY8eOLFu2LLAuODi4Ul2RRYsW4fP56NChQ6XjeTwe4uLiDuk9iYjUizXToTgP5paY5UHvw/G31m+bGjDLsnjk6+W8+tNaAG44sQP/PKGdAhoi1aCghjQt638xeeHL8/0v/czc9R5eu50Cr8/P5l3FuL0+3F4fnlK/mbw+3GWPgXWlpph2blEJKzMKWJmRz87CkiqP67TbSE+IoENyJGmxpnOXmLuQs1feT0RpNgXOZryX9n/YQ7pylt+i1G9R6vNT6rew26BVbBit48NpHRdO6/jwssDFmSbFzGdXEV2wjp7fngue2+HYGzjkfwL8PnOhfObjgAXN+8D571QUL+50KrTqD1/fCosmm4viK742ozaqugC/u/kT4cvrzB2tu9cNacpOvM/U6Ni5Cr66Fc55bd/7Zi6Hz/5h5vtfBT1G73vf7ufDsi9g+f9MzZUJM6pf3BtMm/53o5kfclv1i3uHRJvzfKBzfSiCw2D0+6bGzMKPyoJrudC36osOtWbVNDMqKSjcBKPqU7M0GPEoDL0Nfn8T5r0C+VtN/ZmZj5vARvowmPMirPnBPMcRbIrYH3ejCXyV83rh1rJOx1VXKahRH1r2NZOIyJ5stmqPmKhPl112Gddeey0vvvgib731Funp6QwZYupoPfHEEzz33HM8++yzdOvWjfDwcK6//npKSqr+bbwvdruddu3a1Xrb09PTSU9P5/LLL+euu+6iQ4cOfPTRR1xyySWEhh76jRmhoaGVLlQVFBTgcDj4448/cOyRcz4iopbTWoqI1IUlU8AHfF+WjvOUD2HYLQ37ppx64vNb3PP5YibO2wjAPad34bLjmvg1D5FapKCGNA0b5phaE+XpjhxlaSe2/gVvjYCLPjukIY87Cjz8uWEXf27M4c8Nu1i4JQe3txoFQ/fBZoO02DA6JEXSMTky8Ng6Lrxy2qf5k+DXf5oL+0ndiBg7iX/EtDz4F2x3grnz/383mEDPDw/Bym9Nqpn2J9es3kVRtrmAXF4o+5jLTWqoPUdhhMXCOa9D55HmwnjmUnj9BBh0Mwy6ae+L675SczF27ktmudPp5u77BjjiptYFhZr3+sZJsOhj6Hy6Kfa+J3euGZVQUgCtB8FJD+7/uDYbnP6MKUacsRh+ehyOv3v/zym3fRF8PN6kN+o+xhQVbmgcQTDqPyaI8uurpq5LcQ4Mvvnw/Hi2LPMZAhxzaa0HTWsstJn5mxpwjQkizv43ZC03KarmvGD2sTuh5zgYfAvU5N8SERGRAzj//PO57rrrmDhxIu+++y7/+Mc/AhfyZ82axZlnnsnf/vY3APx+PytXrqRLl4OsR1YHWrduTVhYGIWFhQB0796d6dOnc8kll+y1b+fOnSktLWXevHmV0k+tWLFiv++tV69e+Hw+MjMzGTRo0OF5IyIidcVbbG5i3N3O1SZtbk1SUTdhXp+fmycv4PP5W7HZ4NGzuzH6mFb13SyRRkVBDWncNv1mghnldx/bg8xdycfdaC74vjvKpD56czhc+BnEpR/wkKU+Pysy8gMBjD837mLDzqK99gsLdhDucuJy2ssmB64gOyFlj4F1TjuuIDsRriDaJUbQMSmSdokRhAY7qnj1Mn4fTH8AZpUVjO50Opz1yqEVIg6LNembFn4EX90Cm3+Djy809QC6jIRu55kL5Pb9tKvc1r/go4sgdyM4Q2Hks9DjAAXAupwJacfC1BtNEdmZj8KKqeZidHJZQcaibPjkUlM0G8yogCG3mxzqR4oWfUyarp+fMkGoVgMr16Dw++HTK0wR3qgW5pw6gg583IhEOP1pmHwx/Pw0dBwBzQ/wwzJ3C3xwfkXw5Ix/N9w7bOx2GPG4ubA/8zGY8ZBJh3byQ7Xf5nU/mb8fhwsG1GKh5dridEGvv0GPC0zQcfbzJh1f55Ew5NamP+JJRETqVUREBKNHj+aOO+4gLy+Piy++OLCtffv2fPLJJ8yePZtmzZrx9NNPk5GRUetBjfnz5wNmJERWVhbz588nODh4n69z//33U1RUxKmnnkpaWho5OTk8//zzeL1eTjrpJADuu+8+TjjhBNLT0xkzZgylpaV89dVX3HbbbbRv354zzzyTCRMm8MorrxAZGcntt99O8+bNOfPMKm5QKdOhQwfGjRvHRRddxFNPPUWvXr3Iyspi+vTpdO/endNOO61WPxcRkcNq9fem7xjVAqhIvceCiUdMUMOyLEp8ftwlftylPopLfBSXZfgo9vrweP0Ue33894/NTF+eidNu49kxPTm9u+qOiBwsBTWkcdryB8x4BFZPM8t2p7mIN+jmyncfX/YtvHumKVr85ilw4ZSKC+hlfH6LPzbs4udVWfyxYRcLNuVQWOKrtI/NBu0TI+id1oxerZrRO60ZbePDaz/PYWkJLP6vSROTscisG3yruTu+Ni7s22wm+JB2rLmjffF/IW8L/PW+mSKSoes50O1cSO1V9cXgP94xQRGfB5q1Mal/9vhM9yk83hRzXvIpTL3JjAJ4dahJm9NhhKmfsWudSelz1stVj1I4Egy5zYykyVhsapKMfr/iXMx81NSPcLhgzPvmM62uo84ydTiWfApT/gF//2nfo3TceTDxfJPGKKGTacPBpKyqDzYbDLsTQmLg2zvM6ITiHBj5HDhq8X935XVMeo+HyKTaO25ts9uhw8lmEhERqUOXXXYZb7zxBqeeemqlAth33303a9euZfjw4YSFhXHFFVcwatQocnNza/X1e/XqFZj/448/mDhxImlpaaxfv77K/YcMGcKLL77IRRddREZGBs2aNaNXr1589913dOzYETBFxydPnsy//vUvHn30UaKiohg8eHDgGG+99RbXXXcdp59+OiUlJQwePJivvvqKoKD933zy1ltv8dBDD3HTTTexZcsW4uPj6d+/P6effvqhfxAiInVpyRTz2OV0KgU1Fn1SdVaHRsyyLNbuKGT26h3MWr2TvzbtIt9dSrHXh2VV7xgup53//K03wzolHt7GijRRNsuq7p+b7K66ldillm1bYIIZK8uGNNoc0HOsSaXSrHXVzynIhPfONkGCkGgY9wnu5N7MXrODbxdn8P2yjL1qXES4nPRqFRMIYPRsGUN0aDXuhq+pomz44y2Y96opig3mwv4Zz5sAw+Hi98PGOSZVzdLPoHhXxbbYdDN6o9t5EN/ODCX96mYT/ADoeKqpjREaU7PXzs8wF+xXfFV5fUwrGDOp+oGSpmr7Inh1GPi9cNarpmbG8qkm7RSYES49xx78cYuy4cV+UJhp0o+d/K+99/F5TUBjzQ8QngiXf2/qNjQmf31gCq5bfjNC4Zw3audH9Ma5ZuSXPQium19RP6apKCyE8hzeBQUQ3vBzt4tIw6LfyNW3v8/K7Xazbt062rRpQ0hIDdKEiuxG3ycROexKiuCJduAthHFToUNZSr3/6wAl2+H8dxv9TYvbc93MWr2DWWt2MHv1Trbnufe7v8NuIzTIQUiQnZAgR9m8eYwKDeLKIW3p0zq2jlov0nhUtz+hkRrSOORshG/uMIWOAWx26D7aBDMOlFIqIhEu/h+l75+Hc8uveN4cyTW+m/i+5KjALlEhToZ1SqRvm1h6pzWjfWIkDnsdpNnZucbUjpg/EbxlKa4iU6DvFaaIb9hh/h+c3Q6tjzXTiMfNRexFk83F8+w1ZlTAzEchpSf4S83IAZvd1GM49oZDGz0SmQRjJpp0WF/faupEtB5kRnI0lBoF9Sm5Gwy9HX74lxkZE5EIn/7dbOt3Zc0CGmC+UyOfgw/HmpoLnU6HVv0qtluWSRG25gcICoMLPmp8AQ0wxcxDouGTS2DZlyZIM/qDQ0vhBhWjNHpe0PQCGiIiIiIiIjWxepoJaMS0MtcPynU9G/58ydQLra+gRvY6mPF/cOx1pp9dTblFXuasNSMxZq3Zwdqswkrbg512erdqxrHt4ujfNo7EyBBCgisCGEGOJppGe+camPsylBSaa0K2qiZH2aPNPDqCoc3gspTnTfRzkTqnoIY0fH4/fDgOti8EbGbkwpDbIL79AZ+ame9m2tIMvluSwV/r/8EL9mIGOxbxou0x7o24geCuoxh+VDL92sbW3f9wLAs2zDIpplZ8DZQNlkruZvLzH3VW/aT5cQZDx1PM5CkwIygWTYbV02HbfLNPWJy54z19WO28Znk6rLbDTEqx9idVrz7EkeLY68152PIHvDfKrEs71tSJOBSdToUeY2HBJPjsH3DlLxAcZrb9/BT8+a754XHum9D86EN7rfrU+XQYNxkmXQBrfzSp6MZNrnmwcMufJk+szWHqnoiIiIiIiEgg9ZTV5Szmrd1J/7LVa1JOI52XYNV3JotGRO2kWrIsi6ISHwWeUvLdXvLdpRR4Silwl5LvKTXL7lIKPF5GrbiFo/J+YePKv3i4+Sv4yp7vt0w6cr9lYe0277csCjw+lm/Pq5RKym6Dbs2jGdgunmPT4+nTuhkhQdWoSdqULJkCn18LJfkH/9yfnzT1VnqMhu5jIKFD7bdPjigKakjDt3SKCWi4ouDSbyFp7wJ/lmWxs7CEtVmFrMkqYG1WgSn0vXHXbv8TcvF/ze4jMfglOmX/wKO+p7CltYH2dZTmyOeFJZ+ZPP/lQQKADqfAgKtNxLqhFGF2RUD3881UuMOkpspaYe5sOBx3p0cmmQvtUpnDadJMvTIISt0Q1dyMZKmNwM8pj8LamWZEzvQHYMRjsHCyGRkCZuROxxGH/jr1re1QGP8lfHAObPkd3j7N1NaJTD74Y/38lHnsdl7TLbYdEgIzZlTMi4iIiIiI7E9JIdbKb7EBV85vxbQdC+g79mEAfp2czWeh7ejOan785CVsA68+qPTelmWxeVcxK7bnsyIjn+Xb81m5PZ+1Owrw+g6cTb+1bRt3BM8CG7TyrMZa/iXT/H2r/dbaJUZwbHocA9vF079t3OFNS96QlXrgu7tNbVaAVgOhw3CT7tnym5t3Ld9uy2WTv2xdUbbJCJK32fSrf34KUo82N1t2PUfZOqRGFNSQhs3nhR/K7kofeC3e+E5syCwoC1yYAEb5fG6xt8pD9GgRzclHJTP8qGTaJUaA/3j48jpsf70Hn19l0h4NuOrwvYeSIlMvY/YLpugygDPEpK/pf1W1RpzUq/B4OOby+m7FkSuhg0kXNe8/cPqzEJFQO8cNjYEz/m0u9s/7j7lj5sdHzbYB10DfCbXzOg1Bi95wydfw3lmQudTUxLjws4MLTGQsKUt/Z4NBNx6ultY/hwOGDq3vVoiIiIiISCOweEsuC755i3HeIjb4E/k2O5nwECepo0aQle8hbGMOH5cOonvQahLXfsqpy4/BZoP2iRH0TmvG0WV1TNvEh5NT5GX59nxWbM9jRUY+K7bnszKjgAJP6T5f32G3EeFyEuFyEhlipgiXk4iQICJcTs7b/gn2TItSuwun38NjsV8y9LiLsdkd2O027DYbDjvYbTZsNhsOmw27DZwOO91bRJMUpRu92LUBJl8MW/80y8fdAMPuNjdhHgyv29THXfAhrJpmjrf1T/j2Dmg/3GTx6DC8SRWUl8NLhcJrSEUQ68jvb8L/bqAoqBnnul5mRbaFz1/1V9Zmg+YxoaQnRNA2IZwOSZEM7ZhASnTo3jtbFky7x9QUABh8Kwy7s3ZHSngK4LfXzciMwiyzLjzR1Mvoc6ki0dIwfPFP+POdiuXOZ5jRIE0xz+Wu9SYF1a71EJ4A7U82OV93nyJTq/5xNvkSWPIpdBkF57+z93YREQH0G/lgqFC41BV9n0SkNrm9Pr5atI335m7gr405vBT0LKc6fuVD17l4h93LWb2aE+EyfSqf32L1ho20e7c3DsvLZSHPMD0naa9jhgY5KPb6qny9IIeN9IQIOiVH0iE5kk7JkbRPjCQuIpjQIAe2fV3HKcqGp7tAaTGMfh8+v9rc1HrOGyateWNnWab2qb/U3BC8+7zNZuq1Huo1rhXfwJS/gzsHQmLg7FdN4OFQFWTB4k9MSuxtCyrWh8SYkRs9xkKLPocvm4m/bCTJkcJmA3vjSZWmQuHS+JUU4Zn+KC7gsaIzWJpv/sEJC3bQNiGc9ISIQAAjPSGCNvHh1c9naLPBSf8y/2D+8C/46XEo3gXH3wWhzQ6t3e48MyRvzotQnG3WxaTBoJtM5FlRZ2lIhv8frJkBuRuhxTHmR0pTDGgANGttUti9dzZkLoH5H+y9j80B0c3N32x5oCM0NpAjlsG31GmT65zXC6+WDSm+4goIOkKHV4uIiIiINHCWZVFY4iMr30N2YQlgAgAOuw2n3V72aJaDHLstO8yjy+nAYa/+ReONO4v44NcNfPzbJnYVmUwZ0Q4PJzrngwWjx1+LLTXN9ClefBEAxxVX0LFNGnQaAcu+4I2eq9lx3Dj+3LCLPzbu4s8Nu1iwOTcQ0GgZG0rHpCg6JUfSsWxqEx9esxqov71hAhopPaDT6ZC5HGY8BD8+Ym5WO9iRBvVl1ffwzW1QtBN8peDfLYCxP/EdodffzHWog61l4iuFHx6EWc+Z5ea94by3Tf+4NkQkQP9/mCljKSz8EBZ+DPnb4Pc3zBTXzmQ46T7G9NEPldcNK78xI0VWf28+xyOGDVofZz7PzmeYlPNNgEZq1JDuQju8svI9zH3vHkZmvsJmK57znC9w44iuHNc+nuSokH1H4mvi19fgq5vNvM0BLftBh5PN8LfEztWPDBfnwLxXYO6LJvoPEJsOg282OfhVAFsaqh2rTe2aPpfVvIh2Y1JSCCu+hl3rIGfjbtOm/f+w6XgqjJ1Ud+2sD4WFEFH2A6egAMLD67c9ItLo6Ddy9WmkhtQVfZ9E6pZlWWQVeNia42bLrmK25hSTme/G6bAT4nQQGmwnJMhBiNOBK8hOaJDDLAc5yubtOB12dhWVkJXvISvfw44CT+X5smW399DuNg9y2ALtcDnNa5c/hgQ5cDnNY57by+w1OwM1S1OjQxjXP40LI34naurfIbYtXPunuX5SVZ9ixdcwaYwZMX/jskrXR0pK/WzMLiQ5OjQwwuOQed3wbDcozISzX4fu54EnH57tbm4+HfWyucDb0G2cZ7INlBZX/zn2oLKaFmUjX+xOU8u119+g3UkHDubkbYVPLoONs81yvyvNTcHO4Jq9h+ry+2DdTybosOwL8BaVbbBB+jDocQF0Og2Cw6p/TMuCjXNN0GTJlIprdUeyoHA4apT5/rca2CBvatVIDWmU/H6LSb9t5KWv/2Cq9T7YYF7alXwz9sTDV5Cp7wTzP9YfH4Gs5eYf7o2z4fv7IbqlSVHT/mRoM7jqfzyLsmHuSyag4ckz6+I7mDu6jzq78UT/5cgV367pj0DYXXB41cON/X4o2L5bkGNDxby3GE58oO7bKiIiIiJyBMt3e/lg3ka+XbKdZmHBtIoNo3VcGGlx4bSKC6NFs1BczrpNq1JevHpTdhFbcorZkmMCF1tyik0QI9dNSWndpbYJD3YQG2EuOPt8FqV+k7a7/NHr8weW9+T1WXh9peR7qvdagzskcGH/NIZ1TMDpsMOH95kNR521/xtC251orrsUZpm75DuOCGwKdtpplxhZ7fdbLYsmm4BGVHNzARfAFQnHXQ/T7jX1JBv6zaeZy2Hi+Sag0f5kE1hwBJkgRfljYL582WHOgzvPpE/+633Y/JupD7n8fxCRZFI79fpb1fVd18yA/14ORTsgOBLOfKHi8zvc7A4TvEgfBp4nYennMH8ibJgFa34wkyvKfNd6joOWfff9ncteCws+MsGMXesr1kc1h+7nm3MfmVInb6tBKN5lvg/zJ5rPZv4HZopJM8GNHmNMZotGRiM1akh3oe2hpMhcAEzsXONDLN6Sy92fLWb+phxudn7ENc7PKY7pQOg/59Zd7rddG2DVd2Za9xOUuiu2OUOg9SCTP7D9yebC6Ox/m7oZJQVmn8Qu5uJwlzMbVb46ERFAIzVE5JDpN3L1aaSG1BV9n6Qxyi4s4a1Z63hn9nry3PtOs2OzQWp0KGlxYaTFhdEqNjww3zounPBauPO/uMTHws05/LFxF3+s38WfG3cF0i/ti90GSVEhpMaE0jwmlKQoFz4/uEt9uL3lkz8wX+z14wnM+/D6LKJDg0iIdJEQ6SI+whWYT4gILnsMIT4ymLDg6r1Hy7LwW1Dq9+P1WZSUVry+p2x+r0evH0+pD78FQzok0Dp+t/6BJx8eTwefB678BZK7mfX76lN8c6fJbNH5DBj93sGehuqzLHipv7lp9aR/wbH/rNhWUgTP9TABj9OfhT6XHL52HIrczfDGyZC3xaSJvuhzcw2qJjKXmeDGgg9NsKJcqwEmuNFlFASFwk9PmGAPFiR1M7Uk49Jr490cmux1pu3zJ5q02eVi06HnWJOeKqalueF4yRRY+BFsmlexX3CE+c71GGNSMB3J1+osy3w28z+AxVOgJL9iW+tBJljU5Yyaf9dqSXX7Ewpq1JA6bHv45DJT5Ofkh2DgtQf11AJPKU9/t5K3Z6/Db0FrVz7THNcR5HfDmIlmeFl9KCmC9T/Dym9NkCN3U+XtdmdFDsOkbjDkVpOnsQEO3RIRqRYFNUTkEOk3cvUpqHFkaN26Nddffz3XX399vbVB3ydpTLbmFPPaz2v58NdNgToLQ+J28UDklyxudwWLSlLZsLOI9TsL2ZhdRFFJ1cWlyyVHhdAmPpw2CeG0jQ838/HhtIwN22edhow8N7+v38UfZXUflmzJ3WuUQ7DTTotmJmBRPqXGhNK8bF1ydEjN6kA0Jgsnw6eXm9oH1/xecdf8vvoU2xfBf44DRzDctOLwpT5eNQ0+ONeMNLhxCYREV94+92X45naIagH//PP/2bvv8KjKtI/j35lJ73RCDYQSOkgTUBBFQCyIDV0URUVFWUVcUVzUVdfXssqi6Iqrooi9IHYQ46I06SBdeiehh/RkZt4/nswkgfRMZlJ+n+ua6zw5c+bMMwkl57nPfd+Vr+9p6gmYORSObTNVQG6f75nvVXYmbJ8Pa2bDjgW5jbIDwqBWC0jYYL4+bzRc9qIJdFQmDofJ2lj3EWyem788VXQXSNwM9sycXVZoOdAEMuIu9/kifaWUmWqyd9Z9CLt+BXL+jQsIM4GubqOgeV+fTE3lp8R7Uk+YtDCAnx43/+i2GVLsy5xOJz9uPMJT324iIcnkOl7ROZoXgxfgvz7dRKPbDqvImRctIMR8jjZDTDQzcYv5D+DPn0xk05EN0V1hwCMmddKTfT5ERERERKqY2267jVmzZrm/rl27Nj179uTFF1+kc+fOHnmPf/zjH8ydO5d169YVe9xTT51bOrJt27Zs3brVI3MREc/ZfSyFGQt3MmftAbLsZnGtU+NI7hsYy5DtT2NZP48Yy2GuGLvQfSOh0+nkWHIme4+nsPd4KntPpLLveAp7T6Sy51gKJ1OzOJKUzpGkdJbtOp7v/WxWC81qh7iDHPXCA9l8KInVe09y8NS5/QvqhwfSI6YW5zWrRY+Y2rSPjiDAr5oHLYqz6SuzLa70lEvDTuaG0IQNsPFLUwq8IiydbrbnjT43oAHQfQwseRWSDsDqWdD7roqZR1lkpsJHI01AI7wR3DzHc8EfvwBod6V5JB2G9R+bDI4TO83PxD8ELp9qsh8qI6sVWlxoHsNehM3f5JSnWgyH15ljGnQ0gYxO10N4Q59Ot9ILCDGluDrfYPqL/vFJnvJUH5jS3D4KapSUghpSflu/M811LVYT6f3iDrhzQZGlqPafSGXK3I38+udRAJrXCeGZ4R3pXzcZXstJQ7zkycoTKLBYoEF787jgQVOPLjnRBHAqyxxFRERERHxs6NChvPvuuwAcOXKEKVOmcMUVV7Bv375iXul5HTp04Oeff863z89Pl8Aixdl5NJlVe04Q5G8jMtifWiEBRIX4ExUcQHiQH1ar566BNx06zX8W7uTHDYdxJUOc37I2917Uigtb18UCsGCReeLwerMY3vl6ACwWi7skU4+Ycxd+T6VmsvtYivux61gKu4+acVqW3b3/bFYLxDWMoHvzWu5Hk1rBWHTtnys9ydztDyaoUVJdb4L5G8yCekUENQ7/Abt/BYsNzr+n4GP8g6D/3+D7ibDoJVOCqTTNpyuKPQs+vw0OrDDBmFvmmLJKFSEiGi6caNa39i0z/So6Xgf14yrm/TwtMNxkEnQbZcpT7VkMjbrmlkCT0olqakrpX/i33PJUrYu/Wd3X9BudlN+GL8z2oskmZWnvYvj4RrjzFwitc87hP2w4zCNf/MGZjGwCbFbGXRTLuItiCfK3wZePmQyI2EtM9LWyCq5lHiIiIiIi3pRy7gKcm80GecsLFXWs1QrBwUUfW4YyhIGBgTRsaO6ObNiwIY8++igXXnghR48epV69egDs37+fhx56iJ9++gmr1cqFF17IK6+8QkxMDAALFy5k0qRJbNq0CX9/fzp06MBHH33E//73P3f2hWtx8d133+W2224rcC5+fn7uuRQkJiaGO+64g82bN/PNN98QFRXFY489xn333ec+Zt++ffz1r38lPj4eq9XK0KFDmT59Og0aNHAf8+233/L000+zYcMGwsLCuPDCC/nqq6/cz6empnL77bfz+eefU6tWLaZMmcJdd1WiO4OlxnM6nWw8mMT8TUeYt+kIOxKTCz3WaoGInEBHZLB/TrDDn8hgf4ID/Aj2txHkbyU4wEaQn41Af2vOPpt7X3CAlcQzGbz12y7+t+2o+9yXxNXn3oGxdG+eJ0BxYlf+UtC/PG1qvpegZFBUSADdmgXQrVn+a3en00lCUga7jiWbwMbRFA4npdO6fhg9mtemS9NIwoMqcQPpymDbj6bUT902prdoSXW6wTTqPrgajm6Dem09O69lr5tth6shqlnhx3W7BZZMg1P7YNU7pS6j7nFOJ3z7gKkO4hcEf/msXD1rS8xiMXfjV/I78otUu4V5SPlZLNDsfPOoAhTUkPI5k2D6TgB0Hgk97oC3L4aTe+Cz0XDLVybFDUjPsvPP7zfzwe/mLq3zmkXx0vVdaFkvp9bikY2w4XMzvuQJL38QEREhMBC++y53LCIilY+rTnlBhg2D77/P/bp+fUhNLfjYAQNg4cLcr2Ni4Nix/MeUs/1icnIyH3zwAa1ataJOHXOzU1ZWFkOGDKFPnz4sWrQIPz8//vnPfzJ06FD++OMPrFYrV199NWPHjuXjjz8mMzOTFStWYLFYGDlyJBs3bmTevHnuDIzIyAJKi5TCv/71Lx577DGeeuop5s+fzwMPPECbNm249NJLcTgcDB8+nLCwMH799Veys7O57777GDlyJAtzvnfff/89I0aM4O9//zvvv/8+mZmZ/PDDD/ne4+WXX+aZZ57hscce44svvmDcuHEMGDCAtm09vJgnUgp2h5OVe04wf9MRftqUkK/kkr/NQo/mtbFY4FRqFqfTsjiZmklqpmkYfSo1i1PFNMouKasFrujciHEXxdIuuoDa6bt/M9tG3eDMEbMIvfJt6HPfuceWkMVioWFkEA0jg+gbW7fM56lQ6acLLp1UWRRVeqqoa4qwetDqUvjzR1Pq5tJzywSWWdIh0+sVoM/4oo/1C4D+k+Cb8bD436YkVWAR/79WtPinzN3xFhtc/16VWVQW8SUFNaR8Nn1lSk416QW1mpt9N30Cb19qMjZ+fBiumMauYync99FathxOAmDcRbFMvLRN/sZZvzwDOM1/io26ev2jiIjUeH5+cPnlvp6FiIhUYd999x1hOYGXlJQUoqOj+e6777Dm1MD/9NNPcTgcvP322/myLaKioli4cCE9evTg9OnTXHHFFcTGxgLQrl3u3aphYWHFZmC4uDIn8rr55puZMWOG++t+/frx6KOPAtCmTRuWLFnCv//9by699FLi4+PZsGEDu3fvpmlTUwLk/fffp0OHDqxcuZKePXvy7LPPcuONN+br39GlS5d87zls2DDuvfdeAB555BH+/e9/87///U9BDfG6jGw7S3YcY/7GBBZsSeBESqb7uWB/GwPj6jGkQ0MGxtUnooBMhYxsO6fTsjidmsXJ1CxOpWZyKufrU2mZpGU6SM+2k55pN9ssB2k547RMOxnZDtKz7KRl2XE6YVinhtzdP5aYukVkhbmCGq2HQGRj+Oav8OuL0PUv1bd6wvpP4au7zNrIVdNNqZ3KJO0U7Iw344JKTxV3TdH1JhPU+ONTc0Or1eaZeS1/01T+aN4PGp9X/PFdboLFU0020Io34cKHPDOP0lr2HxNYAbjyFdOzVUSKpaCGlI8rCt7x2tx99dvBde+Y5kar3+OPzEbcuL4LqZl26oQGMHVkVwa0qZf/PHuXwZ/zTFR64BTvzV9EREREpCpJLrwsDLazFoYSEws/1npWg9s9e8o8pbwGDhzIG2+8AcDJkyf5z3/+w2WXXcaKFSto3rw569evZ8eOHYSH51+kS09PZ+fOnQwePJjbbruNIUOGcOmllzJo0CBuuOEGoqOjSz2Xtm3b8s033+TbFxGR/07wPn36nPP1tGnTANiyZQtNmzZ1BzQA2rdvT1RUFFu2bKFnz56sW7eOsWOLrguft0m6xWKhYcOGJBb1sxEpQLbdwY6jyWw4cJpNh5LYeTQZh9OJ1WLBZrVgs1iw5mxtVtcY974z6dks3nGM5Ixs9zmjQvwZ1K4BQzo05MLWdU1J6CIE+tmoH26jfnhQkcd5jNMJu3MqQ7ToD017mwXgo1vMIvClT3tnHt62JeffrU1fmYoWI2d7pxRRSblKT9WLK9u82gyFoCg4cxh2LYRWl5R/ThnJsNr0cyo2S8PF5gcDHjUBpCWvQs87vZ8ds+ELmD/ZjC95As67xbvvL1KFKaghZXdyDxxYaRqEnx2dbzOErIv/gf8vT9Lhj+fonv0IWS0v4pUbu9Eg4qxfgJxOk2oH5h/wuq28MXsRETlbVhZ8+KEZjxoF/qolLCJS6ZSmz0VFHVvkaUJp1Sr39/m3336byMhI3nrrLf75z3+SnJxM9+7d+dD1/00erp4b7777Lvfffz/z5s3j008/ZcqUKSxYsIDzzy9dOY6AgIB8c6kIwXn7khTC/6z/Ty0WCw6Ho6KmJNVARrad7QnJbDh4mo0HT7PxUBJbDyeRkV3+PzcNI4IY3KEBQzs0pFeL2vjZrMW/yFeOboOURNNjoEkPswh96VPw0Q3w+wzoObbiGin7itMJ+1eYcWAEHN8Ob11s7uDvfINv5+aSt/RUQYq7pvALhE7XmTJi6z/2TFBj7QemZFedViZoUlKdroNFL8OxbSZgNnBy+edSUjvi4aucZua974ELJnrvvUWqAQU1pOw2fmm2MRdCeIN8T/2ZcIb7Vnblbnt/rrP9xtvBr+F39bXYzg5oAGxfAPuWmV9UBjzihYmLiEiBMjNhzBgzvv56BTVERKTcLBYLVquVtDRTr/+8887j008/pX79+udkTeTVrVs3unXrxuTJk+nTpw8fffQR559/PgEBAdjtdo/N7/fffz/na1e5q3bt2rF//37279/vztbYvHkzp06don170xi3c+fOxMfHM8b1/6dIIewOJymZ2aRm2N3b5IxsUjOzScm0czIlk82Hkth46DR/Jpwhy35uT5uwQD86NIqgY+NI2jYMJ8Bmxe5wYnc6cTqd2B1gdzpxOJzYHU4cTqf7eZvFQq8WtenSJAqr1VLADCshV+mpZufnNgZvPdisQexZBP97FkbMKPz1VdHJPSaQYwuAe3+Hr++DXf+DOWNh3+8w9LkSNUmvMGknYecvZtz+6oKPKck1Rde/mKDGlu8gPQmCCv//oFj2bPg9p0H4+feem4lYFKvNBDI+vw1+/w/0vhtCahf7snI7uBo+vQUcWdDhGhjy3Lm9SUSkSApqSNltyAlqdLrOvcvpdPL5qgM88c1G0rMc/DvsXgbXSibi6Br45EYYG5+/7qXDkZul0esuiGjkxQ8gIiIiIiKelJGRwZEjRwBTfuq1114jOTmZK6+8EoBRo0bxr3/9i+HDh/P000/TpEkT9u7dy5w5c5g0aRJZWVn897//5aqrrqJRo0Zs27aN7du3M3r0aABiYmLYvXs369ato0mTJoSHhxN4diPaHNnZ2e65uFgsFho0yL0ha8mSJbz44otcffXVLFiwgM8//5zvc5qtDxo0iE6dOjFq1CimTZtGdnY29957LwMGDKBHjx4APPnkk1xyySXExsZy4403kp2dzQ8//MAjj+hmrZooMSmdZbuO8/uuE/xx4BRJ6VnuIEZ6VumyLCKD/enUOJIOjSPo2CiSjo0jaV47pOoEJDxh969m26J/7j6LxWRrvHUxrP/ENAxv2Mk386sIriyN6C6mh8jNX8KvL5jHqnfg0Fq4YRZENfPN/LZ+bxbi67eH+nFlP0+j86BuW5MhsXkunDe6HHP61jSQD6lj+mSUVrvh0KAjJGyEpa/CoH+UfS7Fyc6EbT/A9xMhKwVaXmQCc6UJxIgIoKCGlFXiFkjcBFZ/aGcuUJIzspny1QbmrjsEwIWt6/LvkV2JoLv5hePEThP9HvWlSRsFk+2RsNGkVV7woI8+jIiIiIiIeMK8efPc/S/Cw8OJi4vj888/56KLLgIgJCSE3377jUceeYRrrrmGM2fO0LhxYy655BIiIiJIS0tj69atzJo1i+PHjxMdHc19993H3XffDcC1117LnDlzGDhwIKdOneLdd9/ltttuK3AumzZtOqcXR2BgIOnp6e6vH3roIVatWsVTTz1FREQEU6dOZciQIYAJgHz99df89a9/pX///litVoYOHcr06dPdr7/ooov4/PPPeeaZZ3j++eeJiIigf//+SM2QeCad33ed4Pddx/l913F2HU0p9jV+VguhgX6EBtgIydmGBvoRFuhHmwbhdGwcQYdGkTSpFYylJt+57XDAnsVm3GJA/ucadzd3t2+aAwuehFvmeH9+FWX/crNt2ttsrTYY+Bg06WmyNQ6tgTf7wzVvQetLvT+/4kpPlZTFYhqG//wPWPdx2YMaTicsfc2Me94JASGlP4fVar7Hn/zFNBs//z4Iq1f860rj+E5YMwvWfQQpR82+6K4w8gPfZt6IVGEWp9N5bk6jFCspKYnIyEhOnz5dZNp0tRX/DCx6CdoOg5s+ZtWeEzz8xR/sPpaCzWrhocFtuKd/bO5dJEc2wDuDISvVZGQM+5eJUL/e06RXXjwF+j/s048kIlLjpaRAWJgZJyd7rL66iNQcNf535FIo6nuVnp7O7t27adGiBUFBXmrIWwPFxMQwYcIEJkyY4OupVCj9efKco2cyWL7bBDCW7TzOzrOCGBYLdGgUQZ+WdegRU5t64YGEBvgREmAjLNCPkEAbATZrzQ5WlNTh9WbxPiAcHtmTe2Oky4ld8FovkzVwy1cQe7FPpulxb1wACRvghveh/fD8z53aB5+NNtkaWMwaykWPmsCHN6SegJdagyMb7lsJ9doUfFxJrymSDsG/O4DTAfevhdotSz+nfb/DzCFgC4QHN5U9GOF0wlsDzfe2z3gY8mzZzpNXdgZs+RZWv2fKpbmENYRuo6DvX/NXMhERoOTXE8rUkNJzOmHjFwDsbDCUJ99ezuIdxwBoFBnEqzd1o0fMWTUIG3aCa/4Ln94MK/4L9eIApwlohNaH3uO8+xlERERERERECnE8OYMth8+w5XASWw4n8cfB0+xITM53jMUC7RpG0Ce2Due3rEOvFrWJDFZPMo9w9dNo3vfcgAaYBfCed8LyN2DBE9DioqpfwifjjKmIAdCk17nPRzWD2+fDvMmmFNVvL8KBlXDt2xBat+Lnt/U7E9Bo0LHwgEZpRDQy5Zd2/mJKiQ18rPTnWJqTOddlZPmyKywWGDgFPrzW9ProMx4ioot/XUGOboPVs0wT9LQTrjcwmTXdb4PWQwr+My0ipaK/RVJ6B9fAyT2kWwK54qcw0jiGn9XCdd2b8MjQOGqFBhT8unZXwsWPwy/PwI+TIDDc7O//MASGeW/+IiIiIiIiIkC23cGuYylsOZzE5sNJ7kDG0TMZBR4f1zDcHcTo3aI2USGFXP9K+biCGi2KKOfW/2FY96GpDLHhc7OwXZUdXG2yFqKaFb6g7hcIV0w1zdO/fcA0EX+zP1z/HjQtIBDiSe7SU1d77pxdR+UENT6GAY+WLjB1fKfp8QEmCFFerS4xZb/2L4dFL8PlL5X8tVlpsPlrk5Wxb1nu/ojG0O0W6HYzRDUt/xxFxE1BDSkxp9PJsl3HOTlnOpcD87O7k20L5qbuTbn3olia1i5B7cILHzL9ODZ+AWknzX/W3W+r6KmLiIiIiIjks2fPHl9PQXzgdGoWv24/yuLtR9l8OIk/E5LJzC64iXdMnRDaRUcQ1zCC9o0i6N68FrULu4kvr9QT5rq32fkVUxooM8UsoLa/umw9BCo7exbsXWrGRQU1QuvABRMg/mn45Z+mXJN/FS6x5moSXlCWxtk632AqYnx6CxzfDu9eBjd9UnF9NlKOw66cxu0drvHceeMuNz1WT+0zgamO15Y8i+H3NwAntB4M9dqWfy4WCwz8O7x/lQlONOxo/ixmJkNGsvl7l3nGbM/++kyCafwNYLFBmyFmravVIO+VBxOpYRTUkGI5nU6W7DjOq/HbWbXnGMsC/wcWSGp1FQuHD6RxVHDJT2axwPDX4ORucxfCJU+Cn+5sERGpFAID4bPPcsciIiIi1cCuo8nEb0kkfmsCK/ecxO7I31o0JMBGXMNw2kVHuB9xDcMJDSzFkklyoqmfv+Ub2L0InHZz5/nAyR7+NJjyQ2tmQeJmGPxPz5/f1w6tNQvJwbVMqaOi9B4HK96G0/tg5VumT0FVdXaT8OLUbwd3/Q/m3A3bvofF/664oMbWb82f6YadoU5s0ceW5prCP9hkfqx5H766C358GFoONJ+j1SAIb1jw61JPmCwd8OzPvOUAiLnQ9MD49oHSvTaymWl43m2UKa0lIhVKQQ0plNPpZNH2Y7wSv53Ve08CcKHfNhpYTuEIjOKWUXeULSDhHwy3fQ/HtkN0Zw/PWkREyszPD66/3tezEBGRHE6ns/iDRIpRE/8cZdkdrNpzkvgtCcRvTWT3sfwNvVvXD+PiuPp0bRpFu+gImtUOwWotQ/Pu0wdMIGPzNzklZ876Xq/4r8kk8C/FjYDFST0Bf3xqxpu/hkufMTcPVie7czICYi4svhxRQAhc/Hf4+j747V+mnFFI7aJfUxk5HLB/pRmXpoxUYDgMe9EENfYuMX8mI5t4fn7u0lMjij+2tNcUAx6FrHTYscBU9Ng81zzAZKO0utQEOZr0ys3iWPUOZKWaIEvMhaX5JMUb9hLMz+nvERBqvscBoRAQdtbXoaaRfUAoBEWa3rFVva+LSBWioIYUaNuRMzzy5R+s238KgAA/K3/p1YxJmT/ARrB2uKp8GRb+wQpoiIiIiIgUwN/fNBpOTU0lONiDi6FSI6WmpgK5f64K5HRC0iFzd7GHF8idTiebDiWxdOcx/G1WwoP8CQ/yIzzQzz0OC/IjPMiPQL+yl2k5lZrJwm1Hid+ayK/bEklKz3Y/52+z0LtFHS5pV59L4hrQrE45Sjad2GWCGFu+MdUH8mp0HrS/CuKugA+uySmp8wWcd0vZ3+9sa2ZBdroZn9oHCZtMmZzqZPcisy2q9FReXW6CZa+bzJXFU6tm9sqxPyHjNPiHFJ+dcrbIJtC8nwlqbJwD/e737NxSjuX2OPFkPw2XyMZw7VvgsJsertt/MgGOQ2tNv5QjG8zPNTASYi8yQY4Vb5nX9v2r54N69ePgljmePaeIeJyCGnIOp9PJXz9ew58JyQT6WRnVuzn3DGhJ/RArvPSdOajjdb6dpIiIeF52NnyVcxfWiBHmLisREfE6m81GVFQUiYmJAISEhGCpbndiS4VzOp2kpqaSmJhIVFQUNlshAQOnE374G6x8G658xWM9DxPPpPP12kN8sfoA2xLOlOg1ATarCXgE+RHh7yQTP+wOJ9kOJ9kOB3a7kyyH0+yzO3L2m6/PLilVOzSAi9rWY1C7BlzYui7hQUUEdYqTnQFLX4VNX0PChjxPWKBZn9xARt5GwD3vhAVPwPI3TZNgT/wdtmfDynfMODACMpJMo+TqFNTISs8tw1TSoIbVBpc+DR9eZ77fve4y/TurEtdnbty95D0l8up0nQlqbPjc80GNzV+bBubRXaF2y+KPL+s1hdUGTXuax8V/h+SjsDMeti8w27STZi6bvzbHRzQuWeaIiFRLWq2QcyzZcZw/E5IJDbAR/9BFNIzMabS1bR6kn4KwBhBzgU/nKCIiFSAjA264wYyTkxXUEBHxoYYNTR1xV2BDpKyioqLcf54KtPJt8wBY9h8479YyL8CnZ9mJ35LIF6v389v2Y+5AQ4CflQFt6hHgZyU5PZsz6VmcSc/mTHo2yRnmAZBpd3A8JZMh6T/yf/7vMC7zAX50lLC/ANC2QTgXt6vPoHb16dq0FraylJQqyE9TTCkpME2AW1wI7XICGeENCn5Nt1vgf8+ZIMjepRDTr/zz+PNHOL0fgmvDwMdMMGrb93DRI+U/d2VxYKXJRAlrAHXblPx1rQbl9kL45Vm45s2Km2NFcDUJL2k/jbO1vxp+eBiO/AFH/4R6pfjeFWftB2bb8dqSHe+pa4qwetDlRvNwZXHsWGCCHAkb4eIpYCtHsFJEqjStVsg5Zi7ZDcD1PZrmBjQANn5hth1GmAi6iIiIiIhUCIvFQnR0NPXr1ycrK8vX05Eqyt/fv/AMDTBlfuY9mvv1sW1mUbkUNf2dTidr95/iy9UH+Hb9oXxln85rFsW13ZtwRadGRIYUvvhodzjdwY3k5DO0/OB+SIdnWm7mloH342e14mez4Ge1YLNa8LdZsVnN1342K35WC0F+tiLfo8wyU2H9J2Y86CnTCLgkPRtCakOXkbD6PVg+wzNBjeU5C/XdbzPX5T9OgsPr4dT+/FkiVZmrzFGL/qULrlksJlvjrYGm50ifeyG6S8XMsSK4m4SXop9GXiG1IfYS2D7frN0MfMwz8zqyAQ6tAau/KfPlK3mzOAY+ZjLMlMEoUqMpqCH57D6Wwi9bE7FY4Na+MblPZKbC1h/MWKWnRERERES8wmazFb0oLVJWJ/fAZ6PBkQ2dbjCLhus/hjXvl2hh9fDpNOasOciXaw6w62huI+7oyCCuOa8x15zXhNh6YSWais1qITLYn8hgf9j5GaQfA6DuiTXUbVnHt4uXW74xZZ6imkPf+0vXCLjX3SaosfX78gceEjaZLASLDXreAaF1zV39+5bBth+h911lP3dlkjeoUVqNzzPrFRu/gAVPwui5Hp1ahUk5Dse3m3GTnmU/T6frTFBjw+dw0WTP/L1ZPcts44aZzInKQgENkRqvFP8bS03wXk6WxsVt69OibmjuE3/+CFkp5he5Jj18NDsREREREREpt4xk+PgvkHYCGnWDq1415ZIANn1lni/E5kNJ3PfhGvo+/wv/mr+NXUdTCPK3MqJbYz64ozeLH7mYh4fElTigkY/DActey/069bhpoOxLa2abbbebSxfQAGjQ3izOO+2w6p3yzcNV/iructMY2jUG2Ppd+c5dWWQkw8FVZlyWoAbAJY+brIJd/4Md8Z6bW0U6sNJs67YpWRZQYdoOA79g08z+0NryzyszFf74zIzPu7X85xMR8SAFNcTtdFoWn68+AMCYfi3yP7nhS7PteK0i4iIiIiIiIlWVwwFz74HETRBaH0Z+CP7B0Lwv1I6FzGQT2DjLuv2nuHPWSoa9uojvNxzG6YReMbV58drOrPz7IP49sisXtK5bvj4W2+ebIEZgBDQ6z+zbu6Ts5yuv4zth72LAAl3/UrZz9L7HbFe/B1lpZTtH6glY/2n+84FZxAbzPUo7WbZzVyb7fzeZQ5HNoFZM2c5RK8ZkskBuua7K7oCrn0YZS0+5BIaZjAqADV+U71xgGnJnnDZN11sOLP/5REQ8yOdBjddff52YmBiCgoLo3bs3K1asKPTYrKwsnn76aWJjYwkKCqJLly7Mmzcv3zFnzpxhwoQJNG/enODgYPr27cvKlSvzHXPbbbdhsVjyPYYOHVohn68q+XzVflIz7bRpEEa/VnVyn0g7ZZoxgUlnFBERERERkarptxdhy7dgC4AbP4TIxma/xWKyEQDWznYfvnzXcW55ZzlXv76En7eYUsVXdmnEvAkX8tk9fbihZ1PCgzzUy2LpdLPtMQZaX2rGe5d55txl4WqQ3OqS3OyI0moz1CwKp500ZYHKOo/sNGjQ0QSfXOrEQr12JhCwfUHZzl2ZlKf0VF497zTbHT9DcmL5zuUN5W0SnperXPimOaa5dnmsySk91W106bOUREQqmE//Vfr000+ZOHEiTz75JGvWrKFLly4MGTKExMSC/9OZMmUKb775JtOnT2fz5s3cc889jBgxgrVrc9Pq7rzzThYsWMDs2bPZsGEDgwcPZtCgQRw8eDDfuYYOHcrhw4fdj48//rhCP2tlZ3c4eW/pHgBu79cCS95sjC3fgj3T/LLUoINvJigiIiIiIiLls/lrWPicGV/x73PvDO/6F9OzYf9yVq5cxg0zljHyv7+zaPsxbFYL13Vvws8TBzD9pm7ENYzw7NwOrDYZB1Z/k43QrI/Zv89HQQ17Nqz7yIxdpbnKwmqDXjn9Lpa/aRocl4bDDivfMuNed51bOcF1Z/7W78s+x8rCU0GNuq2hcQ9T9qusgSRvsWfBwdVm3KScmRoArQZBUBScOVy+LKej28zfPYsVuo0q/7xERDzMp0GNqVOnMnbsWMaMGUP79u2ZMWMGISEhzJw5s8DjZ8+ezWOPPcawYcNo2bIl48aNY9iwYbz88ssApKWl8eWXX/Liiy/Sv39/WrVqxT/+8Q9atWrFG2+8ke9cgYGBNGzY0P2oVatWhX9enzq0FuKfhqRDBT69YHMCB06mUSvEn6u7Nc7/5MactMVO11bwJEVExKcCAuDdd80jIMDXsxERERFPOrIRvsopXdR7XG5WRh7OsAYkRl8EwJqvp7NizwkCbFZG9W7Gwr9dxEvXdylbr4ySWPqq2Xa6HiIamYCL1Q9O74dT+yrmPYuyMx6Sj0BIndwyT2XV7WbwD4GEjaVfaP5znvn8wbXM9+Zsrr4aO36G7IzyzdOX0k7C4fVm3OLC8p+vy41mu66S38CasBGyUiEo0vTUKC+/AGh/lRmXJ6Cz5n2zbT3E/H0sDV1TiIgX+CyokZmZyerVqxk0aFDuZKxWBg0axLJlBd+JkZGRQVBQUL59wcHBLF68GIDs7GzsdnuRx7gsXLiQ+vXr07ZtW8aNG8fx48eLnG9GRgZJSUn5HlVK/DOw6GV4/XzT6Oysu0Nm5jQI/0vvZgT523KfSE7MvVuio4IaIiLVmr8/3Habefh7qIyEiIiI+Jw9+RiOj2+CrFSymg8gsc8UDpxMZc+xFHYknmHzoSS+WX+Iy15ZxGN7ugJwrW0xd/Zpwm+TBvLsiE40rR1ScRM8sRu2fGPGfcebbUAoRHcxY1+UoHIt6nYeaRaKyyO4Vu4i+/IZpXutqy/EeaMhoICfQXQ3CI82vVBc1+7ldXA1vHeFZ5pNl9TepeB0QJ3WpV9EL0jHa03WT8IGOLKh/OerKK7SU016ea7Ekyv4tfmbsgW6sjNys5S6l6FBuK4pRMQL/Hz1xseOHcNut9OgQYN8+xs0aMDWrVsLfM2QIUOYOnUq/fv3JzY2lvj4eObMmYPdbuoEhoeH06dPH5555hnatWtHgwYN+Pjjj1m2bBmtWrVyn2fo0KFcc801tGjRgp07d/LYY49x2WWXsWzZMmw2W4Hv/dxzz/HUU0956NP7wJnDZptxGr4Zb+orXvkKRDVj48HTrNh9Aj+rhVvOj8n/uk1zzS8WjbtD7ZbenrWIiIiIiIiUwqnUTF6N38GctQdIzbDjdGTyvt/z9LHtY4+jAcO3jeL0878W+vpDAd1J9q9D3azjTGm9FyK7VPykf/+Pue5sNSh/yeNmfcwC+76l0GVkxc/DJTnRZEhA+UpP5dXrblg105SJOrXP9NkoTuJW2P2rKQHk6hNxNqvVZJKsege2fpfbi6SsnE74/m9waI3pcXJdwZU0PM5TpadcQmpD26GmnPb6T6BhJ8+c19M82U/DpXk/E+g6cxh2xOeWKCuprd9B2glzjlbl/PMkIlJBqlSnn1deeYXWrVsTFxdHQEAA48ePZ8yYMVjzRLNnz56N0+mkcePGBAYG8uqrr3LTTTflO+bGG2/kqquuolOnTlx99dV89913rFy5koULFxb63pMnT+b06dPux/79+yvyo3peak4mynm3gl8Q7PwF/tMHVr7Ne4t3ATCsUzQNI/NnubhLT3VUg3ARkWovOxu+/948srN9PRsREREphSy7g3eX7OailxYyc8luTqVmkWl38LhtNn1smznjDGZs1kOcJgyrBQL9rIQF+lErxJ964YHE1AlhwqDW/PbopYT1ylnIz9MwvMKknshtyN33r/mfa97PbPcurfh55LX+E9N8u3F3aNDeM+esHwctBpjgzcq3S/aaFf8127bDig6CuBatt/0IDkf55rl3iQlogAk0lLYHSFntXmS2nig95dLlL2b7x2emR0pl5A5qeKCfhovVBh2uMWPXmk5prHY1CL8ZbGW4F1rXFCLiBT4LatStWxebzUZCQkK+/QkJCTRs2LDA19SrV4+5c+eSkpLC3r172bp1K2FhYbRsmZtBEBsby6+//kpycjL79+9nxYoVZGVl5TvmbC1btqRu3brs2LGj0GMCAwOJiIjI96gynM7coMaAR+CeJdD0fJOe+v1DXL9pHM0tR7j9ghb5X3dqH+xfDligwwivT1tERLwsIwOuuMI8MqpwTWYRkbO8/vrrxMTEEBQURO/evVmxYkWhx2ZlZfH0008TGxtLUFAQXbp0Yd68efmOsdvtPP7447Ro0YLg4GBiY2N55plncHpr8U8kD6fTSfyWBIZM+42nvt3MqdQs2jYI593berJu2AFG+y3AiQW/69/mu2fuZNf/DWPXc5ez7Z+XsfGpIax9YjAr/z6IhQ8PZMKgNkSFBORmJ+z4udC+jB6z8h3TU6BhZ7Pon1ez88322J+Qcqxi5+HidOYGWTyVpeHSO6enyZr3ITO16GPTTsH6nH4Qve8u+tiY/hAYAckJuU2ny2rJK7njlKOQuLl85yuJ5KOQuMmMYzwY1Gg1yPRESUmEXf/z3Hk9JekQnN5nMnEad/fsuTvl3Ji69QfISC75607sMtlBWMr+51/XFCLiBT4LagQEBNC9e3fi4+Pd+xwOB/Hx8fTp06fI1wYFBdG4cWOys7P58ssvGT58+DnHhIaGEh0dzcmTJ5k/f36Bx7gcOHCA48ePEx0dXfYPVJmlnzZ3mYD5D71uKxjzI1z2IlnWIHpbt/BT4GS6HvgQHPbc12380mxjLoCIavq9EREREZFq7dNPP2XixIk8+eSTrFmzhi5dujBkyBASExMLPH7KlCm8+eabTJ8+nc2bN3PPPfcwYsQI1q7NrS3/wgsv8MYbb/Daa6+xZcsWXnjhBV588UWmT5/urY8lVVhyRjaT52yg8z/mc8Oby3h3yW4On04r07m2HknilndWcMesVew6mkKd0ACeHdGR7++/gIFB24la+BgAlounENzxCgL9bFitluJPXLcVNOtrsgrWfVimuZVIVjqsyOkZ0fd+sJw1t5DaUK+dGe/zUl+NAyvh2DbT2NvTfSXbDIGo5qYpdnFNnNd9aII99dsXv9DvF2AW8AG2fV/2+SVsgu0/mUV21/d9V+GlyjxmT06WRoOOEFrXc+f1C8jtL+HqEVGZuLI0GnSAwDDPnrtRN6gdC9lpsO2Hkr9uTU52VuxAqNXcs3MSEfEgn5afmjhxIm+99RazZs1iy5YtjBs3jpSUFMaMGQPA6NGjmTx5svv45cuXM2fOHHbt2sWiRYsYOnQoDoeDSZMmuY+ZP38+8+bNY/fu3SxYsICBAwcSFxfnPmdycjIPP/wwv//+O3v27CE+Pp7hw4fTqlUrhgwZ4t1vgLe4sjQCwsA/p7yU1UpG9zu5zvIyS+wdCCQD5j8GM4fC0T/NMRtyghpqEC4iIiIiVdTUqVMZO3YsY8aMoX379syYMYOQkBBmziy4Tvzs2bN57LHHGDZsGC1btmTcuHEMGzaMl19+2X3M0qVLGT58OJdffjkxMTFcd911DB48uMgMkIyMDJKSkvI9pOb5fddxhk77jY9X7CMpPZsVu0/w1Leb6fPcLwx/fQkzft3J3uMpxZ7n6JkMJs/ZwLBXFrF4xzECbFbuGRDL/x6+iFG9m+N35gB8Ntrc3NbhGrjwodJP9jxXCaoPyl/SqDB/fGKyASKbQoerCz6mec5Nj94qQeVqEN7+agjycIUGqw163WXGy98svLSTw55beqrXXecGewoSd7nZbi1HUGPJq2bb7qrcxua7vRDU8HQ/jbxcn2Pr9yb7pTKpiH4aLhZLbrbGhhKWoLJn5QYxzytDg3ARES/yaVBj5MiRvPTSSzzxxBN07dqVdevWMW/ePHfz8H379nH48GH38enp6UyZMoX27dszYsQIGjduzOLFi4mKinIfc/r0ae677z7i4uIYPXo0F1xwAfPnz8ff3x8Am83GH3/8wVVXXUWbNm2444476N69O4sWLSIwMNCrn99rXEGNkNr5dn+3/jDrU2rxUNDTZF/+bwgIhwMrYMYF8OOjkLABrH7QvvAsFxERERGRyiozM5PVq1czaNAg9z6r1cqgQYNYtqzgu74zMjIICsrfZy44OJjFixe7v+7bty/x8fH8+ae5GWj9+vUsXryYyy67rNC5PPfcc0RGRrofTZs2Lc9HkyomPcvOM99t5qa3fufAyTQaRwXz5i3defyK9vSMqYXFAuv3n+L5H7cy4F8LueyVRbwav50/E87kK2uWnmXnjYU7GfjSQj5esQ+HEy7vFE38QwN49LI4IoL8TamZj2+C1GOmpNPw10u2KH629sNNSaOTe2Dv4mIPLzWHA5a+ZsbnjwObf8HHebOvRkYybPrKjLvdXDHv0e1mkwWSuAn2FPJ93b7AfN+DIqHzDSU7b+tLwepvSnUd2176eZ3an9t/od8D0DKnFNieJRXfj6IigxrRXU3WiT0DNs/1/PnL40AFBjUgtzfqznjTu6Y4f843JcxC6po+LiIilVgZOv541vjx4xk/fnyBz53duHvAgAFs3lx0PccbbriBG24o/D/94OBg5s+fX+p5Vmmu2qMhuWmcTqeTmUt2AzC6Xwx+PQdBm8Hw7QTYsQCWv2EOjL3knGCIiIiIiEhVcOzYMex2u/umKZcGDRqwdevWAl8zZMgQpk6dSv/+/YmNjSU+Pp45c+Zgt+eWaX300UdJSkoiLi4Om82G3W7n2WefZdSoUYXOZfLkyUycONH9dVJSkgIbNcT6/aeY+Nk6dh41GRg39mzKlCvaExZoLsfvuKAFiUnpzN+cwPyNR1i26zhbDiex5XASUxf8Sct6oVzWsSHNaocw/ZcdHDhpSlV1bhKZExTJc73mcMBXd0PCRgitDzd+BAEhZZt4QKjJ2l/9rilJ4+kF5z/nwfHtEBgJ540u/LhmOZkaR/6AjDMQGO7ZeeS16SvTe7J2LDTvWzHvERwFXW6CVe/A8hkFN8Z2leTqdov5OZREUKQpHb3rfyYr4YIJpZvX72+YzJ4W/aHxeSZbJCgK0k/BobXQtGfpzldSpw/CiZ2m5FVFfM8tFpOt8fOTpgF899s8/x5lkZUOh9aZsSebhOdVr40JbB75wwR0etxe9PFrchqEd/2LKd0lIlKJ+TRTQ7zEnalRx71rxe4TbDqURJC/lZt6NjM7I5vAqM/h6jfML0SQm3IsIiIiIlIDvPLKK7Ru3Zq4uDgCAgIYP348Y8aMwWrNvXT67LPP+PDDD/noo49Ys2YNs2bN4qWXXmLWrFmFnjcwMJCIiIh8D6neMrMdTP1pG9e8sZSdR1OoFx7IzNt68Py1nd0BDZf6EUHccn5zPrizN6v+PogXr+vMxXH1CbBZ2XU0hdf/t5NHvtzAgZNpNIwIYuoNXZh7b7/8AQ2AX56Brd+BLQBu/BCiyhk4c10PbvnG86V7luaUOuoxpuhARWRjiGpm+nvsL7zEm0e4G4TfXLbslpJylaDa9gOc3Jv/uaN/ws5fAAv0Glu687pKUJWmhwKYHh+r3zPjfg+YrdWWG3DZvbB05ysNVz+N6K656xCe1nmkCZrsW2YaYVcGh9eBIwvCGpg+KxXF1VOkuBJUpw/Ajp/NWKWnRKQKUFCjJkjNydTI03Dr3SV7ABjRrQm1QvNE4C0WE5X/6xq4Mx7aXenFiYqIiIiIeE7dunWx2WwkJCTk25+QkEDDhg0LfE29evWYO3cuKSkp7N27l61btxIWFkbLli3dxzz88MM8+uij3HjjjXTq1IlbbrmFBx98kOeee65CP49UHduOnGHEf5bw6i87sDucXNmlET9N6M/FcQ2KfW2t0ABu6NGUmbf1ZPXjg3jlxq5c1rEhsfVCmTCoNb/8bQDXnNfk3Ibf6z+FxVPN+KrXPHP3d6PzoH4HyE4vvrF1aexfaRaYrf7Q+57ij/dGCaqjf8L+38FiM9fEFal+HLQcaAI1K9/O/5yrl0bby6BWTOnO6yoZtH8FJCeW/HUr34GsFNOoO/aS3P0tckpQVWSz8IosPeUSEQ0tLzLj9Z9W3PuUxv7lZtukZ8UG0DpeC1hg7xITuCjM2g/Mn8fmF0DdVhU3HxERD1FQoyY4K1Nj/4lUftp8BIDb+8UU/JrQutCkhxcmJyIilUZAALz2mnkEKOVcRKq+gIAAunfvTnx8vHufw+EgPj6ePn36FPnaoKAgGjduTHZ2Nl9++SXDh+f2mUtNTc2XuQGmd5+jopopS5VhdziZ8etOrpy+mE2HkogK8ee1v3Rj+k3d8t9MVkLhQf4M79qYN27uTvxDFzFhUBtCAgqoIr1/JXzzVzO+4EHoMrKcnySHxZKnYfhsz5wTcrM0Ot9gFpyL4ypBta/gXjge4fp8rQdDeMFBT49yBXPWzILMnObw6Umw/mMzdmVzlEZkY2jUDXDCth9L9pqsdFMGC0yWRt4FdldQY/8KyEor/XyK43R6J6gB0CUnULX+44prfF8aFdkkPK/IxrllvTbOKfgYh92UmAPo7oEsDV1TiIgXKKhRE6TkD2q8v2wPDidc2LourRtUYD1SERGpWvz94b77zMO/kGadIiJVzMSJE3nrrbeYNWsWW7ZsYdy4caSkpDBmzBgARo8ezeTJk93HL1++nDlz5rBr1y4WLVrE0KFDcTgcTJo0yX3MlVdeybPPPsv333/Pnj17+Oqrr5g6dSojRozw+ueTymPPsRRGvrmM53/cSqbdwcVx9flpQn+u6NyoYt/41H745C+mEXLby+HiJzx7/s4jTTmrw+vNo7xO7IIt35px37+W7DWuRdkDqyA7o/xzOJs9KzeYUFENws/WejDUagHpp+GPz8y+dR+Znh512+ZmFpRW25wSVFu/L9nx6z+GlKMQ2RQ6nPVvWN3WEB5t/my5Mgs86eRuOL3fZOw0O9/z588r7nIICIdTe01Gji85nbnfz4oOagB0ymkYXli21c5fIOmA6aHS7qryv5+uKUTECxTUqAnyZGqkZGTzycr9ANzer4UPJyUiIiIiUvFGjhzJSy+9xBNPPEHXrl1Zt24d8+bNczcP37dvH4cPH3Yfn56ezpQpU2jfvj0jRoygcePGLF68mKioKPcx06dP57rrruPee++lXbt2/O1vf+Puu+/mmWee8fbHk0ogNTOb1/+3g8teWcSqvScJC/TjxWs7886tPagfEVSxb56ZAp/cBCmJpnTQNf8Fq4cv80Nq5/ZqWOOBbI1lrwNOaHUp1G9XstfUaQWh9czi+sE15Z/D2f6cbxb2Q+tDmyGeP39BrNbcbIwV/zXZA64G4b3vKntJItfPatdCyEgu+liHHZZON+M+94HtrAVoi6ViS1C5sjSa9Cx5Q/SyCgiBDjkZd+s+qtj3Ks7JPebPmy0AortU/Pu1vxqsfqZh+NE/z33e1U+ly43gX8H/ZomIeIiCGjVBnp4aX645wJn0bFrWDWVAm3q+nZeIiFQudjssXGgedruvZyMi4jHjx49n7969ZGRksHz5cnr3zr0zduHChbz33nvurwcMGMDmzZtJT0/n2LFjvP/++zRqlP9O+/DwcKZNm8bevXtJS0tj586d/POf/yRAZTZqlMxsB7OX7aH/iwv51/xtpGXZOb9lbX584EJu6NkUS0XWyQezCP7V3XBkg1nwv+ljCAyrmPc6b7TZbvisfGWIUo7D2g/NuN/9JX+dxZKnBFUF9NVwNQjvcuO5C/sVqdso8A+FxM3w85MmiyUwEjrfWPZz1m9nenHYM2BnfNHHbv0eTuw0d+h3u6XgY1rmBDV2V2BQw9WQvKJ1uclsN82tmHJaJeUqPRXd1TtBhJDaub1SNp7VMPxMAvw5z4w91SBc1xQi4gUKatQEOZkajqDa7gbht/WLObexnIiI1Gzp6TBwoHmkp/t6NiIiIpWSw+Fk7tqDDJr6K49/vYljyRk0rR3Mv0d24aM7z6dp7RDvTGTh/5kyTrYAGPkhRDWruPdqcRFENjOlkrZ8V/bzrHwbstPM3ekxpVzIdpWg2uvhvhpnjsD2n8y4sIX9ihIUCV1zFtpdfUa63Vy+4JTFAnFXmPHWHwo/zumEJdPMuNfYwt/T1evi0FpIO1X2eRX0/rsX5X+Pitasr/l7knmm5OW5KoK79FQv771np+vNdsPn5nvvsu5DcGSbbJkG7T3zXrqmEBEvUFCjJsjpqbE80cLuYymEB/lx7XlNfDwpERERERGRqsPpdPLL1gSGvbqICZ+uY9+JVOqGBfLM8A7ET7yIEd2aeO/GsQ1fwG//MuMrX4FmFVyX32o1WQUAa98v2zmy0kyZJYC+95e+vJIrU2P/clM2yVPWfQROOzQ9H+q18dx5SypfQ3AL9Lqz/OdsO8xs/5xn+oUUZO9SOLgabIHQ6+7CzxXZBGrHgtNhXuMpR7eZsml+QWZB3Rus1twsGFcPFV9wNwn3YlCj7WXgF2yygQ6tNfscDliT8/fZU1kaIiJeoqBGdZedYe5CAGatM9sbezYlNNDPl7MSERERERGpMlbuOcH1M5Zx+3ur2HrkDOFBfjw8pC2/TbqIW/rEEODnxUvrA6th7r1m3Pd+6PoX77xv11GAxZQMOrG79K9f/7EpjRzZzNT4L62GnUyj54wkSNhY+tcXxOnMLT3lrQbhZ6vXFmIvNuPWg6F2y/Kfs2lvCKkD6adgXyGZLUteMdtuoyCsmNLUFVGCylV6qtn54BfoufMWp0tOUGPnL5B0uOhjK0LGGUjcZMZNvBjUCAyDuJxg14acElR7Fplm7QHh0PEa781FRMQDFNSo7nJKTzktNubvSsdqgdF9Ynw7JxERERERkSpg86Ekbn9vJdfPWMaqvScJ9LNy94CWLJo0kPsGtiIkwMs3i50+aBqD2zOgzVAY9A/vvXdUU4gdaMbrPizdax0OWPqaGfe5F2xl+L5ZbbkZKZ4qQbV3qekpERAGHUZ45pxlcdmL0OkGGPqcZ85n8zN/PqDgMksJm2H7fMACfcYXf76KaBbuCpB4q/SUS51YE/RxOkwpJm87uNq8d1QziIj27nt3vM5sN80x2U5rZpmvO11X8Y3aRUQ8TEGN6i4nqJFsi8SJlSEdGnqvxquIiIiIiEgVtP9EKg98spbLpy/il62J2KwW/tK7Gb8+PJDJl7UjKsQHTeEzU0xAIzkB6reHa982C/3e5Oo5se6jkpWAcjhMZsm8R3IaUkeWr2+Fp5uFu7I0OoyouCbrJVG3NVz7lllw95S4y8126w/5eygALJ1utu2vKtl7ugIPR7eYxtLl5bDDnsVmHOPloAbkNgxf//G535uK5i49VcEl4wrSapBpCn/mMGz5xvTkAeiu0lMiUvWoBlF1l3IMgFOEAzCkQ0NfzkZERERERKTSSs+yM+PXnbyxcCcZ2Q4ArugczUOD29Kirg/vZHY4YO44OLzelBW66RMIDPf+POIuh+DakHTQlO9pfem5x2ScgZ3/gz/nmwbcKYm5z/UeV77gQfN+Zrt3qVmMLm1fjrzSk2DzXDM+b3TZz1NZtRxoeiic3gdHNkB0Z7P/9EHY8JkZ93ugZOcKqW3Kfx3ZYEoWdbqufHM7ssGUxgoIh0bdyneusugwAn58BBI3w5E/TON6b3E1Cfdm6SkXvwBoP9xkaHw7AeyZ0LCzb34GIiLlpKBGdZeTqXHKEglASICX7+QRERERERGp5JxOJ/M3JfDP7zdz4GQaAOe3rM2Uy9vTsXGkj2cHrHoHNn8NVn8Y+SHUau6befgFQueRsPwN02DYFdQ4sdsEMf6cZ+7Ad+RpTh0QDq0uhraXQ6fry/f+jc8zja1TjsLxnVC3VdnPtfFLyEqFum2916jamwJCTK+Obd/Dth9ygxq//wcc2RBzITTuXvLztRhgghG7FpY/qLHrf2bbvG/ZSpGVV3CU6S+x6StY97H3ghoOB+xfacbebBKeV6frTFAj/ZT5WlkaIlJFKahR3eUENU7nZGoE+iuoISIihfD3hxdfzB2LiIjUADsSk3nq200s2m6y3KMjg/j75e24vFM0lvJkAnjS1u/MduBkaN7Ht3M57xYT1Nj2I8z/O+z4GY5uzX9MrRbQ9jJoMwSa9TV3iHuCX6BZiN+31DzKE9RYO9tsz7ulfBkflVncMBPU2PodXPQopJ2E1e+Z5/pNKN25Wl4Ey14rf7NwezasmmnGbYeW71zl0eUmE9TY8DkMfgZsXvjd99g2yDgN/iHQoGPFv19BmveD8GhTgso/pPyBxoLomkJEvEBBjeoup/zUCSIACPRTGxURESlEQAA8/LCvZyEiIuIVyRnZvBq/nZmLd5PtcBJgs3JX/5bcOzDW+w3Ai+Kww4FVZtx6iG/nAtCggwksHFxtFrkBLDZz132bIaZBdZ1WFRcoaN7HBDT2Li172aiEzWb+Vj/ofKNn51eZtBkKFqvJsDi1zyzgZyZD/Q7Q6pLSnatZH/P9OrXPZObUblG2OW352pwjpE5ubwtfiL0EQuuZrJ8dP5sgXGmknzY9YkrDVXqqcXffZKiA6cPT6XpY+ip0vKb0n6EkdE0hIl5QiX5TkwqRk6lxwmnqliqoISIiIiIiNZnT6WTuuoM898NWEs9kAHBJXH0ev6I9Ma6+GRlnYMt30OFq8A/23WTB1P3PTDZlnOq38+1cXC5+HOY/ZvostBliFoiDo7zz3s37wqKXTVCjrFyNstsMhbB6nplXZRRaF5qeb4JAG+fA7zPM/n4PlD7oFBgGjXvA/t9NtkZZghpOJyx5xYx73eXbv1s2P+h0A/z+umkYXpKgRmaK+T6umgmH1pj+FJdPNd/nknCXnvJBk/C8Bj4GdduYf99ERKooBTWqu1STqXHM4crUUPkpEREphN0Oa9aY8XnngU3/Z4iISPWy6dBpnvx6E6v2ngQgpk4IT1zZnovjGuQ/8Ju/mtI0KYklb6ZcUdyNhXuYu6wrg9iBcO8y37x3k14m++DUXtP0OrJx6V6/Zwms/8iMff2z9Ya4y01QY+HzkJ0GEU3MHfpl0XJATlDjN+h+W+lfv/s30+zeLxh6ji3bHDyp600mqLHtR0g9YRqiFyRhM6x+F9Z/AhlJufs3f23+PF05DdpdWfz7uf4u+zqo4R9syq5VFF1TiIgX6Lb96i71BABHHTmZGv76kYuISCHS06FXL/NIT/f1bERERDwmKT2Lx+du5Mrpi1m19yTB/jYeHtKW+Q/2PzegcXwnbJprxgfXeH2u59i/wmx9vRBaWQRFmAwRgH2lDKxkZ8J3D5px99t816zZm+KGmW12mtn2ua/s/SNaDDDb3b+ZrIvSWvqq2XYbBaF1yjYHT2rYyfS2sGeaIGZeWenwx2cwcyi80QdW/NcENGrFwKCnYPQ3UK+duZH005thzl2mZ0lhUo7D8e1m3KRHhX2kSkHXFCLiBVrhru5yemok2lV+SkREREREap7TaVmMems5s3/fi8MJV3ZpxC9/G8B9A1sVnMm+9FUgZ8E2cYtX51og993dNWABvqSa9zPb0pagWvqqadYcWg8G/cPj06qUareE+u3NOCiq7H1IAJr0NM2lU46asmilkbDJ9K6wWE1gpbJw9fVY/7HZHtsB8/8OU9vBnLEmcGaxmUyMm+fAX9fCBRNM1srdv8IFD5rP9Men8J8+sH1Bwe9zIKf0VN02hWeEiIhIiWmFu7rL6amRYDe1YVV+SkREREREaoqk9CxGz1zBhoOnqR0awMdjz2f6Td2Ijiyklv+ZI7Duo9yvT+w0d/f7ypkEOLkHsFT/u7tLo1kfsy1NpsaJXfDbv8x4yP9BcC3Pz6uy6pLTDL3veNMbo6z8AnK/97t+Ld1rXX1M2l1lAi2VRafrTdDiwEqYeRm81h2WvQZpJyCiMQz8Ozy4CUZ+YJqrW/Mso/kFmuDY7T9BnVZw5jB8eJ0pX5eelP99FJwUEfEoBTWqM4fDHdQ47uqpofJTIiIiIiJSAyRnZHPbzBWs33+KqBB/PryzN31iiyl58/sbphRNk14QGAGObDi+wzsTLsiBnNJT9dtDUKTv5lHZuBbWEze7Sy4XyemE7/8G2enQ8iKzkF2T9Pkr3LMELvxb+c/Vor/Z7v6t5K85fRA2fG7G/e4v/xw8KbyBCVaA6T2CBVoPgZs+gQf+gAGTICK66HM07Ql3L4Lz7zWvX/M+vNE3f+DnQCVpEi4iUk1ohbs6yzgNTjsAJwkHVH5KRERERESqv9TMbG5/dyVr9p0iIsiPD+7oTbvoiKJflH4aVs004wsnQr22ZnzUhyWodHd3wcLqmTI+APt+L/74TXNgZzzYAuHyqWCxVOz8KhurFRp29MznbpnTV2PvErBnl+w1y98wAcLmF0Dj7uWfg6ddPAViLjRBnwl/wKjPoO1lYPMr+TkCQmDoc3Db9xDVHE7vh/evgh8eNv+2HFxtjlNQQ0TEI7TCXZ2lmCwNR0AYmZhGYAE2/chFRERERKT6Ssu0c/t7K1mx5wThQX58cGdvOjYuQZbDqpmmEXC9OHOndr04sz9xa8VOuCj7XEENLYSew12Cqpi+GmmnYN5kM77wIagTW6HTqvYadja9OTKS4NDa4o9PPw2r3jPjypal4RLdBW77Di55HKKale9cMf1g3FLocbv5esV/YXoPyEo12VZ1Wpd/viIioqBGtZZTesoRZJpQBfpZsdS0O1JERERERKTGSM+yM/b9Vfy+6wRhgX68f3svOjeJKv6FWemw7D9m3G+CubO9fjvzdWkbIntKVjocXmfGytQ4V/O+Zru3mL4avzwDyQmm58EFEyp8WtWe1QYtLjTj3QuLP371e5B5xgQJW11akTOrPALD4Ip/wy1fmb4cKYlmf5Ne+XtyiIhImZUil06qnNRjAGQHmbqxKj0lIiJF8veHJ5/MHYuIiFQh6Vl27pq9msU7jhEaYGPW7T3p1qyEzaDXf2wWHiOaQKfrzD5XUOOojzI1Dq83/T1C61WuxsqVhStT4/A6yEyBgNBzjzmwGla+Y8ZX/Ns0dpbyazEAtnxrekb0f7jw47Iz4fcZZtz3rzVvQT/2Yrh3Gcx7zPwb02GEr2fkHbqmEBEvUFCjOsvJ1MgOMr/IB/jZfDkbERGp7AIC4B//8PUsRERESi0j2869H67htz+PEuxv490xvejevHbJXuyww9JXzbjveLDlLMLVywlqnNhlsib8gzw/8aLsz1N6Shn354pqZoJQSQdME+aWF+V/3p4N3z0AOKHzjbkNrqX8WuT01di/ArLSwD+44OM2fgFnDkFYw5rXnN0lKBKufh2umFpzgmq6phARL6hhYfIaJsVkamQG5pafEhERERERqU6y7A7Gf7SWX7YmEuRvZeZtPenVooQBDYAt35jARXAtOG907v7whmZB0umA49s9P/HiqEl40SwWaJ6TrVFQCaoVb8KRDab/w+B/enVq1V7d1hAeDfaM3D+nZ3M6Yel0Mz7/npqzoF+Ymv75RUQ8TKvc1VlOpkZGgMnUCPTXj1tERIrgcMCmTebhcPh6NiIiIsXKsju4/+O1LNicQKCflbdH96RPbJ2Sn8DphMX/NuNed+cvYWSx5GZreLtZuNNp7oIHNQkviqsE1d4l+fefPgC/PGvGlz4NYfW8O6/qzmLJzdbY9WvBx+z42fSjCQiD7mO8NzfxPV1TiIgXaJW7OssJaqT7RwEQqPJTIiJSlLQ06NjRPNLSfD0bERGRImXbHUz4dB0/bjxCgM3Kf0f34ILWdUt3kl0LTe8Kv2Dodde5z9ePM1tvNws/ucf0+LD6Q3RX7753VdK8n9keWGX6N7j8+AhkpUDT86HbLb6ZW3XXMieosbuQoMaSV8y2+20QHOWNGUlloWsKEfECBTWqs5zyU2l+OZkaKj8lIiIiIiLVgN3h5KHP1/P9H4fxt1mYcct5DGhThrvxXVka3W+F0AIyPOq3N1tvNwt3ZWk06ur9Xh5VSb22EFwbstNMcApg6w+w9Tuw+sGV02pec2pvcfUoObQW0k/nf+7QWtizyPwMzh/n/bmJiEi1p//dq7OcTI0UvyhAQQ0REREREan6MrLtPPDJWr5edwg/q4XX/3IeF8c1KP2JDq4xd5lbbNDnvoKPqefK1NhS9gmXRd4m4VI4iyW3BNW+pZCRDD88bL7u+1eo3853c6vuIptA7VjTc2bPWeW/lrxqth2vNceJiIh4mFa5q7NUk6mR4hcJQKC/yk+JiIiIiEjVdSY9izHvruS7nAyN1/7SjcEdGpbtZEummW2n6yGqWcHHuBbFT+6BzNSyvU9ZqEl4ybmbhS+Fhc9B0gHz8+w/ybfzqgkKKkF1YjdsnmvGfe/3+pRERKRmUFCjOks9AcAZW05QQ5kaIiIiIiJSRSWeSWfkm7+zdOdxQgNsvHtbL4Z2jC7byY7vhM3fmHG/Bwo/LrSeKW+EE479Wbb3Kq30JEjYZMZNFNQoVvO+Zrv7N/j9DTMe9jIEhPhuTjVFQc3Cf/+Pyd6IvQQadvTNvEREpNrTKnd1lZUOmckAnLFEAApqiIiIiIhI1bT7WArXvrGUzYeTqBsWwKd39yl9U/C8lrwCOKHNUGjQvvDjLJbcbA1vlaA6uApwmmyDiDIGbWqShl3APxSyUsFph/bDoc1gX8+qZoi50GyPboEzCebGyrUfmH39lKUhIiIVR6vc1VVOPw2sfpwhFIBAP5WfEhERERGRqmX9/lNc+8ZS9p9Io3mdEL4c15eOjSPLfsIzR2D9x2bcb0Lxx7uCGke9FNRwNQlver533q+qs/lB055mHBAOQ1/w7XxqktA60LCTGe9ZBCvfNsGlhp1zszhEREQqgJ+vJyAVJKefBiF1yLA7AQj0VwxLRESK4O8Pf/tb7lhERMTHFm5L5N4P15CaaadT40jeHdOTumGB5Tvp7/8Be6YJGrj6MRTF3Sx8a/net6TUT6P0Ot8IexbDZc8ru8XbWgyAIxvgz/mw8xezr98DJstJaiZdU4iIFyioUV25MjVC6pCRbQdUfkpERIoREAD/+pevZyEiIgLAnDUHmPTFH2Q7nFzYui5v3NydsMByXsKmn4ZV75rxBRNK9hpvZmo47HBglRk37V3x71dddL0JOl0HNi2gel3Li2DZa7DhM/N1ZDNof7UvZyS+pmsKEfECBTWqq5Q8QY0sB6DyUyIiIiIiUonZs8Hmh9Pp5L+/7eK5H01mxPCujfjXdV0I8MRNWivfgYwkqNcOWg8p2Wvq5QQ1Tu2DjGQIDCv/PApzdKuZX0AY1C+i14ecSwEN32jWB6x+4Mg2X/e515QEExERqUC6db+6ypep4Qpq6MctIiJFcDhgzx7zcDh8PRsREalJ1n4AzzXG8cfn/PP7Le6AxtgLW/DvG7p6JqCRlQ6/v2HG/R4AawnPGVoHQuub8dFt5Z9HUVylpxp318KwVA2BYdC4hxkHRUG3W3w6HakEdE0hIl6gVe7qytVTI7Suu/yURy4ERESk+kpLgxYtzCMtzdezERGRmmTbj5CdTvrcCXyzeC0Afx/Wjr9f3h6r1UO1+dd/BCmJENHElCoqjfo5fTUqugSVu0m4Sk9JFdLharPtO75iM5mkatA1hYh4gW79qK7yZmqcUaaGiIiIiIhUXvYTu7EBIY5knvKfReY173J1t8aeewOHHZa8asZ9x5e+VFG9drD7N0is6KCGq0m4ghpShfS62/TWqBfn65mIiEgNoaBGdZWSk6kRUje3p4a/emqIiIiIiEjlkp6ZDUd34rpaGWZbDsHrAA8GNTZ9BSd3Q3AtOG906V/vztTY6rk5nS05EU7sMuMmPSrufUQ8zWqF+u18PQsREalBdOt+dZV6wmxDapNpV6aGiIiIiIhUPtl2B5M/+B9BznQcTgtHO9xhnvj+IUg/7Zk3ObUPfnjYjHvfAwGhpT+Hq1l4YgUGNVylp+q1g+CoinsfERERkSpOq9zVVQE9NRTUEBERERGRysLpdPLonA3s2b4JgKzQhtS7+lmo1QLOHIafnyr/m2RnwGe3QtoJiO4K/SaU7TyuTI2kA54LtpzNVXqqmUpPiYiIiBRFq9zVlbunRp7yU34qPyUiIiIiIpXD8z9u5YvVB4ixJgAQWC8W/IPhqpzeF6vegb3LyvcmPz4Ch9aYslM3vA/+QWU7T3AtCI8246PbyjenwqhJuIiIiEiJKKhRHTkcecpP1SEj29VTQz9uERERERHxvTd/3cmbv5n+EXd0yLlOqR1jti36Q7dbzPjb+022RVms+whWvwtY4Jq3oVbzcs3Z3QS5IpqFZ2fAobVmrKCGiIiISJG0yl0dpZ8Cpyk5ZYIaKj8lIiIl4OcH995rHn5+vp6NiIhUU5+t2s9zP5reFJMvi6NjcM4NWbVicg8a/AyE1odjf8Kil0v/Jof/gO8eNOOLJkPrQeWbNOQ2Qq6IZuGH/wB7BoTUgdotPX9+ERFv0TWFiHiB/nWpjlylpwIjwC8gN1ND5adERKQogYHw+uu+noWIiFRjP206wqNf/gHA3f1bcveAWJi5xzxZq0XugcG1YNiL8PltsGgqtL8aGrQv2ZuknYTPboHsdGg9GPo/7JnJV2SmhqufRtPeYLF4/vwiIt6iawoR8QLdul8dpeQ0CQ+pA5Cnp4Z+3CIiIiIi4hu/7zrO+I/X4nDCdd2b8OhlOUGCk3vMNm9QA0wgo+0wcGSZMlQOe/Fv4nDAV/eYc0Y1gxFvgtVD10H1c4IqFRrU6OX5c4uIiIhUM1rlro7cTcJzgho55aeC1FNDRESK4nTC0aPm4XT6ejYiIlKNbDp0mrGzVpGZ7WBQuwY8f00nLBYLZKXBmUPmoLzlp8BkLAx7CQLC4cBKWPlO8W+0+GX4cx7YAuGG2RBS23Mfol5bs00+YrJBPMXpzJ+pISJSlemaQkS8QKvc1VFqTqZGaF0AlZ8SEZGSSU2F+vXNIzXV17MREZFqYu/xFG6duZIzGdn0iqnNa3/php8t51L01D6zDQgvOAAR2RgGPWnG8U/Bqf2Fv9HOX+CXZ8348pehUVePfQYAgiIgookZJ3qwr8apvZCcAFY/aNTNc+cVEfEFXVOIiBf4PKjx+uuvExMTQ1BQEL1792bFihWFHpuVlcXTTz9NbGwsQUFBdOnShXnz5uU75syZM0yYMIHmzZsTHBxM3759WblyZb5jnE4nTzzxBNHR0QQHBzNo0CC2b99eIZ/PJ87J1FD5KRERERER8b7EpHRufmc5x5IzaBcdwVu39iDIP8/NVq7SU7VjCu8l0eMOk8GQmQzfTyz4zt9T++GLOwAnnDcazrvFw58kR/2ckllHPViCan/ONXB0F/AP9tx5RURERKopn65yf/rpp0ycOJEnn3ySNWvW0KVLF4YMGUJiYmKBx0+ZMoU333yT6dOns3nzZu655x5GjBjB2rVr3cfceeedLFiwgNmzZ7NhwwYGDx7MoEGDOHjwoPuYF198kVdffZUZM2awfPlyQkNDGTJkCOnp6RX+mb0iJTeokW13YHeYX/qVqSEiIiIiIt5yOi2L0TNXsP9EGs1qhzDr9p5EBvvnP+jEbrM9u/RUXlYrXPkq2AJg+0+w8cv8z2dnwGejIe0ERHeFy/7lyY+RX/12ZuvJTA2VnhIREREpFZ8GNaZOncrYsWMZM2YM7du3Z8aMGYSEhDBz5swCj589ezaPPfYYw4YNo2XLlowbN45hw4bx8ssvA5CWlsaXX37Jiy++SP/+/WnVqhX/+Mc/aNWqFW+88QZgsjSmTZvGlClTGD58OJ07d+b999/n0KFDzJ07t9C5ZmRkkJSUlO9RaeXJ1HBlaQAEqqeGiIiIiIh4QXqWnTtnrWTrkTPUDQtk9h29qB8edO6B7ibhMUWfsH4cXPg3M/7xEUg9kfvcj4/AoTUQXAtueB/8C3gfT6nnCmps9tw5FdQQERERKRWfrXJnZmayevVqBg0alDsZq5VBgwaxbNmyAl+TkZFBUFD+X1CDg4NZvHgxANnZ2djt9iKP2b17N0eOHMn3vpGRkfTu3bvQ9wV47rnniIyMdD+aNm1aug/sTXl6auQNagTYFNQQEREREZGKN+3n7azcc5LwQD/ev70XzeuEFnzgSVemRoviT3rBgyaokHoMfppi9q37CFa/C1jgmrehVnOPzL9Q7vJTHsrUyDgDCZvMWEENERERkRLx2Sr3sWPHsNvtNGjQIN/+Bg0acOTIkQJfM2TIEKZOncr27dtxOBwsWLCAOXPmcPjwYQDCw8Pp06cPzzzzDIcOHcJut/PBBx+wbNky9zGuc5fmfQEmT57M6dOn3Y/9+4toUOdr+TI17AD42yxYrYXUqBUREREREfEQp9PJt+sPAfDPER1p3yii8INLmqkB4BcAV70KWGDdh7D0NfjuQfPcRY9C60FFvtwj6rY125SjuWV/y+PganA6ILIZRESX/3wiIiIiNUCVunX/lVdeoXXr1sTFxREQEMD48eMZM2YMVmvux5g9ezZOp5PGjRsTGBjIq6++yk033ZTvmLIIDAwkIiIi36PScvfUqEumu0m4+mmIiIiIiEjF23w4iYOn0gjytzK4fcPCD3Q68zQKL0GmBkDTXtBrrBn/9HfITodWl0L/SeWac4kFhkFUMzP2RLNwV5Pwpr3Kfy4RERGRGsJnQY26detis9lISEjItz8hIYGGDQv+xbdevXrMnTuXlJQU9u7dy9atWwkLC6Nly5buY2JjY/n1119JTk5m//79rFixgqysLPcxrnOX5n2rHHemRm13+alAvyoVvxIREV/w84NbbzUPPz9fz0ZERKqoBZvNtdaFresRHFDEzVVnjpighMUKkaUo73vJExDR2IyjmsE1/zXNxL2lfnuzTfREUEP9NESkmtE1hYh4gc9WugMCAujevTvx8fHufQ6Hg/j4ePr06VPka4OCgmjcuDHZ2dl8+eWXDB8+/JxjQkNDiY6O5uTJk8yfP999TIsWLWjYsGG+901KSmL58uXFvm+VkJUGWSlmHFqXjCwFNUREpIQCA+G998wjMNDXsxERkSrqp00mqDG4fYOiD3RlaUQ2AZt/yd8gMByuexfaXg43fQIhtcs20bKql9NXo7xBDYcD9q80Y2VqiEh1oWsKEfECn4ZMJ06cyK233kqPHj3o1asX06ZNIyUlhTFjxgAwevRoGjduzHPPPQfA8uXLOXjwIF27duXgwYP84x//wOFwMGlSbqrx/PnzcTqdtG3blh07dvDwww8TFxfnPqfFYmHChAn885//pHXr1rRo0YLHH3+cRo0acfXVV3v9e+BxriwNqz8ERpCRfRKAQH+VnxIRERERkYq1/0Qqmw8nYbXAJe1KGNQoSZPwszXrDc0+Kv3rPKF+O7Mtb7Pwo1sh4zT4h0CDjuWfl4iIiEgN4dOgxsiRIzl69ChPPPEER44coWvXrsybN8/dxHvfvn35emGkp6czZcoUdu3aRVhYGMOGDWP27NlERUW5jzl9+jSTJ0/mwIED1K5dm2uvvZZnn30Wf//cO38mTZpESkoKd911F6dOneKCCy5g3rx5BAUFee2zV5iUY2YbUgcsFpWfEhGRknM6ITXVjENCwGLx7XxERKTK+XmLydLoEVOb2qEBRR98crfZlqRJeGWSN1PD6Sz7/5eu0lONu4NNJVpEpJrQNYWIeIHPf3MaP34848ePL/C5hQsX5vt6wIABbN68ucjz3XDDDdxwww1FHmOxWHj66ad5+umnSzXXKsGVqRFaF4CMbDugoIaIiJRAaiqEhZlxcjKEhvp2PiIiUuWUuPQU5MnUiKmw+VSIum0AC6SdgJSjEFa/bOdxNwlXPw0RqUZ0TSEiXqCV7uomT5NwIE9PDZWfEhERERGRinMqNZMVe04AMLh9w+Jf4Apq1C5D+SlfCgjJnXN5+mq4MjWanV/+OYmIiIjUIApqVDfu8lOuTI2coIa/ftQiIiIiIlJxftmaiN3hJK5hOM3qhBT/ghNVtPwUQL2cvhplDWqkHIMTO824SQ/PzElERESkhtBKd3XjztSoA6j8lIiIiIiIeEepSk9lpkBKohmXpVG4r9XP6atxtIxBDVfpqXpxEFzLM3MSERERqSG00l3dpOZkaoSelamh8lMiIiIiIlJB0rPs/PrnUQAGdyhF6amgKAiOqqhpVRx3psbWsr1+5y9m27SXZ+YjIiIiUoMoqFHdnJ2p4e6poR+1iIiIiIhUjCU7jpGWZadRZBAdGkUU/4Kq2iTcpX5OUOPoFnA6S/fak3thzSwzbj/cs/MSERERqQG00l3dpBRSfko9NUREREREpIK4Sk9d2r4BFoul+BdU1SbhLnVbg8UG6afhzJHSvfaXf4I9E1r0h9hLKmZ+IiIiItWYn68nIB52Tk8Nk6kRYFNQQ0REimGzwXXX5Y5FRERKwO5w8vOWnH4aJSk9BVW7STiAXyDUbgnHt0PiZoiILtnrDq2FDZ+Z8aXPQEkCQCIiVYmuKUTECxTUqG4K66nhr/9IRESkGEFB8Pnnvp6FiIhUMWv3neR4SiYRQX70alG7ZC+q6uWnwDQLP74djm6FViXIuHA64afHzbjzSGjUtUKnJyLiE7qmEBEv0O371YnDDmknzdjdUyOn/JR6aoiIiIiISAX4abPJ0rg4rj7+Jc0Qdwc1qmj5KcjTLHxLyY7fvgD2LAJbIFw8peLmJSIiIlLNaaW7Okk7BU6TmeEKamTa1ShcRERERETKyemEzNQCdjv5aZPpKVHi0lMOO5zaa8ZVOlPD1Sx8a/HH2rNhwRNm3PtuiGpWcfMSERERqea00l2duPppBEaCzR+AjCxXUEPlp0REpBgpKaa2t8VixiIiIi6r3oH/i4Y/5+fbvSMxmT3HUwnws9K/Tb2SnevMYdMo2+oHEY0rYLJe4gpqJG41QZ+irP8Ijm6BoCi4cGKFT01ExGd0TSEiXqCgRnXi7qdRx70rt6eGftQiIiIiIlJGrmDGxjn5drtKT/WLrUNYYAlbNrpKT0U1A1sVbvNYO9YEZjLPwOkDhR+XmQK/PGvGAyZBcC3vzE9ERESkmtJKd3XiytQIyRvUUE8NEREREREpp+M7zPbAyny7S116CuDEbrOtyqWnAPwCoE4rMy6qBNWy/0DyEYhqDj3v9M7cRERERKoxrXRXJyk5mRohdd273JkaKj8lIiIiIiJlkZ0JJ3N6YJzYCaknADhyOp31B05jscAl7eqX/HzVoUm4S704sy2sWXhyIiyZZsaXPAF+gV6ZloiIiEh1pqBGdVJQpkaWGoWLiIiIiEg5nNoLTnvu1wdXA7Bgiyk91a1pFPXDg0p+vpPVJFMDoH57sy0sU2Ph85CZDI3Og47Xem9eIiIiItWYVrqrE1dQI7SA8lPqqSEiIiIiImXhKj3lcmAVUMbSU5AnUyOmfPOqDOoXkalxbDusfs+MBz9jmuaKiIiISLlppbs6cWdqqPyUiIiIiIh4iCuoYcm5pji4iqT0LH7fZa4/BrdvULrzuYIatatD+al2Znt0Kzgc+Z/7+R8mw6XNZRBzgdenJiIiIlJd+fl6AuJB7p4aeTM1VH5KRERKyGaDYcNyxyIiIpAb1Ii9GHYsgAOrWLg1kSy7k9h6obSsF1byc6Un5d6MFdXc83P1ttotwRYAWalwel9u9snepbD1O7BY4dKnfDpFERGv0jWFiHiBghrVSWpOUCM0T6ZGVk75KWVqiIhIcYKC4PvvfT0LERGpbI7vNNv2w2HPIkg/xbp1qwC/speeCqkDQRGenKVv2PygbhtI2AiJW01Qw+mEnx43z583Guq19ekURUS8StcUIuIFun2/Okk9YbYFZWqop4aIiIiIiJSFK1OjfnuI7gJA2u4VQDlKT9WqBqWnXOrl9NU4mtNXY/NcOLgK/EPhosd8Ni0RERGR6kor3dVJEeWnAmz6UYuIiIiISCllJMOZw2ZcpyU07gFAO/s26ocH0qVJVOnOd3K32VaHJuEu7mbhWyE7E37OKTfV734IL2XQR0RERESKpZXu6iIzFbLTzDhfUCOn/JQyNUREpDgpKRAaah4pKb6ejYiIVAYnckpPhdSF4FrQxAQ1ulp3MKh9A6xWS+nO587UiPHYFH3O1Sw8cTOsmmkCN2ENoM94385LRMQXdE0hIl6gnhrVhaufhi0AAsMBcDicZNmdgHpqiIhICaWm+noGIiJSmbhKT9VpBYCjUXesQDvLPoa2iSz9+VxBjdrVqPxU/ZygxrE/4dcXzPiiyRBYigbqIiLVia4pRKSC6fb96iL1uNmG1AGLuVsq0+5wPx3opx+1iIiIiIiUkqtJeE5Q44/kCBKdUfhb7Jwfsr/05ztRDctP1YoBvyDIToe0E1C3LXS7xdezEhEREam2tNJdXaS4ghp13bsyshTUEBERERF5/fXXiYmJISgoiN69e7NixYpCj83KyuLpp58mNjaWoKAgunTpwrx588457uDBg9x8883UqVOH4OBgOnXqxKpVqyryY/iGO1MjFoCfNiewzmHGAYfXlu5c9mw4nRMIqU6Nwq02qNsm9+tLnwKbiiKIiIiIVBStdFcX7kyN2u5drn4aNqsFPzUKFxEREZEa6NNPP2XixIk8+eSTrFmzhi5dujBkyBASExMLPH7KlCm8+eabTJ8+nc2bN3PPPfcwYsQI1q7NXcA/efIk/fr1w9/fnx9//JHNmzfz8ssvU6tWLW99LO85q/yUCWqYMQdWlu5cSQfAkW1K5oZHe3CSlUD99mbb/AJoM9S3cxERERGp5nT7SHXh6qkRmidTI9tkaihLQ0RERERqqqlTpzJ27FjGjBkDwIwZM/j++++ZOXMmjz766DnHz549m7///e8MGzYMgHHjxvHzzz/z8ssv88EHHwDwwgsv0LRpU959913361q0KDrzICMjg4yMDPfXSUlJ5f5sFc7pzBfU2HU0mR2JyTT0a232HVxduvO5+mlENQdrNbtG6Xe/2V70iLscsIiIiIhUjGr2m2QNlrenRg5XpoaCGiIiIiJSE2VmZrJ69WoGDRrk3me1Whk0aBDLli0r8DUZGRkEBQXl2xccHMzixYvdX3/zzTf06NGD66+/nvr169OtWzfeeuutIufy3HPPERkZ6X40bdq0HJ/MS1KPQ/ppwAK1W7BgcwIAwc17mH2n98OZIyU/X3VsEu7SoANc8ybUbunrmYiIiIhUe1rtri5ScjI18vTUSM9yZWrYfDEjERGpaqxWGDDAPKrbHbQiUiMdO3YMu91OgwYN8u1v0KABR44UvBg/ZMgQpk6dyvbt23E4HCxYsIA5c+Zw+PBh9zG7du3ijTfeoHXr1syfP59x48Zx//33M2vWrELnMnnyZE6fPu1+7N9fhibb3ubK0ohsCv7B/JQT1OjfsUVuuaUDpegjUh2bhIuISH66phARL1D5qeqiwJ4aOUENf/0nIiIiJRAcDAsX+noWIiI+9corrzB27Fji4uKwWCzExsYyZswYZs6c6T7G4XDQo0cP/u///g+Abt26sXHjRmbMmMGtt95a4HkDAwMJDAz0ymfwmDxNwo+eyWDNvpMADGrfAI52h8RNcHAVtLuiZOdzZWooqCEiUn3pmkJEvECr3dWFK6iRr6eGyk+JiIiISM1Vt25dbGOThF4AAG0oSURBVDYbCQkJ+fYnJCTQsGHDAl9Tr1495s6dS0pKCnv37mXr1q2EhYXRsmVuWaHo6Gjat2+f73Xt2rVj3759nv8QvpSnn0b8lgScTujSJJLoyGBo3MM8V5pMDXdQoxqWnxIRERERr9Fqd3VRYE8NlZ8SERERkZorICCA7t27Ex8f797ncDiIj4+nT58+Rb42KCiIxo0bk52dzZdffsnw4cPdz/Xr149t27blO/7PP/+kefPmnv0AvpYnqLFu/ykA+repZ/Y16Wm2h9aCw16y851U+SkRERERKT8FNaqLAnpqZLh7aujHLCIiJZCSAvXqmUdKiq9nIyLiERMnTuStt95i1qxZbNmyhXHjxpGSksKYMWMAGD16NJMnT3Yfv3z5cubMmcOuXbtYtGgRQ4cOxeFwMGnSJPcxDz74IL///jv/93//x44dO/joo4/473//y3333ef1z1ehju802zqtSMk0gYtaIQFmX722EBAGmclwdGvx50o7mdN0HKhVzYI/IiKSS9cUIuIF6qlRHTjs5iIBCi4/pZ4aIiJSUseO+XoGIiIeNXLkSI4ePcoTTzzBkSNH6Nq1K/PmzXM3D9+3bx/WPI1M09PTmTJlCrt27SIsLIxhw4Yxe/ZsoqKi3Mf07NmTr776ismTJ/P000/TokULpk2bxqhRo7z98SqOw5EnqBFLWqbJDA8OyMkCt9qgUTfYswgOrIQGHYo+n6v0VFgDCAitmDmLiEjloGsKEalgCmpUB2knAacZB9dy73aVnwqwKaghIiIiIjXX+PHjGT9+fIHPLTyrmemAAQPYvHlzsee84ooruOKKEjbIroqSDoA9A6z+ENWM9KxEAIL985S2bdIzJ6ixCrrfVvT5Tqj0lIiIiIh4hla7qwNXP42gKLD5u3erp4aIiIiIiJSJq59G7ZZgtZGWZbLA3ZkaAE1ymoUfXF38+dQkXEREREQ8REGN6sDdT6NOvt0ZWSo/JSIiIiIiZZCnnwZAWk5PjXyZGo1zghqJWyA9qejzqUm4iIiIiHiIVrurg9ScoEaefhqQN1NDP2YRERERESkFV6ZGnVgA0gvK1AhvAJHNACccWlv0+dyZGjEenaaIiIiI1Dxa7a4OXOWnzsrUyFT5KRERERERKQt3UCMnUyOrgEwNgCbdzfbAyqLP5wpq1Fb5KREREREpHzUKrw5SCg5qKFNDRERKxWqFHj1yxyIiUnMVEtQIOieo0RM2fVV0X43sTDh9wIyVqSEiUr3pmkJEvEBBjeqgkEyNjGz11BARkVIIDoaVxdxpKyIi1V92BpzaZ8Zn99QIOCuo4eqrcWAVOJ1gsZx7vtP7wekAv2AIa1BRsxYRkcpA1xQi4gVa7a4Oiu2pofJTIiIiIiJSQif3mCBEQDiE1cfhcLqvLc4pPxXdGax+kJKYGwgp6HxgsjQKCnqIiIiIiJSCghrVQWGZGlkqPyUiIiIiIqWUt0m4xUJ6TgY4FBDU8A+Ghp3M+OCqgs93crfZqvSUiIiIiHiAVrurg5ScTI2QszM1cspPKaghIiIlkZoKMTHmkZrq69mIiIivnN1PIzM3qFHgtYW7BFUhfTXUJFxEpObQNYWIeIFWu6uD1BNmW1ij8LPvphIRESmI0wl795qH0+nr2YiIiK8c22625zQJt2K1FlA+qklPsz1QSA31vOWnRESketM1hYh4gYIaVZ3TmaenRiFBDWVqiIiIiIhISR3fabY5QY30nKDGOaWnXJrkZGocXg/Zmec+f2KP2SqoISIiIiIeoNXuqi4rFbLTzficnhqu8lPK1BARERERkRLK21MDSM0sJqhRuyUE1wJ7BiRsyP+c05knU0Plp0RERESk/BTUqOpc/TRsgRAQlu8pZWqIiIiIiEippJ+GlEQzzglquHpqBAUUEtSwWArvq5F6HDLPmHFUM0/PVkRERERqIK12V3Wpx802pI65mMgjt6eGfswiIiIiIlICrtJTofUhKBLI7alRaKYG5JagOrgq/35XlkZ4I/AP8uBERURERKSm0mp3VecKapzVTwMgI9tcfATY9GMWEREREZESOKufBuT21AgpLFMDcoMaZzcLdwU1aqv0lIiIiIh4hs9Xu19//XViYmIICgqid+/erFixotBjs7KyePrpp4mNjSUoKIguXbowb968fMfY7XYef/xxWrRoQXBwMLGxsTzzzDM4nU73MbfddhsWiyXfY+jQoRX2GSuUO1Oj7jlPZWS5MjXUU0NERErAYoH27c3jrOw/ERGpIc7qpwG5mRpBRV1XNO5utid2QeqJ3P0ndputmoSLiNQMuqYQES/w8+Wbf/rpp0ycOJEZM2bQu3dvpk2bxpAhQ9i2bRv169c/5/gpU6bwwQcf8NZbbxEXF8f8+fMZMWIES5cupVu3bgC88MILvPHGG8yaNYsOHTqwatUqxowZQ2RkJPfff7/7XEOHDuXdd991fx0YGFjxH7giuHpqhBSUqaGeGiIiUgohIbBpk69nISIivuQOauRmaqRlmuuKIstPBdcyrzm+Aw6sgjaDzX53k/AYz89VREQqH11TiIgX+HS1e+rUqYwdO5YxY8bQvn17ZsyYQUhICDNnzizw+NmzZ/PYY48xbNgwWrZsybhx4xg2bBgvv/yy+5ilS5cyfPhwLr/8cmJiYrjuuusYPHjwORkggYGBNGzY0P2oVatWhX7WCuMuP3VupkZmTvkpBTVERERERKRECgpquHpqFFV+CqBJT7PN21fDHdRQ+SkRERER8QyfrXZnZmayevVqBg0alDsZq5VBgwaxbNmyAl+TkZFBUFD+5nLBwcEsXrzY/XXfvn2Jj4/nzz//BGD9+vUsXryYyy67LN/rFi5cSP369Wnbti3jxo3j+PHjRc43IyODpKSkfI9KIbUEmRoqPyUiIiIiIsVxOovsqVFkpgbklqA6kDeoofJTIiIiIuJZPgtqHDt2DLvdToMGDfLtb9CgAUeOHCnwNUOGDGHq1Kls374dh8PBggULmDNnDocPH3Yf8+ijj3LjjTcSFxeHv78/3bp1Y8KECYwaNcp9zNChQ3n//feJj4/nhRde4Ndff+Wyyy7DbrcXOt/nnnuOyMhI96Np06bl/A54SIqrp0b+oIbT6VT5KRERKZ3UVOjQwTxSU309GxER8bbkRMg8A1jyNfZOyyxBTw3IbRZ+cBU4HJCVDkmHzD41ChcRqRl0TSEiXuDTnhql9corrzB27Fji4uKwWCzExsYyZsyYfOWqPvvsMz788EM++ugjOnTowLp165gwYQKNGjXi1ltvBeDGG290H9+pUyc6d+5MbGwsCxcu5JJLLinwvSdPnszEiRPdXyclJVWOwEZqwUGNTLvDPVZQQ0RESsTphM2bc8ciIlKzuEpPRTUDv9yegyUuP9WgI/gFQfppOJGT8YETAsIKzCwXEZFqSNcUIuIFPlvtrlu3LjabjYSEhHz7ExISaNiwYYGvqVevHnPnziUlJYW9e/eydetWwsLCaNmypfuYhx9+2J2t0alTJ2655RYefPBBnnvuuULn0rJlS+rWrcuOHTsKPSYwMJCIiIh8j0rBVX7qrJ4ariwNgEA/lZ8SEREREZFiFNBPA/IENYrL1LD5Q3RXMz6wCk7kKT1lsXhuniIiIiJSo/ksqBEQEED37t2Jj49373M4HMTHx9OnT58iXxsUFETjxo3Jzs7myy+/ZPjw4e7nUlNTsVrzfyybzYbD4Tj7NG4HDhzg+PHjREdHl/HT+FAhmRoZWebzWizgb9MFhIiIiIiIFKOQoEZ6ZgmDGpBbgurAyjxNwmM8Mz8REREREXxcfmrixInceuut9OjRg169ejFt2jRSUlIYM2YMAKNHj6Zx48buLIvly5dz8OBBunbtysGDB/nHP/6Bw+Fg0qRJ7nNeeeWVPPvsszRr1owOHTqwdu1apk6dyu233w5AcnIyTz31FNdeey0NGzZk586dTJo0iVatWjFkyBDvfxPKw54NaSfNOOTsTA1z4RHoZ8Wiu6JERERERKQ4BTQJh9xMjaDiyk9B/r4arhJWCmqIiIiIiAf5NKgxcuRIjh49yhNPPMGRI0fo2rUr8+bNczcP37dvX76si/T0dKZMmcKuXbsICwtj2LBhzJ49m6ioKPcx06dP5/HHH+fee+8lMTGRRo0acffdd/PEE08AJmvjjz/+YNasWZw6dYpGjRoxePBgnnnmGQIDA6lSXAENgOBa+Z7KbRKu0lMiIiIiIlIC7kyN2Hy7S1x+CqBxTlDjyMbcaxQFNURERETEg3zeKHz8+PGMHz++wOcWLlyY7+sBAwaw2dVsqBDh4eFMmzaNadOmFfh8cHAw8+fPL8tUKx9XP43gWmDL/6N0lZ9Sk3ARERERESmWww4ndplx3db5nkotTfmpyCYQ1hCSj8CexWZf7RaenKmIiIiI1HA+D2pIORTSTwPylJ/yV1BDRERKyGKB5s1zxyIiUnOc2geOLLAFQkSTfE+luzI1AkpwbWGxmBJUW78DR7bZV0tBDRGRGkPXFCLiBQpqVGUpOZkaZ/XTAJWfEhGRMggJgT17fD0LERHxBXc/jViw5g9epOVkagSVJFMDoHF3E9QAsFghsqmnZikiIpWdrilExAt0G39VVmSmhglqBNj0IxYRERERkWIU0k8DcntqhASU8J64Jj1zxxFNwC+gvLMTEREREXHTindV5gpqhBYQ1MhS+SkRERERESkhd1Cj1TlPpZemUThAo24mQwOgVnNPzE5ERERExE0r3lVZCTI11ChcRERKLC0NevY0j7Q0X89GRES8qYigRlppGoUDBIZB/fZmrCbhIiI1i64pRMQL1FOjKlNPDRER8SSHA1atyh2LiEjN4e6pkT+o4XQ63eWngkrSKNyl5UWQsBGiu3hogiIiUiXomkJEvEBBjarMXX7q3KBGpjI1RERERESkJLLS4PR+Mz4rqJFpd+BwmnGJMzUABj4GzftB68EemqSIiIiIiKGgRlWW6srUKKj8lKunhjI1RERERESkCCd2A04Iijzn2iI9M/cu26DSXFsEhELcMA9NUEREREQkl27jr8pST5itemqIiIiIiEhZ5e2nYbHke8pVesrfZsHfpmsLEREREfE9/VZaVTmdeXpqFBDUyFJQQ0RERERESqCoJuGufhrKABcRERGRSkIr3lVVZjLYM8y4gJ4a7vJTahQuIiIiIiJFKaRJOEBaprmuKFU/DRERERGRCqSeGlWVq0m4XxD4h5zztLv8lL/iViIiUgp1zw2Ui4hINefO1Ig95ylXpkZwgIIaIiJSQrqmEJEKpqBGVZWSE9QIqXtO3VvIm6mhoIaIiJRQaCgcPerrWYiIiLcVUX4qPUuZGiIiUgq6phARL9CKd1XlytQIqV3g07k9NXTxISIiIiIihUg7Cak5vfpqn5upkZqpnhoiIiIiUrkoqFFVuS48CuinAXnKTylTQ0RERERECnN8l9mGR0Ng2DlPpylTQ0REREQqGa14V1XuTI06BT7tLj+lnhoiIlJSaWlw0UXmkZbm69mISA2XnZ3Nzz//zJtvvsmZM2cAOHToEMnJyT6eWTVTROkpgPRM9dQQEZFS0DWFiHiBempUVSk5mRohRWdqBNgU1BARkRJyOODXX3PHIiI+snfvXoYOHcq+ffvIyMjg0ksvJTw8nBdeeIGMjAxmzJjh6ylWH0U0CQc1ChcRkVLSNYWIeIFWvKuq4jI1XD01lCYuIiIiIlXMAw88QI8ePTh58iTBwcHu/SNGjCA+Pt6HM6uGisnUUPkpEREREalslKlRVbmCGqHFlJ9STw0RERERqWIWLVrE0qVLCQgIyLc/JiaGgwcP+mhW1VRxQY1MBTVEREREpHLRindVVWxPDTUKFxEREZGqyeFwYLfbz9l/4MABwsPDfTCjasrphOM7zbiwnhoqPyUiIiIilYxWvKuqmz6B+1ZAy4sKfDrTHdTQxYeIiIiIVC2DBw9m2rRp7q8tFgvJyck8+eSTDBs2zHcTq27OHIGsFLDYIKp5gYe4yk8FKVNDRERERCoJlZ+qqkJqm0ch3Jka/opbiYiIiEjV8tJLLzF06FDat29Peno6f/nLX9i+fTt169bl448/9vX0qg9X6alazcEvoMBDVH5KRERERCobBTWqKfXUEBGRMgkJ8fUMRERo2rQp69ev59NPP2X9+vUkJydzxx13MGrUqHyNw6WciumnAXkbheu6QkRESkjXFCJSwRTUqKYyVH5KRERKKzQUUlJ8PQsRqeGysrKIi4vju+++Y9SoUYwaNcrXU6q+ShDUUE8NEREpFV1TiIgX6HabaiojS43CRURERKTq8ff3Jz093dfTqBncTcJjCz1EPTVEREREpLLRinc15HQ6c8tPKU1cRERERKqY++67jxdeeIHs7GxfT6V6K0n5KfXUEBEREZFKRuWnqqFshxOH04xVfkpEREosPR2uvdaMv/wSgoJ8Ox8RqbFWrlxJfHw8P/30E506dSI0NDTf83PmzPHRzKoRezac3G3GRfbUMBngKj8lIiIlomsKEfECBTWqIVc/DVD5KRERKQW7HX74IXcsIuIjUVFRXOtaEJGKcWovOLLBLxjCGxV6WFqmyZZRpoaIiJSIrilExAsU1KiGMrJy/9NQUENEREREqpp3333X11Oo/vL207AWfs2gnhoiIiIiUtkoqFENuTI1AvysWCwWH89GRERERKRsjh49yrZt2wBo27Yt9erV8/GMqhF3P43Cm4RDnp4aKj8lIiIiIpWEbuOvhlxBjUCbfrwiIiIiUvWkpKRw++23Ex0dTf/+/enfvz+NGjXijjvuIDU11dfTqx5K0CQcID2np0aIghoiIiIiUkmUeNX70KFD/O1vfyMpKemc506fPs3DDz9MQkKCRycnZZORbe6mCvRXUENEREREqp6JEyfy66+/8u2333Lq1ClOnTrF119/za+//spDDz3k6+lVD1FNoXF3aNCh0EOy7Q4y7TmNwlV+SkREREQqiRKvek+dOpWkpCQiIiLOeS4yMpIzZ84wdepUj05OyiYj526qQD9deIiIiIhI1fPll1/yzjvvcNlllxEREUFERATDhg3jrbfe4osvvvD19KqHCx6Esb9Ax8IbsqfnZICDemqIiIiISOVR4qDGvHnzGD16dKHPjx49mu+++84jk5LycZefUpNwEREREamCUlNTadCgwTn769evr/JTXuTqp2Gx6NpCRERERCqPEv9munv3bpo1a1bo802aNGHPnj2emJOUk6v8VIAuPEREpDRCQ8HpNI/QUF/PRkRqsD59+vDkk0+Snp7u3peWlsZTTz1Fnz59fDizmiU9K6dJuL8Ni8Xi49mIiEiVoGsKEfECv5IeGBwczJ49ewoNbOzZs4fg4GCPTUzKLtOVqaEUcRERERGpgl555RWGDBlCkyZN6NKlCwDr168nKCiI+fPn+3h2NUdanqCGiIiIiEhlUeKgRu/evZk9ezb9+/cv8Pn333+fXr16eWxiUnYqPyUiIiIiVVnHjh3Zvn07H374IVu3bgXgpptuYtSoUbqRyotc5afUT0NEREREKpMSBzX+9re/cemllxIZGcnDDz/srnGbkJDAiy++yHvvvcdPP/1UYROVknOVn1JQQ0RESiU9HW65xYxnz4agIN/OR0RqtJCQEMaOHevradRo7kyNAAU1RESkhHRNISJeUOJV74EDB/L666/z2muv0ahRI2rVqkXt2rVp1KgRr7/+OtOnT+fiiy+uyLlKCWVkuTI1dPEhIiKlYLfDF1+Yh93u69mISA323HPPMXPmzHP2z5w5kxdeeMEHM6qZVH5KRERKTdcUIuIFJc7UALj77ru54oor+Oyzz9ixYwdOp5M2bdpw3XXX0aRJk4qao5SSu/yUvzI1RERERKTqefPNN/noo4/O2d+hQwduvPFGHnnkER/MquZJz1RQQ0REREQqn1IFNQAaN27Mgw8+WBFzEQ9R+SkRERERqcqOHDlCdHT0Ofvr1avH4cOHfTCjmsmVqRGk8lMiIiIiUomUOKjx6quvFrg/MjKSNm3a0KdPH49NSspH5adEREREpCpr2rQpS5YsoUWLFvn2L1myhEaNGvloVjVPbvkp3SwlIiIiIpVHiYMa//73vwvcf+rUKU6fPk3fvn355ptvqF27tscmJ2XjLj+lTA0RERERqYLGjh3LhAkTyMrKcvfti4+PZ9KkSTz00EM+nl3NkabyUyIiIiJSCZU4qLF79+5Cn9u1axc333wzU6ZM4T//+Y9HJiZl5y4/pTuqRERERKQKevjhhzl+/Dj33nsvmZmZAAQFBfHII48wefJkH8+u5nAHNVR+SkREREQqkVL31ChIy5Ytef7557n99ts9cTopp9xMDV18iIiIiEjVY7FYeOGFF3j88cfZsmULwcHBtG7dmsDAQF9PrUbJLT/lkctGERERERGP8Nit/M2aNePIkSOeOp2UQ25PDWVqiIhIKYSEQHKyeYSE+Ho2IiKEhYXRs2dPwsPD2blzJw6Hw9dTqlHcQY0AXVeIiEgJ6ZpCRLzAY7+dbtiwgebNm3vqdFIO7vJTCmqIiEhpWCwQGmoeFouvZyMiNdDMmTOZOnVqvn133XUXLVu2pFOnTnTs2JH9+/f7aHY1T3qWemqIiEgp6ZpCRLygxKveSUlJBT7279/P3LlzmTBhAiNHjqzIuUoJqVG4iIiIiFRF//3vf6lVq5b763nz5vHuu+/y/vvvs3LlSqKionjqqad8OMOaxdVTI0hBDRERERGpREpcHDUqKgpLIRFWi8XCnXfeyaOPPuqxiUnZqaeGiIiUSUYG3H23Gb/5Jqh2vYh42fbt2+nRo4f766+//prhw4czatQoAP7v//6PMWPG+Gp6NU5u+SldV4iISAnpmkJEvKDEQY3//e9/Be6PiIigdevWhIWFsXHjRjp27OixyUnZZLqCGv7K1BARkVLIzoZZs8z49dd1ASIiXpeWlkZERIT766VLl3LHHXe4v27ZsqX6+HlRWk6vPpWfEhGREtM1hYh4QYlXvQcMGFDgo1WrVnz00Uf07t2bLl26lHoCr7/+OjExMQQFBdG7d29WrFhR6LFZWVk8/fTTxMbGEhQURJcuXZg3b16+Y+x2O48//jgtWrQgODiY2NhYnnnmGZxOp/sYp9PJE088QXR0NMHBwQwaNIjt27eXeu6VlXpqiIiIiEhV1Lx5c1avXg3AsWPH2LRpE/369XM/f+TIESIjI301vRonPVM9NURERESk8inzqvdvv/3GrbfeSnR0NC+99BIDBw7k999/L9U5Pv30UyZOnMiTTz7JmjVr6NKlC0OGDCExMbHA46dMmcKbb77J9OnT2bx5M/fccw8jRoxg7dq17mNeeOEF3njjDV577TW2bNnCCy+8wIsvvsj06dPdx7z44ou8+uqrzJgxg+XLlxMaGsqQIUNIT08v2zejklH5KRERERGpim699Vbuu+8+nnnmGa6//nri4uLo3r27+/mlS5cqM9yLXOWnglR+SkREREQqkVIFNY4cOcLzzz9P69atuf7664mIiCAjI4O5c+fy/PPP07Nnz1K9+dSpUxk7dixjxoyhffv2zJgxg5CQEGbOnFng8bNnz+axxx5j2LBhtGzZknHjxjFs2DBefvll9zFLly5l+PDhXH755cTExHDdddcxePBgdwaI0+lk2rRpTJkyheHDh9O5c2fef/99Dh06xNy5c0s1/8oqI0uNwkVERESk6pk0aRJjx45lzpw5BAUF8fnnn+d7fsmSJdx0000+ml3N4+6poUwNEREREalESrzqfeWVV9K2bVv++OMPpk2bxqFDh/JlP5RWZmYmq1evZtCgQbmTsVoZNGgQy5YtK/A1GRkZBAUF5dsXHBzM4sWL3V/37duX+Ph4/vzzTwDWr1/P4sWLueyyywDYvXs3R44cyfe+kZGR9O7du9D3db13UlJSvkdl5S4/pZ4aIiIiIlKFWK1Wnn76adauXcuPP/5Iu3bt8j3/+eef5+uxIRUrTeWnRERERKQSKvGq948//sgdd9zBU089xeWXX47NVr5fbI8dO4bdbqdBgwb59jdo0KDQ5n9Dhgxh6tSpbN++HYfDwYIFC5gzZw6HDx92H/Poo49y4403EhcXh7+/P926dWPChAmMGjUKwH3u0rwvwHPPPUdkZKT70bRp0zJ9bm9Q+SkRERERkVye7uOX1/PPP4/FYmHChAkVMHPfSndlaqj8lIiIiIhUIiUOaixevJgzZ87QvXt3evfuzWuvvcaxY8cqcm7neOWVV2jdujVxcXEEBAQwfvx4xowZg9Wa+zE+++wzPvzwQz766CPWrFnDrFmzeOmll5g1a1a53nvy5MmcPn3a/di/f395P06FyQ1qKFNDRERERGq2iujj57Jy5UrefPNNOnfuXNEfwydUfkpEREREKqMSr3qff/75vPXWWxw+fJi7776bTz75hEaNGrkzJs6cOVOqN65bty42m42EhIR8+xMSEmjYsGGBr6lXrx5z584lJSWFvXv3snXrVsLCwmjZsqX7mIcfftidrdGpUyduueUWHnzwQZ577jkA97lL874AgYGBRERE5HtUVhk5Fx/K1BARkVIJCYHERPMICfH1bEREPKIi+vgBJCcnM2rUKN566y1q1arljY/iVU6nM7dRuIIaIiJSUrqmEBEvKPWt/KGhodx+++0sXryYDRs28NBDD/H8889Tv359rrrqqhKfJyAggO7duxMfH+/e53A4iI+Pp0+fPkW+NigoiMaNG5Odnc2XX37J8OHD3c+lpqbmy9wAsNlsOBwme6FFixY0bNgw3/smJSWxfPnyYt+3qnBnaqinhoiIlIbFAvXqmYfF4uvZiIiUW0X18QO47777uPzyy/OduyhVqUcfmGsKp9OMVX5KRERKTNcUIuIF5Vr1btu2LS+++CIHDhzg448/LvXrJ06cyFtvvcWsWbPYsmUL48aNIyUlhTFjxgAwevRoJk+e7D5++fLlzJkzh127drFo0SKGDh2Kw+Fg0qRJ7mOuvPJKnn32Wb7//nv27NnDV199xdSpUxkxYgSAu97tP//5T7755hs2bNjA6NGjadSoEVdffXV5vh2VQrbdQbbDXH2o/JSIiIiI1GQV1cfvk08+Yc2aNe5s8JKoSj36ILdJOKj8lIiIiIhULn6eOInNZuPqq68udVBg5MiRHD16lCeeeIIjR47QtWtX5s2b577o2LdvX76si/T0dKZMmcKuXbsICwtj2LBhzJ49m6ioKPcx06dP5/HHH+fee+8lMTGRRo0acffdd/PEE0+4j5k0aRIpKSncddddnDp1igsuuIB58+adc0dWVZRpd7jHAQpqiIhIaWRkwMSJZjx1KgQG+nY+IiJn2b9/P08++WShpaM84ZVXXmHs2LHExcVhsViIjY1lzJgx7vfcv38/DzzwAAsWLCjV9cPkyZOZ6Po3FpMtXpkDG67SUwF+VmxW3WkrIiIlpGsKEfECi9PpSiqW0khKSiIyMpLTp09Xqv4aJ1My6fbMAgB2PHsZfjYFNkREpIRSUiAszIyTkyE01LfzEZEqp6J/R16/fj3nnXcedru9+IMx5adCQkL44osv8t2Adeutt3Lq1Cm+/vrrQl+bnp7O8ePHadSoEY8++ijfffcdmzZtYu7cuYwYMQKbLTd7wW63Y7FYsFqtZGRk5HuuMJX1esJl59FkLnn5VyKD/Vn/5GBfT0dERKoKXVOISDmU9Hdkj2RqSOXh6qfhZ7UooCEiIiIiVco333xT5PO7du0q1fny9vFzBTVcffzGjx9f5GtdffyysrL48ssvueGGGwC45JJL2LBhQ75jx4wZQ1xcHI888kiJAhpVgav8lEpPicj/t3fn4VGV5//HP5NlspKENQkIhgQkghKUTWpbqKCBqF+gtKBiJcFiwURBXEGURStVC0L9oViFoChKKYs7iqmgKAqCuLEIgkCRsKiACclkmfn9EWbilIBkMpkz5+T9uq5zXWdmzpx5hkdw7nOf574BAAg2JDUsxlFRFXzQTwMAAABmM2jQINlsNp1pMbmtlk1Hx48frxEjRqhbt27q0aOHZs2adUofv1atWnn6Y3z88cfav3+/unTpov3792vKlCleffwaNWqkCy64wOszYmJi1LRp01OeN7PSk+WnaBIOAACAYMOVb4txr9SI4I4qAAAAmExycrKWLVsmp9NZ47Zp06Zan3PYsGH6+9//rvvvv19dunTR5s2bT+nj9/Mm4O4+fh07dtTgwYPVqlUrrV271quPX0Pg7qkRSVwBAACAIMNKDYspcyc1WKkBAAAAk+natas2btyogQMH1vj6L63iOJ28vLzTlptavXq11+PevXtry5YttTr//57DCqrLTxFXAAAAILiQ1LAYyk8BAADArO68804VFxef9vV27drp3XffDeCIGq4Syk8BAAAgSJHUsBhHuXulBsEHAAAAzOU3v/nNGV+PiYlR7969AzSahs3TU4PyUwAAAAgyJDUsprqnBis1AAC1FBUl7d5dvQ8AAbZr1y61bdu21s3A4X/u8lP01AAA1AoxBYAA4Mq3xVB+CgDgs5AQKSWlagvh/yMAAq99+/Y6fPiw5/GwYcN08OBBA0fUcJWcXAHOSg0AQK0QUwAIAP51sRjPSg3KTwEAAMBk/rcJ+BtvvHHGHhuoP/TUAAAAQLAiqWEx1T01mFoAQC2VlUl33lm1lZUZPRoAgIFKyioksVIDAFBLxBQAAoAr3xbjKT9FTw0AQG2Vl0t//3vVVl5u9GgANEA2m+2Ufhr01zCGe6UGPTUAALVCTAEgAGgUbjGUnwIAAIBZuVwuZWdnKyIiQpJUWlqq0aNHKyYmxuu4ZcuWGTG8BqWkrCquiKb8FAAAAIIMSQ2LcSc17KGs1AAAAIC5jBgxwuvx9ddfb9BIUEpPDQAAAAQpkhoW4yin/BQAAADMKT8/3+gh4CTKTwEAACBYceXbYqrLTzG1AAAAAHxTUnZypQZJDQAAAAQZrnxbDD01AAAAANSVe6UGSQ0AAAAEG5IaFuOoOFl+ipUaAAAAAHxETw0AAAAEK3pqWIxnpQY9NQAAtRUVJX35ZfU+AKDBoqcGAMAnxBQAAoCkhsVQfgoA4LOQEKlTJ6NHAQAIAvTUAAD4hJgCQABwO7/FOMppFA4AAACgbkooPwUAAIAgxUoNi/H01KD8FACgtsrKpIceqtqfOFGy240dDwDAMKU0CgcA+IKYAkAAkNSwGMpPAQB8Vl4uTZ1atX/nnQQgANBAlVc6VV7pkkRSAwBQS8QUAAKA2/ktpjqpwdQCAAAAqD33Kg1JirQTVwAAACC48AvVYhwnAxBWagAAAADwhbtJeIhNsocSMgIAACC48AvVYsrcKzXoqQEAAADAByU/66dhs9kMHg0AAADgjSvfFkP5KQAAAAB14Ulq2GnBCAAAgODDlW+LcVRUBSB2khoAAAAAfOAuPxVFPw0AAAAEIX6lWoyj3L1Sg54aAAAAAGrv5+WnAAAAgGDDemKLofwUAMBnkZHS+vXV+wCABqmUpAYAwFfEFAACgKSGhTidLpVVktQAAPgoNFTq3t3oUQAADFZSVhVTRJLUAADUFjEFgADgyreFuBMakhRBAAIAAADAB9WNwokpAAAAEHxYqWEh7n4aEis1AAA+KCuTZs+u2h87VrLbjR0PAMAQ9NQAAPiMmAJAAJDUsBBHZVXwEWKTwkJsBo8GAGA65eXSXXdV7d98MwEIADRQpWUkNQAAPiKmABAA3M5vIe6VGhFhobLZSGoAAAAAqD33So1Iyk8BAAAgCJHUsBBHxcmkRjjTCgAAAMA3lJ8CAABAMOPqt4U4KqqCD/ppAAAAAPBVCeWnAAAAEMS4+m0hnpUaYQQfAAAAAHxT6l6pQfkpAAAABCGSGhZS3VODaQUAAADgG09PDVZqAAAAIAhx9dtCPOWn6KkBAAAAwEcnKD8FAACAIBZm9ADgP5SfAgDUSWSk9O671fsAgAbJXX4qmvJTAIDaIqYAEAAkNSykOqnBSg0AgA9CQ6U+fYweBQDAYO5G4ZSfAgDUGjEFgADg6reFOE7eUWUnqQEAAADARyU0CgcAAEAQY6WGhbBSAwBQJ+Xl0j//WbV/001SeLix4wEAGMKT1GClBgCgtogpAAQASQ0LoacGAKBOysqkvLyq/exsAhAAaKBKaRQOAPAVMQWAAOCWfgtxVFQFH6zUAAAAAOCr6vJTxBUAAAAIPvxKtRBH+cmVGuFMKwAAAADfuJMaNAoHAABAMOLqt4WUVVJ+CgAAAIDvnE6XSk/eLEX5KQAAAAQjkhoW4lmpQfkpAAAAAD5w9+mTpCg7SQ0AAAAEH65+W0h1Tw2CDwAAAAC15y49JUmRxBUAAAAIQiQ1LMR9VxU9NQAAAAD4wp3UiAgLUUiIzeDRAAAAAKcKM3oA8B9PUoPyUwAAX0RESK+9Vr0PAGhwSsqqkhqUngIA+ISYAkAABMXV7zlz5iglJUWRkZHq2bOn1q9ff9pjy8vLNW3aNKWlpSkyMlIZGRlauXKl1zEpKSmy2WynbLm5uZ5j+vTpc8rro0ePrrfvGAiOcspPAQDqICxMuvLKqi2M+x4AoCEqPRlT0CQcAOATYgoAAWB4UmPx4sUaP368Jk+erE2bNikjI0OZmZk6dOhQjcdPmjRJTz31lB5//HFt2bJFo0eP1uDBg/Xpp596jtmwYYMOHDjg2VatWiVJ+uMf/+h1rlGjRnkd98gjj9TfFw0AVmoAAAAAqIsTZSQ1AAAAENwMv/o9c+ZMjRo1Sjk5OerYsaPmzp2r6OhozZ8/v8bjFy5cqIkTJyorK0upqakaM2aMsrKyNGPGDM8xzZs3V1JSkmd77bXXlJaWpt69e3udKzo62uu4uLi4047T4XDo+PHjXluw8TQKp6cGAMAX5eXSggVVW3m50aMBABjA3VOD8lMAAJ8QUwAIAEOvfpeVlWnjxo3q16+f57mQkBD169dP69atq/E9DodDkZGRXs9FRUVp7dq1p/2M559/XiNHjpTN5t3o7oUXXlCzZs10wQUXaMKECTpx4sRpxzp9+nTFx8d7ttatW5/t1wyY6pUaBCAAAB+UlUk5OVVbWZnRowEAGKCElRoAgLogpgAQAIYmNY4cOaLKykolJiZ6PZ+YmKjCwsIa35OZmamZM2dqx44dcjqdWrVqlZYtW6YDBw7UePyKFSt09OhRZWdnez1/3XXX6fnnn9e7776rCRMmaOHChbr++utPO9YJEybo2LFjnm3fvn21+7IB4CivSmrYKT8FAAAAwAelrNQAAABAkDNdx57Zs2dr1KhRSk9Pl81mU1pamnJyck5brmrevHkaMGCAWrZs6fX8TTfd5Nm/8MILlZycrL59++qbb75RWlraKeeJiIhQRESEf7+Mn3nKT5HUAAAAAOADd/mpSFZqAAAAIEgZevW7WbNmCg0N1cGDB72eP3jwoJKSkmp8T/PmzbVixQoVFxdrz5492rZtm2JjY5WamnrKsXv27NE777yjP//5z784lp49e0qSdu7c6cM3CQ40CgcAAABQF5SfAgAAQLAz9Oq33W5X165dVVBQ4HnO6XSqoKBAvXr1OuN7IyMj1apVK1VUVGjp0qUaOHDgKcfk5+erRYsWuvLKK39xLJs3b5YkJScn1+5LBBF6agAAAACoC0+jcJIaAAAACFKGl58aP368RowYoW7duqlHjx6aNWuWiouLlZOTI0m64YYb1KpVK02fPl2S9PHHH2v//v3q0qWL9u/frylTpsjpdOquu+7yOq/T6VR+fr5GjBihsDDvr/nNN99o0aJFysrKUtOmTfX555/rtttu029/+1t17tw5MF+8HjhOBiAR4azUAAAAAFB79NQAAABAsDM8qTFs2DAdPnxY999/vwoLC9WlSxetXLnS0zx87969CgmpvkhfWlqqSZMmadeuXYqNjVVWVpYWLlyohIQEr/O+88472rt3r0aOHHnKZ9rtdr3zzjueBErr1q01ZMgQTZo0qV6/a32j/BQAAACAunCXn6KnBgAAAIKV4UkNScrLy1NeXl6Nr61evdrrce/evbVly5ZfPOcVV1whl8tV42utW7fWmjVraj3OYOZyuVRWSfkpAEAdRERI//pX9T4AoMGh/BQAoE6IKQAEQFAkNVB35ZUuuXM4lJ8CAPgkLEz64x+NHgUAwECepIadmAIA4ANiCgABwC9Vi3BUVHr2KT8FAAAAwBelrNQAAABAkGOlhkW4+2lIkj2UpAYAwAcVFdLy5VX7gwdX3WUFAGhQ6KkBAKgTYgoAAcC/LBbx8ybhNpvN4NEAAEzJ4ZCGDq3aLyoiAAGABqi6/BRJDQCAD4gpAAQAt/RbhONk8EHpKQAAAAC+cq/UoPwUAAAAghVXwC3Cs1KD4AMAAACAj1ipAQAAgGBHUsMifl5+CgAAAAB8UUKjcAAAAAQ5roBbhLv8lJ2kBgAAAAAflZRV3SzFSg0AAAAEK66AW0T1Sg2CDwAAAAC+KWWlBgAAAIIcSQ2LoPwUAAAAgLpwuVyUnwIAAEDQCzN6APAPR0VV8EFSAwDgM7tdys+v3gcANCjllS5VOl2SpEjKTwEAfEFMASAASGpYhKP85EoN7qgCAPgqPFzKzjZ6FAAAg7hXaUis1AAA+IiYAkAAcFu/RVB+CgAAAEBduPtphIXYFB5KXAEAAIDgxEoNiyij/BQAoK4qKqS33qraz8yUwviZAAANSUkZ/TQAAHVETAEgAPiXxSKqV2oQgAAAfORwSFddVbVfVEQAAgANjLv8FP00AAA+I6YAEADc1m8RnqRGOFMKAAAAoPbcSQ1WagAAACCYcQXcIhyUnwIAAABQB6WUnwIAAIAJcAXcIhzllJ8CAAAA4DvKTwEAAMAMSGpYRHVPDaYUAAAAQO2d8KzUIKYAAABA8OLXqkV4yk8RgAAAAADwgXulRrSdpq4AAAAIXlwBt4jqlRosFQcAAABQe6U0CgcAAIAJcAuORVT31CBPBQDwkd0u/b//V70PAGhQSk6Wn4okqQEA8BUxBYAA4Aq4RbjLT9lJagAAfBUeLuXmVm3h4UaPBgD8Zs6cOUpJSVFkZKR69uyp9evXn/bY8vJyTZs2TWlpaYqMjFRGRoZWrlzpdcz06dPVvXt3NWrUSC1atNCgQYO0ffv2+v4a9c5dfirKTkwBAPARMQWAAODXqkXQKBwAAAA41eLFizV+/HhNnjxZmzZtUkZGhjIzM3Xo0KEaj580aZKeeuopPf7449qyZYtGjx6twYMH69NPP/Ucs2bNGuXm5uqjjz7SqlWrVF5eriuuuELFxcWB+lr1ooTyUwAAADABroBbBD01AAB1VlkprV5dtVVWGj0aAPCLmTNnatSoUcrJyVHHjh01d+5cRUdHa/78+TUev3DhQk2cOFFZWVlKTU3VmDFjlJWVpRkzZniOWblypbKzs9WpUydlZGRowYIF2rt3rzZu3Bior1UvSstIagAA6oiYAkAA0FPDItzlpyLCyVMBAHxUWir97ndV+0VFUkyMseMBgDoqKyvTxo0bNWHCBM9zISEh6tevn9atW1fjexwOhyIjI72ei4qK0tq1a0/7OceOHZMkNWnS5LTHOBwOORwOz+Pjx4+f1XcIJPdKjUg7SQ0AgI+IKQAEAFfALYJG4QAAAIC3I0eOqLKyUomJiV7PJyYmqrCwsMb3ZGZmaubMmdqxY4ecTqdWrVqlZcuW6cCBAzUe73Q6NW7cOF166aW64IILTjuW6dOnKz4+3rO1bt3a9y9WT0pOxhSs1AAAAEAw4wq4RVB+CgAAAKi72bNnq3379kpPT5fdbldeXp5ycnIUElJz6JSbm6svv/xSL7300hnPO2HCBB07dsyz7du3rz6GXycllJ8CAACACZDUsIgyGoUDAAAAXpo1a6bQ0FAdPHjQ6/mDBw8qKSmpxvc0b95cK1asUHFxsfbs2aNt27YpNjZWqamppxybl5en1157Te+++67OOeecM44lIiJCcXFxXluwKXU3Cqf8FAAAAIIYV8Atwt1TI5KeGgAAAIAkyW63q2vXriooKPA853Q6VVBQoF69ep3xvZGRkWrVqpUqKiq0dOlSDRw40POay+VSXl6eli9frv/85z9q27ZtvX2HQPL01GClBgAAAIIYjcItgvJTAAAAwKnGjx+vESNGqFu3burRo4dmzZql4uJi5eTkSJJuuOEGtWrVStOnT5ckffzxx9q/f7+6dOmi/fv3a8qUKXI6nbrrrrs858zNzdWiRYv08ssvq1GjRp7+HPHx8YqKigr8l/QTyk8BAADADEhqWISD8lMAAADAKYYNG6bDhw/r/vvvV2Fhobp06aKVK1d6mofv3bvXq19GaWmpJk2apF27dik2NlZZWVlauHChEhISPMc8+eSTkqQ+ffp4fVZ+fr6ys7Pr+yvVG8pPAQAAwAxIalhARaVTlU6XJFZqAADqIDxceuSR6n0AsIi8vDzl5eXV+Nrq1au9Hvfu3Vtbtmw54/lcLpe/hhZUTrBSAwBQV8QUAAKApIYFuFdpSFIEPTUAAL6y26U77zR6FAAAg5SwUgMAUFfEFAACgCvgFvDzpIY9lCkFAAAAUHuepAYrNQAAABDEWKlhAY6KquDDHhqikBCbwaMBAJhWZaW0aVPV/sUXS6Fc1AKAhqLS6VLZyZulSGoAAHxGTAEgAEhqWICjvCr4sNMkHABQF6WlUo8eVftFRVJMjLHjAQAEjLtJuET5KQBAHRBTAAgAroJbgLv8VARJDQAAAAA+KPlZUoO4AgAAAMGMX6sW4C4/RfABAAAAwBclZdX9NGw2StoCAAAgeHEV3AI8KzWofQsAAADAB+7yU5SeAgAAQLAjqWEB7p4arNQAAAAA4At3+SmahAMAACDYcRXcAig/BQAAAKAu3OWnIsOJKQAAABDc+MVqAWWeRuHcVQUAAACg9kooPwUAAACTCDN6AKi76p4a5KgAAHUQHi5Nnly9DwBoMEopPwUA8AdiCgABQFLDAig/BQDwC7tdmjLF6FEAAAzgXqkRSVIDAFAXxBQAAoCr4BbgoPwUAAAAgDooKauKKVipAQAAgGDHSg0LcJS7kxrkqAAAdeB0Slu3Vu2ff74Uwv9XAKChoKcGAMAviCkABABJDQvwlJ+ipwYAoC5KSqQLLqjaLyqSYmKMHQ8AIGBKyiokSdEkNQAAdUFMASAAuApuAZSfAgAAAFAX9NQAAACAWZDUsIDqpAbTCQAAAKD26KkBAAAAswiKq+Bz5sxRSkqKIiMj1bNnT61fv/60x5aXl2vatGlKS0tTZGSkMjIytHLlSq9jUlJSZLPZTtlyc3M9x5SWlio3N1dNmzZVbGyshgwZooMHD9bbd6xPjpN3VdlJagAAAADwgaenBkkNAAAABDnDr4IvXrxY48eP1+TJk7Vp0yZlZGQoMzNThw4dqvH4SZMm6amnntLjjz+uLVu2aPTo0Ro8eLA+/fRTzzEbNmzQgQMHPNuqVaskSX/84x89x9x222169dVXtWTJEq1Zs0bfffedfv/739fvl60nrNQAAAAAUBelNAoHAACASRh+FXzmzJkaNWqUcnJy1LFjR82dO1fR0dGaP39+jccvXLhQEydOVFZWllJTUzVmzBhlZWVpxowZnmOaN2+upKQkz/baa68pLS1NvXv3liQdO3ZM8+bN08yZM3XZZZepa9euys/P14cffqiPPvooIN/bn+ipAQAAAKAuSsroqQEAAABzMDSpUVZWpo0bN6pfv36e50JCQtSvXz+tW7euxvc4HA5FRkZ6PRcVFaW1a9ee9jOef/55jRw5UjabTZK0ceNGlZeXe31uenq62rRpc8bPPX78uNcWLBwVVQFIRLjhOSoAAAAAJkT5KQAAAJhFmJEffuTIEVVWVioxMdHr+cTERG3btq3G92RmZmrmzJn67W9/q7S0NBUUFGjZsmWqrKys8fgVK1bo6NGjys7O9jxXWFgou92uhISEUz63sLCwxvNMnz5dU6dOPfsvF0COcspPAQD8IDxcuuOO6n0AQINRQvkpAIA/EFMACADTXQWfPXu22rdvr/T0dNntduXl5SknJ0chITV/lXnz5mnAgAFq2bJlnT53woQJOnbsmGfbt29fnc7nT5SfAgD4hd0uPfpo1Wa3Gz0aAEAAlbJSAwDgD8QUAALA0KRGs2bNFBoaqoMHD3o9f/DgQSUlJdX4nubNm2vFihUqLi7Wnj17tG3bNsXGxio1NfWUY/fs2aN33nlHf/7zn72eT0pKUllZmY4ePXrWnxsREaG4uDivLVh4yk+xUgMAAACAD+ipAQAAALMw9Cq43W5X165dVVBQ4HnO6XSqoKBAvXr1OuN7IyMj1apVK1VUVGjp0qUaOHDgKcfk5+erRYsWuvLKK72e79q1q8LDw70+d/v27dq7d+8vfm4wKnOv1KCnBgCgLpxO6dtvqzan0+jRAAACiPJTAAC/IKYAEACG9tSQpPHjx2vEiBHq1q2bevTooVmzZqm4uFg5OTmSpBtuuEGtWrXS9OnTJUkff/yx9u/fry5dumj//v2aMmWKnE6n7rrrLq/zOp1O5efna8SIEQoL8/6a8fHxuvHGGzV+/Hg1adJEcXFxuuWWW9SrVy9dcsklgfnifkT5KQCAX5SUSG3bVu0XFUkxMcaOBwAQMJSfAgD4BTEFgAAwPKkxbNgwHT58WPfff78KCwvVpUsXrVy50tM8fO/evV79MkpLSzVp0iTt2rVLsbGxysrK0sKFC09p+v3OO+9o7969GjlyZI2f+9hjjykkJERDhgyRw+FQZmamnnjiiXr7nvWpOqnBSg0AAAAAtecuP0VSAwAAAMHO5nK5XEYPwoyOHz+u+Ph4HTt2zPD+Gr+aXqDvjpXq1bxf68Jz4g0dCwDAxIqLpdjYqn3uqgLgg2D6jRzsgunPyuVyKW3iG3K6pPX39lWLRpGGjgcAYGLEFADq4Gx/I3NrvwU46KkBAAAAwEeOCqecJ291i7YbvpgfAAAAOCOuglsA5acAAAAA+MrdT0OSIokpAAAAEOT4xWoBjoqqIIRG4QAAAABqq+RkUsMeGqKwUEJEAAAABDd+sZpcpdOl8sqqteJ27qoCAAAAUEvuJuGRlLMFAACACVAw1eTKTpaekig/BQCoo7Aw6eabq/cBAA2Ce6VGlJ2V3wCAOiKmABAA/Oticu7SUxJJDQBAHUVESHPmGD0KAECAuXtqRIWT1AAA1BExBYAA4Cq4ybmbhIeG2Kh/CwAAAKDWSsqqYopIkhoAAAAwAVZqmJyjvCoAYZUGAKDOXC7pyJGq/WbNJJvN2PEAAAKC8lMAAL8hpgAQACQ1TM5dfoqkBgCgzk6ckFq0qNovKpJiYowdDwAgIEooPwUA8BdiCgABwJVwk3OXn4oIIwABAAAAUHulZSQ1AAAAYB4kNUzOk9QIZyoBAAAA1J57pUYk5acAAABgAlwJNznKTwEAAACoC8pPAQAAwEy4Em5ylJ8CAAAAUBcllJ8CAACAiZDUMDlHuTupwVQCAAAAqL1S90oNyk8BAADABLgSbnKe8lP01AAAAADggxOs1AAAAICJhBk9ANQN5acAAH4TFiaNGFG9DwBoEEpYqQEA8BdiCgABwL8uJled1GClBgCgjiIipAULjB4FACDAaBQOAPAbYgoAAcCVcJNznAxASGoAAAAA8EUp5acAAABgIqzUMDn3Sg07SQ0AQF25XNKJE1X70dGSzWbseAAAAeFeqRFJ+SkAQF0RUwAIAK6Emxw9NQAAfnPihBQbW7W5AxEAgOVRfgoA4DfEFAACgKSGyTkqKD8FAAAAwHcllJ8CAACAiXAl3OQc5SdXaoQzlQAAAABqr9S9UsNOTAEAAIDgx69Wk6P8FAAAAIC68PTUYKUGAAAATICkhslRfgoAAABAXVB+CgAAAGbClXCTq16pwVQCAAAAqL3SkyVto+wkNQAAABD8uBJucmXupAZ3VQEAAACopYpKp8oqTyY1iCkAAABgAmFGDwB1w0oNAIDfhIZKf/hD9T4AwPJKT8YTEj01AAB+QEwBIABIapico9zdU4P/UQAA6igyUlqyxOhRAAACyN1Pw2bjRikAgB8QUwAIAH61mhwrNQAAAAD4yp3UiA4Plc1mM3g0AAAAwC/jSrjJeZIa4UwlAAAAgNopObnymybhAAAAMAuuhJuco4LyUwAAPykurqo/YrNV7QMALM+d1KCfBgDAL4gpAAQASQ2Tc5RTfgoAAACAb9zlp6JIagAAAMAkuBJucu7yU3aSGgAAAABqqZTyUwAAADAZroSbXHX5KaYSAAAAQO1QfgoAAABmw5Vwk6tuFE4QAgAAAKB2KD8FAAAAsyGpYWIul0tlFfTUAAAAAOAb90oNkhoAAAAwC66Em5h7lYZEUgMAAABA7dFTAwAAAGYTZvQA4DvvpAZBCACgjkJDpays6n0AgOW5y0/RUwMA4BfEFAACgKSGibmbhNtsUniozeDRAABMLzJSev11o0cBAAggyk8BAPyKmAJAAFCzyMR+3k/DZiOpAQAAAKB2PEkNO6EhAAAAzIGVGibm8CQ1uKsKAAAYo7KyUuXl5UYPAwESHh6uUEpJWEopKzUAAABgMiQ1TMxRXr1SAwCAOisullq0qNo/dEiKiTF2PAhqLpdLhYWFOnr0qNFDQYAlJCQoKSmJlcIWQU8NAIBfEVMACACSGibm7qkREU5SAwDgJydOGD0CmIQ7odGiRQtFR0dzgbsBcLlcOnHihA4dOiRJSk5ONnhE8Ad3+aloO6EhAMBPiCkA1DN+uZoY5acAAIARKisrPQmNpk2bGj0cBFBUVJQk6dChQ2rRogWlqCzgRBk9NQAAAGAu/HI1MUcF5acAAEDguXtoREdHGzwSGME97/RSsQZ6agAAAMBsuBpuYo6TAQhJDQAAYARKTjVMzLu1uMtP0VMDAAAAZsHVcBNzr9Swk9QAAAAA4AN3o3BWagAAAMAsuBpuYvTUAAAAMF5KSopmzZpl9DAAn5SWV8UUUXZiCgAAAJgDSQ0Tc1RQfgoA4EchIVLv3lVbCP9vgfXYbLYzblOmTPHpvBs2bNBNN93klzG++OKLCg0NVW5u7imvLViwQAkJCTW+z2azacWKFV7PLV26VH369FF8fLxiY2PVuXNnTZs2TT/88INfxgprKKGnBgDAn4gpAAQA/7qYmOPkXVURBCAAAH+IipJWr67aoqKMHg3gdwcOHPBss2bNUlxcnNdzd9xxh+dYl8ulioqKszpv8+bN/dY0fd68ebrrrrv04osvqrS01Ofz3HvvvRo2bJi6d++uN998U19++aVmzJihzz77TAsXLvTLWGEN7vJT9NQAAPgFMQWAACCpYWLV5aeYRgAAYCyXy6UTZRWGbC6X66zGmJSU5Nni4+Nls9k8j7dt26ZGjRrpzTffVNeuXRUREaG1a9fqm2++0cCBA5WYmKjY2Fh1795d77zzjtd5/7f8lM1m0zPPPKPBgwcrOjpa7du31yuvvPKL49u9e7c+/PBD3XPPPTrvvPO0bNmyWs2B2/r16/XQQw9pxowZevTRR/WrX/1KKSkpuvzyy7V06VKNGDHCp/PCelwuV/VKDcpPAQAAwCTCjB7AnDlz9Oijj6qwsFAZGRl6/PHH1aNHjxqPLS8v1/Tp0/Xss89q//796tChgx5++GH179/f67j9+/fr7rvv1ptvvqkTJ06oXbt2ys/PV7du3SRJ2dnZevbZZ73ek5mZqZUrV9bPl6wnlJ8CAADBoqS8Uh3vf8uQz94yLVPRdv/8rL3nnnv097//XampqWrcuLH27dunrKws/fWvf1VERISee+45XX311dq+fbvatGlz2vNMnTpVjzzyiB599FE9/vjjGj58uPbs2aMmTZqc9j35+fm68sorFR8fr+uvv17z5s3TddddV+vv8MILLyg2NlY333xzja+froQVGh73TVIS5acAAABgHoZeDV+8eLHGjx+vyZMna9OmTcrIyFBmZqYOHTpU4/GTJk3SU089pccff1xbtmzR6NGjNXjwYH366aeeY3788UddeumlCg8P15tvvqktW7ZoxowZaty4sde5+vfv71Vu4MUXX6zX71ofaBQOAPCr4mKpefOqrbjY6NEAhpg2bZouv/xypaWlqUmTJsrIyNBf/vIXXXDBBWrfvr0eeOABpaWl/eLKi+zsbF177bVq166dHnroIRUVFWn9+vWnPd7pdGrBggW6/vrrJUnXXHON1q5dq927d9f6O+zYsUOpqakKDw+v9Xutas6cOUpJSVFkZKR69ux5xrkoLy/XtGnTlJaWpsjISGVkZNR481Ntzhms3KWnJMpPAQD8hJgCQAAYulJj5syZGjVqlHJyciRJc+fO1euvv6758+frnnvuOeX4hQsX6t5771VWVpYkacyYMXrnnXc0Y8YMPf/885Kkhx9+WK1bt1Z+fr7nfW3btj3lXBEREUpKSjrrsTocDjkcDs/j48ePn/V760t1Tw1WagAA/OTIEaNHAJOKCg/VlmmZhn22v7hX9roVFRVpypQpev3113XgwAFVVFSopKREe/fuPeN5Onfu7NmPiYlRXFzcaW/ckaRVq1apuLjY8zu3WbNmuvzyyzV//nw98MADtfoOZ1uOq6Fw30g1d+5c9ezZU7NmzVJmZqa2b9+uFi1anHL8pEmT9Pzzz+vpp59Wenq63nrrLQ0ePFgffvihLrroIp/OGazcpafsYSEKDbEZPBoAgGUQUwCoZ4ZdDS8rK9PGjRvVr1+/6sGEhKhfv35at25dje9xOByKjIz0ei4qKkpr1671PH7llVfUrVs3/fGPf1SLFi100UUX6emnnz7lXKtXr1aLFi3UoUMHjRkzRt9///0Zxzt9+nTFx8d7ttatW9fm69aLskrKTwEAgOBgs9kUbQ8zZLPZ/HcxNiYmxuvxHXfcoeXLl+uhhx7S+++/r82bN+vCCy9UWVnZGc/zv6skbDabnE7naY6uahD+ww8/KCoqSmFhYQoLC9Mbb7yhZ5991vO+uLg4FRcXn3Keo0ePSpLi4+MlSeedd5527dql8vLys/rOVvfzG6k6duyouXPnKjo6WvPnz6/x+IULF2rixInKyspSamqqxowZo6ysLM2YMcPncwYrTz8NVmkAAADARAy7Gn7kyBFVVlYqMTHR6/nExEQVFhbW+J7MzEzNnDlTO3bskNPp1KpVq7Rs2TIdOHDAc8yuXbv05JNPqn379nrrrbc0ZswY3XrrrV49NPr376/nnntOBQUFevjhh7VmzRoNGDBAlZWVNX2sJGnChAk6duyYZ9u3b18d/wTqzrNSg/JTAAAA9eKDDz5Qdna2Bg8erAsvvFBJSUn69ttv/foZ33//vV5++WW99NJL2rx5s2f79NNP9eOPP+rtt9+WJHXo0EEVFRXavHmz1/s3bdokqSqZIUnXXXedioqK9MQTT9T4ee4kSENQHzdS+XJO93mPHz/utRnNXX6KpAYAAADMxPBG4bUxe/ZsjRo1Sunp6bLZbEpLS1NOTo7XHVFOp1PdunXTQw89JEm66KKL9OWXX2ru3LkaMWKEpKoaxW4XXnihOnfurLS0NK1evVp9+/at8bMjIiIUERFRj9+u9qp7arBSAwAAoD60b99ey5Yt09VXXy2bzab77rvvjCsufLFw4UI1bdpUQ4cOPWXVSVZWlubNm6f+/furU6dOuuKKKzRy5EjNmDFDqamp2r59u8aNG6dhw4apVatWkqSePXvqrrvu0u233679+/dr8ODBatmypXbu3Km5c+fq17/+tcaOHevX7xCsznQj1bZt22p8j/tGqt/+9rdKS0tTQUGBli1b5rkBypdzSlUrv6dOnVrHb+RfpSdXakTbSWoAAADAPAy7Gt6sWTOFhobq4MGDXs8fPHjwtL0umjdvrhUrVqi4uFh79uzRtm3bFBsbq9TUVM8xycnJ6tixo9f7zj///DPWPU5NTVWzZs20c+fOOnyjwHNUnCw/RU8NAACAejFz5kw1btxYv/rVr3T11VcrMzNTF198sV8/Y/78+Ro8eHCNZbSGDBmiV155RUdO1qZevHixevfurb/85S/q1KmTbr31Vg0cOFDPPPOM1/sefvhhLVq0SB9//LEyMzPVqVMnjR8/Xp07d/bc6IOazZ49W+3bt1d6errsdrvy8vKUk5OjkJC6/eYOxpXfJ06u1KBJOAAAAMzEsJUadrtdXbt2VUFBgQYNGiSpapVFQUGB8vLyzvjeyMhItWrVSuXl5Vq6dKmGDh3qee3SSy/V9u3bvY7/+uuvde655572fP/973/1/fffKzk52fcvZIDqlRoEIQAAALWRnZ2t7Oxsz+M+ffrU2GA7JSVF//nPf7yey83N9Xr8v+WoajrPmUo+ff7556d9bejQoV6/dRMSEjR79mzNnj37tO853XsborrcSFVaWqrvv/9eLVu21D333OO5kcqXc0rBufLb01ODlRoAAAAwEUNv8R8/fryefvppPfvss9q6davGjBmj4uJi5eTkSJJuuOEGTZgwwXP8xx9/rGXLlmnXrl16//331b9/fzmdTt11112eY2677TZ99NFHeuihh7Rz504tWrRI//znPz3BZ1FRke6880599NFH+vbbb1VQUKCBAweqXbt2yszMDOwfQB1V99RgpQYAwA9CQqRu3aq2Ot6RDADB4Oc3Urm5b6Tq1avXGd/rvpGqoqJCS5cu1cCBA+t8zmBTSqNwAIC/EVMACABDe2oMGzZMhw8f1v3336/CwkJ16dJFK1eu9NSn3bt3r9cy79LSUk2aNEm7du1SbGyssrKytHDhQiUkJHiO6d69u5YvX64JEyZo2rRpatu2rWbNmqXhw4dLkkJDQ/X555/r2Wef1dGjR9WyZUtdccUVeuCBB4Luzqlf4i4/ZSepAQDwh6goacMGo0cBAH41fvx4jRgxQt26dVOPHj00a9asU26katWqlaZPny6p6kaq/fv3q0uXLtq/f7+mTJlyyo1Uv3ROsyih/BQAwN+IKQAEgOGNwvPy8k5bbmr16tVej3v37q0tW7b84jmvuuoqXXXVVTW+FhUVpbfeeqvW4wxGNAoHAAAAzqw+bqT6pXOaBeWnAAAAYEaGJzXgO3pqAAAAAL+sPm6kOtM5zcKT1AjnJikAAACYB79eTcxdfiqCIAQA4A8nTkgpKVXbiRNGjwYAUM9Ky+ipAQDwM2IKAAHASg0To1E4AMCvXC5pz57qfQCApblXakRSfgoA4C/EFAACgKvhJkb5KQAAAAC+qi4/RTwBAAAA8yCpYWKe8lOs1AAAAABQSyVlVTdJkdQAAACAmXA13KRcLlf1Sg16agAAAACopVL3Sg3KTwEAAMBEuBpuUhVOl6c0IeWnAAAAAqdPnz4aN26c0cMA6szTU4OVGgAAADARkhom5V6lIVF+CgAA4GxcffXV6t+/f42vvf/++7LZbPr888/99nklJSVq0qSJmjVrJofDccrrNptNK1asOOX57OxsDRo0yOu5nTt3KicnR+ecc44iIiLUtm1bXXvttfrkk0/8Nl40PCVl9NQAAACA+XA13KQcJ++qkkhqAAD8xGaTOnas2mw2o0cD+N2NN96oVatW6b///e8pr+Xn56tbt27q3Lmz3z5v6dKl6tSpk9LT02tMXpytTz75RF27dtXXX3+tp556Slu2bNHy5cuVnp6u22+/3W/jRcPjXqkRTfkpAIC/EFMACIAwowcA37hXatjDQmTjfxIAAH+Ijpa++sroUcCsXC6p/IQxnx0efVZB81VXXaXmzZtrwYIFmjRpkuf5oqIiLVmyRI8++qi+//575eXl6b333tOPP/6otLQ0TZw4Uddee22thzVv3jxdf/31crlcmjdvnoYNG1brc7hcLmVnZ6t9+/Z6//33FRJSfTNLly5dNHbs2FqfE3BjpQYAwO+IKQAEAEkNk/I0CWeVBgAACAblJ6SHWhrz2RO/k+wxv3hYWFiYbrjhBi1YsED33nuv58aQJUuWqLKyUtdee62KiorUtWtX3X333YqLi9Prr7+uP/3pT0pLS1OPHj3OekjffPON1q1bp2XLlsnlcum2227Tnj17dO6559bqq23evFlfffWVFi1a5JXQcEtISKjV+YCf8/TUYKUGAAAATIQr4iblqKgKQGgSDgAAcPZGjhypb775RmvWrPE8l5+fryFDhig+Pl6tWrXSHXfcoS5duig1NVW33HKL+vfvr3/961+1+pz58+drwIABaty4sZo0aaLMzEzl5+fXerw7duyQJKWnp9f6vcAvcSc1WKkBAAAAM2Glhkk5ylmpAQDwsxMnpO7dq/Y3bKhaOg6crfDoqhUTRn32WUpPT9evfvUrzZ8/X3369NHOnTv1/vvva9q0aZKkyspKPfTQQ/rXv/6l/fv3q6ysTA6HQ9G1+PtQWVmpZ599VrNnz/Y8d/311+uOO+7Q/fffX+OKi9NxuVxnfSxQW6WUnwIA+BsxBYAAIKlhUpSfAgD4ncslbdlSvQ/Uhs12ViWggsGNN96oW265RXPmzFF+fr7S0tLUu3dvSdKjjz6q2bNna9asWbrwwgsVExOjcePGqays7KzP/9Zbb2n//v2n9NCorKxUQUGBLr/8cklSo0aNdOzYsVPef/ToUcXHx0uSzjvvPEnStm3bdNFFF/n0fYHT8azUoPwUAMBfiCkABABXxE3KXX7KTlIDAACgVoYOHaqQkBAtWrRIzz33nEaOHOnpr/HBBx9o4MCBuv7665WRkaHU1FR9/fXXtTr/vHnzdM0112jz5s1e2zXXXKN58+Z5juvQoYM2btzo9d7Kykp99tlnnmRGly5d1LFjR82YMUNOp/OUzzp69Ggtvz1QpbzSqQpn1cWmSFZqAAAAwERYqWFSnvJTBCAAAAC1Ehsbq2HDhmnChAk6fvy4srOzPa+1b99e//73v/Xhhx+qcePGmjlzpg4ePKiOHTue1bkPHz6sV199Va+88oouuOACr9duuOEGDR48WD/88IOaNGmi8ePH68Ybb1R6erouv/xyFRcX6/HHH9ePP/6oP//5z5Ikm82m/Px89evXT7/5zW907733Kj09XUVFRXr11Vf19ttve/UHAc6We5WGRPkpAAAAmAu3+ZsU5acAAAB8d+ONN+rHH39UZmamWrZs6Xl+0qRJuvjii5WZmak+ffooKSlJgwYNOuvzPvfcc4qJiVHfvn1Pea1v376KiorS888/L0m69tpr9cwzz2j+/Pnq2rWr+vfvr8LCQr333ntKTEz0vK9Hjx765JNP1K5dO40aNUrnn3++/u///k9fffWVZs2a5fOfARo2dz+N0BCbwkNtBo8GAAAAOHus1DApd/kpkhoAAAC116tXrxqbcDdp0kQrVqw443tXr1592tduv/123X777TW+Zrfb9eOPP3o9d9111+m66677xfGed955evbZZ3/xOOBsefpphId6yq8BAAAAZsAVcZOqXqnBUnEAAAAAteNOatBPAwAAAGbDSg2TcpwMQiLCyUsBAPzEZpPOPbd6HwBgWSUny09F2YknAAB+REwBIABIapgUPTUAAH4XHS19+63RowAABMDPy08BAOA3xBQAAoAr4iZVRvkpAAAAAD4qJakBAAAAkyKpYVKs1AAAAADgq5Kyqngiyk5SAwAAAObCFXGTclTQUwMA4GclJVL37lVbSYnRowEA1KMTZRWSWKkBAPAzYgoAAUBPDZNyUH4KAOBvTqf0ySfV+wAAy/KUn2KlBgDAn4gpAAQAt/mblKOc8lMAAAAAfONuFB7JSg0AAACYDFfETcpTfoqkBgAAAIBa8vTUIKkBAAAAk+GKuEnRKBwAAAD+kJKSolmzZhk9DASYe6UGSQ0AAACYDVfETYqeGgAAALWXnZ0tm83m2Zo2bar+/fvr888/99tnTJkyRV26dDmr434+FveWnp7ut7EAp0NPDQAAAJgVSQ2T8pSfCmcKAQAAaqN///46cOCADhw4oIKCAoWFhemqq64yZCydOnXyjMW9rV271pCxoGEpKaOnBgAAAMyJK+Im9Yeu52hs3/ZKT4ozeigAACtp1qxqA3xVXHz6rbT07I8tKTm7Y30QERGhpKQkJSUlqUuXLrrnnnu0b98+HT582HPMvn37NHToUCUkJKhJkyYaOHCgvv32W8/rq1evVo8ePRQTE6OEhARdeuml2rNnjxYsWKCpU6fqs88+86y8WLBgwWnHEhYW5hmLe2v2s7+DKSkpeuCBB3TttdcqJiZGrVq10pw5c7zOsXfvXg0cOFCxsbGKi4vT0KFDdfDgQa9jXn31VXXv3l2RkZFq1qyZBg8e7PX6iRMnNHLkSDVq1Eht2rTRP//5Tx/+ZGEmV3RK1Lh+7dWjbROjhwIAsBpiCgD1jKSGSQ2+6Bzddvl56pDUyOihAACsIiZGOny4aouJMXo0MKvY2NNvQ4Z4H9uixemPHTDA+9iUlJqPq6OioiI9//zzateunZo2bSpJKi8vV2Zmpho1aqT3339fH3zwgWJjY9W/f3+VlZWpoqJCgwYNUu/evfX5559r3bp1uummm2Sz2TRs2DDdfvvtXiswhg0bVqcxPvroo8rIyNCnn36qe+65R2PHjtWqVaskSU6nUwMHDtQPP/ygNWvWaNWqVdq1a5fXZ77++usaPHiwsrKy9Omnn6qgoEA9evTw+owZM2aoW7du+vTTT3XzzTdrzJgx2r59e53GjeDW9/xEjet3nrqnkNQAAPgRMQWAAAgzegAAAABAIL322muKPZkQKS4uVnJysl577TWFhFTd77N48WI5nU4988wzstlskqT8/HwlJCRo9erV6tatm44dO6arrrpKaWlpkqTzzz/fc/7Y2FjPCoxf8sUXX3jG4nb99ddr7ty5nseXXnqp7rnnHknSeeedpw8++ECPPfaYLr/8chUUFOiLL77Q7t271bp1a0nSc889p06dOmnDhg3q3r27/vrXv+qaa67R1KlTPefMyMjw+sysrCzdfPPNkqS7775bjz32mN5991116NDhLP5EAQAAACBwSGoAAADAf4qKTv9a6P/U7j906PTHhvzPguKflX6qq9/97nd68sknJUk//vijnnjiCQ0YMEDr16/Xueeeq88++0w7d+5Uo0beK2JLS0v1zTff6IorrlB2drYyMzN1+eWXq1+/fho6dKiSk5NrPZYOHTrolVde8XouLs67vGivXr1OeTxr1ixJ0tatW9W6dWtPQkOSOnbsqISEBG3dulXdu3fX5s2bNWrUqDOOo3Pnzp59m82mpKQkHTrT/AAAAACAQUhqAACAKiUl1SV/3nxTiooydjwwp9qUGaivY3/xVDFq166d5/Ezzzyj+Ph4Pf3003rwwQdVVFSkrl276oUXXjjlvc2bN5dUtXLj1ltv1cqVK7V48WJNmjRJq1at0iWXXFKrsdjtdq+x1Ieos/i7HB4e7vXYZrPJ6XTW15AAAIBVEVMACAB6agAAgCpOp7RmTdXGxUw0IDabTSEhISo52Zz84osv1o4dO9SiRQu1a9fOa4uPj/e876KLLtKECRP04Ycf6oILLtCiRYskVSUqKisr/Ta+jz766JTH7nJX559/vvbt26d9+/Z5Xt+yZYuOHj2qjh07SqpahVFQUOC38QAAAJwWMQWAACCpAQAAgAbF4XCosLBQhYWF2rp1q2655RYVFRXp6quvliQNHz5czZo108CBA/X+++9r9+7dWr16tW699Vb997//1e7duzVhwgStW7dOe/bs0dtvv60dO3Z4Eg0pKSnavXu3Nm/erCNHjsjhcJx2LBUVFZ6xuLeDBw96HfPBBx/okUce0ddff605c+ZoyZIlGjt2rCSpX79+uvDCCzV8+HBt2rRJ69ev1w033KDevXurW7dukqTJkyfrxRdf1OTJk7V161Z98cUXevjhh+vjjxYAAAAA6h1JDQAAADQoK1euVHJyspKTk9WzZ09t2LBBS5YsUZ8+fSRJ0dHReu+999SmTRv9/ve/1/nnn68bb7xRpaWliouLU3R0tLZt26YhQ4bovPPO00033aTc3Fz95S9/kSQNGTJE/fv31+9+9zs1b95cL7744mnH8tVXX3nG4t7OPfdcr2Nuv/12ffLJJ7rooov04IMPaubMmcrMzJRUtcrk5ZdfVuPGjfXb3/5W/fr1U2pqqhYvXux5f58+fbRkyRK98sor6tKliy677DKtX7/ez3+qAAAAABAYNpfL5TJ6EGZ0/PhxxcfH69ixY6c0cwQAwJSKi6XY2Kr9oiK/9jCAtZSWlmr37t1q27atIiMjjR6OpaWkpGjcuHEaN26c0UPxONP88xv57PFnBQCwJGIKAHVwtr+RWakBAAAAAAAAAABMgaQGAAAAAAAAAAAwhTCjBwAAAIJIdLTRIwDwM99++63RQwAAAKgdYgoA9YykBgAAqBITU1UDFwAAAAB8QUwBIAAoPwUAAACfuFwuo4cAAzDvAAAAAIxEUgMAAAC1Eh4eLkk6ceKEwSOBEdzz7v7vAAAAAAACifJTAACgSmmpNGRI1f7SpVJkpLHjQdAKDQ1VQkKCDh06JEmKjo6WzWYzeFSoby6XSydOnNChQ4eUkJCg0NBQo4cEAACCDTEFgAAgqQEAAKpUVkpvvFG9D5xBUlKSJHkSG2g4EhISPPMPAADghZgCQACQ1AAAAECt2Ww2JScnq0WLFiovLzd6OAiQ8PBwVmgAAAAAMBRJDQAAAPgsNDSUi9wAAAAAgIChUTgAAAAAAAAAADAFkhoAAAAAAAAAAMAUSGoAAAAAAAAAAABToKeGj1wulyTp+PHjBo8EAAA/KS6u3j9+XKqsNG4sAEzJ/dvY/VsZp0c8AQCwJGIKAHVwtvEESQ0f/fTTT5Kk1q1bGzwSAADqQcuWRo8AgIn99NNPio+PN3oYQY14AgBgecQUAHz0S/GEzcVtVD5xOp367rvv1KhRI9lstjqf7/jx42rdurX27dunuLg4P4wQwYT5tTbm19qYX2tjfq2N+Q08l8uln376SS1btlRICJVuz4R4ArXB/Fob82t9zLG1Mb/WxvwG1tnGE6zU8FFISIjOOeccv583Li6OvyAWxvxaG/NrbcyvtTG/1sb8BhYrNM4O8QR8wfxaG/NrfcyxtTG/1sb8Bs7ZxBPcPgUAAAAAAAAAAEyBpAYAAAAAAAAAADAFkhpBIiIiQpMnT1ZERITRQ0E9YH6tjfm1NubX2phfa2N+0ZDw37u1Mb/WxvxaH3NsbcyvtTG/wYlG4QAAAAAAAAAAwBRYqQEAAAAAAAAAAEyBpAYAAAAAAAAAADAFkhoAAAAAAAAAAMAUSGoAAAAAAAAAAABTIKkRJObMmaOUlBRFRkaqZ8+eWr9+vdFDgg/ee+89XX311WrZsqVsNptWrFjh9brL5dL999+v5ORkRUVFqV+/ftqxY4cxg0WtTZ8+Xd27d1ejRo3UokULDRo0SNu3b/c6prS0VLm5uWratKliY2M1ZMgQHTx40KARozaefPJJde7cWXFxcYqLi1OvXr305ptvel5nbq3jb3/7m2w2m8aNG+d5jvk1tylTpshms3lt6enpnteZXzQExBPWQDxhbcQT1kY80XAQT1gP8YT5kNQIAosXL9b48eM1efJkbdq0SRkZGcrMzNShQ4eMHhpqqbi4WBkZGZozZ06Nrz/yyCP6xz/+oblz5+rjjz9WTEyMMjMzVVpaGuCRwhdr1qxRbm6uPvroI61atUrl5eW64oorVFxc7Dnmtttu06uvvqolS5ZozZo1+u677/T73//ewFHjbJ1zzjn629/+po0bN+qTTz7RZZddpoEDB+qrr76SxNxaxYYNG/TUU0+pc+fOXs8zv+bXqVMnHThwwLOtXbvW8xrzC6sjnrAO4glrI56wNuKJhoF4wrqIJ0zGBcP16NHDlZub63lcWVnpatmypWv69OkGjgp1Jcm1fPlyz2On0+lKSkpyPfroo57njh496oqIiHC9+OKLBowQdXXo0CGXJNeaNWtcLlfVfIaHh7uWLFniOWbr1q0uSa5169YZNUzUQePGjV3PPPMMc2sRP/30k6t9+/auVatWuXr37u0aO3asy+Xi764VTJ482ZWRkVHja8wvGgLiCWsinrA+4gnrI56wFuIJ6yKeMB9WahisrKxMGzduVL9+/TzPhYSEqF+/flq3bp2BI4O/7d69W4WFhV5zHR8fr549ezLXJnXs2DFJUpMmTSRJGzduVHl5udccp6enq02bNsyxyVRWVuqll15ScXGxevXqxdxaRG5urq688kqveZT4u2sVO3bsUMuWLZWamqrhw4dr7969kphfWB/xRMNBPGE9xBPWRTxhTcQT1kY8YS5hRg+goTty5IgqKyuVmJjo9XxiYqK2bdtm0KhQHwoLCyWpxrl2vwbzcDqdGjdunC699FJdcMEFkqrm2G63KyEhwetY5tg8vvjiC/Xq1UulpaWKjY3V8uXL1bFjR23evJm5NbmXXnpJmzZt0oYNG055jb+75tezZ08tWLBAHTp00IEDBzR16lT95je/0Zdffsn8wvKIJxoO4glrIZ6wJuIJ6yKesDbiCfMhqQEAPsjNzdWXX37pVWMR5tehQwdt3rxZx44d07///W+NGDFCa9asMXpYqKN9+/Zp7NixWrVqlSIjI40eDurBgAEDPPudO3dWz549de655+pf//qXoqKiDBwZAAA1I56wJuIJayKesD7iCfOh/JTBmjVrptDQUB08eNDr+YMHDyopKcmgUaE+uOeTuTa/vLw8vfbaa3r33Xd1zjnneJ5PSkpSWVmZjh496nU8c2wedrtd7dq1U9euXTV9+nRlZGRo9uzZzK3Jbdy4UYcOHdLFF1+ssLAwhYWFac2aNfrHP/6hsLAwJSYmMr8Wk5CQoPPOO087d+7k7y8sj3ii4SCesA7iCesinrAm4omGh3gi+JHUMJjdblfXrl1VUFDgec7pdKqgoEC9evUycGTwt7Zt2yopKclrro8fP66PP/6YuTYJl8ulvLw8LV++XP/5z3/Utm1br9e7du2q8PBwrznevn279u7dyxyblNPplMPhYG5Nrm/fvvriiy+0efNmz9atWzcNHz7cs8/8WktRUZG++eYbJScn8/cXlkc80XAQT5gf8UTDQzxhDcQTDQ/xRPCj/FQQGD9+vEaMGKFu3bqpR48emjVrloqLi5WTk2P00FBLRUVF2rlzp+fx7t27tXnzZjVp0kRt2rTRuHHj9OCDD6p9+/Zq27at7rvvPrVs2VKDBg0ybtA4a7m5uVq0aJFefvllNWrUyFM7MT4+XlFRUYqPj9eNN96o8ePHq0mTJoqLi9Mtt9yiXr166ZJLLjF49PglEyZM0IABA9SmTRv99NNPWrRokVavXq233nqLuTW5Ro0aeWpVu8XExKhp06ae55lfc7vjjjt09dVX69xzz9V3332nyZMnKzQ0VNdeey1/f9EgEE9YB/GEtRFPWBvxhHURT1gf8YQJuRAUHn/8cVebNm1cdrvd1aNHD9dHH31k9JDgg3fffdcl6ZRtxIgRLpfL5XI6na777rvPlZiY6IqIiHD17dvXtX37dmMHjbNW09xKcuXn53uOKSkpcd18882uxo0bu6Kjo12DBw92HThwwLhB46yNHDnSde6557rsdrurefPmrr59+7refvttz+vMrbX07t3bNXbsWM9j5tfchg0b5kpOTnbZ7XZXq1atXMOGDXPt3LnT8zrzi4aAeMIaiCesjXjC2ognGhbiCWshnjAfm8vlcgUyiQIAAAAAAAAAAOALemoAAAAAAAAAAABTIKkBAAAAAAAAAABMgaQGAAAAAAAAAAAwBZIaAAAAAAAAAADAFEhqAAAAAAAAAAAAUyCpAQAAAAAAAAAATIGkBgAAAAAAAAAAMAWSGgAAAAAAAAAAwBRIagAAGiybzaYVK1YYPQwAAAAAJkQ8AQDGIKkBADBEdna2bDbbKVv//v2NHhoAAACAIEc8AQANV5jRAwAANFz9+/dXfn6+13MREREGjQYAAACAmRBPAEDDxEoNAIBhIiIilJSU5LU1btxYUtVS7ieffFIDBgxQVFSUUlNT9e9//9vr/V988YUuu+wyRUVFqWnTprrppptUVFTkdcz8+fPVqVMnRUREKDk5WXl5eV6vHzlyRIMHD1Z0dLTat2+vV155pX6/NAAAAAC/IJ4AgIaJpAYAIGjdd999GjJkiD777DMNHz5c11xzjbZu3SpJKi4uVmZmpho3bqwNGzZoyZIleuedd7yCjCeffFK5ubm66aab9MUXX+iVV15Ru3btvD5j6tSpGjp0qD7//HNlZWVp+PDh+uGHHwL6PQEAAAD4H/EEAFiTzeVyuYweBACg4cnOztbzzz+vyMhIr+cnTpyoiRMnymazafTo0XryySc9r11yySW6+OKL9cQTT+jpp5/W3XffrX379ikmJkaS9MYbb+jqq6/Wd999p8TERLVq1Uo5OTl68MEHaxyDzWbTpEmT9MADD0iqCmxiY2P15ptvUosXAAAACGLEEwDQcNFTAwBgmN/97ndeQYYkNWnSxLPfq1cvr9d69eqlzZs3S5K2bt2qjIwMTwAiSZdeeqmcTqe2b98um82m7777Tn379j3jGDp37uzZj4mJUVxcnA4dOuTrVwIAAAAQIMQTANAwkdQAABgmJibmlOXb/hIVFXVWx4WHh3s9ttlscjqd9TEkAAAAAH5EPAEADRM9NQAAQeujjz465fH5558vSTr//PP12Wefqbi42PP6Bx98oJCQEHXo0EGNGjVSSkqKCgoKAjpmAAAAAMGBeAIArImVGgAAwzgcDhUWFno9FxYWpmbNmkmSlixZom7duunXv/61XnjhBa1fv17z5s2TJA0fPlyTJ0/WiBEjNGXKFB0+fFi33HKL/vSnPykxMVGSNGXKFI0ePVotWrTQgAED9NNPP+mDDz7QLbfcEtgvCgAAAMDviCcAoGEiqQEAMMzKlSuVnJzs9VyHDh20bds2SdLUqVP10ksv6eabb1ZycrJefPFFdezYUZIUHR2tt956S2PHjlX37t0VHR2tIUOGaObMmZ5zjRgxQqWlpXrsscd0xx13qFmzZvrDH/4QuC8IAAAAoN4QTwBAw2RzuVwuowcBAMD/stlsWr58uQYNGmT0UAAAAACYDPEEAFgXPTUAAAAAAAAAAIApkNQAAAAAAAAAAACmQPkpAAAAAAAAAABgCqzUAAAAAAAAAAAApkBSAwAAAAAAAAAAmAJJDQAAAAAAAAAAYAokNQAAAAAAAAAAgCmQ1AAAAAAAAAAAAKZAUgMAAAAAAAAAAJgCSQ0AAAAAAAAAAGAKJDUAAAAAAAAAAIAp/H+YAZCLQpnTwAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/ViT_metrics.csv\n", "Training completed at epoch 35 with best validation loss of 0.0266\n", "ViT training time: 4h 42m 19s\n" ] } ], "source": [ "# ============================ Train ViT Model ============================ #\n", "start_time_vit = time.perf_counter() # Start timing for ViT model\n", "\n", "print(f'\\n=== Training ViT ===')\n", "model_name = 'ViT'\n", "# Add fine_tune_mode and last_n attributes here\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='last_n_blocks', last_n=6)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model # Update the model with the trained model\n", "\n", "end_time_vit = time.perf_counter()\n", "print(f\"ViT training time: {format_time(end_time_vit - start_time_vit)}\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training CvT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Some weights of CvtForImageClassification were not initialized from the model checkpoint at microsoft/cvt-21 and are newly initialized because the shapes did not match:\n", "- classifier.weight: found shape torch.Size([1000, 384]) in the checkpoint and torch.Size([2, 384]) in the model instantiated\n", "- classifier.bias: found shape torch.Size([1000]) in the checkpoint and torch.Size([2]) in the model instantiated\n", "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.5114, Train Acc: 71.02%, Train AUC: 0.8113, Train F1: 0.7105\n", "Val Loss: 0.4467, Val Acc: 77.80%, Val AUC: 0.9008, Val F1: 0.8028\n", "Best model saved at epoch 1 with Val Loss: 0.4467\n", "Epoch 1 time: 4m 4.58s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.4109, Train Acc: 77.80%, Train AUC: 0.8843, Train F1: 0.7792\n", "Val Loss: 0.3481, Val Acc: 85.00%, Val AUC: 0.9314, Val F1: 0.8585\n", "Best model saved at epoch 2 with Val Loss: 0.3481\n", "Epoch 2 time: 4m 7.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.3838, Train Acc: 79.11%, Train AUC: 0.8991, Train F1: 0.7911\n", "Val Loss: 0.3300, Val Acc: 86.40%, Val AUC: 0.9396, Val F1: 0.8707\n", "Best model saved at epoch 3 with Val Loss: 0.3300\n", "Epoch 3 time: 4m 4.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.3720, Train Acc: 79.66%, Train AUC: 0.9051, Train F1: 0.7974\n", "Val Loss: 0.3167, Val Acc: 86.20%, Val AUC: 0.9443, Val F1: 0.8678\n", "Best model saved at epoch 4 with Val Loss: 0.3167\n", "Epoch 4 time: 4m 15.84s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.3591, Train Acc: 80.48%, Train AUC: 0.9116, Train F1: 0.8063\n", "Val Loss: 0.3303, Val Acc: 85.90%, Val AUC: 0.9509, Val F1: 0.8705\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 5 time: 4m 1.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.3554, Train Acc: 80.66%, Train AUC: 0.9133, Train F1: 0.8091\n", "Val Loss: 0.3238, Val Acc: 86.00%, Val AUC: 0.9495, Val F1: 0.8689\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 6 time: 4m 12.41s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.3453, Train Acc: 81.02%, Train AUC: 0.9178, Train F1: 0.8100\n", "Val Loss: 0.2798, Val Acc: 87.80%, Val AUC: 0.9535, Val F1: 0.8802\n", "Best model saved at epoch 7 with Val Loss: 0.2798\n", "Epoch 7 time: 4m 9.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.3443, Train Acc: 81.33%, Train AUC: 0.9187, Train F1: 0.8162\n", "Val Loss: 0.2651, Val Acc: 89.70%, Val AUC: 0.9639, Val F1: 0.9018\n", "Best model saved at epoch 8 with Val Loss: 0.2651\n", "Epoch 8 time: 4m 2.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.3397, Train Acc: 81.61%, Train AUC: 0.9213, Train F1: 0.8185\n", "Val Loss: 0.2618, Val Acc: 89.60%, Val AUC: 0.9631, Val F1: 0.8998\n", "Best model saved at epoch 9 with Val Loss: 0.2618\n", "Epoch 9 time: 4m 3.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.3354, Train Acc: 81.58%, Train AUC: 0.9226, Train F1: 0.8175\n", "Val Loss: 0.2598, Val Acc: 89.20%, Val AUC: 0.9628, Val F1: 0.8960\n", "Best model saved at epoch 10 with Val Loss: 0.2598\n", "Epoch 10 time: 4m 8.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.3347, Train Acc: 81.81%, Train AUC: 0.9232, Train F1: 0.8216\n", "Val Loss: 0.2505, Val Acc: 89.50%, Val AUC: 0.9628, Val F1: 0.8970\n", "Best model saved at epoch 11 with Val Loss: 0.2505\n", "Epoch 11 time: 4m 0.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.3327, Train Acc: 81.61%, Train AUC: 0.9234, Train F1: 0.8190\n", "Val Loss: 0.2413, Val Acc: 90.90%, Val AUC: 0.9688, Val F1: 0.9121\n", "Best model saved at epoch 12 with Val Loss: 0.2413\n", "Epoch 12 time: 4m 5.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.3301, Train Acc: 82.11%, Train AUC: 0.9254, Train F1: 0.8215\n", "Val Loss: 0.2580, Val Acc: 90.50%, Val AUC: 0.9637, Val F1: 0.9079\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 13 time: 3m 51.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.3231, Train Acc: 82.41%, Train AUC: 0.9283, Train F1: 0.8265\n", "Val Loss: 0.2275, Val Acc: 91.30%, Val AUC: 0.9696, Val F1: 0.9138\n", "Best model saved at epoch 14 with Val Loss: 0.2275\n", "Epoch 14 time: 4m 2.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.3243, Train Acc: 82.14%, Train AUC: 0.9272, Train F1: 0.8259\n", "Val Loss: 0.2582, Val Acc: 89.50%, Val AUC: 0.9615, Val F1: 0.8966\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 15 time: 4m 3.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.3240, Train Acc: 82.29%, Train AUC: 0.9279, Train F1: 0.8241\n", "Val Loss: 0.2633, Val Acc: 89.60%, Val AUC: 0.9618, Val F1: 0.8990\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 16 time: 4m 3.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.3196, Train Acc: 82.50%, Train AUC: 0.9298, Train F1: 0.8270\n", "Val Loss: 0.2652, Val Acc: 88.40%, Val AUC: 0.9588, Val F1: 0.8869\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 17 time: 3m 50.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.3199, Train Acc: 82.58%, Train AUC: 0.9297, Train F1: 0.8265\n", "Val Loss: 0.2315, Val Acc: 90.20%, Val AUC: 0.9681, Val F1: 0.9034\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 18 time: 3m 58.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.3166, Train Acc: 82.69%, Train AUC: 0.9310, Train F1: 0.8291\n", "Val Loss: 0.2404, Val Acc: 90.00%, Val AUC: 0.9684, Val F1: 0.9035\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 19 time: 4m 2.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.3179, Train Acc: 82.61%, Train AUC: 0.9302, Train F1: 0.8271\n", "Val Loss: 0.2389, Val Acc: 90.40%, Val AUC: 0.9709, Val F1: 0.9080\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 20 time: 4m 6.05s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.3104, Train Acc: 83.06%, Train AUC: 0.9334, Train F1: 0.8297\n", "Val Loss: 0.2366, Val Acc: 90.50%, Val AUC: 0.9705, Val F1: 0.9082\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 21 time: 4m 3.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.3114, Train Acc: 82.73%, Train AUC: 0.9326, Train F1: 0.8269\n", "Val Loss: 0.2479, Val Acc: 89.60%, Val AUC: 0.9682, Val F1: 0.8998\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 22 time: 4m 6.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.3096, Train Acc: 83.12%, Train AUC: 0.9339, Train F1: 0.8309\n", "Val Loss: 0.2510, Val Acc: 89.20%, Val AUC: 0.9685, Val F1: 0.8969\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 23 time: 3m 56.01s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.3092, Train Acc: 83.04%, Train AUC: 0.9338, Train F1: 0.8333\n", "Val Loss: 0.2225, Val Acc: 91.60%, Val AUC: 0.9720, Val F1: 0.9180\n", "Best model saved at epoch 24 with Val Loss: 0.2225\n", "Epoch 24 time: 4m 8.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.3065, Train Acc: 83.11%, Train AUC: 0.9350, Train F1: 0.8324\n", "Val Loss: 0.2348, Val Acc: 90.30%, Val AUC: 0.9690, Val F1: 0.9054\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 25 time: 3m 53.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.3062, Train Acc: 83.20%, Train AUC: 0.9353, Train F1: 0.8317\n", "Val Loss: 0.2248, Val Acc: 90.90%, Val AUC: 0.9708, Val F1: 0.9112\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 26 time: 3m 58.43s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.3060, Train Acc: 83.21%, Train AUC: 0.9356, Train F1: 0.8326\n", "Val Loss: 0.2204, Val Acc: 91.60%, Val AUC: 0.9725, Val F1: 0.9181\n", "Best model saved at epoch 27 with Val Loss: 0.2204\n", "Epoch 27 time: 4m 13.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.3046, Train Acc: 83.18%, Train AUC: 0.9358, Train F1: 0.8291\n", "Val Loss: 0.2401, Val Acc: 90.20%, Val AUC: 0.9710, Val F1: 0.9058\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 28 time: 3m 50.01s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.3056, Train Acc: 83.07%, Train AUC: 0.9352, Train F1: 0.8309\n", "Val Loss: 0.2235, Val Acc: 90.20%, Val AUC: 0.9722, Val F1: 0.9047\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 29 time: 4m 8.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.3029, Train Acc: 83.29%, Train AUC: 0.9365, Train F1: 0.8364\n", "Val Loss: 0.2513, Val Acc: 89.60%, Val AUC: 0.9672, Val F1: 0.8996\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 30 time: 4m 4.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.3037, Train Acc: 83.27%, Train AUC: 0.9361, Train F1: 0.8368\n", "Val Loss: 0.2219, Val Acc: 90.10%, Val AUC: 0.9729, Val F1: 0.9036\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 31 time: 4m 6.87s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.3063, Train Acc: 83.14%, Train AUC: 0.9351, Train F1: 0.8344\n", "Val Loss: 0.2430, Val Acc: 90.20%, Val AUC: 0.9715, Val F1: 0.9061\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 32 time: 3m 59.68s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.3029, Train Acc: 83.39%, Train AUC: 0.9369, Train F1: 0.8353\n", "Val Loss: 0.2224, Val Acc: 91.70%, Val AUC: 0.9728, Val F1: 0.9197\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 33 time: 4m 11.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.3047, Train Acc: 83.29%, Train AUC: 0.9358, Train F1: 0.8319\n", "Val Loss: 0.2471, Val Acc: 89.80%, Val AUC: 0.9685, Val F1: 0.9017\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 34 time: 3m 53.81s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.3041, Train Acc: 83.28%, Train AUC: 0.9358, Train F1: 0.8334\n", "Val Loss: 0.2533, Val Acc: 89.50%, Val AUC: 0.9690, Val F1: 0.8993\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 35 time: 4m 5.61s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.3062, Train Acc: 83.16%, Train AUC: 0.9351, Train F1: 0.8320\n", "Val Loss: 0.2319, Val Acc: 90.60%, Val AUC: 0.9718, Val F1: 0.9094\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 36 time: 4m 4.26s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.3052, Train Acc: 83.16%, Train AUC: 0.9355, Train F1: 0.8326\n", "Val Loss: 0.2244, Val Acc: 91.00%, Val AUC: 0.9735, Val F1: 0.9136\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 37 time: 4m 8.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.3042, Train Acc: 83.21%, Train AUC: 0.9359, Train F1: 0.8337\n", "Val Loss: 0.2379, Val Acc: 90.00%, Val AUC: 0.9690, Val F1: 0.9029\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 38 time: 4m 1.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.3035, Train Acc: 83.38%, Train AUC: 0.9363, Train F1: 0.8362\n", "Val Loss: 0.2290, Val Acc: 90.60%, Val AUC: 0.9718, Val F1: 0.9089\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 39 time: 4m 10.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.3046, Train Acc: 83.22%, Train AUC: 0.9357, Train F1: 0.8342\n", "Val Loss: 0.2239, Val Acc: 90.70%, Val AUC: 0.9718, Val F1: 0.9093\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 40 time: 4m 3.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.3021, Train Acc: 83.42%, Train AUC: 0.9371, Train F1: 0.8374\n", "Val Loss: 0.2431, Val Acc: 90.10%, Val AUC: 0.9682, Val F1: 0.9040\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 41 time: 4m 18.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.3060, Train Acc: 83.28%, Train AUC: 0.9354, Train F1: 0.8367\n", "Val Loss: 0.2435, Val Acc: 89.30%, Val AUC: 0.9691, Val F1: 0.8966\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 42 time: 4m 22.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.3038, Train Acc: 83.32%, Train AUC: 0.9362, Train F1: 0.8363\n", "Val Loss: 0.2143, Val Acc: 90.70%, Val AUC: 0.9742, Val F1: 0.9100\n", "Best model saved at epoch 43 with Val Loss: 0.2143\n", "Epoch 43 time: 3m 49.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.3025, Train Acc: 83.29%, Train AUC: 0.9367, Train F1: 0.8363\n", "Val Loss: 0.2410, Val Acc: 90.20%, Val AUC: 0.9680, Val F1: 0.9045\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 44 time: 4m 4.98s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.3034, Train Acc: 83.09%, Train AUC: 0.9359, Train F1: 0.8337\n", "Val Loss: 0.2194, Val Acc: 90.80%, Val AUC: 0.9739, Val F1: 0.9112\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 45 time: 4m 8.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.3041, Train Acc: 83.20%, Train AUC: 0.9360, Train F1: 0.8331\n", "Val Loss: 0.2251, Val Acc: 90.80%, Val AUC: 0.9734, Val F1: 0.9109\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 46 time: 4m 19.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.3079, Train Acc: 83.06%, Train AUC: 0.9345, Train F1: 0.8321\n", "Val Loss: 0.2131, Val Acc: 91.60%, Val AUC: 0.9750, Val F1: 0.9181\n", "Best model saved at epoch 47 with Val Loss: 0.2131\n", "Epoch 47 time: 4m 13.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.3061, Train Acc: 83.10%, Train AUC: 0.9351, Train F1: 0.8317\n", "Val Loss: 0.2208, Val Acc: 91.20%, Val AUC: 0.9737, Val F1: 0.9147\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 48 time: 4m 17.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.3030, Train Acc: 83.49%, Train AUC: 0.9370, Train F1: 0.8363\n", "Val Loss: 0.2305, Val Acc: 90.40%, Val AUC: 0.9714, Val F1: 0.9070\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 49 time: 4m 11.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.3030, Train Acc: 83.25%, Train AUC: 0.9363, Train F1: 0.8351\n", "Val Loss: 0.2211, Val Acc: 90.70%, Val AUC: 0.9732, Val F1: 0.9096\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 50 time: 4m 5.01s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.3028, Train Acc: 83.22%, Train AUC: 0.9362, Train F1: 0.8355\n", "Val Loss: 0.2365, Val Acc: 90.50%, Val AUC: 0.9700, Val F1: 0.9079\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 51 time: 3m 50.41s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.3015, Train Acc: 83.42%, Train AUC: 0.9369, Train F1: 0.8384\n", "Val Loss: 0.2637, Val Acc: 89.40%, Val AUC: 0.9670, Val F1: 0.8992\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 52 time: 3m 53.05s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.3025, Train Acc: 83.20%, Train AUC: 0.9365, Train F1: 0.8364\n", "Val Loss: 0.2178, Val Acc: 90.80%, Val AUC: 0.9716, Val F1: 0.9087\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 53 time: 3m 47.05s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.3041, Train Acc: 83.27%, Train AUC: 0.9362, Train F1: 0.8361\n", "Val Loss: 0.2238, Val Acc: 90.30%, Val AUC: 0.9725, Val F1: 0.9057\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 54 time: 4m 8.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.3026, Train Acc: 83.46%, Train AUC: 0.9369, Train F1: 0.8369\n", "Val Loss: 0.2168, Val Acc: 91.00%, Val AUC: 0.9738, Val F1: 0.9128\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 55 time: 3m 53.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [56/100]\n", "Train Loss: 0.3061, Train Acc: 83.17%, Train AUC: 0.9353, Train F1: 0.8347\n", "Val Loss: 0.2506, Val Acc: 88.80%, Val AUC: 0.9694, Val F1: 0.8927\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 56 time: 4m 3.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [57/100]\n", "Train Loss: 0.3052, Train Acc: 83.29%, Train AUC: 0.9357, Train F1: 0.8351\n", "Val Loss: 0.2178, Val Acc: 91.20%, Val AUC: 0.9725, Val F1: 0.9137\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 57 time: 3m 58.26s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [58/100]\n", "Train Loss: 0.3062, Train Acc: 83.09%, Train AUC: 0.9347, Train F1: 0.8337\n", "Val Loss: 0.2378, Val Acc: 89.70%, Val AUC: 0.9694, Val F1: 0.8999\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 58 time: 4m 5.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [59/100]\n", "Train Loss: 0.3045, Train Acc: 83.27%, Train AUC: 0.9358, Train F1: 0.8356\n", "Val Loss: 0.2473, Val Acc: 90.00%, Val AUC: 0.9700, Val F1: 0.9042\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 59 time: 4m 13.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [60/100]\n", "Train Loss: 0.3007, Train Acc: 83.38%, Train AUC: 0.9371, Train F1: 0.8356\n", "Val Loss: 0.2139, Val Acc: 90.70%, Val AUC: 0.9733, Val F1: 0.9086\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 60 time: 4m 15.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [61/100]\n", "Train Loss: 0.3018, Train Acc: 83.34%, Train AUC: 0.9368, Train F1: 0.8360\n", "Val Loss: 0.2275, Val Acc: 90.00%, Val AUC: 0.9718, Val F1: 0.9029\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 61 time: 3m 55.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [62/100]\n", "Train Loss: 0.3031, Train Acc: 83.38%, Train AUC: 0.9364, Train F1: 0.8363\n", "Val Loss: 0.2159, Val Acc: 91.40%, Val AUC: 0.9743, Val F1: 0.9167\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 62 time: 3m 58.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [63/100]\n", "Train Loss: 0.3006, Train Acc: 83.39%, Train AUC: 0.9373, Train F1: 0.8359\n", "Val Loss: 0.2135, Val Acc: 91.20%, Val AUC: 0.9749, Val F1: 0.9144\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 63 time: 4m 8.61s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [64/100]\n", "Train Loss: 0.3029, Train Acc: 83.35%, Train AUC: 0.9367, Train F1: 0.8360\n", "Val Loss: 0.1986, Val Acc: 91.60%, Val AUC: 0.9761, Val F1: 0.9168\n", "Best model saved at epoch 64 with Val Loss: 0.1986\n", "Epoch 64 time: 4m 11.36s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [65/100]\n", "Train Loss: 0.3028, Train Acc: 83.43%, Train AUC: 0.9369, Train F1: 0.8364\n", "Val Loss: 0.2287, Val Acc: 90.80%, Val AUC: 0.9736, Val F1: 0.9117\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 65 time: 3m 58.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [66/100]\n", "Train Loss: 0.3058, Train Acc: 83.20%, Train AUC: 0.9353, Train F1: 0.8332\n", "Val Loss: 0.2093, Val Acc: 91.80%, Val AUC: 0.9755, Val F1: 0.9201\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 66 time: 3m 50.72s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [67/100]\n", "Train Loss: 0.3062, Train Acc: 83.19%, Train AUC: 0.9350, Train F1: 0.8338\n", "Val Loss: 0.2271, Val Acc: 90.10%, Val AUC: 0.9710, Val F1: 0.9030\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 67 time: 3m 53.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [68/100]\n", "Train Loss: 0.3039, Train Acc: 83.22%, Train AUC: 0.9360, Train F1: 0.8348\n", "Val Loss: 0.2103, Val Acc: 91.30%, Val AUC: 0.9756, Val F1: 0.9155\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 68 time: 4m 18.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [69/100]\n", "Train Loss: 0.3029, Train Acc: 83.37%, Train AUC: 0.9366, Train F1: 0.8359\n", "Val Loss: 0.2411, Val Acc: 90.10%, Val AUC: 0.9686, Val F1: 0.9043\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 69 time: 4m 16.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [70/100]\n", "Train Loss: 0.3029, Train Acc: 83.21%, Train AUC: 0.9360, Train F1: 0.8354\n", "Val Loss: 0.2015, Val Acc: 92.10%, Val AUC: 0.9758, Val F1: 0.9220\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 70 time: 4m 8.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [71/100]\n", "Train Loss: 0.3023, Train Acc: 83.35%, Train AUC: 0.9365, Train F1: 0.8375\n", "Val Loss: 0.2295, Val Acc: 90.40%, Val AUC: 0.9720, Val F1: 0.9075\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 71 time: 4m 10.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [72/100]\n", "Train Loss: 0.3034, Train Acc: 83.27%, Train AUC: 0.9364, Train F1: 0.8359\n", "Val Loss: 0.2253, Val Acc: 90.70%, Val AUC: 0.9711, Val F1: 0.9091\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 72 time: 3m 58.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [73/100]\n", "Train Loss: 0.3047, Train Acc: 83.13%, Train AUC: 0.9353, Train F1: 0.8341\n", "Val Loss: 0.2289, Val Acc: 90.30%, Val AUC: 0.9704, Val F1: 0.9054\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 73 time: 4m 4.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [74/100]\n", "Train Loss: 0.3023, Train Acc: 83.36%, Train AUC: 0.9369, Train F1: 0.8355\n", "Val Loss: 0.2211, Val Acc: 90.10%, Val AUC: 0.9736, Val F1: 0.9043\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 74 time: 3m 56.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [75/100]\n", "Train Loss: 0.3039, Train Acc: 83.27%, Train AUC: 0.9360, Train F1: 0.8357\n", "Val Loss: 0.2192, Val Acc: 90.40%, Val AUC: 0.9726, Val F1: 0.9062\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 75 time: 3m 43.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [76/100]\n", "Train Loss: 0.3055, Train Acc: 83.09%, Train AUC: 0.9354, Train F1: 0.8342\n", "Val Loss: 0.2209, Val Acc: 90.90%, Val AUC: 0.9721, Val F1: 0.9110\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 76 time: 4m 6.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [77/100]\n", "Train Loss: 0.3066, Train Acc: 82.97%, Train AUC: 0.9346, Train F1: 0.8319\n", "Val Loss: 0.2102, Val Acc: 91.00%, Val AUC: 0.9743, Val F1: 0.9118\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 77 time: 3m 52.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [78/100]\n", "Train Loss: 0.3022, Train Acc: 83.37%, Train AUC: 0.9366, Train F1: 0.8352\n", "Val Loss: 0.2182, Val Acc: 90.90%, Val AUC: 0.9732, Val F1: 0.9112\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 78 time: 3m 51.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [79/100]\n", "Train Loss: 0.3038, Train Acc: 83.35%, Train AUC: 0.9364, Train F1: 0.8354\n", "Val Loss: 0.2219, Val Acc: 89.80%, Val AUC: 0.9727, Val F1: 0.9012\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 79 time: 4m 0.29s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [80/100]\n", "Train Loss: 0.3027, Train Acc: 83.20%, Train AUC: 0.9363, Train F1: 0.8341\n", "Val Loss: 0.2310, Val Acc: 90.30%, Val AUC: 0.9707, Val F1: 0.9059\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 80 time: 4m 10.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [81/100]\n", "Train Loss: 0.3042, Train Acc: 83.29%, Train AUC: 0.9357, Train F1: 0.8352\n", "Val Loss: 0.2191, Val Acc: 91.00%, Val AUC: 0.9726, Val F1: 0.9123\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 81 time: 4m 21.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [82/100]\n", "Train Loss: 0.3010, Train Acc: 83.45%, Train AUC: 0.9375, Train F1: 0.8361\n", "Val Loss: 0.2591, Val Acc: 89.40%, Val AUC: 0.9679, Val F1: 0.8990\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 82 time: 4m 8.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [83/100]\n", "Train Loss: 0.3031, Train Acc: 83.41%, Train AUC: 0.9368, Train F1: 0.8345\n", "Val Loss: 0.2453, Val Acc: 89.10%, Val AUC: 0.9706, Val F1: 0.8961\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 83 time: 3m 55.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [84/100]\n", "Train Loss: 0.3027, Train Acc: 83.42%, Train AUC: 0.9366, Train F1: 0.8355\n", "Val Loss: 0.2143, Val Acc: 91.30%, Val AUC: 0.9737, Val F1: 0.9150\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for CvT: 5h 41m 28s\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/CvT_metrics.csv\n", "Training completed at epoch 64 with best validation loss of 0.1986\n", "CvT training time: 5h 41m 30s\n" ] } ], "source": [ "# ============================ Train CvT Model ============================ #\n", "start_time_cvt = time.perf_counter() # Start timing for CvT model\n", "\n", "print(f'\\n=== Training CvT ===')\n", "model_name = 'CvT'\n", "# Add fine_tune_mode and last_n attributes here, for example:\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='last_n_blocks', last_n=10)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_cvt = time.perf_counter()\n", "print(f\"CvT training time: {format_time(end_time_cvt - start_time_cvt)}\")\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training Swin ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-14 23:24:47,355 INFO:Loading pretrained weights from Hugging Face hub (timm/swin_base_patch4_window7_224.ms_in22k_ft_in1k)\n", "2025-01-14 23:24:47,663 INFO:[timm/swin_base_patch4_window7_224.ms_in22k_ft_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n", "2025-01-14 23:24:47,704 INFO:Missing keys (head.fc.weight, head.fc.bias) discovered while loading pretrained weights. This is expected if model is being adapted.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.0741, Train Acc: 96.97%, Train AUC: 0.9966, Train F1: 0.9696\n", "Val Loss: 0.0395, Val Acc: 98.60%, Val AUC: 0.9991, Val F1: 0.9861\n", "Best model saved at epoch 1 with Val Loss: 0.0395\n", "Epoch 1 time: 5m 55.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.0325, Train Acc: 98.83%, Train AUC: 0.9992, Train F1: 0.9883\n", "Val Loss: 0.0416, Val Acc: 98.40%, Val AUC: 0.9992, Val F1: 0.9842\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 2 time: 6m 9.29s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.0285, Train Acc: 98.96%, Train AUC: 0.9994, Train F1: 0.9896\n", "Val Loss: 0.0239, Val Acc: 99.00%, Val AUC: 0.9997, Val F1: 0.9900\n", "Best model saved at epoch 3 with Val Loss: 0.0239\n", "Epoch 3 time: 6m 2.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0219, Train Acc: 99.21%, Train AUC: 0.9997, Train F1: 0.9921\n", "Val Loss: 0.0298, Val Acc: 99.20%, Val AUC: 0.9986, Val F1: 0.9920\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 4 time: 6m 10.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0220, Train Acc: 99.23%, Train AUC: 0.9996, Train F1: 0.9923\n", "Val Loss: 0.0494, Val Acc: 98.90%, Val AUC: 0.9986, Val F1: 0.9891\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 5 time: 6m 11.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0203, Train Acc: 99.24%, Train AUC: 0.9997, Train F1: 0.9924\n", "Val Loss: 0.0319, Val Acc: 98.80%, Val AUC: 0.9996, Val F1: 0.9881\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 6 time: 6m 17.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0180, Train Acc: 99.34%, Train AUC: 0.9998, Train F1: 0.9934\n", "Val Loss: 0.0293, Val Acc: 98.90%, Val AUC: 0.9997, Val F1: 0.9891\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 7 time: 6m 10.27s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0175, Train Acc: 99.37%, Train AUC: 0.9997, Train F1: 0.9937\n", "Val Loss: 0.0273, Val Acc: 99.20%, Val AUC: 0.9995, Val F1: 0.9920\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 8 time: 6m 6.43s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0180, Train Acc: 99.34%, Train AUC: 0.9998, Train F1: 0.9934\n", "Val Loss: 0.0343, Val Acc: 98.90%, Val AUC: 0.9997, Val F1: 0.9889\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 9 time: 6m 13.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0109, Train Acc: 99.62%, Train AUC: 0.9999, Train F1: 0.9962\n", "Val Loss: 0.0250, Val Acc: 99.10%, Val AUC: 0.9998, Val F1: 0.9910\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 10 time: 6m 11.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0097, Train Acc: 99.66%, Train AUC: 0.9999, Train F1: 0.9966\n", "Val Loss: 0.0291, Val Acc: 99.00%, Val AUC: 0.9988, Val F1: 0.9900\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 11 time: 5m 58.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0082, Train Acc: 99.72%, Train AUC: 1.0000, Train F1: 0.9972\n", "Val Loss: 0.0248, Val Acc: 99.30%, Val AUC: 0.9998, Val F1: 0.9930\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 12 time: 6m 4.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0081, Train Acc: 99.70%, Train AUC: 0.9999, Train F1: 0.9970\n", "Val Loss: 0.0264, Val Acc: 99.20%, Val AUC: 0.9988, Val F1: 0.9920\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 13 time: 6m 32.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0073, Train Acc: 99.72%, Train AUC: 1.0000, Train F1: 0.9972\n", "Val Loss: 0.0301, Val Acc: 99.10%, Val AUC: 0.9989, Val F1: 0.9911\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 14 time: 6m 12.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0067, Train Acc: 99.77%, Train AUC: 1.0000, Train F1: 0.9977\n", "Val Loss: 0.0245, Val Acc: 99.40%, Val AUC: 0.9989, Val F1: 0.9940\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 15 time: 6m 13.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0069, Train Acc: 99.74%, Train AUC: 1.0000, Train F1: 0.9974\n", "Val Loss: 0.0253, Val Acc: 99.30%, Val AUC: 0.9989, Val F1: 0.9930\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 16 time: 6m 31.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0063, Train Acc: 99.79%, Train AUC: 0.9999, Train F1: 0.9979\n", "Val Loss: 0.0240, Val Acc: 99.40%, Val AUC: 0.9998, Val F1: 0.9940\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 17 time: 6m 41.20s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0059, Train Acc: 99.78%, Train AUC: 1.0000, Train F1: 0.9978\n", "Val Loss: 0.0249, Val Acc: 99.40%, Val AUC: 0.9998, Val F1: 0.9940\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 18 time: 6m 2.61s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0061, Train Acc: 99.78%, Train AUC: 1.0000, Train F1: 0.9978\n", "Val Loss: 0.0254, Val Acc: 99.40%, Val AUC: 0.9989, Val F1: 0.9940\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 19 time: 6m 11.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0065, Train Acc: 99.78%, Train AUC: 1.0000, Train F1: 0.9978\n", "Val Loss: 0.0254, Val Acc: 99.30%, Val AUC: 0.9989, Val F1: 0.9930\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 20 time: 5m 57.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0061, Train Acc: 99.78%, Train AUC: 1.0000, Train F1: 0.9978\n", "Val Loss: 0.0254, Val Acc: 99.40%, Val AUC: 0.9989, Val F1: 0.9940\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 21 time: 6m 21.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0061, Train Acc: 99.77%, Train AUC: 1.0000, Train F1: 0.9977\n", "Val Loss: 0.0250, Val Acc: 99.40%, Val AUC: 0.9998, Val F1: 0.9940\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 22 time: 6m 25.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0062, Train Acc: 99.75%, Train AUC: 1.0000, Train F1: 0.9975\n", "Val Loss: 0.0244, Val Acc: 99.40%, Val AUC: 0.9998, Val F1: 0.9940\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for Swin: 2h 23m 11s\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/Swin_metrics.csv\n", "Training completed at epoch 3 with best validation loss of 0.0239\n", "Swin training time: 2h 23m 12s\n" ] } ], "source": [ "# ============================ Train Swin Model ============================ #\n", "start_time_swin = time.perf_counter() # Start timing for Swin model\n", "\n", "print(f'\\n=== Training Swin ===')\n", "model_name = 'Swin'\n", "# Add fine_tune_mode and last_n attributes here, for example:\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='last_n_blocks', last_n=2) # 4 stages\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_swin = time.perf_counter()\n", "print(f\"Swin training time: {format_time(end_time_swin - start_time_swin)}\")\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training CaiT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-15 01:47:59,350 INFO:Loading pretrained weights from Hugging Face hub (timm/cait_s24_224.fb_dist_in1k)\n", "2025-01-15 01:47:59,610 INFO:[timm/cait_s24_224.fb_dist_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.0983, Train Acc: 95.80%, Train AUC: 0.9941, Train F1: 0.9581\n", "Val Loss: 0.0413, Val Acc: 98.40%, Val AUC: 0.9989, Val F1: 0.9840\n", "Best model saved at epoch 1 with Val Loss: 0.0413\n", "Epoch 1 time: 5m 28.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.0371, Train Acc: 98.65%, Train AUC: 0.9991, Train F1: 0.9864\n", "Val Loss: 0.0529, Val Acc: 97.90%, Val AUC: 0.9987, Val F1: 0.9792\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 2 time: 5m 29.20s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.0310, Train Acc: 98.86%, Train AUC: 0.9993, Train F1: 0.9886\n", "Val Loss: 0.0299, Val Acc: 99.10%, Val AUC: 0.9996, Val F1: 0.9910\n", "Best model saved at epoch 3 with Val Loss: 0.0299\n", "Epoch 3 time: 5m 27.64s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0267, Train Acc: 99.04%, Train AUC: 0.9995, Train F1: 0.9904\n", "Val Loss: 0.0402, Val Acc: 98.40%, Val AUC: 0.9993, Val F1: 0.9839\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 4 time: 5m 14.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0224, Train Acc: 99.18%, Train AUC: 0.9997, Train F1: 0.9918\n", "Val Loss: 0.0289, Val Acc: 99.00%, Val AUC: 0.9995, Val F1: 0.9900\n", "Best model saved at epoch 5 with Val Loss: 0.0289\n", "Epoch 5 time: 5m 13.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0224, Train Acc: 99.22%, Train AUC: 0.9997, Train F1: 0.9922\n", "Val Loss: 0.0311, Val Acc: 99.00%, Val AUC: 0.9997, Val F1: 0.9900\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 6 time: 5m 21.36s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0200, Train Acc: 99.25%, Train AUC: 0.9997, Train F1: 0.9925\n", "Val Loss: 0.0386, Val Acc: 98.60%, Val AUC: 0.9998, Val F1: 0.9861\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 7 time: 5m 11.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0201, Train Acc: 99.30%, Train AUC: 0.9997, Train F1: 0.9930\n", "Val Loss: 0.0299, Val Acc: 99.30%, Val AUC: 0.9995, Val F1: 0.9930\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 8 time: 5m 17.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0179, Train Acc: 99.38%, Train AUC: 0.9998, Train F1: 0.9938\n", "Val Loss: 0.0265, Val Acc: 99.30%, Val AUC: 0.9997, Val F1: 0.9930\n", "Best model saved at epoch 9 with Val Loss: 0.0265\n", "Epoch 9 time: 5m 31.58s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0174, Train Acc: 99.35%, Train AUC: 0.9998, Train F1: 0.9935\n", "Val Loss: 0.0289, Val Acc: 99.40%, Val AUC: 0.9997, Val F1: 0.9940\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 10 time: 5m 7.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0187, Train Acc: 99.32%, Train AUC: 0.9997, Train F1: 0.9932\n", "Val Loss: 0.0311, Val Acc: 99.00%, Val AUC: 0.9998, Val F1: 0.9899\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 11 time: 5m 31.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0177, Train Acc: 99.38%, Train AUC: 0.9998, Train F1: 0.9938\n", "Val Loss: 0.0330, Val Acc: 98.90%, Val AUC: 0.9996, Val F1: 0.9889\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 12 time: 5m 32.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0166, Train Acc: 99.41%, Train AUC: 0.9998, Train F1: 0.9941\n", "Val Loss: 0.0241, Val Acc: 99.30%, Val AUC: 0.9997, Val F1: 0.9930\n", "Best model saved at epoch 13 with Val Loss: 0.0241\n", "Epoch 13 time: 5m 28.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0152, Train Acc: 99.44%, Train AUC: 0.9998, Train F1: 0.9945\n", "Val Loss: 0.0445, Val Acc: 98.90%, Val AUC: 0.9985, Val F1: 0.9891\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 14 time: 5m 30.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0163, Train Acc: 99.43%, Train AUC: 0.9998, Train F1: 0.9943\n", "Val Loss: 0.0324, Val Acc: 98.90%, Val AUC: 0.9987, Val F1: 0.9891\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 15 time: 5m 28.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0154, Train Acc: 99.47%, Train AUC: 0.9998, Train F1: 0.9946\n", "Val Loss: 0.0240, Val Acc: 99.50%, Val AUC: 0.9998, Val F1: 0.9950\n", "Best model saved at epoch 16 with Val Loss: 0.0240\n", "Epoch 16 time: 5m 26.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0147, Train Acc: 99.46%, Train AUC: 0.9998, Train F1: 0.9946\n", "Val Loss: 0.0366, Val Acc: 99.30%, Val AUC: 0.9996, Val F1: 0.9930\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 17 time: 5m 18.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0143, Train Acc: 99.48%, Train AUC: 0.9998, Train F1: 0.9949\n", "Val Loss: 0.0285, Val Acc: 99.30%, Val AUC: 0.9996, Val F1: 0.9930\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 18 time: 5m 7.07s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0139, Train Acc: 99.50%, Train AUC: 0.9998, Train F1: 0.9950\n", "Val Loss: 0.0347, Val Acc: 98.90%, Val AUC: 0.9997, Val F1: 0.9890\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 19 time: 5m 20.73s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0139, Train Acc: 99.50%, Train AUC: 0.9998, Train F1: 0.9950\n", "Val Loss: 0.0394, Val Acc: 98.70%, Val AUC: 0.9986, Val F1: 0.9871\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 20 time: 5m 10.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0136, Train Acc: 99.52%, Train AUC: 0.9999, Train F1: 0.9952\n", "Val Loss: 0.0263, Val Acc: 99.30%, Val AUC: 0.9996, Val F1: 0.9930\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 21 time: 5m 28.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0143, Train Acc: 99.47%, Train AUC: 0.9999, Train F1: 0.9947\n", "Val Loss: 0.0228, Val Acc: 99.30%, Val AUC: 0.9997, Val F1: 0.9930\n", "Best model saved at epoch 22 with Val Loss: 0.0228\n", "Epoch 22 time: 5m 22.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0131, Train Acc: 99.49%, Train AUC: 0.9999, Train F1: 0.9949\n", "Val Loss: 0.0324, Val Acc: 99.40%, Val AUC: 0.9997, Val F1: 0.9940\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 23 time: 5m 14.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0135, Train Acc: 99.48%, Train AUC: 0.9999, Train F1: 0.9948\n", "Val Loss: 0.0300, Val Acc: 99.10%, Val AUC: 0.9996, Val F1: 0.9910\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 24 time: 5m 12.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0127, Train Acc: 99.53%, Train AUC: 0.9999, Train F1: 0.9953\n", "Val Loss: 0.0562, Val Acc: 98.70%, Val AUC: 0.9987, Val F1: 0.9871\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 25 time: 5m 34.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0125, Train Acc: 99.55%, Train AUC: 0.9999, Train F1: 0.9955\n", "Val Loss: 0.0349, Val Acc: 99.20%, Val AUC: 0.9997, Val F1: 0.9920\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 26 time: 5m 13.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.0120, Train Acc: 99.58%, Train AUC: 0.9999, Train F1: 0.9958\n", "Val Loss: 0.0297, Val Acc: 99.30%, Val AUC: 0.9988, Val F1: 0.9930\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 27 time: 5m 47.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.0122, Train Acc: 99.55%, Train AUC: 0.9999, Train F1: 0.9955\n", "Val Loss: 0.0343, Val Acc: 99.20%, Val AUC: 0.9986, Val F1: 0.9920\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 28 time: 5m 20.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.0087, Train Acc: 99.68%, Train AUC: 1.0000, Train F1: 0.9968\n", "Val Loss: 0.0295, Val Acc: 99.40%, Val AUC: 0.9988, Val F1: 0.9940\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 29 time: 5m 14.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.0078, Train Acc: 99.71%, Train AUC: 1.0000, Train F1: 0.9971\n", "Val Loss: 0.0263, Val Acc: 99.60%, Val AUC: 0.9988, Val F1: 0.9960\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 30 time: 5m 12.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.0069, Train Acc: 99.77%, Train AUC: 1.0000, Train F1: 0.9977\n", "Val Loss: 0.0277, Val Acc: 99.40%, Val AUC: 0.9988, Val F1: 0.9940\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 31 time: 5m 14.01s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.0069, Train Acc: 99.75%, Train AUC: 1.0000, Train F1: 0.9975\n", "Val Loss: 0.0293, Val Acc: 99.50%, Val AUC: 0.9988, Val F1: 0.9950\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 32 time: 5m 23.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.0074, Train Acc: 99.75%, Train AUC: 1.0000, Train F1: 0.9975\n", "Val Loss: 0.0294, Val Acc: 99.50%, Val AUC: 0.9988, Val F1: 0.9950\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 33 time: 5m 30.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.0062, Train Acc: 99.80%, Train AUC: 1.0000, Train F1: 0.9980\n", "Val Loss: 0.0353, Val Acc: 99.40%, Val AUC: 0.9988, Val F1: 0.9940\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 34 time: 5m 7.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.0070, Train Acc: 99.72%, Train AUC: 1.0000, Train F1: 0.9972\n", "Val Loss: 0.0317, Val Acc: 99.50%, Val AUC: 0.9988, Val F1: 0.9950\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 35 time: 5m 36.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.0056, Train Acc: 99.79%, Train AUC: 1.0000, Train F1: 0.9979\n", "Val Loss: 0.0316, Val Acc: 99.60%, Val AUC: 0.9988, Val F1: 0.9960\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 36 time: 5m 15.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.0062, Train Acc: 99.75%, Train AUC: 1.0000, Train F1: 0.9975\n", "Val Loss: 0.0314, Val Acc: 99.50%, Val AUC: 0.9988, Val F1: 0.9950\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 37 time: 5m 27.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.0055, Train Acc: 99.80%, Train AUC: 1.0000, Train F1: 0.9980\n", "Val Loss: 0.0313, Val Acc: 99.60%, Val AUC: 0.9988, Val F1: 0.9960\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 38 time: 5m 4.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.0058, Train Acc: 99.77%, Train AUC: 1.0000, Train F1: 0.9977\n", "Val Loss: 0.0314, Val Acc: 99.60%, Val AUC: 0.9988, Val F1: 0.9960\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 39 time: 5m 42.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.0055, Train Acc: 99.81%, Train AUC: 1.0000, Train F1: 0.9981\n", "Val Loss: 0.0317, Val Acc: 99.60%, Val AUC: 0.9988, Val F1: 0.9960\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 40 time: 5m 23.27s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.0059, Train Acc: 99.77%, Train AUC: 1.0000, Train F1: 0.9977\n", "Val Loss: 0.0313, Val Acc: 99.60%, Val AUC: 0.9988, Val F1: 0.9960\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 41 time: 5m 34.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.0057, Train Acc: 99.80%, Train AUC: 1.0000, Train F1: 0.9980\n", "Val Loss: 0.0316, Val Acc: 99.60%, Val AUC: 0.9988, Val F1: 0.9960\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for CaiT: 3h 45m 50s\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/CaiT_metrics.csv\n", "Training completed at epoch 22 with best validation loss of 0.0228\n", "CaiT training time: 3h 45m 51s\n" ] } ], "source": [ "# ============================ Train CaiT Model ============================ #\n", "start_time_cait = time.perf_counter() # Start timing for CaiT model\n", "\n", "print(f'\\n=== Training CaiT ===')\n", "model_name = 'CaiT'\n", "# Add fine_tune_mode and last_n attributes here, for example:\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='last_n_blocks', last_n=12)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_cait = time.perf_counter()\n", "print(f\"CaiT training time: {format_time(end_time_cait - start_time_cait)}\")\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training DeiT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-15 05:33:50,431 INFO:Loading pretrained weights from Hugging Face hub (timm/deit_base_patch16_224.fb_in1k)\n", "2025-01-15 05:33:50,714 INFO:[timm/deit_base_patch16_224.fb_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.0902, Train Acc: 96.30%, Train AUC: 0.9950, Train F1: 0.9630\n", "Val Loss: 0.0762, Val Acc: 96.80%, Val AUC: 0.9963, Val F1: 0.9680\n", "Best model saved at epoch 1 with Val Loss: 0.0762\n", "Epoch 1 time: 5m 3.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.0485, Train Acc: 98.22%, Train AUC: 0.9984, Train F1: 0.9822\n", "Val Loss: 0.0752, Val Acc: 97.40%, Val AUC: 0.9966, Val F1: 0.9742\n", "Best model saved at epoch 2 with Val Loss: 0.0752\n", "Epoch 2 time: 5m 25.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.0378, Train Acc: 98.63%, Train AUC: 0.9990, Train F1: 0.9863\n", "Val Loss: 0.0589, Val Acc: 97.70%, Val AUC: 0.9977, Val F1: 0.9770\n", "Best model saved at epoch 3 with Val Loss: 0.0589\n", "Epoch 3 time: 5m 9.87s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0320, Train Acc: 98.80%, Train AUC: 0.9993, Train F1: 0.9880\n", "Val Loss: 0.0447, Val Acc: 98.20%, Val AUC: 0.9989, Val F1: 0.9822\n", "Best model saved at epoch 4 with Val Loss: 0.0447\n", "Epoch 4 time: 5m 6.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0295, Train Acc: 98.88%, Train AUC: 0.9994, Train F1: 0.9888\n", "Val Loss: 0.0440, Val Acc: 97.90%, Val AUC: 0.9989, Val F1: 0.9790\n", "Best model saved at epoch 5 with Val Loss: 0.0440\n", "Epoch 5 time: 5m 21.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0274, Train Acc: 98.98%, Train AUC: 0.9995, Train F1: 0.9898\n", "Val Loss: 0.0625, Val Acc: 98.30%, Val AUC: 0.9987, Val F1: 0.9829\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 6 time: 5m 1.27s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0253, Train Acc: 99.10%, Train AUC: 0.9995, Train F1: 0.9910\n", "Val Loss: 0.0485, Val Acc: 98.50%, Val AUC: 0.9991, Val F1: 0.9850\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 7 time: 4m 58.98s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0234, Train Acc: 99.17%, Train AUC: 0.9996, Train F1: 0.9917\n", "Val Loss: 0.0304, Val Acc: 99.20%, Val AUC: 0.9996, Val F1: 0.9920\n", "Best model saved at epoch 8 with Val Loss: 0.0304\n", "Epoch 8 time: 5m 7.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0235, Train Acc: 99.13%, Train AUC: 0.9996, Train F1: 0.9913\n", "Val Loss: 0.0648, Val Acc: 97.70%, Val AUC: 0.9992, Val F1: 0.9767\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 9 time: 4m 50.17s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0221, Train Acc: 99.20%, Train AUC: 0.9997, Train F1: 0.9920\n", "Val Loss: 0.0376, Val Acc: 98.40%, Val AUC: 0.9994, Val F1: 0.9842\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 10 time: 5m 1.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0223, Train Acc: 99.17%, Train AUC: 0.9997, Train F1: 0.9917\n", "Val Loss: 0.0216, Val Acc: 99.20%, Val AUC: 0.9998, Val F1: 0.9920\n", "Best model saved at epoch 11 with Val Loss: 0.0216\n", "Epoch 11 time: 5m 10.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0204, Train Acc: 99.23%, Train AUC: 0.9997, Train F1: 0.9923\n", "Val Loss: 0.0373, Val Acc: 98.50%, Val AUC: 0.9992, Val F1: 0.9850\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 12 time: 4m 54.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0203, Train Acc: 99.29%, Train AUC: 0.9997, Train F1: 0.9929\n", "Val Loss: 0.0250, Val Acc: 99.30%, Val AUC: 0.9997, Val F1: 0.9930\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 13 time: 5m 6.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0175, Train Acc: 99.35%, Train AUC: 0.9998, Train F1: 0.9935\n", "Val Loss: 0.0375, Val Acc: 98.90%, Val AUC: 0.9986, Val F1: 0.9891\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 14 time: 5m 25.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0176, Train Acc: 99.37%, Train AUC: 0.9998, Train F1: 0.9937\n", "Val Loss: 0.0400, Val Acc: 98.80%, Val AUC: 0.9995, Val F1: 0.9880\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 15 time: 5m 5.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0188, Train Acc: 99.30%, Train AUC: 0.9997, Train F1: 0.9930\n", "Val Loss: 0.0375, Val Acc: 98.90%, Val AUC: 0.9994, Val F1: 0.9890\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 16 time: 4m 56.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0170, Train Acc: 99.36%, Train AUC: 0.9998, Train F1: 0.9935\n", "Val Loss: 0.0256, Val Acc: 99.40%, Val AUC: 0.9996, Val F1: 0.9940\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 17 time: 4m 51.72s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0124, Train Acc: 99.55%, Train AUC: 0.9999, Train F1: 0.9955\n", "Val Loss: 0.0231, Val Acc: 99.20%, Val AUC: 0.9997, Val F1: 0.9920\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 18 time: 5m 18.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0119, Train Acc: 99.56%, Train AUC: 0.9999, Train F1: 0.9956\n", "Val Loss: 0.0235, Val Acc: 99.00%, Val AUC: 0.9997, Val F1: 0.9900\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 19 time: 4m 54.64s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0109, Train Acc: 99.62%, Train AUC: 0.9999, Train F1: 0.9962\n", "Val Loss: 0.0262, Val Acc: 99.20%, Val AUC: 0.9997, Val F1: 0.9920\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 20 time: 4m 52.73s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0093, Train Acc: 99.66%, Train AUC: 0.9999, Train F1: 0.9966\n", "Val Loss: 0.0268, Val Acc: 99.30%, Val AUC: 0.9997, Val F1: 0.9930\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 21 time: 5m 13.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0105, Train Acc: 99.63%, Train AUC: 0.9999, Train F1: 0.9963\n", "Val Loss: 0.0256, Val Acc: 99.10%, Val AUC: 0.9997, Val F1: 0.9910\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 22 time: 5m 15.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0095, Train Acc: 99.65%, Train AUC: 0.9999, Train F1: 0.9965\n", "Val Loss: 0.0248, Val Acc: 99.10%, Val AUC: 0.9988, Val F1: 0.9910\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 23 time: 5m 17.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0094, Train Acc: 99.63%, Train AUC: 0.9999, Train F1: 0.9963\n", "Val Loss: 0.0232, Val Acc: 99.10%, Val AUC: 0.9998, Val F1: 0.9910\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 24 time: 4m 58.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0085, Train Acc: 99.67%, Train AUC: 0.9999, Train F1: 0.9967\n", "Val Loss: 0.0239, Val Acc: 99.10%, Val AUC: 0.9998, Val F1: 0.9910\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 25 time: 5m 3.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0082, Train Acc: 99.72%, Train AUC: 1.0000, Train F1: 0.9972\n", "Val Loss: 0.0238, Val Acc: 99.30%, Val AUC: 0.9998, Val F1: 0.9930\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 26 time: 5m 5.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.0086, Train Acc: 99.68%, Train AUC: 1.0000, Train F1: 0.9968\n", "Val Loss: 0.0242, Val Acc: 99.20%, Val AUC: 0.9998, Val F1: 0.9920\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 27 time: 4m 59.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.0083, Train Acc: 99.69%, Train AUC: 1.0000, Train F1: 0.9969\n", "Val Loss: 0.0241, Val Acc: 99.30%, Val AUC: 0.9998, Val F1: 0.9930\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 28 time: 4m 44.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.0083, Train Acc: 99.69%, Train AUC: 0.9999, Train F1: 0.9969\n", "Val Loss: 0.0250, Val Acc: 99.20%, Val AUC: 0.9998, Val F1: 0.9920\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 29 time: 4m 52.93s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.0092, Train Acc: 99.67%, Train AUC: 0.9999, Train F1: 0.9966\n", "Val Loss: 0.0253, Val Acc: 99.20%, Val AUC: 0.9997, Val F1: 0.9920\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 30 time: 4m 53.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.0090, Train Acc: 99.66%, Train AUC: 0.9999, Train F1: 0.9966\n", "Val Loss: 0.0255, Val Acc: 99.20%, Val AUC: 0.9997, Val F1: 0.9920\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for DeiT: 2h 36m 46s\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/DeiT_metrics.csv\n", "Training completed at epoch 11 with best validation loss of 0.0216\n", "DeiT training time: 2h 36m 47s\n" ] } ], "source": [ "# ============================ Train DeiT Model ============================ #\n", "start_time_deit = time.perf_counter() # Start timing for DeiT model\n", "\n", "print(f'\\n=== Training DeiT ===')\n", "model_name = 'DeiT'\n", "# Using the same fine-tune mode template as before\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='last_n_blocks', last_n=6)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_deit = time.perf_counter()\n", "print(f\"DeiT training time: {format_time(end_time_deit - start_time_deit)}\")" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training DeiT III ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-15 08:10:37,737 INFO:Loading pretrained weights from Hugging Face hub (timm/deit3_base_patch16_224.fb_in1k)\n", "2025-01-15 08:10:38,095 INFO:[timm/deit3_base_patch16_224.fb_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.1080, Train Acc: 95.40%, Train AUC: 0.9929, Train F1: 0.9540\n", "Val Loss: 0.0901, Val Acc: 97.20%, Val AUC: 0.9930, Val F1: 0.9717\n", "Best model saved at epoch 1 with Val Loss: 0.0901\n", "Epoch 1 time: 4m 57.07s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.0427, Train Acc: 98.39%, Train AUC: 0.9988, Train F1: 0.9839\n", "Val Loss: 0.0731, Val Acc: 97.90%, Val AUC: 0.9963, Val F1: 0.9791\n", "Best model saved at epoch 2 with Val Loss: 0.0731\n", "Epoch 2 time: 5m 4.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.0374, Train Acc: 98.61%, Train AUC: 0.9991, Train F1: 0.9860\n", "Val Loss: 0.0809, Val Acc: 97.70%, Val AUC: 0.9971, Val F1: 0.9766\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 3 time: 4m 58.26s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.0314, Train Acc: 98.88%, Train AUC: 0.9993, Train F1: 0.9888\n", "Val Loss: 0.0670, Val Acc: 98.10%, Val AUC: 0.9965, Val F1: 0.9809\n", "Best model saved at epoch 4 with Val Loss: 0.0670\n", "Epoch 4 time: 5m 8.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.0294, Train Acc: 98.91%, Train AUC: 0.9994, Train F1: 0.9891\n", "Val Loss: 0.0553, Val Acc: 98.10%, Val AUC: 0.9977, Val F1: 0.9807\n", "Best model saved at epoch 5 with Val Loss: 0.0553\n", "Epoch 5 time: 5m 24.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.0267, Train Acc: 99.03%, Train AUC: 0.9995, Train F1: 0.9903\n", "Val Loss: 0.0555, Val Acc: 98.40%, Val AUC: 0.9979, Val F1: 0.9841\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 6 time: 4m 55.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.0253, Train Acc: 99.08%, Train AUC: 0.9996, Train F1: 0.9908\n", "Val Loss: 0.0437, Val Acc: 98.90%, Val AUC: 0.9985, Val F1: 0.9890\n", "Best model saved at epoch 7 with Val Loss: 0.0437\n", "Epoch 7 time: 5m 15.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.0217, Train Acc: 99.25%, Train AUC: 0.9997, Train F1: 0.9925\n", "Val Loss: 0.0395, Val Acc: 98.90%, Val AUC: 0.9988, Val F1: 0.9890\n", "Best model saved at epoch 8 with Val Loss: 0.0395\n", "Epoch 8 time: 5m 5.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.0222, Train Acc: 99.19%, Train AUC: 0.9996, Train F1: 0.9918\n", "Val Loss: 0.0400, Val Acc: 98.70%, Val AUC: 0.9990, Val F1: 0.9870\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 9 time: 4m 59.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.0208, Train Acc: 99.25%, Train AUC: 0.9997, Train F1: 0.9925\n", "Val Loss: 0.0471, Val Acc: 99.10%, Val AUC: 0.9978, Val F1: 0.9910\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 10 time: 5m 12.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.0200, Train Acc: 99.30%, Train AUC: 0.9997, Train F1: 0.9930\n", "Val Loss: 0.0512, Val Acc: 98.50%, Val AUC: 0.9993, Val F1: 0.9849\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 11 time: 5m 9.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.0194, Train Acc: 99.32%, Train AUC: 0.9997, Train F1: 0.9932\n", "Val Loss: 0.0641, Val Acc: 98.30%, Val AUC: 0.9992, Val F1: 0.9828\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 12 time: 5m 25.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0183, Train Acc: 99.32%, Train AUC: 0.9998, Train F1: 0.9932\n", "Val Loss: 0.0492, Val Acc: 98.30%, Val AUC: 0.9991, Val F1: 0.9829\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 13 time: 5m 10.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0182, Train Acc: 99.34%, Train AUC: 0.9997, Train F1: 0.9934\n", "Val Loss: 0.0389, Val Acc: 98.70%, Val AUC: 0.9995, Val F1: 0.9869\n", "Best model saved at epoch 14 with Val Loss: 0.0389\n", "Epoch 14 time: 5m 8.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0172, Train Acc: 99.38%, Train AUC: 0.9998, Train F1: 0.9938\n", "Val Loss: 0.0429, Val Acc: 98.90%, Val AUC: 0.9987, Val F1: 0.9889\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 15 time: 5m 10.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0164, Train Acc: 99.42%, Train AUC: 0.9998, Train F1: 0.9942\n", "Val Loss: 0.0619, Val Acc: 98.70%, Val AUC: 0.9982, Val F1: 0.9869\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 16 time: 5m 21.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0157, Train Acc: 99.44%, Train AUC: 0.9998, Train F1: 0.9944\n", "Val Loss: 0.0577, Val Acc: 98.70%, Val AUC: 0.9984, Val F1: 0.9869\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 17 time: 5m 15.21s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0171, Train Acc: 99.38%, Train AUC: 0.9998, Train F1: 0.9937\n", "Val Loss: 0.0414, Val Acc: 98.90%, Val AUC: 0.9994, Val F1: 0.9890\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 18 time: 5m 39.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0149, Train Acc: 99.48%, Train AUC: 0.9998, Train F1: 0.9947\n", "Val Loss: 0.0746, Val Acc: 98.40%, Val AUC: 0.9982, Val F1: 0.9839\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 19 time: 4m 54.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0152, Train Acc: 99.43%, Train AUC: 0.9998, Train F1: 0.9943\n", "Val Loss: 0.0376, Val Acc: 98.90%, Val AUC: 0.9986, Val F1: 0.9890\n", "Best model saved at epoch 20 with Val Loss: 0.0376\n", "Epoch 20 time: 5m 12.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0148, Train Acc: 99.45%, Train AUC: 0.9998, Train F1: 0.9945\n", "Val Loss: 0.0418, Val Acc: 99.10%, Val AUC: 0.9984, Val F1: 0.9910\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 21 time: 5m 0.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0144, Train Acc: 99.47%, Train AUC: 0.9999, Train F1: 0.9947\n", "Val Loss: 0.0548, Val Acc: 99.20%, Val AUC: 0.9984, Val F1: 0.9920\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 22 time: 5m 23.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0147, Train Acc: 99.45%, Train AUC: 0.9998, Train F1: 0.9945\n", "Val Loss: 0.0483, Val Acc: 98.60%, Val AUC: 0.9983, Val F1: 0.9860\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 23 time: 5m 1.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0148, Train Acc: 99.45%, Train AUC: 0.9998, Train F1: 0.9945\n", "Val Loss: 0.0420, Val Acc: 99.00%, Val AUC: 0.9983, Val F1: 0.9900\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 24 time: 5m 35.58s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0129, Train Acc: 99.53%, Train AUC: 0.9999, Train F1: 0.9953\n", "Val Loss: 0.0424, Val Acc: 99.10%, Val AUC: 0.9995, Val F1: 0.9910\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 25 time: 5m 36.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0126, Train Acc: 99.53%, Train AUC: 0.9999, Train F1: 0.9953\n", "Val Loss: 0.0542, Val Acc: 98.60%, Val AUC: 0.9987, Val F1: 0.9860\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 26 time: 5m 34.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.0100, Train Acc: 99.65%, Train AUC: 0.9999, Train F1: 0.9965\n", "Val Loss: 0.0443, Val Acc: 98.90%, Val AUC: 0.9987, Val F1: 0.9890\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 27 time: 5m 17.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.0085, Train Acc: 99.69%, Train AUC: 0.9999, Train F1: 0.9969\n", "Val Loss: 0.0455, Val Acc: 98.90%, Val AUC: 0.9987, Val F1: 0.9890\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 28 time: 5m 31.58s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.0082, Train Acc: 99.69%, Train AUC: 0.9999, Train F1: 0.9969\n", "Val Loss: 0.0415, Val Acc: 98.80%, Val AUC: 0.9988, Val F1: 0.9880\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 29 time: 5m 33.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.0067, Train Acc: 99.76%, Train AUC: 1.0000, Train F1: 0.9976\n", "Val Loss: 0.0509, Val Acc: 98.80%, Val AUC: 0.9987, Val F1: 0.9880\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 30 time: 5m 32.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.0078, Train Acc: 99.71%, Train AUC: 1.0000, Train F1: 0.9971\n", "Val Loss: 0.0375, Val Acc: 98.90%, Val AUC: 0.9988, Val F1: 0.9890\n", "Best model saved at epoch 31 with Val Loss: 0.0375\n", "Epoch 31 time: 5m 5.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.0068, Train Acc: 99.75%, Train AUC: 1.0000, Train F1: 0.9975\n", "Val Loss: 0.0445, Val Acc: 98.90%, Val AUC: 0.9988, Val F1: 0.9890\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 32 time: 5m 17.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.0074, Train Acc: 99.74%, Train AUC: 1.0000, Train F1: 0.9974\n", "Val Loss: 0.0424, Val Acc: 98.90%, Val AUC: 0.9988, Val F1: 0.9890\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 33 time: 5m 49.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.0063, Train Acc: 99.78%, Train AUC: 1.0000, Train F1: 0.9978\n", "Val Loss: 0.0419, Val Acc: 98.90%, Val AUC: 0.9988, Val F1: 0.9890\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 34 time: 5m 22.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.0067, Train Acc: 99.76%, Train AUC: 1.0000, Train F1: 0.9976\n", "Val Loss: 0.0406, Val Acc: 98.90%, Val AUC: 0.9987, Val F1: 0.9890\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 35 time: 5m 20.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.0064, Train Acc: 99.78%, Train AUC: 1.0000, Train F1: 0.9978\n", "Val Loss: 0.0454, Val Acc: 99.10%, Val AUC: 0.9987, Val F1: 0.9910\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 36 time: 4m 59.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.0071, Train Acc: 99.74%, Train AUC: 1.0000, Train F1: 0.9974\n", "Val Loss: 0.0458, Val Acc: 98.70%, Val AUC: 0.9987, Val F1: 0.9870\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 37 time: 5m 12.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.0067, Train Acc: 99.75%, Train AUC: 1.0000, Train F1: 0.9975\n", "Val Loss: 0.0449, Val Acc: 98.80%, Val AUC: 0.9987, Val F1: 0.9880\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 38 time: 5m 24.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.0056, Train Acc: 99.82%, Train AUC: 1.0000, Train F1: 0.9982\n", "Val Loss: 0.0449, Val Acc: 98.90%, Val AUC: 0.9987, Val F1: 0.9890\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 39 time: 5m 9.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.0064, Train Acc: 99.78%, Train AUC: 1.0000, Train F1: 0.9978\n", "Val Loss: 0.0451, Val Acc: 98.90%, Val AUC: 0.9987, Val F1: 0.9890\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 40 time: 5m 29.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.0057, Train Acc: 99.80%, Train AUC: 1.0000, Train F1: 0.9980\n", "Val Loss: 0.0455, Val Acc: 99.10%, Val AUC: 0.9988, Val F1: 0.9910\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 41 time: 5m 8.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.0056, Train Acc: 99.78%, Train AUC: 1.0000, Train F1: 0.9978\n", "Val Loss: 0.0437, Val Acc: 99.00%, Val AUC: 0.9988, Val F1: 0.9900\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 42 time: 5m 22.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.0053, Train Acc: 99.79%, Train AUC: 1.0000, Train F1: 0.9979\n", "Val Loss: 0.0458, Val Acc: 99.00%, Val AUC: 0.9988, Val F1: 0.9900\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 43 time: 5m 22.21s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.0054, Train Acc: 99.81%, Train AUC: 1.0000, Train F1: 0.9981\n", "Val Loss: 0.0459, Val Acc: 99.00%, Val AUC: 0.9988, Val F1: 0.9900\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 44 time: 5m 7.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.0061, Train Acc: 99.79%, Train AUC: 1.0000, Train F1: 0.9979\n", "Val Loss: 0.0464, Val Acc: 99.00%, Val AUC: 0.9988, Val F1: 0.9900\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 45 time: 5m 29.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.0059, Train Acc: 99.78%, Train AUC: 1.0000, Train F1: 0.9977\n", "Val Loss: 0.0449, Val Acc: 99.00%, Val AUC: 0.9988, Val F1: 0.9900\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 46 time: 5m 17.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.0055, Train Acc: 99.80%, Train AUC: 1.0000, Train F1: 0.9979\n", "Val Loss: 0.0453, Val Acc: 99.00%, Val AUC: 0.9988, Val F1: 0.9900\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 47 time: 5m 9.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.0060, Train Acc: 99.77%, Train AUC: 1.0000, Train F1: 0.9977\n", "Val Loss: 0.0465, Val Acc: 99.00%, Val AUC: 0.9988, Val F1: 0.9900\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 48 time: 5m 8.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.0061, Train Acc: 99.78%, Train AUC: 1.0000, Train F1: 0.9978\n", "Val Loss: 0.0445, Val Acc: 98.90%, Val AUC: 0.9988, Val F1: 0.9890\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 49 time: 5m 11.92s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.0058, Train Acc: 99.78%, Train AUC: 1.0000, Train F1: 0.9978\n", "Val Loss: 0.0435, Val Acc: 98.90%, Val AUC: 0.9988, Val F1: 0.9890\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 50 time: 5m 2.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.0055, Train Acc: 99.79%, Train AUC: 1.0000, Train F1: 0.9979\n", "Val Loss: 0.0446, Val Acc: 98.90%, Val AUC: 0.9988, Val F1: 0.9890\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for DeiT3: 4h 28m 10s\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/DeiT3_metrics.csv\n", "Training completed at epoch 31 with best validation loss of 0.0375\n", "DeiT3 training time: 4h 28m 11s\n" ] } ], "source": [ "# ============================ Train DeiT III Model ============================ #\n", "start_time_deit3 = time.perf_counter() # Start timing for DeiT III model\n", "\n", "print(f'\\n=== Training DeiT III ===')\n", "model_name = 'DeiT3'\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='last_n_blocks', last_n=6)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_deit3 = time.perf_counter()\n", "print(f\"DeiT3 training time: {format_time(end_time_deit3 - start_time_deit3)}\")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training Twins-SVT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-15 12:38:49,072 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_svt_base.in1k)\n", "2025-01-15 12:38:49,350 INFO:[timm/twins_svt_base.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.5282, Train Acc: 74.97%, Train AUC: 0.8408, Train F1: 0.7540\n", "Val Loss: 0.6257, Val Acc: 64.20%, Val AUC: 0.7237, Val F1: 0.6903\n", "Best model saved at epoch 1 with Val Loss: 0.6257\n", "Epoch 1 time: 4m 19.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.4228, Train Acc: 81.52%, Train AUC: 0.9022, Train F1: 0.8173\n", "Val Loss: 0.5599, Val Acc: 72.00%, Val AUC: 0.8038, Val F1: 0.7403\n", "Best model saved at epoch 2 with Val Loss: 0.5599\n", "Epoch 2 time: 4m 25.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.3856, Train Acc: 83.58%, Train AUC: 0.9176, Train F1: 0.8369\n", "Val Loss: 0.5182, Val Acc: 75.50%, Val AUC: 0.8437, Val F1: 0.7704\n", "Best model saved at epoch 3 with Val Loss: 0.5182\n", "Epoch 3 time: 4m 38.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.3616, Train Acc: 84.82%, Train AUC: 0.9275, Train F1: 0.8491\n", "Val Loss: 0.4889, Val Acc: 78.00%, Val AUC: 0.8707, Val F1: 0.7948\n", "Best model saved at epoch 4 with Val Loss: 0.4889\n", "Epoch 4 time: 4m 27.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.3444, Train Acc: 85.65%, Train AUC: 0.9343, Train F1: 0.8574\n", "Val Loss: 0.4609, Val Acc: 80.10%, Val AUC: 0.8853, Val F1: 0.8074\n", "Best model saved at epoch 5 with Val Loss: 0.4609\n", "Epoch 5 time: 4m 26.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.3343, Train Acc: 86.20%, Train AUC: 0.9375, Train F1: 0.8629\n", "Val Loss: 0.4396, Val Acc: 82.20%, Val AUC: 0.8997, Val F1: 0.8258\n", "Best model saved at epoch 6 with Val Loss: 0.4396\n", "Epoch 6 time: 4m 17.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.3218, Train Acc: 86.79%, Train AUC: 0.9423, Train F1: 0.8688\n", "Val Loss: 0.4294, Val Acc: 82.70%, Val AUC: 0.9068, Val F1: 0.8344\n", "Best model saved at epoch 7 with Val Loss: 0.4294\n", "Epoch 7 time: 4m 31.68s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.3149, Train Acc: 87.10%, Train AUC: 0.9442, Train F1: 0.8718\n", "Val Loss: 0.4179, Val Acc: 83.50%, Val AUC: 0.9127, Val F1: 0.8421\n", "Best model saved at epoch 8 with Val Loss: 0.4179\n", "Epoch 8 time: 4m 22.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.3074, Train Acc: 87.47%, Train AUC: 0.9469, Train F1: 0.8756\n", "Val Loss: 0.4024, Val Acc: 84.00%, Val AUC: 0.9178, Val F1: 0.8419\n", "Best model saved at epoch 9 with Val Loss: 0.4024\n", "Epoch 9 time: 4m 30.98s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.3015, Train Acc: 87.82%, Train AUC: 0.9488, Train F1: 0.8788\n", "Val Loss: 0.3945, Val Acc: 84.60%, Val AUC: 0.9221, Val F1: 0.8496\n", "Best model saved at epoch 10 with Val Loss: 0.3945\n", "Epoch 10 time: 4m 30.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.2965, Train Acc: 87.94%, Train AUC: 0.9504, Train F1: 0.8801\n", "Val Loss: 0.3842, Val Acc: 85.60%, Val AUC: 0.9275, Val F1: 0.8577\n", "Best model saved at epoch 11 with Val Loss: 0.3842\n", "Epoch 11 time: 4m 16.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.2919, Train Acc: 88.22%, Train AUC: 0.9519, Train F1: 0.8830\n", "Val Loss: 0.3779, Val Acc: 85.90%, Val AUC: 0.9314, Val F1: 0.8624\n", "Best model saved at epoch 12 with Val Loss: 0.3779\n", "Epoch 12 time: 4m 27.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.2883, Train Acc: 88.42%, Train AUC: 0.9529, Train F1: 0.8850\n", "Val Loss: 0.3697, Val Acc: 86.60%, Val AUC: 0.9324, Val F1: 0.8655\n", "Best model saved at epoch 13 with Val Loss: 0.3697\n", "Epoch 13 time: 4m 12.24s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.2846, Train Acc: 88.52%, Train AUC: 0.9540, Train F1: 0.8858\n", "Val Loss: 0.3631, Val Acc: 86.90%, Val AUC: 0.9363, Val F1: 0.8704\n", "Best model saved at epoch 14 with Val Loss: 0.3631\n", "Epoch 14 time: 4m 18.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.2821, Train Acc: 88.73%, Train AUC: 0.9548, Train F1: 0.8879\n", "Val Loss: 0.3542, Val Acc: 87.00%, Val AUC: 0.9390, Val F1: 0.8684\n", "Best model saved at epoch 15 with Val Loss: 0.3542\n", "Epoch 15 time: 4m 15.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.2791, Train Acc: 88.77%, Train AUC: 0.9557, Train F1: 0.8882\n", "Val Loss: 0.3532, Val Acc: 87.60%, Val AUC: 0.9402, Val F1: 0.8765\n", "Best model saved at epoch 16 with Val Loss: 0.3532\n", "Epoch 16 time: 4m 17.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.2742, Train Acc: 89.14%, Train AUC: 0.9573, Train F1: 0.8920\n", "Val Loss: 0.3453, Val Acc: 87.70%, Val AUC: 0.9430, Val F1: 0.8769\n", "Best model saved at epoch 17 with Val Loss: 0.3453\n", "Epoch 17 time: 4m 23.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.2735, Train Acc: 88.94%, Train AUC: 0.9573, Train F1: 0.8898\n", "Val Loss: 0.3473, Val Acc: 87.70%, Val AUC: 0.9424, Val F1: 0.8783\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 18 time: 4m 18.81s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.2700, Train Acc: 89.17%, Train AUC: 0.9585, Train F1: 0.8923\n", "Val Loss: 0.3422, Val Acc: 87.80%, Val AUC: 0.9433, Val F1: 0.8782\n", "Best model saved at epoch 19 with Val Loss: 0.3422\n", "Epoch 19 time: 4m 15.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.2692, Train Acc: 89.05%, Train AUC: 0.9584, Train F1: 0.8910\n", "Val Loss: 0.3385, Val Acc: 87.90%, Val AUC: 0.9451, Val F1: 0.8791\n", "Best model saved at epoch 20 with Val Loss: 0.3385\n", "Epoch 20 time: 4m 40.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.2647, Train Acc: 89.45%, Train AUC: 0.9601, Train F1: 0.8949\n", "Val Loss: 0.3321, Val Acc: 88.10%, Val AUC: 0.9470, Val F1: 0.8799\n", "Best model saved at epoch 21 with Val Loss: 0.3321\n", "Epoch 21 time: 4m 37.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.2659, Train Acc: 89.45%, Train AUC: 0.9596, Train F1: 0.8950\n", "Val Loss: 0.3345, Val Acc: 88.20%, Val AUC: 0.9464, Val F1: 0.8827\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 22 time: 4m 19.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.2633, Train Acc: 89.55%, Train AUC: 0.9603, Train F1: 0.8959\n", "Val Loss: 0.3264, Val Acc: 88.40%, Val AUC: 0.9487, Val F1: 0.8831\n", "Best model saved at epoch 23 with Val Loss: 0.3264\n", "Epoch 23 time: 4m 15.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.2607, Train Acc: 89.59%, Train AUC: 0.9611, Train F1: 0.8964\n", "Val Loss: 0.3218, Val Acc: 89.20%, Val AUC: 0.9508, Val F1: 0.8916\n", "Best model saved at epoch 24 with Val Loss: 0.3218\n", "Epoch 24 time: 4m 19.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.2598, Train Acc: 89.63%, Train AUC: 0.9613, Train F1: 0.8967\n", "Val Loss: 0.3214, Val Acc: 88.70%, Val AUC: 0.9505, Val F1: 0.8864\n", "Best model saved at epoch 25 with Val Loss: 0.3214\n", "Epoch 25 time: 4m 18.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.2580, Train Acc: 89.80%, Train AUC: 0.9619, Train F1: 0.8983\n", "Val Loss: 0.3186, Val Acc: 89.10%, Val AUC: 0.9516, Val F1: 0.8911\n", "Best model saved at epoch 26 with Val Loss: 0.3186\n", "Epoch 26 time: 4m 3.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.2563, Train Acc: 89.76%, Train AUC: 0.9623, Train F1: 0.8980\n", "Val Loss: 0.3183, Val Acc: 89.20%, Val AUC: 0.9526, Val F1: 0.8929\n", "Best model saved at epoch 27 with Val Loss: 0.3183\n", "Epoch 27 time: 4m 40.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.2545, Train Acc: 89.98%, Train AUC: 0.9630, Train F1: 0.9002\n", "Val Loss: 0.3159, Val Acc: 89.30%, Val AUC: 0.9536, Val F1: 0.8940\n", "Best model saved at epoch 28 with Val Loss: 0.3159\n", "Epoch 28 time: 4m 37.01s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.2557, Train Acc: 89.84%, Train AUC: 0.9623, Train F1: 0.8988\n", "Val Loss: 0.3091, Val Acc: 89.30%, Val AUC: 0.9538, Val F1: 0.8918\n", "Best model saved at epoch 29 with Val Loss: 0.3091\n", "Epoch 29 time: 4m 16.98s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.2506, Train Acc: 90.06%, Train AUC: 0.9639, Train F1: 0.9009\n", "Val Loss: 0.3098, Val Acc: 89.50%, Val AUC: 0.9539, Val F1: 0.8949\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 30 time: 4m 24.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.2509, Train Acc: 90.09%, Train AUC: 0.9637, Train F1: 0.9013\n", "Val Loss: 0.3090, Val Acc: 89.30%, Val AUC: 0.9554, Val F1: 0.8937\n", "Best model saved at epoch 31 with Val Loss: 0.3090\n", "Epoch 31 time: 4m 7.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.2500, Train Acc: 90.04%, Train AUC: 0.9641, Train F1: 0.9007\n", "Val Loss: 0.3036, Val Acc: 89.70%, Val AUC: 0.9561, Val F1: 0.8967\n", "Best model saved at epoch 32 with Val Loss: 0.3036\n", "Epoch 32 time: 4m 12.68s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.2515, Train Acc: 90.03%, Train AUC: 0.9634, Train F1: 0.9007\n", "Val Loss: 0.3057, Val Acc: 89.60%, Val AUC: 0.9557, Val F1: 0.8962\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 33 time: 4m 10.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.2461, Train Acc: 90.20%, Train AUC: 0.9653, Train F1: 0.9022\n", "Val Loss: 0.3016, Val Acc: 89.80%, Val AUC: 0.9570, Val F1: 0.8978\n", "Best model saved at epoch 34 with Val Loss: 0.3016\n", "Epoch 34 time: 4m 34.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.2459, Train Acc: 90.13%, Train AUC: 0.9653, Train F1: 0.9017\n", "Val Loss: 0.2980, Val Acc: 89.90%, Val AUC: 0.9579, Val F1: 0.8987\n", "Best model saved at epoch 35 with Val Loss: 0.2980\n", "Epoch 35 time: 4m 37.00s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.2453, Train Acc: 90.34%, Train AUC: 0.9654, Train F1: 0.9036\n", "Val Loss: 0.2981, Val Acc: 89.80%, Val AUC: 0.9571, Val F1: 0.8976\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 36 time: 4m 16.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.2440, Train Acc: 90.28%, Train AUC: 0.9657, Train F1: 0.9031\n", "Val Loss: 0.3005, Val Acc: 89.70%, Val AUC: 0.9568, Val F1: 0.8969\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 37 time: 4m 26.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.2421, Train Acc: 90.39%, Train AUC: 0.9663, Train F1: 0.9041\n", "Val Loss: 0.2944, Val Acc: 90.00%, Val AUC: 0.9586, Val F1: 0.8994\n", "Best model saved at epoch 38 with Val Loss: 0.2944\n", "Epoch 38 time: 4m 14.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.2428, Train Acc: 90.36%, Train AUC: 0.9659, Train F1: 0.9039\n", "Val Loss: 0.2942, Val Acc: 89.80%, Val AUC: 0.9590, Val F1: 0.8978\n", "Best model saved at epoch 39 with Val Loss: 0.2942\n", "Epoch 39 time: 4m 15.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.2430, Train Acc: 90.30%, Train AUC: 0.9658, Train F1: 0.9032\n", "Val Loss: 0.2935, Val Acc: 89.80%, Val AUC: 0.9591, Val F1: 0.8978\n", "Best model saved at epoch 40 with Val Loss: 0.2935\n", "Epoch 40 time: 4m 31.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.2413, Train Acc: 90.47%, Train AUC: 0.9663, Train F1: 0.9050\n", "Val Loss: 0.2896, Val Acc: 89.90%, Val AUC: 0.9597, Val F1: 0.8987\n", "Best model saved at epoch 41 with Val Loss: 0.2896\n", "Epoch 41 time: 4m 36.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.2413, Train Acc: 90.56%, Train AUC: 0.9662, Train F1: 0.9060\n", "Val Loss: 0.2909, Val Acc: 90.20%, Val AUC: 0.9594, Val F1: 0.9016\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 42 time: 4m 6.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.2396, Train Acc: 90.48%, Train AUC: 0.9667, Train F1: 0.9050\n", "Val Loss: 0.2877, Val Acc: 90.10%, Val AUC: 0.9606, Val F1: 0.9005\n", "Best model saved at epoch 43 with Val Loss: 0.2877\n", "Epoch 43 time: 4m 24.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.2397, Train Acc: 90.53%, Train AUC: 0.9667, Train F1: 0.9055\n", "Val Loss: 0.2882, Val Acc: 90.20%, Val AUC: 0.9604, Val F1: 0.9020\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 44 time: 4m 24.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.2387, Train Acc: 90.52%, Train AUC: 0.9670, Train F1: 0.9054\n", "Val Loss: 0.2870, Val Acc: 90.30%, Val AUC: 0.9605, Val F1: 0.9029\n", "Best model saved at epoch 45 with Val Loss: 0.2870\n", "Epoch 45 time: 4m 28.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.2373, Train Acc: 90.68%, Train AUC: 0.9674, Train F1: 0.9071\n", "Val Loss: 0.2884, Val Acc: 90.00%, Val AUC: 0.9605, Val F1: 0.9004\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 46 time: 4m 27.05s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.2376, Train Acc: 90.72%, Train AUC: 0.9671, Train F1: 0.9075\n", "Val Loss: 0.2821, Val Acc: 90.40%, Val AUC: 0.9613, Val F1: 0.9024\n", "Best model saved at epoch 47 with Val Loss: 0.2821\n", "Epoch 47 time: 4m 12.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.2352, Train Acc: 90.88%, Train AUC: 0.9679, Train F1: 0.9090\n", "Val Loss: 0.2831, Val Acc: 90.50%, Val AUC: 0.9618, Val F1: 0.9049\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 48 time: 4m 33.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.2379, Train Acc: 90.58%, Train AUC: 0.9670, Train F1: 0.9061\n", "Val Loss: 0.2824, Val Acc: 90.50%, Val AUC: 0.9624, Val F1: 0.9049\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 49 time: 4m 30.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.2355, Train Acc: 90.68%, Train AUC: 0.9678, Train F1: 0.9070\n", "Val Loss: 0.2790, Val Acc: 90.50%, Val AUC: 0.9622, Val F1: 0.9036\n", "Best model saved at epoch 50 with Val Loss: 0.2790\n", "Epoch 50 time: 4m 18.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.2347, Train Acc: 90.73%, Train AUC: 0.9680, Train F1: 0.9075\n", "Val Loss: 0.2845, Val Acc: 90.50%, Val AUC: 0.9626, Val F1: 0.9060\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 51 time: 4m 14.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.2330, Train Acc: 90.85%, Train AUC: 0.9686, Train F1: 0.9087\n", "Val Loss: 0.2832, Val Acc: 90.80%, Val AUC: 0.9622, Val F1: 0.9082\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 52 time: 3m 59.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.2356, Train Acc: 90.75%, Train AUC: 0.9675, Train F1: 0.9077\n", "Val Loss: 0.2760, Val Acc: 90.80%, Val AUC: 0.9632, Val F1: 0.9071\n", "Best model saved at epoch 53 with Val Loss: 0.2760\n", "Epoch 53 time: 4m 25.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.2340, Train Acc: 90.72%, Train AUC: 0.9681, Train F1: 0.9074\n", "Val Loss: 0.2755, Val Acc: 90.60%, Val AUC: 0.9628, Val F1: 0.9047\n", "Best model saved at epoch 54 with Val Loss: 0.2755\n", "Epoch 54 time: 4m 23.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.2333, Train Acc: 90.90%, Train AUC: 0.9683, Train F1: 0.9092\n", "Val Loss: 0.2759, Val Acc: 90.70%, Val AUC: 0.9628, Val F1: 0.9052\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 55 time: 4m 19.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [56/100]\n", "Train Loss: 0.2344, Train Acc: 90.83%, Train AUC: 0.9680, Train F1: 0.9085\n", "Val Loss: 0.2783, Val Acc: 90.80%, Val AUC: 0.9627, Val F1: 0.9078\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 56 time: 4m 16.05s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [57/100]\n", "Train Loss: 0.2332, Train Acc: 90.79%, Train AUC: 0.9683, Train F1: 0.9082\n", "Val Loss: 0.2750, Val Acc: 90.70%, Val AUC: 0.9631, Val F1: 0.9063\n", "Best model saved at epoch 57 with Val Loss: 0.2750\n", "Epoch 57 time: 4m 24.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [58/100]\n", "Train Loss: 0.2294, Train Acc: 90.95%, Train AUC: 0.9695, Train F1: 0.9098\n", "Val Loss: 0.2739, Val Acc: 90.90%, Val AUC: 0.9639, Val F1: 0.9085\n", "Best model saved at epoch 58 with Val Loss: 0.2739\n", "Epoch 58 time: 4m 35.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [59/100]\n", "Train Loss: 0.2317, Train Acc: 90.89%, Train AUC: 0.9688, Train F1: 0.9091\n", "Val Loss: 0.2752, Val Acc: 90.80%, Val AUC: 0.9639, Val F1: 0.9080\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 59 time: 4m 28.20s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [60/100]\n", "Train Loss: 0.2300, Train Acc: 90.92%, Train AUC: 0.9693, Train F1: 0.9095\n", "Val Loss: 0.2762, Val Acc: 90.90%, Val AUC: 0.9642, Val F1: 0.9095\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 60 time: 4m 17.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [61/100]\n", "Train Loss: 0.2304, Train Acc: 91.02%, Train AUC: 0.9691, Train F1: 0.9103\n", "Val Loss: 0.2781, Val Acc: 90.90%, Val AUC: 0.9649, Val F1: 0.9102\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 61 time: 4m 29.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [62/100]\n", "Train Loss: 0.2297, Train Acc: 91.04%, Train AUC: 0.9692, Train F1: 0.9106\n", "Val Loss: 0.2734, Val Acc: 91.00%, Val AUC: 0.9647, Val F1: 0.9102\n", "Best model saved at epoch 62 with Val Loss: 0.2734\n", "Epoch 62 time: 4m 16.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [63/100]\n", "Train Loss: 0.2296, Train Acc: 90.84%, Train AUC: 0.9693, Train F1: 0.9087\n", "Val Loss: 0.2748, Val Acc: 90.90%, Val AUC: 0.9647, Val F1: 0.9095\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 63 time: 4m 6.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [64/100]\n", "Train Loss: 0.2285, Train Acc: 90.88%, Train AUC: 0.9695, Train F1: 0.9091\n", "Val Loss: 0.2694, Val Acc: 90.90%, Val AUC: 0.9653, Val F1: 0.9087\n", "Best model saved at epoch 64 with Val Loss: 0.2694\n", "Epoch 64 time: 4m 10.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [65/100]\n", "Train Loss: 0.2301, Train Acc: 90.95%, Train AUC: 0.9691, Train F1: 0.9097\n", "Val Loss: 0.2749, Val Acc: 90.80%, Val AUC: 0.9646, Val F1: 0.9085\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 65 time: 4m 14.61s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [66/100]\n", "Train Loss: 0.2289, Train Acc: 90.91%, Train AUC: 0.9693, Train F1: 0.9092\n", "Val Loss: 0.2744, Val Acc: 90.90%, Val AUC: 0.9656, Val F1: 0.9100\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 66 time: 4m 29.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [67/100]\n", "Train Loss: 0.2294, Train Acc: 90.92%, Train AUC: 0.9691, Train F1: 0.9094\n", "Val Loss: 0.2682, Val Acc: 91.10%, Val AUC: 0.9654, Val F1: 0.9106\n", "Best model saved at epoch 67 with Val Loss: 0.2682\n", "Epoch 67 time: 4m 17.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [68/100]\n", "Train Loss: 0.2277, Train Acc: 91.06%, Train AUC: 0.9697, Train F1: 0.9108\n", "Val Loss: 0.2659, Val Acc: 91.30%, Val AUC: 0.9659, Val F1: 0.9122\n", "Best model saved at epoch 68 with Val Loss: 0.2659\n", "Epoch 68 time: 4m 34.74s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [69/100]\n", "Train Loss: 0.2271, Train Acc: 91.10%, Train AUC: 0.9699, Train F1: 0.9112\n", "Val Loss: 0.2690, Val Acc: 90.90%, Val AUC: 0.9655, Val F1: 0.9091\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 69 time: 4m 28.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [70/100]\n", "Train Loss: 0.2262, Train Acc: 91.17%, Train AUC: 0.9702, Train F1: 0.9119\n", "Val Loss: 0.2671, Val Acc: 91.10%, Val AUC: 0.9657, Val F1: 0.9107\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 70 time: 4m 34.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [71/100]\n", "Train Loss: 0.2253, Train Acc: 91.22%, Train AUC: 0.9705, Train F1: 0.9124\n", "Val Loss: 0.2644, Val Acc: 91.20%, Val AUC: 0.9664, Val F1: 0.9116\n", "Best model saved at epoch 71 with Val Loss: 0.2644\n", "Epoch 71 time: 4m 17.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [72/100]\n", "Train Loss: 0.2249, Train Acc: 91.16%, Train AUC: 0.9705, Train F1: 0.9117\n", "Val Loss: 0.2659, Val Acc: 91.10%, Val AUC: 0.9665, Val F1: 0.9111\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 72 time: 4m 37.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [73/100]\n", "Train Loss: 0.2263, Train Acc: 91.14%, Train AUC: 0.9699, Train F1: 0.9116\n", "Val Loss: 0.2691, Val Acc: 90.90%, Val AUC: 0.9660, Val F1: 0.9095\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 73 time: 4m 42.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [74/100]\n", "Train Loss: 0.2226, Train Acc: 91.30%, Train AUC: 0.9711, Train F1: 0.9131\n", "Val Loss: 0.2704, Val Acc: 90.50%, Val AUC: 0.9663, Val F1: 0.9060\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 74 time: 4m 16.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [75/100]\n", "Train Loss: 0.2246, Train Acc: 91.20%, Train AUC: 0.9705, Train F1: 0.9122\n", "Val Loss: 0.2681, Val Acc: 90.90%, Val AUC: 0.9664, Val F1: 0.9096\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 75 time: 4m 18.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [76/100]\n", "Train Loss: 0.2233, Train Acc: 91.24%, Train AUC: 0.9708, Train F1: 0.9126\n", "Val Loss: 0.2626, Val Acc: 91.20%, Val AUC: 0.9667, Val F1: 0.9118\n", "Best model saved at epoch 76 with Val Loss: 0.2626\n", "Epoch 76 time: 4m 38.31s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [77/100]\n", "Train Loss: 0.2230, Train Acc: 91.19%, Train AUC: 0.9709, Train F1: 0.9120\n", "Val Loss: 0.2605, Val Acc: 91.40%, Val AUC: 0.9672, Val F1: 0.9135\n", "Best model saved at epoch 77 with Val Loss: 0.2605\n", "Epoch 77 time: 4m 28.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [78/100]\n", "Train Loss: 0.2241, Train Acc: 91.29%, Train AUC: 0.9704, Train F1: 0.9131\n", "Val Loss: 0.2581, Val Acc: 91.60%, Val AUC: 0.9674, Val F1: 0.9148\n", "Best model saved at epoch 78 with Val Loss: 0.2581\n", "Epoch 78 time: 4m 23.62s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [79/100]\n", "Train Loss: 0.2258, Train Acc: 91.03%, Train AUC: 0.9701, Train F1: 0.9104\n", "Val Loss: 0.2627, Val Acc: 91.20%, Val AUC: 0.9668, Val F1: 0.9118\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 79 time: 4m 21.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [80/100]\n", "Train Loss: 0.2245, Train Acc: 91.21%, Train AUC: 0.9704, Train F1: 0.9122\n", "Val Loss: 0.2605, Val Acc: 91.50%, Val AUC: 0.9667, Val F1: 0.9141\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 80 time: 4m 33.68s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [81/100]\n", "Train Loss: 0.2216, Train Acc: 91.37%, Train AUC: 0.9714, Train F1: 0.9137\n", "Val Loss: 0.2591, Val Acc: 91.50%, Val AUC: 0.9672, Val F1: 0.9144\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 81 time: 4m 37.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [82/100]\n", "Train Loss: 0.2240, Train Acc: 91.17%, Train AUC: 0.9705, Train F1: 0.9118\n", "Val Loss: 0.2574, Val Acc: 91.40%, Val AUC: 0.9674, Val F1: 0.9126\n", "Best model saved at epoch 82 with Val Loss: 0.2574\n", "Epoch 82 time: 4m 19.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [83/100]\n", "Train Loss: 0.2244, Train Acc: 91.15%, Train AUC: 0.9704, Train F1: 0.9116\n", "Val Loss: 0.2579, Val Acc: 91.40%, Val AUC: 0.9675, Val F1: 0.9135\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 83 time: 4m 28.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [84/100]\n", "Train Loss: 0.2228, Train Acc: 91.35%, Train AUC: 0.9708, Train F1: 0.9136\n", "Val Loss: 0.2570, Val Acc: 91.60%, Val AUC: 0.9676, Val F1: 0.9150\n", "Best model saved at epoch 84 with Val Loss: 0.2570\n", "Epoch 84 time: 4m 36.01s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [85/100]\n", "Train Loss: 0.2247, Train Acc: 91.21%, Train AUC: 0.9703, Train F1: 0.9122\n", "Val Loss: 0.2572, Val Acc: 91.60%, Val AUC: 0.9678, Val F1: 0.9155\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 85 time: 4m 21.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [86/100]\n", "Train Loss: 0.2219, Train Acc: 91.23%, Train AUC: 0.9711, Train F1: 0.9124\n", "Val Loss: 0.2581, Val Acc: 91.50%, Val AUC: 0.9678, Val F1: 0.9147\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 86 time: 4m 26.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [87/100]\n", "Train Loss: 0.2212, Train Acc: 91.41%, Train AUC: 0.9712, Train F1: 0.9143\n", "Val Loss: 0.2566, Val Acc: 91.30%, Val AUC: 0.9682, Val F1: 0.9129\n", "Best model saved at epoch 87 with Val Loss: 0.2566\n", "Epoch 87 time: 4m 28.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [88/100]\n", "Train Loss: 0.2219, Train Acc: 91.33%, Train AUC: 0.9711, Train F1: 0.9135\n", "Val Loss: 0.2559, Val Acc: 91.50%, Val AUC: 0.9680, Val F1: 0.9142\n", "Best model saved at epoch 88 with Val Loss: 0.2559\n", "Epoch 88 time: 4m 18.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [89/100]\n", "Train Loss: 0.2188, Train Acc: 91.40%, Train AUC: 0.9719, Train F1: 0.9141\n", "Val Loss: 0.2536, Val Acc: 91.80%, Val AUC: 0.9682, Val F1: 0.9165\n", "Best model saved at epoch 89 with Val Loss: 0.2536\n", "Epoch 89 time: 4m 23.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [90/100]\n", "Train Loss: 0.2210, Train Acc: 91.28%, Train AUC: 0.9714, Train F1: 0.9130\n", "Val Loss: 0.2559, Val Acc: 91.40%, Val AUC: 0.9681, Val F1: 0.9138\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 90 time: 4m 17.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [91/100]\n", "Train Loss: 0.2208, Train Acc: 91.41%, Train AUC: 0.9713, Train F1: 0.9142\n", "Val Loss: 0.2554, Val Acc: 91.50%, Val AUC: 0.9683, Val F1: 0.9146\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 91 time: 4m 31.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [92/100]\n", "Train Loss: 0.2209, Train Acc: 91.26%, Train AUC: 0.9712, Train F1: 0.9128\n", "Val Loss: 0.2546, Val Acc: 91.50%, Val AUC: 0.9684, Val F1: 0.9144\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 92 time: 4m 31.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [93/100]\n", "Train Loss: 0.2192, Train Acc: 91.45%, Train AUC: 0.9718, Train F1: 0.9146\n", "Val Loss: 0.2542, Val Acc: 91.50%, Val AUC: 0.9685, Val F1: 0.9147\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 93 time: 4m 22.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [94/100]\n", "Train Loss: 0.2182, Train Acc: 91.53%, Train AUC: 0.9721, Train F1: 0.9155\n", "Val Loss: 0.2523, Val Acc: 91.60%, Val AUC: 0.9687, Val F1: 0.9153\n", "Best model saved at epoch 94 with Val Loss: 0.2523\n", "Epoch 94 time: 4m 25.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [95/100]\n", "Train Loss: 0.2212, Train Acc: 91.32%, Train AUC: 0.9711, Train F1: 0.9133\n", "Val Loss: 0.2550, Val Acc: 91.60%, Val AUC: 0.9687, Val F1: 0.9160\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 95 time: 4m 10.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [96/100]\n", "Train Loss: 0.2211, Train Acc: 91.38%, Train AUC: 0.9711, Train F1: 0.9139\n", "Val Loss: 0.2515, Val Acc: 92.00%, Val AUC: 0.9687, Val F1: 0.9190\n", "Best model saved at epoch 96 with Val Loss: 0.2515\n", "Epoch 96 time: 4m 13.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [97/100]\n", "Train Loss: 0.2186, Train Acc: 91.40%, Train AUC: 0.9719, Train F1: 0.9141\n", "Val Loss: 0.2508, Val Acc: 91.70%, Val AUC: 0.9689, Val F1: 0.9159\n", "Best model saved at epoch 97 with Val Loss: 0.2508\n", "Epoch 97 time: 4m 19.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [98/100]\n", "Train Loss: 0.2188, Train Acc: 91.49%, Train AUC: 0.9719, Train F1: 0.9150\n", "Val Loss: 0.2503, Val Acc: 91.80%, Val AUC: 0.9697, Val F1: 0.9175\n", "Best model saved at epoch 98 with Val Loss: 0.2503\n", "Epoch 98 time: 4m 11.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [99/100]\n", "Train Loss: 0.2207, Train Acc: 91.46%, Train AUC: 0.9712, Train F1: 0.9148\n", "Val Loss: 0.2498, Val Acc: 91.70%, Val AUC: 0.9695, Val F1: 0.9164\n", "Best model saved at epoch 99 with Val Loss: 0.2498\n", "Epoch 99 time: 4m 15.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [100/100]\n", "Train Loss: 0.2181, Train Acc: 91.51%, Train AUC: 0.9720, Train F1: 0.9153\n", "Val Loss: 0.2542, Val Acc: 91.70%, Val AUC: 0.9690, Val F1: 0.9171\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 100 time: 4m 4.11s\n", "Total training time for Twins_SVT: 7h 18m 31s\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/Twins_SVT_metrics.csv\n", "Training completed at epoch 99 with best validation loss of 0.2498\n", "Twins-SVT training time: 7h 18m 32s\n" ] } ], "source": [ "# ============================ Train Twins-SVT Model ============================ #\n", "start_time_twins_svt = time.perf_counter() # Start timing for Twins-SVT model\n", "\n", "print(f'\\n=== Training Twins-SVT ===')\n", "model_name = 'Twins_SVT'\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='last_n_blocks', last_n=2) # 4 stages\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_twins_svt = time.perf_counter()\n", "print(f\"Twins-SVT training time: {format_time(end_time_twins_svt - start_time_twins_svt)}\")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training Twins-PCPVT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-15 19:57:21,481 INFO:Loading pretrained weights from Hugging Face hub (timm/twins_pcpvt_base.in1k)\n", "2025-01-15 19:57:21,772 INFO:[timm/twins_pcpvt_base.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.5705, Train Acc: 71.25%, Train AUC: 0.7942, Train F1: 0.7183\n", "Val Loss: 0.6572, Val Acc: 60.40%, Val AUC: 0.6634, Val F1: 0.6420\n", "Best model saved at epoch 1 with Val Loss: 0.6572\n", "Epoch 1 time: 3m 59.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.4802, Train Acc: 77.44%, Train AUC: 0.8633, Train F1: 0.7791\n", "Val Loss: 0.6183, Val Acc: 66.90%, Val AUC: 0.7304, Val F1: 0.6927\n", "Best model saved at epoch 2 with Val Loss: 0.6183\n", "Epoch 2 time: 3m 59.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.4446, Train Acc: 79.38%, Train AUC: 0.8825, Train F1: 0.7971\n", "Val Loss: 0.5833, Val Acc: 70.00%, Val AUC: 0.7730, Val F1: 0.7082\n", "Best model saved at epoch 3 with Val Loss: 0.5833\n", "Epoch 3 time: 3m 53.29s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.4234, Train Acc: 80.49%, Train AUC: 0.8930, Train F1: 0.8074\n", "Val Loss: 0.5573, Val Acc: 72.90%, Val AUC: 0.8028, Val F1: 0.7356\n", "Best model saved at epoch 4 with Val Loss: 0.5573\n", "Epoch 4 time: 4m 8.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.4081, Train Acc: 81.48%, Train AUC: 0.9012, Train F1: 0.8171\n", "Val Loss: 0.5379, Val Acc: 74.80%, Val AUC: 0.8231, Val F1: 0.7563\n", "Best model saved at epoch 5 with Val Loss: 0.5379\n", "Epoch 5 time: 4m 7.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.3935, Train Acc: 82.51%, Train AUC: 0.9094, Train F1: 0.8272\n", "Val Loss: 0.5216, Val Acc: 74.80%, Val AUC: 0.8383, Val F1: 0.7605\n", "Best model saved at epoch 6 with Val Loss: 0.5216\n", "Epoch 6 time: 3m 59.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.3841, Train Acc: 82.87%, Train AUC: 0.9137, Train F1: 0.8307\n", "Val Loss: 0.5049, Val Acc: 77.50%, Val AUC: 0.8522, Val F1: 0.7809\n", "Best model saved at epoch 7 with Val Loss: 0.5049\n", "Epoch 7 time: 4m 9.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.3745, Train Acc: 83.55%, Train AUC: 0.9185, Train F1: 0.8376\n", "Val Loss: 0.4908, Val Acc: 78.30%, Val AUC: 0.8633, Val F1: 0.7903\n", "Best model saved at epoch 8 with Val Loss: 0.4908\n", "Epoch 8 time: 4m 1.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.3651, Train Acc: 84.12%, Train AUC: 0.9231, Train F1: 0.8429\n", "Val Loss: 0.4851, Val Acc: 79.00%, Val AUC: 0.8688, Val F1: 0.8011\n", "Best model saved at epoch 9 with Val Loss: 0.4851\n", "Epoch 9 time: 4m 5.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.3614, Train Acc: 84.20%, Train AUC: 0.9242, Train F1: 0.8439\n", "Val Loss: 0.4686, Val Acc: 80.90%, Val AUC: 0.8771, Val F1: 0.8084\n", "Best model saved at epoch 10 with Val Loss: 0.4686\n", "Epoch 10 time: 4m 6.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.3540, Train Acc: 84.77%, Train AUC: 0.9279, Train F1: 0.8492\n", "Val Loss: 0.4610, Val Acc: 81.30%, Val AUC: 0.8836, Val F1: 0.8190\n", "Best model saved at epoch 11 with Val Loss: 0.4610\n", "Epoch 11 time: 4m 4.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.3483, Train Acc: 85.09%, Train AUC: 0.9303, Train F1: 0.8525\n", "Val Loss: 0.4511, Val Acc: 81.60%, Val AUC: 0.8893, Val F1: 0.8203\n", "Best model saved at epoch 12 with Val Loss: 0.4511\n", "Epoch 12 time: 3m 59.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.3426, Train Acc: 85.46%, Train AUC: 0.9331, Train F1: 0.8561\n", "Val Loss: 0.4448, Val Acc: 82.10%, Val AUC: 0.8925, Val F1: 0.8260\n", "Best model saved at epoch 13 with Val Loss: 0.4448\n", "Epoch 13 time: 3m 59.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.3404, Train Acc: 85.58%, Train AUC: 0.9334, Train F1: 0.8573\n", "Val Loss: 0.4382, Val Acc: 82.30%, Val AUC: 0.8960, Val F1: 0.8277\n", "Best model saved at epoch 14 with Val Loss: 0.4382\n", "Epoch 14 time: 3m 50.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.3351, Train Acc: 85.74%, Train AUC: 0.9355, Train F1: 0.8589\n", "Val Loss: 0.4324, Val Acc: 82.60%, Val AUC: 0.8988, Val F1: 0.8304\n", "Best model saved at epoch 15 with Val Loss: 0.4324\n", "Epoch 15 time: 3m 56.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.3327, Train Acc: 85.81%, Train AUC: 0.9363, Train F1: 0.8593\n", "Val Loss: 0.4253, Val Acc: 83.00%, Val AUC: 0.9023, Val F1: 0.8330\n", "Best model saved at epoch 16 with Val Loss: 0.4253\n", "Epoch 16 time: 4m 17.64s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.3317, Train Acc: 86.00%, Train AUC: 0.9366, Train F1: 0.8613\n", "Val Loss: 0.4206, Val Acc: 82.90%, Val AUC: 0.9057, Val F1: 0.8341\n", "Best model saved at epoch 17 with Val Loss: 0.4206\n", "Epoch 17 time: 4m 11.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.3259, Train Acc: 86.27%, Train AUC: 0.9392, Train F1: 0.8639\n", "Val Loss: 0.4144, Val Acc: 83.00%, Val AUC: 0.9085, Val F1: 0.8350\n", "Best model saved at epoch 18 with Val Loss: 0.4144\n", "Epoch 18 time: 4m 3.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.3254, Train Acc: 86.26%, Train AUC: 0.9390, Train F1: 0.8639\n", "Val Loss: 0.4090, Val Acc: 83.50%, Val AUC: 0.9112, Val F1: 0.8387\n", "Best model saved at epoch 19 with Val Loss: 0.4090\n", "Epoch 19 time: 4m 16.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.3226, Train Acc: 86.36%, Train AUC: 0.9401, Train F1: 0.8646\n", "Val Loss: 0.4052, Val Acc: 84.00%, Val AUC: 0.9125, Val F1: 0.8425\n", "Best model saved at epoch 20 with Val Loss: 0.4052\n", "Epoch 20 time: 4m 15.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.3209, Train Acc: 86.49%, Train AUC: 0.9407, Train F1: 0.8660\n", "Val Loss: 0.4044, Val Acc: 83.90%, Val AUC: 0.9139, Val F1: 0.8441\n", "Best model saved at epoch 21 with Val Loss: 0.4044\n", "Epoch 21 time: 4m 21.85s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.3166, Train Acc: 86.74%, Train AUC: 0.9424, Train F1: 0.8685\n", "Val Loss: 0.4026, Val Acc: 83.70%, Val AUC: 0.9149, Val F1: 0.8431\n", "Best model saved at epoch 22 with Val Loss: 0.4026\n", "Epoch 22 time: 4m 2.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.3165, Train Acc: 86.67%, Train AUC: 0.9423, Train F1: 0.8678\n", "Val Loss: 0.3966, Val Acc: 84.20%, Val AUC: 0.9171, Val F1: 0.8463\n", "Best model saved at epoch 23 with Val Loss: 0.3966\n", "Epoch 23 time: 3m 57.17s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.3159, Train Acc: 86.64%, Train AUC: 0.9423, Train F1: 0.8674\n", "Val Loss: 0.3972, Val Acc: 84.00%, Val AUC: 0.9175, Val F1: 0.8459\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 24 time: 3m 58.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.3117, Train Acc: 86.93%, Train AUC: 0.9440, Train F1: 0.8704\n", "Val Loss: 0.3954, Val Acc: 84.00%, Val AUC: 0.9180, Val F1: 0.8459\n", "Best model saved at epoch 25 with Val Loss: 0.3954\n", "Epoch 25 time: 3m 53.93s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.3095, Train Acc: 87.22%, Train AUC: 0.9450, Train F1: 0.8733\n", "Val Loss: 0.3887, Val Acc: 84.60%, Val AUC: 0.9203, Val F1: 0.8508\n", "Best model saved at epoch 26 with Val Loss: 0.3887\n", "Epoch 26 time: 3m 50.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.3105, Train Acc: 86.80%, Train AUC: 0.9440, Train F1: 0.8690\n", "Val Loss: 0.3832, Val Acc: 85.20%, Val AUC: 0.9220, Val F1: 0.8549\n", "Best model saved at epoch 27 with Val Loss: 0.3832\n", "Epoch 27 time: 3m 57.73s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.3075, Train Acc: 87.14%, Train AUC: 0.9454, Train F1: 0.8724\n", "Val Loss: 0.3798, Val Acc: 85.50%, Val AUC: 0.9232, Val F1: 0.8571\n", "Best model saved at epoch 28 with Val Loss: 0.3798\n", "Epoch 28 time: 4m 11.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.3029, Train Acc: 87.49%, Train AUC: 0.9474, Train F1: 0.8758\n", "Val Loss: 0.3817, Val Acc: 84.90%, Val AUC: 0.9235, Val F1: 0.8535\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 29 time: 4m 0.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.3051, Train Acc: 87.21%, Train AUC: 0.9459, Train F1: 0.8731\n", "Val Loss: 0.3745, Val Acc: 86.20%, Val AUC: 0.9250, Val F1: 0.8617\n", "Best model saved at epoch 30 with Val Loss: 0.3745\n", "Epoch 30 time: 4m 27.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.3021, Train Acc: 87.40%, Train AUC: 0.9472, Train F1: 0.8749\n", "Val Loss: 0.3748, Val Acc: 85.20%, Val AUC: 0.9258, Val F1: 0.8560\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 31 time: 4m 12.37s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.3021, Train Acc: 87.35%, Train AUC: 0.9470, Train F1: 0.8745\n", "Val Loss: 0.3728, Val Acc: 85.50%, Val AUC: 0.9262, Val F1: 0.8583\n", "Best model saved at epoch 32 with Val Loss: 0.3728\n", "Epoch 32 time: 4m 23.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.3009, Train Acc: 87.57%, Train AUC: 0.9475, Train F1: 0.8768\n", "Val Loss: 0.3750, Val Acc: 84.80%, Val AUC: 0.9268, Val F1: 0.8533\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 33 time: 3m 59.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.2995, Train Acc: 87.47%, Train AUC: 0.9480, Train F1: 0.8757\n", "Val Loss: 0.3706, Val Acc: 85.20%, Val AUC: 0.9282, Val F1: 0.8563\n", "Best model saved at epoch 34 with Val Loss: 0.3706\n", "Epoch 34 time: 4m 10.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.2978, Train Acc: 87.63%, Train AUC: 0.9487, Train F1: 0.8771\n", "Val Loss: 0.3665, Val Acc: 86.10%, Val AUC: 0.9293, Val F1: 0.8636\n", "Best model saved at epoch 35 with Val Loss: 0.3665\n", "Epoch 35 time: 3m 57.68s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.3000, Train Acc: 87.37%, Train AUC: 0.9476, Train F1: 0.8745\n", "Val Loss: 0.3633, Val Acc: 86.60%, Val AUC: 0.9300, Val F1: 0.8676\n", "Best model saved at epoch 36 with Val Loss: 0.3633\n", "Epoch 36 time: 4m 16.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.2963, Train Acc: 87.77%, Train AUC: 0.9490, Train F1: 0.8784\n", "Val Loss: 0.3654, Val Acc: 85.50%, Val AUC: 0.9299, Val F1: 0.8591\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 37 time: 3m 58.64s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.2966, Train Acc: 87.64%, Train AUC: 0.9487, Train F1: 0.8773\n", "Val Loss: 0.3618, Val Acc: 86.60%, Val AUC: 0.9305, Val F1: 0.8676\n", "Best model saved at epoch 38 with Val Loss: 0.3618\n", "Epoch 38 time: 3m 59.73s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.2942, Train Acc: 87.70%, Train AUC: 0.9497, Train F1: 0.8778\n", "Val Loss: 0.3617, Val Acc: 86.10%, Val AUC: 0.9315, Val F1: 0.8644\n", "Best model saved at epoch 39 with Val Loss: 0.3617\n", "Epoch 39 time: 4m 6.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.2933, Train Acc: 87.89%, Train AUC: 0.9500, Train F1: 0.8796\n", "Val Loss: 0.3581, Val Acc: 87.00%, Val AUC: 0.9315, Val F1: 0.8708\n", "Best model saved at epoch 40 with Val Loss: 0.3581\n", "Epoch 40 time: 4m 3.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.2909, Train Acc: 88.00%, Train AUC: 0.9511, Train F1: 0.8807\n", "Val Loss: 0.3586, Val Acc: 86.10%, Val AUC: 0.9329, Val F1: 0.8649\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 41 time: 4m 20.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.2921, Train Acc: 87.87%, Train AUC: 0.9503, Train F1: 0.8796\n", "Val Loss: 0.3552, Val Acc: 86.60%, Val AUC: 0.9334, Val F1: 0.8681\n", "Best model saved at epoch 42 with Val Loss: 0.3552\n", "Epoch 42 time: 4m 14.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.2924, Train Acc: 87.96%, Train AUC: 0.9501, Train F1: 0.8803\n", "Val Loss: 0.3572, Val Acc: 86.10%, Val AUC: 0.9332, Val F1: 0.8649\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 43 time: 4m 26.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.2908, Train Acc: 87.89%, Train AUC: 0.9506, Train F1: 0.8798\n", "Val Loss: 0.3613, Val Acc: 85.50%, Val AUC: 0.9336, Val F1: 0.8607\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 44 time: 4m 1.93s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.2885, Train Acc: 88.12%, Train AUC: 0.9515, Train F1: 0.8819\n", "Val Loss: 0.3555, Val Acc: 85.70%, Val AUC: 0.9344, Val F1: 0.8616\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 45 time: 3m 59.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.2904, Train Acc: 87.89%, Train AUC: 0.9506, Train F1: 0.8797\n", "Val Loss: 0.3527, Val Acc: 86.50%, Val AUC: 0.9351, Val F1: 0.8683\n", "Best model saved at epoch 46 with Val Loss: 0.3527\n", "Epoch 46 time: 4m 10.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.2875, Train Acc: 88.17%, Train AUC: 0.9519, Train F1: 0.8823\n", "Val Loss: 0.3493, Val Acc: 86.70%, Val AUC: 0.9360, Val F1: 0.8697\n", "Best model saved at epoch 47 with Val Loss: 0.3493\n", "Epoch 47 time: 3m 56.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.2893, Train Acc: 87.99%, Train AUC: 0.9511, Train F1: 0.8807\n", "Val Loss: 0.3468, Val Acc: 87.40%, Val AUC: 0.9362, Val F1: 0.8752\n", "Best model saved at epoch 48 with Val Loss: 0.3468\n", "Epoch 48 time: 4m 21.14s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.2878, Train Acc: 88.07%, Train AUC: 0.9517, Train F1: 0.8815\n", "Val Loss: 0.3465, Val Acc: 87.30%, Val AUC: 0.9370, Val F1: 0.8751\n", "Best model saved at epoch 49 with Val Loss: 0.3465\n", "Epoch 49 time: 4m 1.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.2878, Train Acc: 88.05%, Train AUC: 0.9515, Train F1: 0.8811\n", "Val Loss: 0.3468, Val Acc: 87.00%, Val AUC: 0.9369, Val F1: 0.8723\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 50 time: 3m 57.07s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.2848, Train Acc: 88.13%, Train AUC: 0.9527, Train F1: 0.8821\n", "Val Loss: 0.3474, Val Acc: 86.50%, Val AUC: 0.9369, Val F1: 0.8683\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 51 time: 3m 56.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.2859, Train Acc: 88.15%, Train AUC: 0.9522, Train F1: 0.8823\n", "Val Loss: 0.3455, Val Acc: 87.10%, Val AUC: 0.9370, Val F1: 0.8732\n", "Best model saved at epoch 52 with Val Loss: 0.3455\n", "Epoch 52 time: 4m 6.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.2860, Train Acc: 88.25%, Train AUC: 0.9521, Train F1: 0.8831\n", "Val Loss: 0.3457, Val Acc: 86.90%, Val AUC: 0.9378, Val F1: 0.8719\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 53 time: 4m 26.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.2853, Train Acc: 88.24%, Train AUC: 0.9524, Train F1: 0.8830\n", "Val Loss: 0.3472, Val Acc: 85.90%, Val AUC: 0.9383, Val F1: 0.8638\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 54 time: 4m 12.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.2853, Train Acc: 88.16%, Train AUC: 0.9522, Train F1: 0.8822\n", "Val Loss: 0.3390, Val Acc: 87.80%, Val AUC: 0.9389, Val F1: 0.8785\n", "Best model saved at epoch 55 with Val Loss: 0.3390\n", "Epoch 55 time: 4m 4.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [56/100]\n", "Train Loss: 0.2818, Train Acc: 88.26%, Train AUC: 0.9537, Train F1: 0.8833\n", "Val Loss: 0.3405, Val Acc: 87.40%, Val AUC: 0.9388, Val F1: 0.8752\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 56 time: 4m 5.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [57/100]\n", "Train Loss: 0.2822, Train Acc: 88.50%, Train AUC: 0.9536, Train F1: 0.8855\n", "Val Loss: 0.3416, Val Acc: 86.80%, Val AUC: 0.9394, Val F1: 0.8713\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 57 time: 4m 9.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [58/100]\n", "Train Loss: 0.2830, Train Acc: 88.32%, Train AUC: 0.9532, Train F1: 0.8837\n", "Val Loss: 0.3461, Val Acc: 86.40%, Val AUC: 0.9393, Val F1: 0.8685\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 58 time: 4m 13.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [59/100]\n", "Train Loss: 0.2813, Train Acc: 88.44%, Train AUC: 0.9537, Train F1: 0.8852\n", "Val Loss: 0.3416, Val Acc: 86.40%, Val AUC: 0.9403, Val F1: 0.8680\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 59 time: 3m 57.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [60/100]\n", "Train Loss: 0.2798, Train Acc: 88.49%, Train AUC: 0.9542, Train F1: 0.8855\n", "Val Loss: 0.3381, Val Acc: 87.50%, Val AUC: 0.9400, Val F1: 0.8768\n", "Best model saved at epoch 60 with Val Loss: 0.3381\n", "Epoch 60 time: 4m 8.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [61/100]\n", "Train Loss: 0.2823, Train Acc: 88.40%, Train AUC: 0.9531, Train F1: 0.8845\n", "Val Loss: 0.3356, Val Acc: 87.50%, Val AUC: 0.9405, Val F1: 0.8761\n", "Best model saved at epoch 61 with Val Loss: 0.3356\n", "Epoch 61 time: 4m 24.05s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [62/100]\n", "Train Loss: 0.2802, Train Acc: 88.37%, Train AUC: 0.9540, Train F1: 0.8843\n", "Val Loss: 0.3379, Val Acc: 87.10%, Val AUC: 0.9403, Val F1: 0.8739\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 62 time: 4m 6.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [63/100]\n", "Train Loss: 0.2785, Train Acc: 88.34%, Train AUC: 0.9545, Train F1: 0.8840\n", "Val Loss: 0.3331, Val Acc: 88.00%, Val AUC: 0.9412, Val F1: 0.8810\n", "Best model saved at epoch 63 with Val Loss: 0.3331\n", "Epoch 63 time: 3m 59.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [64/100]\n", "Train Loss: 0.2772, Train Acc: 88.54%, Train AUC: 0.9550, Train F1: 0.8861\n", "Val Loss: 0.3316, Val Acc: 88.00%, Val AUC: 0.9416, Val F1: 0.8805\n", "Best model saved at epoch 64 with Val Loss: 0.3316\n", "Epoch 64 time: 4m 0.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [65/100]\n", "Train Loss: 0.2794, Train Acc: 88.50%, Train AUC: 0.9541, Train F1: 0.8856\n", "Val Loss: 0.3325, Val Acc: 87.70%, Val AUC: 0.9410, Val F1: 0.8771\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 65 time: 4m 4.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [66/100]\n", "Train Loss: 0.2773, Train Acc: 88.48%, Train AUC: 0.9550, Train F1: 0.8854\n", "Val Loss: 0.3374, Val Acc: 86.50%, Val AUC: 0.9418, Val F1: 0.8698\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 66 time: 4m 12.20s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [67/100]\n", "Train Loss: 0.2790, Train Acc: 88.50%, Train AUC: 0.9543, Train F1: 0.8858\n", "Val Loss: 0.3333, Val Acc: 87.40%, Val AUC: 0.9422, Val F1: 0.8765\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 67 time: 3m 52.17s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [68/100]\n", "Train Loss: 0.2787, Train Acc: 88.40%, Train AUC: 0.9544, Train F1: 0.8844\n", "Val Loss: 0.3351, Val Acc: 86.90%, Val AUC: 0.9424, Val F1: 0.8729\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 68 time: 3m 59.48s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [69/100]\n", "Train Loss: 0.2788, Train Acc: 88.45%, Train AUC: 0.9542, Train F1: 0.8852\n", "Val Loss: 0.3348, Val Acc: 87.10%, Val AUC: 0.9424, Val F1: 0.8749\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 69 time: 3m 56.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [70/100]\n", "Train Loss: 0.2769, Train Acc: 88.63%, Train AUC: 0.9550, Train F1: 0.8871\n", "Val Loss: 0.3297, Val Acc: 87.80%, Val AUC: 0.9425, Val F1: 0.8792\n", "Best model saved at epoch 70 with Val Loss: 0.3297\n", "Epoch 70 time: 4m 3.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [71/100]\n", "Train Loss: 0.2778, Train Acc: 88.48%, Train AUC: 0.9545, Train F1: 0.8854\n", "Val Loss: 0.3333, Val Acc: 87.40%, Val AUC: 0.9422, Val F1: 0.8772\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 71 time: 3m 56.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [72/100]\n", "Train Loss: 0.2767, Train Acc: 88.57%, Train AUC: 0.9550, Train F1: 0.8863\n", "Val Loss: 0.3317, Val Acc: 87.50%, Val AUC: 0.9431, Val F1: 0.8780\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 72 time: 3m 53.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [73/100]\n", "Train Loss: 0.2771, Train Acc: 88.51%, Train AUC: 0.9548, Train F1: 0.8856\n", "Val Loss: 0.3338, Val Acc: 87.50%, Val AUC: 0.9428, Val F1: 0.8792\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 73 time: 4m 8.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [74/100]\n", "Train Loss: 0.2765, Train Acc: 88.53%, Train AUC: 0.9549, Train F1: 0.8860\n", "Val Loss: 0.3278, Val Acc: 88.00%, Val AUC: 0.9435, Val F1: 0.8817\n", "Best model saved at epoch 74 with Val Loss: 0.3278\n", "Epoch 74 time: 3m 58.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [75/100]\n", "Train Loss: 0.2737, Train Acc: 88.79%, Train AUC: 0.9560, Train F1: 0.8883\n", "Val Loss: 0.3335, Val Acc: 87.00%, Val AUC: 0.9433, Val F1: 0.8743\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 75 time: 3m 54.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [76/100]\n", "Train Loss: 0.2745, Train Acc: 88.64%, Train AUC: 0.9558, Train F1: 0.8871\n", "Val Loss: 0.3251, Val Acc: 88.30%, Val AUC: 0.9437, Val F1: 0.8838\n", "Best model saved at epoch 76 with Val Loss: 0.3251\n", "Epoch 76 time: 4m 2.13s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [77/100]\n", "Train Loss: 0.2750, Train Acc: 88.56%, Train AUC: 0.9555, Train F1: 0.8861\n", "Val Loss: 0.3313, Val Acc: 87.70%, Val AUC: 0.9434, Val F1: 0.8805\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 77 time: 4m 17.91s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [78/100]\n", "Train Loss: 0.2748, Train Acc: 88.69%, Train AUC: 0.9554, Train F1: 0.8875\n", "Val Loss: 0.3280, Val Acc: 88.00%, Val AUC: 0.9438, Val F1: 0.8821\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 78 time: 4m 7.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [79/100]\n", "Train Loss: 0.2728, Train Acc: 88.68%, Train AUC: 0.9562, Train F1: 0.8872\n", "Val Loss: 0.3280, Val Acc: 87.90%, Val AUC: 0.9439, Val F1: 0.8817\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 79 time: 4m 34.84s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [80/100]\n", "Train Loss: 0.2745, Train Acc: 88.65%, Train AUC: 0.9555, Train F1: 0.8871\n", "Val Loss: 0.3270, Val Acc: 88.10%, Val AUC: 0.9445, Val F1: 0.8837\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 80 time: 3m 59.62s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [81/100]\n", "Train Loss: 0.2734, Train Acc: 88.66%, Train AUC: 0.9560, Train F1: 0.8871\n", "Val Loss: 0.3201, Val Acc: 87.90%, Val AUC: 0.9453, Val F1: 0.8796\n", "Best model saved at epoch 81 with Val Loss: 0.3201\n", "Epoch 81 time: 4m 11.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [82/100]\n", "Train Loss: 0.2710, Train Acc: 88.83%, Train AUC: 0.9568, Train F1: 0.8890\n", "Val Loss: 0.3248, Val Acc: 88.20%, Val AUC: 0.9446, Val F1: 0.8841\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 82 time: 4m 5.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [83/100]\n", "Train Loss: 0.2752, Train Acc: 88.67%, Train AUC: 0.9552, Train F1: 0.8872\n", "Val Loss: 0.3424, Val Acc: 86.00%, Val AUC: 0.9445, Val F1: 0.8689\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 83 time: 4m 14.70s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [84/100]\n", "Train Loss: 0.2742, Train Acc: 88.72%, Train AUC: 0.9556, Train F1: 0.8879\n", "Val Loss: 0.3250, Val Acc: 88.00%, Val AUC: 0.9452, Val F1: 0.8828\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 84 time: 4m 1.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [85/100]\n", "Train Loss: 0.2709, Train Acc: 88.87%, Train AUC: 0.9569, Train F1: 0.8893\n", "Val Loss: 0.3221, Val Acc: 88.20%, Val AUC: 0.9450, Val F1: 0.8834\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 85 time: 4m 10.78s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [86/100]\n", "Train Loss: 0.2733, Train Acc: 88.68%, Train AUC: 0.9559, Train F1: 0.8874\n", "Val Loss: 0.3258, Val Acc: 87.70%, Val AUC: 0.9451, Val F1: 0.8805\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 86 time: 3m 50.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [87/100]\n", "Train Loss: 0.2721, Train Acc: 88.87%, Train AUC: 0.9563, Train F1: 0.8892\n", "Val Loss: 0.3190, Val Acc: 88.30%, Val AUC: 0.9456, Val F1: 0.8836\n", "Best model saved at epoch 87 with Val Loss: 0.3190\n", "Epoch 87 time: 4m 8.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [88/100]\n", "Train Loss: 0.2736, Train Acc: 88.67%, Train AUC: 0.9557, Train F1: 0.8872\n", "Val Loss: 0.3212, Val Acc: 88.20%, Val AUC: 0.9454, Val F1: 0.8836\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 88 time: 4m 8.22s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [89/100]\n", "Train Loss: 0.2709, Train Acc: 88.80%, Train AUC: 0.9567, Train F1: 0.8885\n", "Val Loss: 0.3173, Val Acc: 88.30%, Val AUC: 0.9465, Val F1: 0.8840\n", "Best model saved at epoch 89 with Val Loss: 0.3173\n", "Epoch 89 time: 4m 1.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [90/100]\n", "Train Loss: 0.2711, Train Acc: 88.91%, Train AUC: 0.9567, Train F1: 0.8896\n", "Val Loss: 0.3214, Val Acc: 88.30%, Val AUC: 0.9460, Val F1: 0.8854\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 90 time: 4m 0.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [91/100]\n", "Train Loss: 0.2721, Train Acc: 88.73%, Train AUC: 0.9562, Train F1: 0.8880\n", "Val Loss: 0.3234, Val Acc: 88.40%, Val AUC: 0.9459, Val F1: 0.8869\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 91 time: 4m 7.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [92/100]\n", "Train Loss: 0.2704, Train Acc: 88.85%, Train AUC: 0.9569, Train F1: 0.8890\n", "Val Loss: 0.3210, Val Acc: 88.40%, Val AUC: 0.9461, Val F1: 0.8858\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 92 time: 4m 14.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [93/100]\n", "Train Loss: 0.2694, Train Acc: 88.81%, Train AUC: 0.9572, Train F1: 0.8884\n", "Val Loss: 0.3241, Val Acc: 88.30%, Val AUC: 0.9459, Val F1: 0.8865\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 93 time: 4m 17.87s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [94/100]\n", "Train Loss: 0.2713, Train Acc: 88.87%, Train AUC: 0.9566, Train F1: 0.8892\n", "Val Loss: 0.3295, Val Acc: 87.50%, Val AUC: 0.9463, Val F1: 0.8806\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 94 time: 4m 7.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [95/100]\n", "Train Loss: 0.2712, Train Acc: 88.87%, Train AUC: 0.9566, Train F1: 0.8892\n", "Val Loss: 0.3189, Val Acc: 88.70%, Val AUC: 0.9467, Val F1: 0.8893\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 95 time: 4m 6.61s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [96/100]\n", "Train Loss: 0.2692, Train Acc: 88.90%, Train AUC: 0.9572, Train F1: 0.8895\n", "Val Loss: 0.3196, Val Acc: 88.60%, Val AUC: 0.9467, Val F1: 0.8887\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 96 time: 4m 9.36s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [97/100]\n", "Train Loss: 0.2726, Train Acc: 88.81%, Train AUC: 0.9559, Train F1: 0.8885\n", "Val Loss: 0.3197, Val Acc: 88.50%, Val AUC: 0.9468, Val F1: 0.8874\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 97 time: 4m 4.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [98/100]\n", "Train Loss: 0.2678, Train Acc: 89.03%, Train AUC: 0.9578, Train F1: 0.8908\n", "Val Loss: 0.3197, Val Acc: 88.50%, Val AUC: 0.9468, Val F1: 0.8874\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 98 time: 3m 56.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [99/100]\n", "Train Loss: 0.2683, Train Acc: 89.08%, Train AUC: 0.9576, Train F1: 0.8913\n", "Val Loss: 0.3184, Val Acc: 88.50%, Val AUC: 0.9469, Val F1: 0.8871\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 99 time: 4m 12.05s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [100/100]\n", "Train Loss: 0.2705, Train Acc: 88.72%, Train AUC: 0.9568, Train F1: 0.8877\n", "Val Loss: 0.3183, Val Acc: 88.50%, Val AUC: 0.9469, Val F1: 0.8871\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 100 time: 4m 5.22s\n", "Total training time for Twins_PCPVT: 6h 49m 57s\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/Twins_PCPVT_metrics.csv\n", "Training completed at epoch 89 with best validation loss of 0.3173\n", "Twins-PCPVT training time: 6h 49m 58s\n" ] } ], "source": [ "# ============================ Train Twins-PCPVT Model ============================ #\n", "start_time_twins_pcpvt = time.perf_counter() # Start timing for Twins-PCPVT model\n", "\n", "print(f'\\n=== Training Twins-PCPVT ===')\n", "model_name = 'Twins_PCPVT'\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='last_n_blocks', last_n=2) # 4 stages\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_twins_pcpvt = time.perf_counter()\n", "print(f\"Twins-PCPVT training time: {format_time(end_time_twins_pcpvt - start_time_twins_pcpvt)}\")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 02:47:19,211 INFO:Loading pretrained weights from Hugging Face hub (timm/pit_b_224.in1k)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training PiT ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 02:47:29,224 INFO:[timm/pit_b_224.in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.3233, Train Acc: 86.04%, Train AUC: 0.9375, Train F1: 0.8621\n", "Val Loss: 0.2413, Val Acc: 90.50%, Val AUC: 0.9675, Val F1: 0.9005\n", "Best model saved at epoch 1 with Val Loss: 0.2413\n", "Epoch 1 time: 4m 26.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.2262, Train Acc: 90.77%, Train AUC: 0.9696, Train F1: 0.9082\n", "Val Loss: 0.1735, Val Acc: 93.70%, Val AUC: 0.9836, Val F1: 0.9377\n", "Best model saved at epoch 2 with Val Loss: 0.1735\n", "Epoch 2 time: 4m 19.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.2007, Train Acc: 91.81%, Train AUC: 0.9759, Train F1: 0.9184\n", "Val Loss: 0.1744, Val Acc: 92.90%, Val AUC: 0.9841, Val F1: 0.9267\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 3 time: 4m 22.43s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.1906, Train Acc: 92.12%, Train AUC: 0.9782, Train F1: 0.9215\n", "Val Loss: 0.1585, Val Acc: 93.90%, Val AUC: 0.9858, Val F1: 0.9376\n", "Best model saved at epoch 4 with Val Loss: 0.1585\n", "Epoch 4 time: 4m 54.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.1803, Train Acc: 92.72%, Train AUC: 0.9805, Train F1: 0.9275\n", "Val Loss: 0.1365, Val Acc: 95.00%, Val AUC: 0.9881, Val F1: 0.9499\n", "Best model saved at epoch 5 with Val Loss: 0.1365\n", "Epoch 5 time: 4m 46.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.1737, Train Acc: 92.71%, Train AUC: 0.9818, Train F1: 0.9274\n", "Val Loss: 0.1597, Val Acc: 93.60%, Val AUC: 0.9845, Val F1: 0.9348\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 6 time: 4m 24.27s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.1688, Train Acc: 93.01%, Train AUC: 0.9828, Train F1: 0.9303\n", "Val Loss: 0.1314, Val Acc: 95.60%, Val AUC: 0.9891, Val F1: 0.9556\n", "Best model saved at epoch 7 with Val Loss: 0.1314\n", "Epoch 7 time: 4m 33.00s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.1649, Train Acc: 93.24%, Train AUC: 0.9836, Train F1: 0.9325\n", "Val Loss: 0.1226, Val Acc: 96.00%, Val AUC: 0.9900, Val F1: 0.9600\n", "Best model saved at epoch 8 with Val Loss: 0.1226\n", "Epoch 8 time: 4m 30.34s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.1592, Train Acc: 93.43%, Train AUC: 0.9847, Train F1: 0.9345\n", "Val Loss: 0.1297, Val Acc: 95.10%, Val AUC: 0.9895, Val F1: 0.9513\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 9 time: 4m 36.64s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.1584, Train Acc: 93.47%, Train AUC: 0.9849, Train F1: 0.9349\n", "Val Loss: 0.1582, Val Acc: 93.30%, Val AUC: 0.9905, Val F1: 0.9359\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 10 time: 4m 29.63s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.1549, Train Acc: 93.69%, Train AUC: 0.9855, Train F1: 0.9371\n", "Val Loss: 0.1234, Val Acc: 95.90%, Val AUC: 0.9904, Val F1: 0.9585\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 11 time: 4m 21.72s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.1516, Train Acc: 93.84%, Train AUC: 0.9861, Train F1: 0.9386\n", "Val Loss: 0.1597, Val Acc: 93.70%, Val AUC: 0.9904, Val F1: 0.9398\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 12 time: 4m 20.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.1487, Train Acc: 93.94%, Train AUC: 0.9867, Train F1: 0.9395\n", "Val Loss: 0.1165, Val Acc: 96.10%, Val AUC: 0.9910, Val F1: 0.9609\n", "Best model saved at epoch 13 with Val Loss: 0.1165\n", "Epoch 13 time: 4m 39.33s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.1471, Train Acc: 94.02%, Train AUC: 0.9869, Train F1: 0.9404\n", "Val Loss: 0.1140, Val Acc: 96.00%, Val AUC: 0.9914, Val F1: 0.9598\n", "Best model saved at epoch 14 with Val Loss: 0.1140\n", "Epoch 14 time: 4m 5.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.1450, Train Acc: 94.00%, Train AUC: 0.9873, Train F1: 0.9401\n", "Val Loss: 0.1229, Val Acc: 95.90%, Val AUC: 0.9915, Val F1: 0.9596\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 15 time: 4m 23.24s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.1399, Train Acc: 94.22%, Train AUC: 0.9882, Train F1: 0.9423\n", "Val Loss: 0.1247, Val Acc: 95.10%, Val AUC: 0.9922, Val F1: 0.9519\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 16 time: 4m 28.61s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.1409, Train Acc: 94.22%, Train AUC: 0.9880, Train F1: 0.9424\n", "Val Loss: 0.1396, Val Acc: 95.00%, Val AUC: 0.9914, Val F1: 0.9517\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 17 time: 4m 24.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.1395, Train Acc: 94.28%, Train AUC: 0.9882, Train F1: 0.9429\n", "Val Loss: 0.1099, Val Acc: 96.90%, Val AUC: 0.9917, Val F1: 0.9689\n", "Best model saved at epoch 18 with Val Loss: 0.1099\n", "Epoch 18 time: 4m 29.06s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.1380, Train Acc: 94.38%, Train AUC: 0.9885, Train F1: 0.9439\n", "Val Loss: 0.1158, Val Acc: 96.40%, Val AUC: 0.9929, Val F1: 0.9645\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 19 time: 4m 14.87s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.1346, Train Acc: 94.55%, Train AUC: 0.9890, Train F1: 0.9456\n", "Val Loss: 0.1013, Val Acc: 96.50%, Val AUC: 0.9930, Val F1: 0.9648\n", "Best model saved at epoch 20 with Val Loss: 0.1013\n", "Epoch 20 time: 4m 17.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.1370, Train Acc: 94.39%, Train AUC: 0.9886, Train F1: 0.9440\n", "Val Loss: 0.1645, Val Acc: 93.30%, Val AUC: 0.9907, Val F1: 0.9358\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 21 time: 4m 26.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.1366, Train Acc: 94.50%, Train AUC: 0.9887, Train F1: 0.9452\n", "Val Loss: 0.1220, Val Acc: 95.70%, Val AUC: 0.9905, Val F1: 0.9573\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 22 time: 4m 31.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.1364, Train Acc: 94.38%, Train AUC: 0.9887, Train F1: 0.9439\n", "Val Loss: 0.1208, Val Acc: 96.00%, Val AUC: 0.9915, Val F1: 0.9603\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 23 time: 4m 39.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.1320, Train Acc: 94.64%, Train AUC: 0.9894, Train F1: 0.9465\n", "Val Loss: 0.1207, Val Acc: 95.80%, Val AUC: 0.9913, Val F1: 0.9585\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 24 time: 4m 25.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.1306, Train Acc: 94.77%, Train AUC: 0.9897, Train F1: 0.9478\n", "Val Loss: 0.1156, Val Acc: 95.70%, Val AUC: 0.9918, Val F1: 0.9564\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 25 time: 4m 19.10s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.1289, Train Acc: 94.74%, Train AUC: 0.9899, Train F1: 0.9474\n", "Val Loss: 0.1023, Val Acc: 96.70%, Val AUC: 0.9929, Val F1: 0.9668\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 26 time: 4m 25.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.1208, Train Acc: 95.16%, Train AUC: 0.9912, Train F1: 0.9516\n", "Val Loss: 0.1023, Val Acc: 96.50%, Val AUC: 0.9935, Val F1: 0.9652\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 27 time: 4m 37.81s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.1203, Train Acc: 95.12%, Train AUC: 0.9913, Train F1: 0.9513\n", "Val Loss: 0.0992, Val Acc: 96.60%, Val AUC: 0.9937, Val F1: 0.9662\n", "Best model saved at epoch 28 with Val Loss: 0.0992\n", "Epoch 28 time: 4m 24.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.1159, Train Acc: 95.31%, Train AUC: 0.9919, Train F1: 0.9532\n", "Val Loss: 0.0979, Val Acc: 96.60%, Val AUC: 0.9936, Val F1: 0.9662\n", "Best model saved at epoch 29 with Val Loss: 0.0979\n", "Epoch 29 time: 4m 14.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.1169, Train Acc: 95.34%, Train AUC: 0.9917, Train F1: 0.9534\n", "Val Loss: 0.0943, Val Acc: 96.40%, Val AUC: 0.9940, Val F1: 0.9641\n", "Best model saved at epoch 30 with Val Loss: 0.0943\n", "Epoch 30 time: 4m 34.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.1174, Train Acc: 95.23%, Train AUC: 0.9917, Train F1: 0.9524\n", "Val Loss: 0.0952, Val Acc: 96.90%, Val AUC: 0.9939, Val F1: 0.9688\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 31 time: 4m 23.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.1149, Train Acc: 95.38%, Train AUC: 0.9920, Train F1: 0.9539\n", "Val Loss: 0.0962, Val Acc: 96.90%, Val AUC: 0.9938, Val F1: 0.9690\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 32 time: 4m 30.02s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.1160, Train Acc: 95.31%, Train AUC: 0.9918, Train F1: 0.9531\n", "Val Loss: 0.0949, Val Acc: 96.80%, Val AUC: 0.9941, Val F1: 0.9683\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 33 time: 4m 29.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.1149, Train Acc: 95.34%, Train AUC: 0.9920, Train F1: 0.9535\n", "Val Loss: 0.0946, Val Acc: 96.90%, Val AUC: 0.9939, Val F1: 0.9690\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 34 time: 4m 26.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.1135, Train Acc: 95.44%, Train AUC: 0.9922, Train F1: 0.9545\n", "Val Loss: 0.0956, Val Acc: 96.60%, Val AUC: 0.9939, Val F1: 0.9661\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 35 time: 4m 27.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.1169, Train Acc: 95.19%, Train AUC: 0.9917, Train F1: 0.9520\n", "Val Loss: 0.0941, Val Acc: 97.00%, Val AUC: 0.9941, Val F1: 0.9701\n", "Best model saved at epoch 36 with Val Loss: 0.0941\n", "Epoch 36 time: 4m 38.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.1133, Train Acc: 95.47%, Train AUC: 0.9922, Train F1: 0.9547\n", "Val Loss: 0.0968, Val Acc: 96.80%, Val AUC: 0.9938, Val F1: 0.9682\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 37 time: 4m 25.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.1131, Train Acc: 95.50%, Train AUC: 0.9923, Train F1: 0.9551\n", "Val Loss: 0.0932, Val Acc: 96.70%, Val AUC: 0.9940, Val F1: 0.9670\n", "Best model saved at epoch 38 with Val Loss: 0.0932\n", "Epoch 38 time: 4m 51.64s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.1143, Train Acc: 95.43%, Train AUC: 0.9921, Train F1: 0.9544\n", "Val Loss: 0.0932, Val Acc: 96.90%, Val AUC: 0.9939, Val F1: 0.9690\n", "Best model saved at epoch 39 with Val Loss: 0.0932\n", "Epoch 39 time: 4m 37.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.1123, Train Acc: 95.49%, Train AUC: 0.9924, Train F1: 0.9550\n", "Val Loss: 0.0981, Val Acc: 96.90%, Val AUC: 0.9941, Val F1: 0.9693\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 40 time: 4m 37.38s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.1147, Train Acc: 95.40%, Train AUC: 0.9920, Train F1: 0.9541\n", "Val Loss: 0.0922, Val Acc: 97.10%, Val AUC: 0.9942, Val F1: 0.9710\n", "Best model saved at epoch 41 with Val Loss: 0.0922\n", "Epoch 41 time: 4m 34.59s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.1101, Train Acc: 95.53%, Train AUC: 0.9927, Train F1: 0.9554\n", "Val Loss: 0.0938, Val Acc: 96.90%, Val AUC: 0.9939, Val F1: 0.9690\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 42 time: 4m 20.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.1118, Train Acc: 95.55%, Train AUC: 0.9924, Train F1: 0.9555\n", "Val Loss: 0.0936, Val Acc: 96.90%, Val AUC: 0.9944, Val F1: 0.9692\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 43 time: 4m 25.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.1146, Train Acc: 95.33%, Train AUC: 0.9920, Train F1: 0.9533\n", "Val Loss: 0.0930, Val Acc: 96.70%, Val AUC: 0.9939, Val F1: 0.9670\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 44 time: 4m 5.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.1124, Train Acc: 95.48%, Train AUC: 0.9924, Train F1: 0.9548\n", "Val Loss: 0.0933, Val Acc: 96.90%, Val AUC: 0.9941, Val F1: 0.9691\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 45 time: 4m 52.17s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.1141, Train Acc: 95.35%, Train AUC: 0.9921, Train F1: 0.9536\n", "Val Loss: 0.0939, Val Acc: 96.90%, Val AUC: 0.9938, Val F1: 0.9689\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 46 time: 4m 53.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.1118, Train Acc: 95.44%, Train AUC: 0.9924, Train F1: 0.9545\n", "Val Loss: 0.0984, Val Acc: 96.80%, Val AUC: 0.9941, Val F1: 0.9684\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 47 time: 4m 17.01s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.1101, Train Acc: 95.59%, Train AUC: 0.9927, Train F1: 0.9560\n", "Val Loss: 0.0936, Val Acc: 97.10%, Val AUC: 0.9942, Val F1: 0.9712\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 48 time: 4m 28.21s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.1118, Train Acc: 95.44%, Train AUC: 0.9924, Train F1: 0.9544\n", "Val Loss: 0.0936, Val Acc: 97.00%, Val AUC: 0.9941, Val F1: 0.9701\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 49 time: 4m 48.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.1111, Train Acc: 95.52%, Train AUC: 0.9925, Train F1: 0.9552\n", "Val Loss: 0.0928, Val Acc: 96.90%, Val AUC: 0.9942, Val F1: 0.9691\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 50 time: 4m 34.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.1114, Train Acc: 95.56%, Train AUC: 0.9925, Train F1: 0.9557\n", "Val Loss: 0.0934, Val Acc: 97.00%, Val AUC: 0.9942, Val F1: 0.9701\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 51 time: 4m 48.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.1112, Train Acc: 95.51%, Train AUC: 0.9925, Train F1: 0.9552\n", "Val Loss: 0.0939, Val Acc: 96.90%, Val AUC: 0.9942, Val F1: 0.9692\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 52 time: 4m 47.89s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.1110, Train Acc: 95.56%, Train AUC: 0.9926, Train F1: 0.9557\n", "Val Loss: 0.0932, Val Acc: 97.00%, Val AUC: 0.9942, Val F1: 0.9701\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 53 time: 4m 30.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.1090, Train Acc: 95.61%, Train AUC: 0.9928, Train F1: 0.9561\n", "Val Loss: 0.0937, Val Acc: 96.90%, Val AUC: 0.9943, Val F1: 0.9692\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 54 time: 4m 23.93s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.1109, Train Acc: 95.48%, Train AUC: 0.9926, Train F1: 0.9549\n", "Val Loss: 0.0937, Val Acc: 96.90%, Val AUC: 0.9942, Val F1: 0.9692\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 55 time: 4m 38.67s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [56/100]\n", "Train Loss: 0.1098, Train Acc: 95.55%, Train AUC: 0.9927, Train F1: 0.9556\n", "Val Loss: 0.0939, Val Acc: 96.80%, Val AUC: 0.9942, Val F1: 0.9682\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 56 time: 4m 36.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [57/100]\n", "Train Loss: 0.1100, Train Acc: 95.58%, Train AUC: 0.9927, Train F1: 0.9558\n", "Val Loss: 0.0919, Val Acc: 97.00%, Val AUC: 0.9943, Val F1: 0.9701\n", "Best model saved at epoch 57 with Val Loss: 0.0919\n", "Epoch 57 time: 4m 26.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [58/100]\n", "Train Loss: 0.1092, Train Acc: 95.64%, Train AUC: 0.9928, Train F1: 0.9565\n", "Val Loss: 0.0924, Val Acc: 97.00%, Val AUC: 0.9942, Val F1: 0.9700\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 58 time: 4m 31.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [59/100]\n", "Train Loss: 0.1112, Train Acc: 95.47%, Train AUC: 0.9925, Train F1: 0.9548\n", "Val Loss: 0.0920, Val Acc: 97.00%, Val AUC: 0.9942, Val F1: 0.9700\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 59 time: 4m 56.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [60/100]\n", "Train Loss: 0.1097, Train Acc: 95.55%, Train AUC: 0.9927, Train F1: 0.9555\n", "Val Loss: 0.0931, Val Acc: 96.90%, Val AUC: 0.9943, Val F1: 0.9692\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 60 time: 4m 44.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [61/100]\n", "Train Loss: 0.1109, Train Acc: 95.54%, Train AUC: 0.9926, Train F1: 0.9555\n", "Val Loss: 0.0932, Val Acc: 97.10%, Val AUC: 0.9942, Val F1: 0.9711\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 61 time: 4m 22.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [62/100]\n", "Train Loss: 0.1107, Train Acc: 95.53%, Train AUC: 0.9926, Train F1: 0.9553\n", "Val Loss: 0.0943, Val Acc: 96.80%, Val AUC: 0.9942, Val F1: 0.9682\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 62 time: 4m 17.18s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [63/100]\n", "Train Loss: 0.1099, Train Acc: 95.61%, Train AUC: 0.9927, Train F1: 0.9561\n", "Val Loss: 0.0935, Val Acc: 96.90%, Val AUC: 0.9942, Val F1: 0.9692\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 63 time: 4m 31.17s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [64/100]\n", "Train Loss: 0.1115, Train Acc: 95.44%, Train AUC: 0.9925, Train F1: 0.9545\n", "Val Loss: 0.0920, Val Acc: 96.90%, Val AUC: 0.9942, Val F1: 0.9690\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 64 time: 4m 30.23s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [65/100]\n", "Train Loss: 0.1079, Train Acc: 95.65%, Train AUC: 0.9929, Train F1: 0.9566\n", "Val Loss: 0.0918, Val Acc: 97.00%, Val AUC: 0.9942, Val F1: 0.9700\n", "Best model saved at epoch 65 with Val Loss: 0.0918\n", "Epoch 65 time: 4m 39.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [66/100]\n", "Train Loss: 0.1086, Train Acc: 95.57%, Train AUC: 0.9929, Train F1: 0.9557\n", "Val Loss: 0.0928, Val Acc: 97.10%, Val AUC: 0.9942, Val F1: 0.9711\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 66 time: 4m 20.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [67/100]\n", "Train Loss: 0.1100, Train Acc: 95.57%, Train AUC: 0.9927, Train F1: 0.9558\n", "Val Loss: 0.0925, Val Acc: 97.20%, Val AUC: 0.9943, Val F1: 0.9721\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 67 time: 4m 37.72s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [68/100]\n", "Train Loss: 0.1118, Train Acc: 95.46%, Train AUC: 0.9924, Train F1: 0.9547\n", "Val Loss: 0.0928, Val Acc: 97.00%, Val AUC: 0.9943, Val F1: 0.9701\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 68 time: 4m 18.76s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [69/100]\n", "Train Loss: 0.1110, Train Acc: 95.49%, Train AUC: 0.9925, Train F1: 0.9549\n", "Val Loss: 0.0925, Val Acc: 97.20%, Val AUC: 0.9943, Val F1: 0.9721\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 69 time: 4m 17.30s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [70/100]\n", "Train Loss: 0.1097, Train Acc: 95.50%, Train AUC: 0.9927, Train F1: 0.9551\n", "Val Loss: 0.0923, Val Acc: 97.10%, Val AUC: 0.9942, Val F1: 0.9711\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 70 time: 4m 20.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [71/100]\n", "Train Loss: 0.1130, Train Acc: 95.37%, Train AUC: 0.9923, Train F1: 0.9538\n", "Val Loss: 0.0931, Val Acc: 96.80%, Val AUC: 0.9943, Val F1: 0.9682\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 71 time: 4m 32.05s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [72/100]\n", "Train Loss: 0.1095, Train Acc: 95.64%, Train AUC: 0.9928, Train F1: 0.9564\n", "Val Loss: 0.0922, Val Acc: 97.00%, Val AUC: 0.9943, Val F1: 0.9701\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 72 time: 4m 22.39s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [73/100]\n", "Train Loss: 0.1098, Train Acc: 95.48%, Train AUC: 0.9927, Train F1: 0.9548\n", "Val Loss: 0.0916, Val Acc: 97.00%, Val AUC: 0.9943, Val F1: 0.9700\n", "Best model saved at epoch 73 with Val Loss: 0.0916\n", "Epoch 73 time: 4m 16.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [74/100]\n", "Train Loss: 0.1097, Train Acc: 95.57%, Train AUC: 0.9927, Train F1: 0.9558\n", "Val Loss: 0.0915, Val Acc: 96.90%, Val AUC: 0.9942, Val F1: 0.9690\n", "Best model saved at epoch 74 with Val Loss: 0.0915\n", "Epoch 74 time: 4m 40.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [75/100]\n", "Train Loss: 0.1097, Train Acc: 95.50%, Train AUC: 0.9927, Train F1: 0.9551\n", "Val Loss: 0.0921, Val Acc: 97.10%, Val AUC: 0.9943, Val F1: 0.9711\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 75 time: 4m 26.05s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [76/100]\n", "Train Loss: 0.1090, Train Acc: 95.61%, Train AUC: 0.9928, Train F1: 0.9561\n", "Val Loss: 0.0922, Val Acc: 96.90%, Val AUC: 0.9943, Val F1: 0.9691\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 76 time: 4m 27.04s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [77/100]\n", "Train Loss: 0.1085, Train Acc: 95.59%, Train AUC: 0.9929, Train F1: 0.9560\n", "Val Loss: 0.0918, Val Acc: 96.90%, Val AUC: 0.9943, Val F1: 0.9690\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 77 time: 4m 13.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [78/100]\n", "Train Loss: 0.1116, Train Acc: 95.49%, Train AUC: 0.9925, Train F1: 0.9550\n", "Val Loss: 0.0926, Val Acc: 97.00%, Val AUC: 0.9941, Val F1: 0.9701\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 78 time: 4m 33.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [79/100]\n", "Train Loss: 0.1096, Train Acc: 95.61%, Train AUC: 0.9927, Train F1: 0.9562\n", "Val Loss: 0.0922, Val Acc: 96.70%, Val AUC: 0.9942, Val F1: 0.9670\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 79 time: 4m 10.53s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [80/100]\n", "Train Loss: 0.1093, Train Acc: 95.67%, Train AUC: 0.9928, Train F1: 0.9567\n", "Val Loss: 0.0927, Val Acc: 97.00%, Val AUC: 0.9941, Val F1: 0.9701\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 80 time: 4m 32.61s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [81/100]\n", "Train Loss: 0.1093, Train Acc: 95.58%, Train AUC: 0.9928, Train F1: 0.9558\n", "Val Loss: 0.0938, Val Acc: 96.80%, Val AUC: 0.9941, Val F1: 0.9682\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 81 time: 5m 1.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [82/100]\n", "Train Loss: 0.1127, Train Acc: 95.49%, Train AUC: 0.9923, Train F1: 0.9550\n", "Val Loss: 0.0952, Val Acc: 96.80%, Val AUC: 0.9940, Val F1: 0.9682\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 82 time: 4m 32.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [83/100]\n", "Train Loss: 0.1086, Train Acc: 95.65%, Train AUC: 0.9929, Train F1: 0.9565\n", "Val Loss: 0.0941, Val Acc: 96.80%, Val AUC: 0.9941, Val F1: 0.9682\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 83 time: 4m 38.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [84/100]\n", "Train Loss: 0.1119, Train Acc: 95.53%, Train AUC: 0.9924, Train F1: 0.9553\n", "Val Loss: 0.0943, Val Acc: 96.60%, Val AUC: 0.9941, Val F1: 0.9663\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 84 time: 4m 24.50s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [85/100]\n", "Train Loss: 0.1095, Train Acc: 95.62%, Train AUC: 0.9927, Train F1: 0.9562\n", "Val Loss: 0.0919, Val Acc: 96.60%, Val AUC: 0.9942, Val F1: 0.9660\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 85 time: 4m 22.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [86/100]\n", "Train Loss: 0.1102, Train Acc: 95.56%, Train AUC: 0.9927, Train F1: 0.9557\n", "Val Loss: 0.0927, Val Acc: 96.80%, Val AUC: 0.9942, Val F1: 0.9682\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 86 time: 4m 29.61s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [87/100]\n", "Train Loss: 0.1082, Train Acc: 95.62%, Train AUC: 0.9929, Train F1: 0.9563\n", "Val Loss: 0.0924, Val Acc: 96.90%, Val AUC: 0.9942, Val F1: 0.9691\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 87 time: 4m 15.64s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [88/100]\n", "Train Loss: 0.1098, Train Acc: 95.54%, Train AUC: 0.9927, Train F1: 0.9554\n", "Val Loss: 0.0926, Val Acc: 96.80%, Val AUC: 0.9942, Val F1: 0.9681\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 88 time: 4m 26.57s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [89/100]\n", "Train Loss: 0.1089, Train Acc: 95.59%, Train AUC: 0.9928, Train F1: 0.9559\n", "Val Loss: 0.0933, Val Acc: 96.80%, Val AUC: 0.9943, Val F1: 0.9682\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 89 time: 4m 35.45s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [90/100]\n", "Train Loss: 0.1095, Train Acc: 95.62%, Train AUC: 0.9927, Train F1: 0.9562\n", "Val Loss: 0.0920, Val Acc: 96.90%, Val AUC: 0.9943, Val F1: 0.9692\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 90 time: 4m 18.81s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [91/100]\n", "Train Loss: 0.1091, Train Acc: 95.62%, Train AUC: 0.9928, Train F1: 0.9563\n", "Val Loss: 0.0926, Val Acc: 96.90%, Val AUC: 0.9943, Val F1: 0.9692\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 91 time: 4m 6.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [92/100]\n", "Train Loss: 0.1083, Train Acc: 95.64%, Train AUC: 0.9929, Train F1: 0.9564\n", "Val Loss: 0.0917, Val Acc: 97.00%, Val AUC: 0.9943, Val F1: 0.9701\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 92 time: 4m 16.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [93/100]\n", "Train Loss: 0.1112, Train Acc: 95.52%, Train AUC: 0.9925, Train F1: 0.9552\n", "Val Loss: 0.0944, Val Acc: 96.80%, Val AUC: 0.9943, Val F1: 0.9683\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 93 time: 4m 15.47s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [94/100]\n", "Train Loss: 0.1100, Train Acc: 95.53%, Train AUC: 0.9927, Train F1: 0.9553\n", "Val Loss: 0.0915, Val Acc: 97.10%, Val AUC: 0.9943, Val F1: 0.9710\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for PiT: 7h 1m 55s\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABjYAAASlCAYAAAALTeBgAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3RUVdfH8e+k94QQeif03osgoNJElKYgYgELPiL6KHZFRez1sWHDV2yAiIINpYgiRaQjvZdQAwGSkF5m3j9OZpJAyqRPwu+z1qy5mbnl3EkIuWffvbfFZrPZEBERERERERERERERKQfcynoAIiIiIiIiIiIiIiIizlJgQ0REREREREREREREyg0FNkREREREREREREREpNxQYENERERERERERERERMoNBTZERERERERERERERKTcUGBDRERERERERERERETKDQU2RERERERERERERESk3FBgQ0REREREREREREREyg0FNkREREREREREREREpNxQYENERIrN2LFjqV+/flkPQ0REREREyoiuCUREpDQosCEiIvn6/PPPsVgsjoePjw9NmjRh4sSJREZG5rjN2LFjs22T22Ps2LFOj2Ps2LEEBAQU01mJiIiIiIizXOWaIKuRI0disVh47LHHinBmIiJSHnmU9QBERKT8mDp1Kg0aNCApKYmVK1fy4Ycf8uuvv7Jt2zb8/PyYPn06VqsVgLvvvpu+ffs6tj148CDPPPMM48eP5/LLL3e8Hh4eXurnISIiIiIiheMq1wSxsbH8/PPP1K9fn9mzZ/PKK69gsViKfoIiIlIuKLAhIiJOu/rqq+nUqRMAd955J5UrV+att97ixx9/ZPTo0Xh6ejrW7d69O927d3d8vX79ep555hm6d+/OzTffXOpjFxERERGRonOVa4Lvv/+e9PR0PvvsM6688kqWL19O7969i7TPkmCz2UhKSsLX17eshyIiUqGoFJWIiBTalVdeCZg7r6Bw9XQTEhLYtWsXUVFRxTauuXPn0rFjR3x9fQkLC+Pmm2/m2LFj2dY5efIk48aNo3bt2nh7e1OjRg2GDBnCoUOHHOusX7+eAQMGEBYWhq+vLw0aNOD2228vtnGKiIiIiJR3ZXVNMHPmTPr168cVV1xB8+bNmTlzZo7r7dq1i5EjR1KlShV8fX1p2rQpTz31VLZ1jh07xh133EHNmjXx9vamQYMG3HPPPaSkpAAwZcqUHLNB7OW5sl5D1K9fn8GDB7No0SI6deqEr68vH3/8MQAzZszgyiuvpGrVqnh7e9OiRQs+/PDDHMf922+/0bt3bwIDAwkKCqJz587MmjULgGeffRZPT09Onz590Xbjx48nJCSEpKSk/D9EEZFyTIENEREptP379wNQuXLlQu9j7dq1NG/enPfff79YxvT5558zcuRI3N3defnll7nrrruYN28ePXv2JDo62rHeiBEjmD9/PuPGjeODDz7g/vvv5/z580RERABw6tQp+vfvz6FDh3j88cd57733GDNmDP/880+xjFNEREREpCIoi2uC48eP8+effzJ69GgARo8ezXfffecIRNht2bKFrl278scff3DXXXfxzjvvMHToUH7++eds++rSpQvffPMNo0aN4t133+WWW27hr7/+IiEhoVDns3v3bkaPHk2/fv145513aNeuHQAffvgh9erV48knn+TNN9+kTp06TJgwgWnTpmXb/vPPP+eaa67h7NmzPPHEE7zyyiu0a9eOhQsXAnDLLbeQlpbGnDlzsm2XkpLCd999x4gRI/Dx8SnU2EVEyguVohIREafFxMQQFRVFUlISq1atYurUqfj6+jJ48OCyHhoAqampPPbYY7Rq1Yrly5c7/pjv2bMngwcP5n//+x/PPfcc0dHR/P3337z++us8/PDDju2feOIJx/Lff//NuXPnWLx4sSPVHuCFF14ovRMSEREREXExrnBNMHv2bLy9vRkyZAgAN954I8888wy//vorQ4cOdax33333YbPZ2LhxI3Xr1nW8/sorrziWn3jiCU6ePMmaNWuy/d0/depUbDZboca3b98+Fi5cyIABA7K9/tdff2UrSTVx4kQGDhzIW2+9xb333guYz/f++++nS5cuLFu2LFuAwj6eRo0a0b17d77++msmTpzoeH/BggWcO3eOW265pVDjFhEpT5SxISIiTuvbty9VqlShTp063HjjjQQEBDB//nxq1apV6H326dMHm83GlClTijy+9evXc+rUKSZMmJDtAuCaa66hWbNmLFiwAABfX1+8vLxYtmwZ586dy3FfISEhAPzyyy+kpqYWeWwiIiIiIhWBK1wTzJw5k2uuuYbAwEAAGjduTMeOHbOVozp9+jTLly/n9ttvzxbUABxlpaxWKz/88APXXntttqDGhesVVIMGDS4KagDZghr2AFHv3r05cOAAMTExACxZsoTz58/z+OOPX5R1kXU8t956K2vWrHFkzID5XOrUqeOSvUZERIqbAhsiIuK0adOmsWTJEv7880927NjBgQMHcvyDvawcPnwYgKZNm170XrNmzRzve3t78+qrr/Lbb79RrVo1evXqxWuvvcbJkycd6/fu3ZsRI0bw3HPPERYWxpAhQ5gxYwbJycmlczIiIiIiIi6orK8Jdu7cyaZNm+jRowf79u1zPPr06cMvv/xCbGwsAAcOHACgVatWue7r9OnTxMbG5rlOYTRo0CDH11etWkXfvn3x9/cnJCSEKlWq8OSTTwI4Ahv2QEV+Yxo1ahTe3t6OYE5MTAy//PILY8aMKXRARkSkPFFgQ0REnNalSxf69u1Lnz59aN68OW5u5fe/kQceeIA9e/bw8ssv4+Pjw9NPP03z5s3ZtGkTYO6G+u6771i9ejUTJ07k2LFj3H777XTs2JG4uLgyHr2IiIiISNko62uCr7/+GoAHH3yQxo0bOx5vvvkmSUlJfP/998V+zNwCBenp6Tm+njUzw27//v1cddVVREVF8dZbb7FgwQKWLFnCgw8+CJjskYKoVKkSgwcPdgQ2vvvuO5KTk7n55psLtB8RkfKq/M5IiYiIXKBevXqAadZ3od27dzvetwsPD+ehhx5i8eLFbNu2jZSUFN58881s63Tr1o0XX3yR9evXM3PmTLZv384333xTcichIiIiIiI5stlszJo1iyuuuIK5c+de9GjTpo1jor9hw4YAbNu2Ldf9ValShaCgoDzXARNEAIiOjs72uj0j3Bk///wzycnJ/PTTT9x9990MGjSIvn37XhQECQ8Pz3fcdrfeeit79uxh3bp1zJw5k/bt29OyZUunxyQiUp4psCEiImUqISGBXbt2ERUVVeR9derUiapVq/LRRx9lKxn122+/sXPnTq655hrHMZOSkrJtGx4eTmBgoGO7c+fOXdQssF27dgAqRyUiIiIiUoycvSZYtWoVhw4dYty4cVx//fUXPUaNGsWff/7J8ePHqVKlCr169eKzzz4jIiIi237sf+e7ubkxdOhQfv75Z9avX3/R8ezr2YMNy5cvd7wXHx/PF1984fQ5uru7Z9snmPJRM2bMyLZe//79CQwM5OWXX77omuXC65Orr76asLAwXn31Vf766y9la4jIJcWjrAcgIiKXtrVr13LFFVfw7LPPOtUsMDU1lRdeeOGi10NDQ5kwYQKvvvoq48aNo3fv3owePZrIyEjeeecd6tev70jz3rNnD1dddRUjR46kRYsWeHh4MH/+fCIjI7nxxhsB+OKLL/jggw8YNmwY4eHhnD9/nunTpxMUFMSgQYOK9TMQEREREbmUOXtNMHPmTNzd3R03LF3ouuuu46mnnuKbb75h0qRJvPvuu/Ts2ZMOHTowfvx4GjRowKFDh1iwYAGbN28G4KWXXmLx4sX07t2b8ePH07x5c06cOMHcuXNZuXIlISEh9O/fn7p163LHHXfwyCOP4O7uzmeffUaVKlUuCprkpn///nh5eXHttddy9913ExcXx/Tp06latSonTpxwrBcUFMT//vc/7rzzTjp37sxNN91EpUqV+Pfff0lISMgWTPH09OTGG2/k/fffx93dndGjRzs1FhGRikCBDRERKVdSUlJ4+umnL3o9PDycCRMmMHbsWPz8/HjllVd47LHH8Pf3Z9iwYbz66quEhIQAUKdOHUaPHs3SpUv56quv8PDwoFmzZnz77beMGDECMM3D165dyzfffENkZCTBwcF06dKFmTNn5toMUERERERESkZqaipz587lsssuIzQ0NMd1WrVqRYMGDfj666+ZNGkSbdu25Z9//uHpp5/mww8/JCkpiXr16jFy5EjHNrVq1WLNmjU8/fTTzJw5k9jYWGrVqsXVV1+Nn58fYAII8+fPZ8KECTz99NNUr16dBx54gEqVKjFu3Dinxt+0aVO+++47Jk+ezMMPP0z16tW55557qFKlCrfffnu2de+44w6qVq3KK6+8wvPPP4+npyfNmjVz3KiV1a233sr777/PVVddRY0aNZz9OEVEyj2L7cI8NhEREREREREREXF5//77L+3atePLL7/klltuKevhiIiUGvXYEBERERERERERKYemT59OQEAAw4cPL+uhiIiUKpWiEhERERERERERKUd+/vlnduzYwSeffMLEiRPx9/cv6yGJiJQqlaISEREREREREREpR+rXr09kZCQDBgzgq6++IjAwsKyHJCJSqhTYEBERERERERERERGRckM9NkREREREREREREREpNxQj40cWK1Wjh8/TmBgIBaLpayHIyIiIiLikuzJ30FBQfq7OR+6xhARERERyZvNZuP8+fPUrFkTN7e8czIU2MjB8ePHqVOnTlkPQ0RERESkXIiJiSEoKKish+HSdI0hIiIiIuKcI0eOULt27TzXUWAjB/aGS0eOHNEFmoiIiJSO+HioWdMsHz8O/v5lOx4RJ8TGxmqy3km6xhAREZFSpesLKYfs1xf2v53zosBGDuyp4UFBQbroEBERkdLh7p65HBSkCw+RCkbXGCIiIlKqdH0h5ZgzpVvVPFxERERERERERERERMoNZWyIiIiIuAI/Pzh1KnNZRERERESksHR9IRWcAhsiIiIirsBigSpVynoUIiIiIiJSEej6Qio4BTZERERExGnp6emkpqaW9TCklHh6euKetT6ziIiIiIiIC1BgQ0RERMQVJCfDpElm+a23wNu7bMdzAZvNxsmTJ4mOji7roUgpCwkJoXr16k418BMRERERF+Hi1xciRWWx2Wy2sh6Eq4mNjSU4OJiYmBiCgoLKejgiIiJyKYiPh4AAsxwXB/7+ZTueC5w4cYLo6GiqVq2Kn5+fJrkvATabjYSEBE6dOkVISAg1atS4aB393ew8fVYiIiJSqlz8+kIkJwX5m1kZGyIiIiKSp/T0dEdQo3LlymU9HClFvr6+AJw6dYqqVauqLJWIiIiIiLgEt7IegIiIiIi4NntPDT8/vzIeiZQF+/ddvVVERERERMRVKLAhIiIiIk5R+alLk77vIiIiIiLiahTYEBERERERERERERGRckOBDRERERERERERERERKTcU2BARERERcVL9+vV5++23y3oYIiIiIiIilzQFNkRERERcga8vHDxoHr6+ZT2acs9iseT5mDJlSqH2u27dOsaPH1+ksfXp04cHHnigSPsQEREREcmTri+kgvMo6wGIiIiICODmBvXrl/UoKowTJ044lufMmcMzzzzD7t27Ha8FBAQ4lm02G+np6Xh45P+ncZUqVYp3oCIiIiIiJUHXF1LBKWNDRERERArEZrORkJJWJg+bzebUGKtXr+54BAcHY7FYHF/v2rWLwMBAfvvtNzp27Ii3tzcrV65k//79DBkyhGrVqhEQEEDnzp35/fffs+33wlJUFouFTz/9lGHDhuHn50fjxo356aefivT5fv/997Rs2RJvb2/q16/Pm2++me39Dz74gMaNG+Pj40O1atW4/vrrHe999913tG7dGl9fXypXrkzfvn2Jj48v0nhERERERERcjTI2RERERFxBSgo89ZRZfvFF8PIq2/HkITE1nRbPLCqTY++YOgA/r+L5E/bxxx/njTfeoGHDhlSqVIkjR44waNAgXnzxRby9vfnyyy+59tpr2b17N3Xr1s11P8899xyvvfYar7/+Ou+99x5jxozh8OHDhIaGFnhMGzZsYOTIkUyZMoVRo0bx999/M2HCBCpXrszYsWNZv349999/P1999RWXXXYZZ8+eZcWKFYDJUhk9ejSvvfYaw4YN4/z586xYscLpYJCIiIiIVCDl6PpCpDAU2BARERFxBamp8MYbZnnKFF14lIKpU6fSr18/x9ehoaG0bdvW8fXzzz/P/Pnz+emnn5g4cWKu+xk7diyjR48G4KWXXuLdd99l7dq1DBw4sMBjeuutt7jqqqt4+umnAWjSpAk7duzg9ddfZ+zYsURERODv78/gwYMJDAykXr16tG/fHjCBjbS0NIYPH069evUAaN26dYHHICIiIiIVgK4vpIJTYENERERECsTX050dUweU2bGLS6dOnbJ9HRcXx5QpU1iwYIEjSJCYmEhERESe+2nTpo1j2d/fn6CgIE6dOlWoMe3cuZMhQ4Zke61Hjx68/fbbpKen069fP+rVq0fDhg0ZOHAgAwcOdJTBatu2LVdddRWtW7dmwIAB9O/fn+uvv55KlSoVaiwiIiIiIiKuSj02RERERKRALBYLfl4eZfKwWCzFdh7+/v7Zvn744YeZP38+L730EitWrGDz5s20bt2alJSUPPfj6el50edjtVqLbZxZBQYGsnHjRmbPnk2NGjV45plnaNu2LdHR0bi7u7NkyRJ+++03WrRowXvvvUfTpk05ePBgiYxFRERERESkrCiw4YKOnE3gs5UHmb/paFkPRUREROSSsWrVKsaOHcuwYcNo3bo11atX59ChQ6U6hubNm7Nq1aqLxtWkSRPc3U22ioeHB3379uW1115jy5YtHDp0iD/++AMwQZUePXrw3HPPsWnTJry8vJg/f36pnoOIiIhIhXB4NRxcXvDtjm+GPYuhhG50ERFDpahc0N5T55n6yw5a1wpmWPvaZT0cERERkUtC48aNmTdvHtdeey0Wi4Wnn366xDIvTp8+zebNm7O9VqNGDR566CE6d+7M888/z6hRo1i9ejXvv/8+H3zwAQC//PILBw4coFevXlSqVIlff/0Vq9VK06ZNWbNmDUuXLqV///5UrVqVNWvWcPr0aZo3b14i5yAiIiJSIZ07DIuehF2/mK9H/B+0vt65bY+shc8HQ3oy1OkKg96AGm3y305ECkyBDRfkk1E7Oik1vYxHIiIiInLpeOutt7j99tu57LLLCAsL47HHHiM2NrZEjjVr1ixmzZqV7bXnn3+eyZMn8+233/LMM8/w/PPPU6NGDaZOncrYsWMBCAkJYd68eUyZMoWkpCQaN27M7NmzadmyJTt37mT58uW8/fbbxMbGUq9ePd58802uvvrqEjkHERERkQolNRFWvQsr34K0pMzXf5gAIfWgTue8t4+OgG9uMkENgCNr4JPe0Ol2uOIp8AstubGLXIIsNpvNVtaDcDWxsbEEBwcTExNDUFBQqR9/Y8Q5hn/wN3VCfVnx6JWlfnwREREpA/HxEBBgluPi4IL+D2UpKSmJgwcP0qBBA3x8fMp6OFLK8vr+l/XfzeWJPisREREXZbPB7t9g4eMQfdi8Vv9yGPgK/PEC7PkN/KvCXX9ASJ2c95F8Hv6vP5zaAdVbw/UzYNnLsO17875fZbjqWWh/C7iVUmcAF76+EMlNQf5mVo8NF+TjYTI2ElNUi09EROSS4esL27aZh69vWY9GRERExHlnD0JaclmPomjOHYLEc2U9iktD7HGIPVHWozDO7IdZI+Gb0SaoEVjTBCVu+xmqt4IRn0K1VhB/CmbfaAIYF7Kmw3d3mKBGQDUYPQfCGsP1n8Ftv0CV5pBwBn6+Hz69Co5tKJ1zy+/6IiUeoo+UzlikfDh3GP79ptz0h1FgwwX5eJpvS7JKUYmIiFw63NygZUvzKK27uERERESKasMX8G47+OQKSCqZEo4l7uh6eK8T/K81/P0+pKeW9YgqrhP/ms/6g24Qd6rsxpESD0unmnHsXQxuntDzQZi4DloNB4vFrOcdAKO/MRkbkdvg+7tMICOrJc/A3kXg4QOjZ0Nwrcz3GlwO/1kBA14G7yA4vhE+uxpO7y75c8zr+uJ8JEzrBu+0hV0LSn4sUj4sfQ7m3w2/PVrWI3GKrppdkKPHRpoCGyIiIiIiIiLiog4uhwWTzPKp7fD9HRdP+ro6mw0WPgHWVEg5D4ufgg97wIFlZT2yiuf8SZg9GlLjISnalGoqbTYbbJ8P73eGFW9CegqEXwUT/oG+U0wg40IhdeDGWeDubcpS/f5s5nsbPofV75vloR9CrY4Xb+/uCd0nwMT1UK+n6cGx5JmSODvnpCaaDJWYCLClm2DNiS1lNx5xDUfWZZROs0CHW8t6NE5RYMMF+WYENlLTbaRb1QJFRETkkpCSAlOmmEdKSlmPRkRERCRvZ/bDnFvAmgYNrwAPX3Pn++LJZT2ygtk+H46uBU8/GPCS6YUQtRu+HALf3gYxR8t6hBVDSoIJasQeM+WewAQFTu0svTGc2mW+r3PHmnEE14VRM+Hm7yGsUd7b1ukMQz8wy3+/Bxu/zAjsPWRe6/OkyfTIS2A1uPYdcPOAPQtLPniW0/WFzQY/3mvKYflWgrrdTaBp9miTxSGXJpsNFj1pltuNgRptynY8TlJgwwXZMzYAklSOSkRE5NKQmgrPPWceqSp/ICIiIvlISzaTUWUh8ZzpS5AUDbU6mfI7wz4y7/3zAaz/rGzGVVCpSfD7FLPc47/Q/V64bwN0uRssbrDjB3Nn//I3CtdDJDWpcLXq05JLN/MlPdVkUxTmkZ6W//6tVvjhHlOGybcSjP0Fml8LNissfrrkzy8pFhY9BR/1gIN/mcyL3o/DxLXQfHBm2an8tL4eej9mln95EL652QT2Wl0PvZ0s3RPWCDrfaZYXTXb++2yz5f19SE26eJucri/+etXcle/mASO/Mv92KzeC2KMmiyM10bnx5KUwpdxstvLfp8fVFOTz3PFDZoD3yvITnPYo6wHIxbw9MuNNianp+Hvr2yQiIiIiIiIiGY6uhxlXQ4uhMOzj0u3PlZ5qMhnO7IOg2qZEj6cvtBwKUZPhzxdgwcMQ2hAa9im9cRXG2o8zGkbXgMvuM6/5VoJBr0GHW+DXRyBiNfzxPGyeCVe/Bo375b/ftBRY8yH89Rr4h8HAV6DJwPwn0NNTYc3HZvLZJwQGvgTNCjDxXhhnD8KX10F0ROG2D6gO/aZCm5G5j3PZy2bi1M0TRn0NlcOh73OweyHsWwL7lkKjqwp9Crmy2WDrXBM8iTtpXms6yGTmhDYo3D77PAFRe2H7PEiOgdqdYci0gn2Pej8G/86GyK2weZb5WctL8nn4egQcWZP7Ol4B0OsR6DYBPLxyXmfb95nlvwb/z/T/ALjpW5h+pcni+PFeGPF/hfuZ2/8nLHzc9E65fRFUaeLcdjYbfHsL7F8GY76FepcV/NiSKXI7/PqoCVQMmWb+beYlLRmWZJRX6/FfCKpR8mMsJsrYcEFubha8MoIbytgQERERERERkWxW/s/0Btj6Lfz5Yukd12YzTWUP/gWe/nDTHFNex67Xw9B6pKnb/+2tZgLYVcWfgeVvmuUrJ4OXf/b3q7eGcb/B8OkQUA3OHoCZ15uSPWcP5r7f/X/Ah5eZHgopcXDuEMy+0WS4nNmf+3YHl8NHPU2Pj+RY0/9gzs1mQjtqX5FPN0dJMTBrVEZQwwIW94I9sJiAwfzxJtB2cuvFx9gyF5a/ZpavfRvq9zTLlcOhy11meXEBMhecdXIbzBgE8+4yYwxtCDfNNRkKhQ1qgJnwH/oBNL3GZCvdOAs8fQq2D79QE4QA+OMFSI7LfV1rOnx/Z2ZQI8fvhZv5Wfv9WfOzt/+Pi/dzbCP8MMEsd5+YvYdC5XATcHLzMMGPv14t2PlEHzH/3r8aCqd3QeLZgpWk27sEdv5setx8Mybvf1+Su8Ro+O0x+OhyOLzS/B/x470Q8U/e263JIcBbTigVwEX5erqTkmYlKbUQKYsiIiIiIiIiUjFFH4Hdv2Z+veINCGsCbUeV/LHXfJxRZsoC1/8fVG+V/X2LBa57z0zmH11rJs3v/N1M5Lqav14xd9xXbw1tR+e8jsVi7nZuMtBM9q75yHz2+5ZCzweh5wMmWwVMcGDRk2aCFsC/Clz1jAlmrJ5m+o8cWAaX3Q+XT8oMpMQcM8GM7fPN136V4cqnTW+Pv9+F/Uvhg25w2US4/OGcm1sXRnoazB1n+okE1oS7/ij4ndppyaZx9vI3TGbLx71MmaUrnjSZL0fWmolVMOfd/ubs2/d6xGQsnNoBm76CjmOLfl6J0fDnS7Buuil15elnAm7dJ4KHd9H3D+Z7PnpW0fbRZTys+9T8W/n7XfOZ5WTJM6Yfh4cPjP0VaufQnNxqhS3fmHXP7IWvhplSXz2zBBfmjoW0JPOz3G/qxftocDlc8xb8fL/J6ghrDK1G5H0Oacmm38iKNyE1wQRY2t5kxrJ3kcngCL8i732kp2UGQTx8TFBk1ii4cwn4BOe9rRhWq8kA+v1ZiD9tXmt+nQls7FlogkV3/QGV6l28bfwZ8+8Xcg7wujhlbLgoH09lbIiIiIiIiIjIBTbMMBO2DXpBjwfMaz9NhIg8ytQUh71LYNETZrnfVGh6dc7refrAjTMhuA6c3W/u5E5LKdmxFdTpPbDu/8xy/xfBzT3v9X2CYMCL8J9V5nNPTzaBkWldYMeP8Nfr8H4XE9SwuEPXe2DienNXfL/nYMJqCL/STDSueMOsu20erHgL3u9kghoWN+h8l9mu0zi46mmY8A807g/WVJOl835nc0d9cfRWWfSkCZp4+pkshsKUn/HwhssfgnvXmrJoNius/QTe62iCOd/cZD6rpoOg75SLt/cLzexZ8ceLpuRSYVmtsPErc+y1H5uxtBhqxnb5Q8UX1CguHt6mHBfAqnch9vjF62z4wgSOwGSJ5BTUAFOKrt1Npj9M13vMz+DOn+Hj3pnrxJ+Gaq1gxKe5/7x3vM0EgMBkdxxdn/v49yw2Abc/njdBjbqXwd3LYei0zB4izmTibPzCBNd8Q2H8XybIFrXbBN2c6d9yqTu+CT7rDz9OMN/jyo3hlvkw6iu4/jOo3gYSokywKCn24u2dCfC6MIvNVladplxXbGwswcHBxMTEEBQUVCZj6P36nxw+k8D393SnYz0XvLNBREREild8PARk3IEXFwf+rnO3TFJSEgcPHqRBgwb4+BQw1b6c69OnD+3atePtt98u66GUmby+/67wd3N5oc9KSszB5bDwSVPipXansh5NxXZyG8wZY8r35MTNA1oMgSueci5DwZpughRrP4Wud5vJ7PykJsH/WkDCGVM6puk1pjb9rl/ALyz3u3KdEbkd5v8HYo7k/H7yedMouf0tJisjvxr8kdvh//qbEjlegeCeQ9EQi7uZ/L/qGedr+p89aErznM2trJPFlDvq/zxUqp/zKrNuhD2/QZOr4aZvnDuunc1m+kUsegpij2V/r14P04fjwkwW+3a7foGFT1z8GdfpBoNehxptct5uz0JTYib6sHnNOzj3vio120P/F6Bay9zPYd2nsOAhszzyK2hxXe7rFsSBZaa2f9TuzNeqtYbbF+aeaZKWAh90NaW+Ln/YBHRycmwDLH4GTm3P+X1ruinhBRDW1PRJcfUeLzYbfDYQjvxjMh2GfZj53sHlJvPCmmb6evR53Pn9Rm43/WH2roSXM4JFLzSEe/+EkLp5b2tNNwGpPQvB3SvnO/htNkiKNssB1czPW+sbMv8NJ5yFd9uZ35XXvZ97D5GkWHi3vZl4v/p16Doejm82Zc1SE6DL3eb7WB7EnYKlU03m0mX3m9+TRe19FH/GBI52/mzK++UkMRqwmdKAfR4zga2sPVZijpn+KXEnoVE/GP1N5u/i03tMcMqWDrf+BA1753SEUleQv5mVseGifDxM9DQxRaWoRERERArq2muvZeDAgTm+t2LFCiwWC1u2bCnycT7//HNCQkKKvB8RkUL7d45pQLvizbIeScW39mNTNibxXM6P+NNmwvi9jrB+Rt53KkesgU96m8nl0zszJruP5j+GHT+YoEZQbTMp7+YGwz/J/67c/MSdMtue3JL7+VnTIPwqU67GmSBEtZbmjmEPX1M7P6d9JkTByrdMKR5n2HtCHFuf+zgTz8LOn2BaV/jzZUhNzL6PA3+ZoIbFPeeSPPmxWKDlMJi4DnpOMg2xA6rD8E9h7IKcgxr27ZpfazIIej0K7t7gX9U0f799Yc5BDft2Ta+Ge9dAnydNuZ7kmNzPf/8fpsb+b49nTHpeYP8fJvgAJqBUXEENMIGE/6w0E91eAebn9KZv8i6f5eGV+X1Y/f7F/w7iz8BP98H0q0zfgNzOOznWHLP/C2YMrh7UAPO9HfCSWf53tpnUB1O+bM4t5t9cqxGZWS3OqtbS/CwO+SDztetn5B/UAJPNMeJTqNnBZBjl9FknRZtAbveJJsPowsbxfqHmZxzMxHxuPURWvmV+B1RunBnYrdnO/JsA8zt33acFO/fSlp4G/3wE73Uy5dTO7DPlvD69ygTjCsOabjLK3u9ogt8JUbn/3GODVtfDfetN4+8LG8cH1zJl0zx8YN+S7L1PljxjghpNrnaZoEZBqceGi1IpKhERkUuMjw+sXZu5LEVyxx13MGLECI4ePUrt2rWzvTdjxgw6depEmza5TCCIiJQn9nra+343k76qSV4y0lMzeycMnw412l28TnQELHna9Av45QFTYmXQG9kzaeJOwZJn4d+M+vw+waYXw5l9sPR5GP5x3uNYO908dxqXedetl7+5C3f6lSZI8v0d5uv8yivZpSaZGuwxRyA0HEZ+YSbdL+TmbhowO5tZAdBkADy0E+JO5/z+7gXw+xTzmVRuDM0G5b6vC3tC3DjTTGRfKPEc/PmCueP9r1fMZz3wFVMOyWY1/SwAOt0OVZo4fy4X8vKHvs9Cj/tNOSdnSx15+cGVT0H3e81ko7ONpz19M+7Ivtv8HOUkNd6Ut9r5E6z5ELZ9Z8odtR1tgmCn98C3Y81kZtvRJjBT3Dy8TAPizneaO/u9/PLfptlgU8oo4m9z1/vwT8zk7vrPTHNte3ZA29Hmc8vp5xNMOS3vwGI7lVJRu6OZmN72nZl0HvWVaTSfFG2akw+ZVrB/c3YWC3QaDavDTW+NRj2c39Y7EO5carKiciv04x+Wd2Zal7tMn5PceoicOwyrMwIv/Z8Hd8/M91pcZ4JuS6eaIFxoQ1PKzdUcWmnGZ88iqtHWBAlWT4PjG00wrsMtcNUU8K/s3D6PrDUB75MZN2BVa2XK2QXnEpTyDsy/jFytjjDsI9NnZc2H5vde5UZFC/C6CAU2XJSPp/kDJClNgQ0REZFLgrs7dO5c1qNwjs1m0sPLgqefUxd3gwcPpkqVKnz++edMnpx5Z1JcXBxz587l9ddf58yZM0ycOJHly5dz7tw5wsPDefLJJxk9uvjqy0ZERHDfffexdOlS3NzcGDhwIO+99x7VqlUD4N9//+WBBx5g/fr1WCwWGjduzMcff0ynTp04fPgwEydOZOXKlaSkpFC/fn1ef/11Bg3KY9JHRC498RkTnOkpsOtXaFf+amSXCwf/MhPm/lWg5fCcyypVaWLuel33qWlefHyTuWu3/c1wxWTTR2HZy5nlctrfAlc9awIK068wDXe7/ceUEsrJsY0mU8HdCzrclv09+125MwaZJtWLJ8PAl/M/L5vN9Oc4uhZ8QuCmbyGsUYE+mnz5VjKPnIQ1NgGh9Z+Z8lJ5ZS5c2BOiZrvcj3nrT5nloqIjTGmdRv2gdmc4udWUcipIaZ+85HZu+W4XUvjt8tp21FeZWRln9pra+xs+NxPLvzxosj3qdINr3ynchLmz7E3VnWGxmB4m06+ALXOgTldzp/rJreb96q1NkLBut5IZa1nr+6wJnB5aYSbDz+432S43zirY53ghd3fo1r1w27q5mX+fheXhbSbMv73V9BDpcJv5PWW3dKrpv1L/ctPQ/EI9J0HUXpPJ8u1YuPP3ogUii1PsCfM7dtt35mvfSiYQ0+E2EwDudLtp5P3vbNj4Jez4yTTm7nR77gHnnILeV2Rsk9P/NwXVcpj5PP98ERY8nPm96HyH63yuhaDAhotyBDZSVYpKREREXExqArxUs2yO/eTxnGv9XsDDw4Nbb72Vzz//nKeeegpLxoX73LlzSU9PZ/To0cTFxdGxY0cee+wxgoKCWLBgAbfccgvh4eF06dKlyEO1Wq0MGTKEgIAA/vrrL9LS0rj33nsZNWoUy5YtA2DMmDG0b9+eDz/8EHd3dzZv3oynp7lj7d577yUlJYXly5fj7+/Pjh07CAjI4c5UEbm0Zb0Tfvt8BTZKyvb55rn5dXlPMrl7Qrd7TPmY36fA5pmw6WvYNBPIuPO5ZvvsmRwBVaDNKDOhu2gyjP0l5wlne0mWlsPMNhfKelfuPx+YibHLH8p+J/SFlr8BW+easjIjvyz+oEZ+LBbTk+LMfhM8mj3a9AkJrJZ9vXWfmrI0YMrU5BXUsO+35TDTeHvFm/D3e6YMy74l5v1eD5k7ziuq8Cvhnr/N3dl/vWYCV18NNe+F1DPZLq7WTLtWh8x/BwsyMkl8guHKp/OeEK4IQupC9wmmQfzZ/aZfwk1zLv53UN40vw7qdjd9J/54IbOHyNH1GUGBjIBWTr/vLBYTfDt3yGz/+TWFC7SE1IV+z+f8O7MwtnxrAoQpcYDFZM9d+XT27JXAauZ3ccex8OvDJkD368Pm93JgLtkVJ7deHPQurjHb9XoEovaY3/nRESbA27uYArxlRIENF6VSVCIiIpeYlBR45x2z/N//gpdX3utLvm6//XZef/11/vrrL/r06QOYMlQjRowgODiY4OBgHn74Ycf69913H4sWLeLbb78tlsDG0qVL2bp1KwcPHqROnToAfPnll7Rs2ZJ169bRuXNnIiIieOSRR2jWrBkAjRtnXrBFREQwYsQIWrduDUDDhg2LPCYRqWBstsxSVGDu0k48V/g7yCVnaSmw8xez3HKYc9sEVIWhH5g7eH992JQV8Q01d2a3v+XiSdqrnoEdP5oeArsWQPPB2d+PPwNbM+4O7nxX7sdtOQyi9plSTMtehm3z4OpXIfyKi9fdPt+sBybQUlY11t09TfmrT/uaklzfjDb9Aex3qhelJ4SXv9mm3RjTfHvfElPWpsvdxX8ersbDy9Tcb32DqaW/da5p4n7THNcN6lz1jPn5T4nPbCrvqmMtbj0nweZZ5s79EZ/m3qulIMr6+sJigf4vwqdXmuyFrnebck2LMspStbvJfJ0bD28Y9bUpsxd9ODNDsSAOrzKN6W/9yfmyb7nZ/yfM/48p5Va7s/m9mVeQtW43GP9XRkm15804zh7Iff0Lg97FzWIxzdzPHTbBzt6POl8iy0UpsOGiMjM2FNgQERG5JKSmwqMZF+0TJrh2YMPTz2ROlNWxndSsWTMuu+wyPvvsM/r06cO+fftYsWIFU6eaOrLp6em89NJLfPvttxw7doyUlBSSk5Px83P+GHnZuXMnderUcQQ1AFq0aEFISAg7d+6kc+fOTJo0iTvvvJOvvvqKvn37csMNNxAeHg7A/fffzz333MPixYvp27cvI0aMUF8QEckuOdaU8gAzWXv2gClH1X5M2Y6rojmwzNS7968K9S4r2LZ1u8L4ZWZyrXrr3INOwbVNI94Vb5hJ6Mb9szeB3fSl+V7XaJf/pFevh03N9SXPmn4UXw2FFkPMBGNIxv9JxzaYCTqAbhMyG/eWFd9KpgzW9CvN2H6YYBqPR+0tnp4QlcNhzFwTYAqqVfQJzvIkqKaZKO85ydTjD6mT/zZlJbg23LPK9NeoHF7WoyldPkEmWykpxjT/Lg6ucH1Ru6MJrm2da8o3db4Tjqwxf9NfOTn/7f3DTDP4g3+Zn4uCSEuG3x4xx/v5fpPtVdjya6f3wLe3md9FbUbB0I9Mua78uLmbfiOtRpj/B3I7B59gaNCr5DOTPH3g1h9ND5B6Bei74qIU2HBRPh4KbIiIiIiLslicKgflCu644w7uu+8+pk2bxowZMwgPD6d3b3NH6uuvv84777zD22+/TevWrfH39+eBBx4gJSWl1MY3ZcoUbrrpJhYsWMBvv/3Gs88+yzfffMOwYcO48847GTBgAAsWLGDx4sW8/PLLvPnmm9x3332lNj4RcXH2MlReAWbS988XzV34CmwUL3sZqhZDCjfp5OZuJqzy0/MBU4/97H5Y/3+mpBWYibB1n5nlLuPzn5izWExfj2aDTa+PddNNNsjeJaY0VavhMPsm01C48QDo/0LBz6kkVA43d2d/NRS2zzMT8rsWFF9PCIsl77vDK7pqLcp6BM6pVL+sR1B2gmubR0VzVZYeIif+Na9ddr/5N+4MnyBofm3hjh1QFb4eYUqchTU25ZgKKuGsaehu/1103XvOBTWy8gst/DkUNy8/qN+zrEdRLAr4XZDS4uulHhsiIiIiRTVy5Ejc3NyYNWsWX375Jbfffruj38aqVasYMmQIN998M23btqVhw4bs2bOn2I7dvHlzjhw5wpEjRxyv7dixg+joaFq0yJxcaNKkCQ8++CCLFy9m+PDhzJgxw/FenTp1+M9//sO8efN46KGHmD59erGNT0QqAHsZKv8qmSWSDvxpJmEqioSzsOzVvMt3lKS0ZDO5Ds6XoSos70C48imzvOyVzO/jnkUQE2GyGloNd35/viEw6DW4ewXUvcz0yPrjeXivI8SdhKotzJ38rtS7oMHlMPh/Znn1+3DuoOv2hBAR54TUMZlhYDINA6pDj/tL59jhV8Cg183yHy/A9h8Ktn1aCsy5JeN3UV39LnIxCmy4KG/12BAREREpsoCAAEaNGsUTTzzBiRMnGDt2rOO9xo0bs2TJEv7++2927tzJ3XffTWRkZIGPkZ6ezubNm7M9du7cSd++fWndujVjxoxh48aNrF27lltvvZXevXvTqVMnEhMTmThxIsuWLePw4cOsWrWKdevW0bx5cwAeeOABFi1axMGDB9m4cSN//vmn4z0RESCz3nhAVXMnarXWYE3LnIivCNb9Hyx7Cb64ztSeL237/zR36QZUN/XSS1r7W0zAISnaNPYGWPuJee5wa2bfiYKo3grG/QrDPzXnYbOCXxiM/sbcCe1qOtxqynIBeAe5dk8IEXFOzwdNEB5MCarSzP7ufAd0zciAm/8fOLbRue1sNljwoOl95BVoyuXpd5FLUWDDRdlLUSUqsCEiIiJSJHfccQfnzp1jwIAB1KyZmfI+efJkOnTowIABA+jTpw/Vq1dn6NChBd5/XFwc7du3z/a49tprsVgs/Pjjj1SqVIlevXrRt29fGjZsyJw5cwBwd3fnzJkz3HrrrTRp0oSRI0dy9dVX89xzzwEmYHLvvffSvHlzBg4cSJMmTfjggw+K5TMRkQrCPtFvnyxqOdQ820snVQQnt5jnmCPwzRhITSrd49s/y5ZDSyezwc09szTU2k9gz2KThYMFOt1e+P1aLNDmBrhvvcmIuH0RVKpXLEMuEf2mwoj/gzuWQFUF9UXKPZ8g09th+HRTKq+0DXgRGvWDtESYPRpijuW/zd/vwaavweIGN8zQ7yIXpB4bLiqzebhKUYmIiIgURffu3bHZbBe9Hhoayg8//JDntsuWLcvz/bFjx2bLArlQ3bp1+fHHH3N8z8vLi9mzZ+e67XvvvZfnsUVEiI8yz47AxjBTaujAMlPGyC+0zIZWbE7vyliwwNG18NNEMzFWlF4LzkpNgt2/muWSLkOVVaOroFFf2Pc7zMmYAGwysHh6D3gHFi1AUlrc3KH19WU9ChEpTtVaFl9j9IJyc4frP4P/6w+nd8LsG+H2hblnjuz6FZY8Y5YHvASN+5XeWMVpCmy4KB97Kao0ZWyIiIiIiIhIDrKWogLTfLl6G5PlsPNn6Hhb2Y2tOKQlw5n9Znnoh/DjvbB1LoQ1hd75NIBNjjOfQUpczu97+ppGrj7Bue9j/x+mHnxgTajdpXDnUFj9XzDHT082X3e5q3SPLyJS0fgEwU3fwPQrzf+T395qgsYXSk+BP14EbNBxHHT9T6kPVZyjwIaL8s3I2EhWKSoREZFLg48P/Pln5rKIiEh+sjYPt2s5zEzYbJ9f/gMbZ/aBLd30WWh7I6QlwS8PwJ8vQFijnLMobDbY9j0sngznT+S9/38+Mnfsegfk/H62MlSlXMm7anPocBtsmAGh4dDwitI9voiUf7q+uFil+nDjLPjiWpMVt+/33Ndt0Ns0Hi+NDEEpFAU2XJRKUYmIiFxi3N2hT5+yHoWIiJQncTkFNobC0ufg4HJTqqo8Nzo9tdM8V2lmJpY6jYOoPfDPBzD/HgipB7U6ZK4fuQN+exQOrTBfh9SFGu1y3vfhVRC5FeaNh1FfXxy4SE0smzJUWfWdAp5+ZRNYEZHyT9cXOavbDcbMhQ1fgDUt53VC6kKvR8Dds3THJgWiwIaLspeiUvNwERERERERydGFpagAQhuayfwTm00ppk7jymJkxcPeX6Nqs8zX+r9gMjn2LjYNYO/6w2RcLHsF1nxsMjw8fODyh+Cy+8Ezl7uUj6yFzwfD7gWwdIppVp3VvqWmjFVQbajVqUROL1++ITDwpbI5tohIRdawj3lIuaaQv4vydmRsKLAhIiJySUhNhWnTzCM1taxHIyIi5cGFzcPt7BkG9lJKOUlPg9O7TekmV+XI2Gie+ZqbO4z4P6jaAuJOwldD4b1OJovDlm76Zty7Fno/mntQA6BOFxgyzSyvegc2fZ39/bIsQyUiUhx0fSEVnP53dlE+HgpsiIiIXFJSUmDiRPNISSnr0YiIiKtLTTKNrSGHwMZQ83xoRWa5qqwOr4ZP+sC0LrD+/0pylEWTU8YGmAawo78BvzBTmir+FFRuDDfPM2WlKtVzbv9tboBej5rlnx+AQyvNcmoi7P7NLJdVGSoRkaLS9YVUcApsuChfL/XYEBERERERkVzYy1C5e4FPcPb3KtWHmh3AZoWdP2W+fv6k6SkxY6DpLwFwek+pDLfAUpPg7AGznDVjw65SPbjpW6jXE/o+B/f8DY2uKvhx+jwBLYaCNRXm3GyOuXcJpMZDcB2o1bFIpyEiIiIlQz02XJS9x0ZymjI2RERERERE5ALxWRqHWywXv99yGBzfaEoqdbjV9J9Y9gqknAcsENrATOKnxJXqsJ12Zq8JzPgEQ2D1nNep3RHGLSjacdzcYOiHEH0Yjm+CWaNMU3IwmS85fbYiIiJS5pSx4aLspagSUxTYEBERERERkQvEZQls5MRRjmolfNgDFj9lghq1OsJdS6H7veZ9ezkrV3MqowxVleYlH1zw8jOlrQJrmtJW+5aY11WGSkRExGUpsOGifOzNw9NUikpEREREikf9+vV5++23y3oYIlIc7KWoAqrm/H5IXajVCbBB1G7wqwzXvQd3/G6CG16BZr1kF83YOLXDPF/YX6OkBFaHm74BTz/zdUhdU85LREREXJICGy7KNyOwkW61kZqu4IaIiIhIQY0dOxaLxeJ4VK5cmYEDB7Jly5ZiO8aUKVNo166dU+tlHYv90axZKU3YiUjFE59PxgbA5Q+Bf1XofBfct8GUpHLLmAbwtgc2zpfsOAvrdJaMjdJSoy1c/5lpSn7Z/SpDJSIi4sLUY8NFeXtmxpySUtPxdFcMSkRERKSgBg4cyIwZMwA4efIkkydPZvDgwURERJT6WFq2bMnvv/+e7TUPD/05LiKFlF8pKoBmg8wjJ94B5tlVe2yc2mmeSytjw67p1fDo/tI9poiIiBSYZstdlLeHm+PmkKRUZWyIiIhUeN7e8Msv5uHtXdajcU58fO6PpCTn101MdG7dQvD29qZ69epUr16ddu3a8fjjj3PkyBFOnz7tWOfIkSOMHDmSkJAQQkNDGTJkCIcOHXK8v2zZMrp06YK/vz8hISH06NGDw4cP8/nnn/Pcc8/x77//OjIwPv/881zH4uHh4RiL/REWFuZ4v379+jz//POMHj0af39/atWqxbRp07LtIyIigiFDhhAQEEBQUBAjR44kMjIy2zo///wznTt3xsfHh7CwMIYNy14jPiEhgdtvv53AwEDq1q3LJ598UohPVkTKXH6lqPLjlRHYcMWMjZQEOHfILJdmxoaISEVSHq8vRApAgQ0XZbFY8PYw356kVDUQFxERqfA8POCaa8yjvNzFHxCQ+2PEiOzrVq2a+7pXX5193fr1c16viOLi4vj6669p1KgRlStXBiA1NZUBAwYQGBjIihUrWLVqFQEBAQwcOJCUlBTS0tIYOnQovXv3ZsuWLaxevZrx48djsVgYNWoUDz30EC1btuTEiROcOHGCUaNGFWmMr7/+Om3btmXTpk08/vjj/Pe//2XJEtPE1mq1MmTIEM6ePctff/3FkiVLOHDgQLZjLliwgGHDhjFo0CA2bdrE0qVL6dKlS7ZjvPnmm3Tq1IlNmzYxYcIE7rnnHnbv3l2kcYtIGXCmFFVevIPMsyv22IjaA9jAN7TwgRsRkUtdeby+ECkA/VS7MB9Pd5JSrQpsiIiIiBTSL7/8QkBGUCQ+Pp4aNWrwyy+/4JZRY37OnDlYrVY+/fRTLBnpsjNmzCAkJIRly5bRqVMnYmJiGDx4MOHh4QA0b55593BAQIAjEyM/W7dudYzF7uabb+ajjz5yfN2jRw8ef/xxAJo0acKqVav43//+R79+/Vi6dClbt27l4MGD1KlTB4Avv/ySli1bsm7dOjp37syLL77IjTfeyHPPPefYZ9u2bbMdc9CgQUyYMAGAxx57jP/973/8+eefNG3a1IlPVERchjOlqPLiKEV1Hmw21+onYe+vUbW5a41LREREXIYCGy7M19OdaFJVikpERORSkJoKM2ea5TFjwNOzbMfjjLg87vJ1d8/+9alTua/rdkEScZYyUEV1xRVX8OGHHwJw7tw5PvjgA66++mrWrl1LvXr1+Pfff9m3bx+BgYHZtktKSmL//v3079+fsWPHMmDAAPr160ffvn0ZOXIkNWrUKPBYmjZtyk8//ZTttaCgoGxfd+/e/aKv3377bQB27txJnTp1HEENgBYtWhASEsLOnTvp3Lkzmzdv5q677spzHG3atHEsWywWqlevzqm8vj8i4prspagKHdjI+L1ns0JqAnj5F8+4ioO9v0aVUu6vISJSkZTH6wuRAlBgw4X5eJoJgaQ0ZWyIiIhUeCkpMG6cWb7hhvJx4eFfgEmwklo3313506hRI8fXn376KcHBwUyfPp0XXniBuLg4OnbsyEz7RV8WVaqYycIZM2Zw//33s3DhQubMmcPkyZNZsmQJ3bp1K9BYvLy8so2lJPj6+ua7jucFP1sWiwWrVTfSiJQr6WmQcNYsF7ZUk6cfWNxMYCM5zrUCG1kzNkREpHDK4/WFSAGox4YLs/fYSExRYENERESkOFgsFtzc3EjMaFjeoUMH9u7dS9WqVWnUqFG2R3BwsGO79u3b88QTT/D333/TqlUrZs2aBZhgRXp68f2t9s8//1z0tb30VfPmzTly5AhHjhxxvL9jxw6io6Np0aIFYLIxli5dWmzjEREXlXAGsAEW8KtcuH1YLOCVkbXhag3ElbEhIiIi+VBgw4U5MjbUY0NERESkUJKTkzl58iQnT55k586d3HfffcTFxXHttdcCMGbMGMLCwhgyZAgrVqzg4MGDLFu2jPvvv5+jR49y8OBBnnjiCVavXs3hw4dZvHgxe/fudQQb6tevz8GDB9m8eTNRUVEkJyfnOpa0tDTHWOyPyMjIbOusWrWK1157jT179jBt2jTmzp3Lf//7XwD69u1L69atGTNmDBs3bmTt2rXceuut9O7dm06dOgHw7LPPMnv2bJ599ll27tzJ1q1befXVV0vioxWRsmQvQ+VXGdzc8143L1n7bLiKlHiIPmyWlbEhIiIiuVBgw4X5eJpvT1KaSgOIiIiIFMbChQupUaMGNWrUoGvXrqxbt465c+fSp08fAPz8/Fi+fDl169Zl+PDhNG/enDvuuIOkpCSCgoLw8/Nj165djBgxgiZNmjB+/Hjuvfde7r77bgBGjBjBwIEDueKKK6hSpQqzZ8/OdSzbt293jMX+qFevXrZ1HnroIdavX0/79u154YUXeOuttxgwYABgsk1+/PFHKlWqRK9evejbty8NGzZkzpw5ju379OnD3Llz+emnn2jXrh1XXnkla9euLeZPVUTKXHxG4/DClqGy83bBjI3Tu82zXxj4h5XtWERERMRluUSPjWnTpvH6669z8uRJ2rZty3vvvUeXLl1yXHfevHm89NJL7Nu3j9TUVBo3bsxDDz3ELbfc4ljHZrPx7LPPMn36dKKjo+nRowcffvghjRs3Lq1TKha+ytgQERERKbTPP/+czz//PN/1qlevzhdffJHje0FBQcyfPz/Xbb29vfnuu+/yPcaUKVOYMmVKvusFBQXx7bff5vp+3bp1+fHHH/Pcx/Dhwxk+fHiO7x3KoTH75s2b8x2XiLiYuIzARmEbh9t5ZWRsJMcVbT/FSf01RERExAllnrExZ84cJk2axLPPPsvGjRtp27YtAwYM4NSpUzmuHxoaylNPPcXq1avZsmUL48aNY9y4cSxatMixzmuvvca7777LRx99xJo1a/D392fAgAEkJSWV1mkVC3spqmQFNkRERERERFzHuUOw/A2IPpLvqiXCXoqqqIENeykqV8rYUH8NERERcUKZBzbeeust7rrrLsaNG0eLFi346KOP8PPz47PPPstx/T59+jBs2DCaN29OeHg4//3vf2nTpg0rV64ETLbG22+/zeTJkxkyZAht2rThyy+/5Pjx4/zwww857jM5OZnY2NhsD1dgD2wkKrAhIiIiIiLiOpa/Dn88D+93NsuppXwTXXGXonKlHhuOjA0FNkRERCR3ZRrYSElJYcOGDfTt29fxmpubG3379mX16tX5bm+z2Vi6dCm7d++mV69eABw8eJCTJ09m22dwcDBdu3bNdZ8vv/wywcHBjkedOnWKeGbFw9FjI1U9NkRERCo8b2/49lvz8PYu69FIGTh06BAPPPBAWQ+jQpg2bRr169fHx8eHrl275tlnJDU1lalTpxIeHo6Pjw9t27Zl4cKFF6137Ngxbr75ZipXroyvry+tW7dm/fr1JXka4srOR5rntET44wX4oBvsWZT3NsWp2EpRuWCPjVMZgY0qKkUlIlIkur6QCq5MAxtRUVGkp6dTrVq1bK9Xq1aNkydP5rpdTEwMAQEBeHl5cc011/Dee+/Rr18/AMd2BdnnE088QUxMjONx5EgZpRNfwNtDPTZEREQuGR4ecMMN5uHhEm3QRMqlgpa6nTx5Mh9//DHvvfceO3bs4D//+Q/Dhg1j06ZNjnXOnTtHjx498PT05LfffmPHjh28+eabVKpUqbROS1xN4jnz3P4WCKwB5w7CrJEw60Y4e6Dkj19spajsgQ0X6bGRHAcxEWZZPTZERIpG1xdSwZV5KarCCAwMZPPmzaxbt44XX3yRSZMmsWzZskLvz9vbm6CgoGwPV+DrZQ9sKGNDREREyp7Vqr9JLkXl7fte0FK3X331FU8++SSDBg2iYcOG3HPPPQwaNIg333zTsc6rr75KnTp1mDFjBl26dKFBgwb079+f8PDw0jotAUiKgX1LwWYr65FkBjba3QQT10GP/4KbB+z5DaZ1gz9ehJSEkjt+sZWiyuixkVJMgY20FNj5S+HP/fRu8+xfFfxCi2dMIiIiUiGVabguLCwMd3d3IiMjs70eGRlJ9erVc93Ozc2NRo0aAdCuXTt27tzJyy+/TJ8+fRzbRUZGUqNGjWz7bNeuXfGfRAnysWdspCljQ0REpMJLS4P5883ysGEudVeVl5cXbm5uHD9+nCpVquDl5YXFYinrYUkJs9lspKSkcPr0adzc3PDy8irrIeXLXur2iSeecLyWX6nb5ORkfHx8sr3m6+vr6OEH8NNPPzFgwABuuOEG/vrrL2rVqsWECRO46667ch1LcnIyycnJjq9dpY9fufb9XbB3EYz8ClpcV7ZjsQc2fCuZrId+U6HdzfDbI3BgGSx/Df79Bga+BM0GQ3H/ziyuUlTexVyKatGTsG46NOgFN88Dd8+CbX86o3G4+muIiBSdC19fiBSHMv2J9vLyomPHjixdupShQ4cC5o6wpUuXMnHiRKf3Y7VaHRcNDRo0oHr16ixdutQRyIiNjWXNmjXcc889xX0KJcrRYyNFgQ0REZEKLzkZRo40y3FxLnXh4ebmRoMGDThx4gTHjx8v6+FIKfPz86Nu3bq4ubl+sndepW537dqV4zYDBgzgrbfeolevXoSHh7N06VLmzZtHenrm3+AHDhzgww8/ZNKkSTz55JOsW7eO+++/Hy8vL2677bYc9/vyyy/z3HPPFd/JXeqi9pmgBkDE6rINbFitkBRtln2zlCOr0gRu+QF2/gSLnjIllebcDOFXwtWvQVjj4jm+zZaZsVHkHhsZGRvFEdg4vRvWZ2RGHVwOvz4Mg98uWFDnVEZgQ/01RESKzoWvL0SKQ5n/RE+aNInbbruNTp060aVLF95++23i4+MZN24cALfeeiu1atXi5ZdfBswFQqdOnQgPDyc5OZlff/2Vr776ig8//BAAi8XCAw88wAsvvEDjxo1p0KABTz/9NDVr1nQET8oLH09lbIiIiIhr8PLyom7duqSlpWWb8JWKzd3dHQ8PjwqdofPOO+9w11130axZMywWC+Hh4YwbNy5b6Sqr1UqnTp146aWXAGjfvj3btm3jo48+yjWw8cQTTzBp0iTH17GxsdSpU6dkT6YiW/dp5vLJrWU3DoDkWLBllGjzCcn+nsUCLYZAo36w8i1Y9Q7s/wM+6A7d74Vej2SWfyqspGiwpprlImdsZJRhLo7AxuKnwZYOVVuYAMWGzyGsKXSf4Pw+TmcEIJWxISIiIvko88DGqFGjOH36NM888wwnT56kXbt2LFy40HGXVURERLa7w+Lj45kwYQJHjx7F19eXZs2a8fXXXzNq1CjHOo8++ijx8fGMHz+e6OhoevbsycKFCy9KMXd1jowN9dgQERERF2CxWPD09MTTs4ClRURKSWFK3VapUoUffviBpKQkzpw5Q82aNXn88cdp2LChY50aNWrQokWLbNs1b96c77//PtexeHt74+3tXYSzEYfkONg8M/Prk1tM1kJxBNysVjh/HIJrO7+NvQyVpx945nKN6eUHV06GtqNh4RMm22TV27DlW+j/PLQaUfjx28tQeQfnfnxnFVePjf1/mnN08zClwvYshMVPmUflcGgywLn9nMoIbChjQ0RERPLhEvnkEydO5PDhwyQnJ7NmzRq6du3qeG/ZsmV8/vnnjq9feOEF9u7dS2JiImfPnuXvv//OFtQAc9E9depUTp48SVJSEr///jtNmjQprdMpNo6MjVTdFSkiIiIikp+spW7t7KVuu3fvnue2Pj4+1KpVi7S0NL7//nuGDBnieK9Hjx7s3r072/p79uyhXr16xXsCkrMtc0yWRKUG4OZpmojHHCmeff/5AvyvJexd4vw2Wftr5KdyOIz5FkbPgUr1TRDl+ztgxw+FGa3hKEMVVvh92BVHjw1rOiyebJY73wlhjUx2SodbTWbLd7dD5Pb895MUC7FHzbIyNkRERCQfLhHYkJzZAxuJCmyIiIiIiDhl0qRJTJ8+nS+++IKdO3dyzz33XFTqNmtz8TVr1jBv3jwOHDjAihUrGDhwIFarlUcffdSxzoMPPsg///zDSy+9xL59+5g1axaffPIJ9957b6mf3yXHZsssQ9VlPFTJmPA+ua149m8va3XiX+e3KUhgw67pQJiwBlpn1DrfvdD5bS8Uf8o8B1Qt/D7sHD02ipCxsXkmRG4Dn2Do/Zh5zWKBQW9C/ctNNsisGzMzTXJzOiN4GFC9YJ+tiIiIXJIU2HBhmRkbKkUlIiIiIuKMUaNG8cYbb/DMM8/Qrl07Nm/efFGp2xMnTjjWT0pKYvLkybRo0YJhw4ZRq1YtVq5cSUhIiGOdzp07M3/+fGbPnk2rVq14/vnnefvttxkzZkxpn96l5/AqOLXDlH1qdxNUb2VeL64+G4nR5jnhrPPb2BuHX9hfIz+ePtAmI7BxbEPBts0qrpgah0PRMzaS4+CPF8xyr0fBLzTzPQ8vGPklhDY0jdS/uQlSk3Lf1+mMxuHK1hAREREnlHmPDcmdj4eJOyUrY0NERERExGkTJ05k4sSJOb63bNmybF/37t2bHTt25LvPwYMHM3jw4OIYnhTE2unmuc0o8A2B6q3h39mmz0ZxSIoxzwlnnN/GkbERUvDj1exgns/sNUGVwuwjvgQCGynnC9e35O93IS7SlNnqctfF7/uFwk3fwqdXwdG18NN9MPyTnI+j/hoiIiJSAApsuDBfL/XYEBERuWR4ecGMGZnLIiKXutjjsPNns2yfNK/e2jwXV8aGPfsisQAZG4UpRWXnXxlC6kH0YTi+CcKvKPg+SqIUlc0KqQng5e/8tjHHYNW7Zrnvc+DhnfN6YY1N5sZXw2Hrt2BNhQEvQ1CN7Os5MjYU2BARKRa6vpAKTqWoXJijFFWaSlGJiIhUeJ6eMHaseXh6lvVoRETK3obPwZYO9XpAtZbmtWoZpaiiD2eWkSqKQmVsZBy3sH0ganU0z8c3Fm774ixF5eUPZGRPFLTPxh8vQFoi1OkGLYbkvW7DPjD4f+ZY2+fD+51MUCQtJXMde8aGAhsiIsVD1xdSwSmw4cJ8PDKah6coY0NERERERC4haSmwPuMu0853Zr7uFwrBdcxy5PaiHSM1CdIyej4UpMdGUTI2IDOwcayQgY3iLEVlsWQpR1WAwMbxzfDvLLM84CXnSlh1vA3G/wm1OpljLXkaPuoB+/80waLzx816VZoW5AxERETkEqXAhgvz8TTfnqS0dGw2WxmPRkREREpUWhosWGAeaWllPRoRkbK18ydTcimgOjS/Nvt7xVWOyp6tAWUU2ChkA/HiLEUFWRqIxzq3vs0Giyeb5dY3QO2Ozh+rZnu4YwkMmQZ+YRC1B74aCjOvN+8H1QKfYOf3JyIiudP1hVRwCmy4MO+MUlQ2G6SkqxyViIhIhZacDIMHm0dyclmPRkSkbNmbhncaB+4XlM+wl6OKLGpgIzpzOTkG0lOd266ogY0abcDiDudPmD4iBVWcpaggs8+Gs6Wo9i6GQyvA3Ruueqbgx3Nzg/Y3w30boOt/wOIGR9eZ96o0K/j+REQkZ7q+kApOgQ0X5psR2ABISlVgQ0RERERELgEntsCRf8DNAzqOvfj9ksjYgMyARX6KGtjw8s/sI1HQrI2UeEiNN8vFFdhwZGycd279A3+Z53Y3QUjdwh/XNwSufhXuXgF1LzOv1e9Z+P2JiEi5lJpuZdnuU/y4+ZjK8UuBeJT1ACR3nu4W3CxgtUFyajr4qtGPiIiIiIhUcOsysjVaDIHA6he/bw9snNppsiwuzOhw1oXNxxPOOlfeqaiBDYBaHSBym+mzcWGprbzY+2t4+GQGJIrKOyNjw9keG/bzr1SveI5fvRWM+xXOHYJK9YtnnyJSLBJT0lmyM5IqAd50D69c1sMplNR0K4/M/ZfTccncdXlDejepgsWZvkAuJik1neRUK8F+FWNuMDXdyt/7z7Bgy3EWbY8kJtFkTVYJ9ObePuGM7loXbw/3fPaSu3Srjed/2cHKfVE8PbgFvZsU080A5YDVauNsQgoAYQHeZTyakqXAhguzWCz4eLqTkJJOYqoiliIiIiIiUsElnIUtc81y57tyXiekHngHmZ4QUXugWsvCHStrKSqAhDP5b2OzFVNgoyNs/LLgGRtZy1AV18ScoxSVkz02iuP8L2SxQGiD4tufiBTJ7pPnmbXmMPM2HeN8UhoWC/xvZDuGtq9VpuOy2WxYbeDu5vzvv5d+3ckPm03Zv1X7ztChbggP9mtCz0Zh5SbAkZiSznXvr+Tw2QTeGdWOq1vXKJXjJqelFym4cKE0RzDjBIt2nCQ6IbMEZFiAN94ebhyLTmTKzzv4ePkB7ruyMTd0qo2ne8EKDqWkWXlwzmYWbD0BwNgZa5l4RSMe6NvEqZ+dbcdi2HYshu7hlalX2d+pYyalprNs9ymORScxuE0NqgX5FGjMOTmflMqB0/Eci04kJc1KSrqVtHQbqenWjIeNxJQ0Tsclcyo22fEcFZdMmtX0ar6pa10mX9McP6+KGQKomGdVgdgDGypFJSIiIiIiFd7mmZCWCNVaQ91uOa/j5mb6bET8bcpRFTqwcUEpKmcCG6kJkG7ugixyYAPg+CawWs05OSO+mPtrgAkSgfM9NkoisCHiAk7EJBLi64WvV/FN5BYHm83G4TMJrNwXxcq9Uaw7dJbwqgG8NqIN9cOcm3R1RlJqOgu2nGDW2gg2HM4szRfs60lMYiqTvt2Mp7sb17QpnUn1rGISUvl6zWE+//sQfl7ufHV7V+pW9st3ux83H2PGqkMAXNe2Jou2n2RjRDS3/N9aOtWrxKR+TegeXtnlAxxvL93D3lPmd/S9szbyyog2jOxUp8SOt/VoDE/M38K2Y7EE+XhQLciH6sE+VA30oXqwN9WCfGhSLZCuDUKd/uy2H49h0px/2R2ZWfYwLMCLq1vVYFDrGnRpEEq61cbcDUd4/499nIhJ4sn5W/nwr33cf2VjhrWvhYcTAY7ElHTumbmBZbtP4+XuRp+mVVi8I5L3/tjH+kPneGd0O6oG5hx0OHI2gdcW7ebnfzP7X7WqFcQ1rWtyTesaF/3MpaRZWbH3NL9sOcHi7SeJzyij9erCXYzqVIf/9AmnVohvvmM+n5TKpoho9p+OY//pOA6cjmf/6TgiY4veF2XWmgj+OXCGd29sT6tawUXen6tRYMPF+XiYf7RJytgQEREREZGKbt9S89zh1rwzEqq3zgxstL2xcMe6sBRV4lkntsmY7HPzNL0yCqtKc/DwNVkSZ/ZBlSbObRd/yjw7UzLLWfZSVM722LBnuiiwIRXIF38f4rmft1MtyIcvbu9Ck2rFVOqtkM7Fp7ByXxSr9kWxYm8Ux6ITs71/5uBZBr+3kpeGt+a6tjULvP/ktHSOnE3gwOl4DkbFs/dUHIu3nyQ2KQ0wGRH9mlfjpq51uSy8Mk/O38q364/y32824eFuYUDLHMoEloDj0Yn838qDzF4bQUKW3gujp//DN+O7USc09+DGzhOxPPb9FgAmXtGIhwc05VRsEh/+tZ+ZayJYf/gcN326hi4NQrmhY2083C1YrWC12bDZMp6BBmH+dGtYdmW4th2L4dMVBwHo3rAyqw+c4dHvthCXlMbtPZ3PdEtIScMvn/+2ElPSefv3PUxfcYCMG/6JTUojNinOEVjJ6rLwyjx7bUuaVs/930u61cZHf+3n7d/3kJpuI8TPk8FtTDCja4PK2TIo3N0sjOlajxEdajN7bQTT/tzPkbOJPPLdFj5ctp/7r2rMtW1r5pp1cT4plTu+WM/ag2fx8XTjk1s60atJFX7cfIwn5m1l9YEzXPPuSt69sX220mrRCSm8/8c+vlx9mJR0KxYLtKoZzI4TsWw7Zh6vLtxF61rBDGpdgybVAli8PZKF2086SmgB1ArxJSzQm3+PRPPVP4f5Zl0E13esw4Q+4Rf9rB6LTmTpzkiW7IjknwNnSE235XhOVQO9qRvqh4+nO57uFjzd3fD0cMPTzSx7e7pRJcCHKoHeVA30pmqQN1UCvQkL8GbNgbM8NHczB07HM+yDVTwyoCl39myIWwEynlydAhsuzifjTgEFNkREREREpMKzZyRUbpj3etVbmeeiNBAvTCmqrNkKRbnD190DarQ1TdKPbXA+sOEoRRVW+GNfyN6ro6A9NhTYkAJKt9o4l5DCmbgUouJMuZRz8Sn0aBRG4zIKJKRbbby4YCefrTITxydikrj+w7/59LbOdGkQWuD92Ww29p2KY/WBM6zef4b1h88R4uvJVc2r0a9FVdrVqZTrpOyp80ks2h7Jb1tP8M+BM46JZTA9WDvUrcTljcNoV6cS7y7dy9pDZ7l/9iZW7z/Ds9e2wMcz90yTiDMJfLfhCP8ejeFgVDxHzyVk279drRBfRnepw8hOdaiapZTOy8PbkJpuY/6mY0yctZGPb+nIlc2q5Xq8c/EpzFobwdFzifh4uuHr6Y6Pp3vGsxs+nu4E+ngQ7OtFJX9PKvl5EeLn6Sh7tOtkLJ/8dYCf/j3uKKnTrHogt11Wn+nLD3AgKt4R3Khd6eLgRkxiKv/5egNJqVZ6NanCg/3M79iqQT48e21L/tM7nA+X7WfWmgjWHjzL2oN5B7b7tajGc9e1pKYTd98Xp3SrjSfmbSXdauOa1jV4/6b2vPTrTqavOMjUX3YQk5jKA30b55g1sfvkef734yY+yvi6z+vLuKZ7I27pVo+GVQIuWn/1/jM8MW8Lh84kAHBt25o8OqApyWnpnIxJ5mRsEpEZjxMxSfy15zR/7z/D1e8s5+Zu9ZjUrwkhfl7Z9nkoKp6H5v7ryAAa0LIaLw1rTeV8+j74eLozrkcDbuxcl6/+OcSHy/ZzICqeB+Zs5r0/9vLfvk0Y3LpGtgn6c/Ep3DZjLVuOxhDo7cFn4zrTub75NzykXS1a1gxmwswN7ImMY8yn//BQ/6bc0bMBX60+zHt/7HUE9S5vHMbjVzejZc1gzsQls2h7JAu2Hmf1/jNsPRbD1mPZsz2rBHpzTesaXNu2Bu3rVMJigX8OnOXdpXtZfeAMs9dG8O36IwxvX4sh7Wqx9tBZft8RyY4T2cs/1g31o3mNQMKrBJhH1QAaVvEnyKfwPVV6Ng5j4X978dj3W1i8I5KXft3F8j1RvDmybbGUynIFFpvNlnNI6BIWGxtLcHAwMTExBAUFlelYBr2zgh0nYvni9i6XVKMbERGRS05qKnzyiVkePx48K0ZjQKnYXOnvZlenz8pJbzSFuJMw/i+o2S739Y5vgk/6gG8oPHqgcEGGH++FTV8DFsAG3SfCgBfz3ubgcvjiWghrChPXFvyYWS18Ev6ZBl3Gw6DXndvm10dh7cfQcxL0fbZox7db8RYsfQ7a3QxDp+W9rs0GL1Q15bge2AYhJVcKRSqGnSdiee7n7ew7Fc/Z+OQcJ9ND/b1YcH9PagSX7qRxQkoa//1mM0t2RALw36sas3JfFBsOn8PLw423R7VjkBO9DCLOJLB872lWHzjDmgNniIpLyXXdyv5eXNmsKn1bVOPyxmHEJKaycNtJftt6knWHz5J1hq5Z9UB6NgqjR+MwujYIzVYjPy3dyjtL9/L+n/uw2cy679/UgUZVMyesU9OtLN0Zycw1EazYG3XRWAK8PWgQ5u94dKhXiZ6NwnINvKSlW/nvnM0s2HICLw83Pr3V3A2f1cmYJD5dcYBZF2RYOMvPy51gX09OxCQ5XuvesDL/6RNOr8amJ8bJmCRu/GQ1h84kUCfUlznju2cLOFitNu78cj1/7DpF7Uq+/DyxJ5X8vXI6HCdiEvlk+QH2RJ7HzWLBYrHgZgG3jOd0q40Ve6NIs9rw83Lnof5Nua17PadKIhWH/1t5kOd/2UGgjwdLJ/WmapAPNpuNaX/u443FewAY16M+T1/TwjHJfyImkbcW7+H7jUdxS0tjzJZFBHp78FHTq0hzNz9DlzcO4+Zu9biqWVUSUtN5+dddzF4bAUD1IB9eGNqKvi1yD1yBKdv00q87+W3bSQBC/DyZ1K8JN3Wpi7ubhVlrI3hxwU4SUtIJ8PZgynUtGdGhVqHKfsUlp/HF34f4ZPkBR4ZEk2oB/PeqJlzdqjpRccnc/H9r2BMZR6i/F1/e3iXHsksJKWk8/cN2vt94FDA/b/af02bVA3liUPNc516j4pJZtP0kC7ac4Mi5BC5vXIVr29SkS4PQXP/NrDtkAhw5/ftzs0DHepXo27wafVtUIzyHYFNxsdlszF57hKm/bCcp1UqInyfPXdeSGsG+xCSmZnvEZjyP6FCbno2L8SaKAijI38wKbOTAlS46hn+wio0R0Xx0c0cGtiqdVD8REREREWe40t/Nrk6flRNsNng+DKxp8OAOCM6jSW1qErxUE2zp+a+bmzk3w86fIbgOxByBtjfBsA/z3mbHj/DtrVCnG9yxqODHzGrrd/D9Habfxl1/OLfN3LGwfT4MfAW63VO049utnQ6/PgzNr4NRX+W9bkq8+dwBnjiWWcZKXN7p88lsPx7D9uOx7D8VR6tawdzQqTaBBbgbOCYhFX9vd6cndeeuP8LkH7aRnJa9Z2glP0/CAkyplKPRCRw5m0j7uiHMGd8dL4/SmTA+dT6JO79Yz5ajMXh5uPHmDW25tm1NklLTuW/2JpbsiMRigSnXtuS2y+rnuI/1h87y0V8H+H1nZLbXvT3c6FS/Et0bVqZrw8qcjEni952R/LnrlOOucAAvdzdS0rN/Nu3qhDCodXWublUjzzJLdiv3RvHAnM1ExSXj6+nOC0Nb0aVBKN+si+Db9Uc5fd7U6LdY4PLGVRjYsjrhVfxpUMWfKgHeBZ5kTk23MnHWRhZtj8Tbw40Z4zpzWXgYh8/E89FfB/h+w1HHObWsGUTf5tVITbeSmGp6xyalppOUmk5iajrnk9I4l5BCdEIq0Qkp2YJebha4ulUNxvdqSNs6IReN40RMIjd+8g+HzyRQr7If34zv5giMvf37Ht7+fS/eHm58f89lRe4rsCfyPE/O28r6jKyDVrWCeGlYa9rUvnhcWaVbbZyNz8xOiopL5kxcCqfjkjMyY+rm2RT76LkE+v9vOQkp6bw8vDWju9TN9v4Xfx/i2Z+2A3B9x9o8Nag5Hy8/wIxVBx3/5q5uVZ1HBjSlfmV//tp7mq9XH+aP3accAbSawT6k22yOXg5jutblsaubFShL4O99UUz9ZQe7Tppyhk2rBVIt2Ifle0yGYbeGobxxQ9scM2sK6nxSKjNWHeLTFQcc/5aaVQ8kISWdiLMJVAvyZuadXWlUNe8MsG/XHeHpH83vpupBPkzq34QRHWoXqCl9QWyMOMf7f+xjy9EYOtWrRN8W1biiaZV8M1eK275TcTwwZxPbjsXmu+7ka5pz5+X5ZM+WEAU2isiVLjpumv4Pf+8/wzs3tmNIu0L8sS4iIiIiUkJc6e9mV6fPygmJ5+DV+mZ58inwyOeC/4PucGoHjJ4DTQcW/HifD4ZDK6BBL5OJ0WQg3DQn7202fA4//9e5dfNz9iC82w7cveCJo/mfL8CMa+DwShjxf9D6+qId3+7fb2D+3RB+JdwyP+91Y47C/1qaHiNPny5aOS4pUX/vj+Kf/WfYdjyW7cdjcmxCG+DtwchOdRh7Wf1cGzGfjU/h53+PM2/TMf49Ek2tEF8e7NeEYe1r5ToJmJSazrM/bmfO+iMA9GlahYf7N6VqoDeh/l7ZAiMRZxIY/N4KYpPSGHtZfaZc1zLfc0tJszJnXYRpXlyI3gd7Is8zbsY6jkUnUsnPk+m3dqJT/cyyU+lWG8/8uI2Za8wd7Pf0CefRAU2xWCxYrTZ+3xnJx8sPOMrrWCzQpX4ol4WH0T28Mm3rBDtKKmWVmm5l3aGz/L7jFEt2nuTI2UQsFuhUrxJXt6rBwFbVC1Xq6NT5JB74ZjN/77+4nF5YgDejOtfmxs51nQqUOCMlzcp/vt7AH7tO4evpTp+mVVi0/aQjMNGlfigTrgind5MqTgdOrFabI9BxLiGFakE++X4Wx6MTGfXJao6cTaRBmD/fjO/G9uMx3PHFemw2eOOGtlzfsXZRT9cxvjnrj/DyrzuJTUrDzQK3dq/PHT0bcDoumYgzCUSczXwcOZtAZGxSjhlKdl3qh/L+Te2zlfyys9lsjPt8Hct2n6ZL/VC+Gd8tx74I3284yqPfbyHdasPDzeIo29WlfiiPD2pGh7oXlww8cjaBmWsimLMugnMJJvuhQZg/Lw9vXeheImnpVmavO8Kbi3cTnbFPLw83Hh3QlNt7NCj2ng4xianMWHWQ/1txkPPJJsBRJ9SXWXfm3Xclq32n4th8JJprWtfA1yv3Mm4VTUqalf/9vocfNh3D28ONYF9Pgnw9Cfb1JMTPPAf7etK9YRita5dNs3EFNorIlS46bv98HX/sOsWrI1ozqnPd/DcQERGR8ik9HVasMMuXXw7ul84f2FJ+udLfza5On5UTovbC+53AOwieOJL/+vPGw5Y5cMVk6P1IwY/3UU/To6PjWBOwqN0Z7vw9721Wvg2/PwttR8Owj/JeNz82G7zW0DQtv+sPk7mRn/e7QNRuuPUnaNi7aMe327UAvrnJufM/udV8bv5V4ZG9xXN8yVNCShq+nu4FurN+zroIHvs+e/8Zi8VMXrasGUz9yn78uvUE+0/HO97r17wad/RsQJcGoSSnWflj1ynmbTzKst2nHZOlWTWuGsBD/ZsyoGW1bGM7FBXPPTM3svNELG4WmNSvCRP6NMpzYvP3HZHc+eV6gHxv6oxNSmXC1xtZuS8KiwXu7dOIB/o2djqLZOXeKO75egPnk9NoEObPjLGdqR92cUflC8v9DG9fi64NQ/l4+QEOZHxuXu5uDO9Qizsvb5itBJQzbDYbh84k4O/tTtXAote6T7fa+ODPffzv9z1YbabU0E1d6tK3RbU8swIKKyk1nbu+XJ+txM4VTasw4YpGjr4GpeHouQRu/OQfjp4zwY0zccnEJqVxc7e6vDC0dbEf7/T5ZF5csIMfNh93an2LBSr5eREW4OXIUgr29WT+pmPEJacRFuDN+ze1vyig8PO/x7lv9ia83N349b+X5/nztWj7Se6btYmUdCtNqgXw2MBmXNmsqvl3mcf1RVJqOgu3neRMfApjutbNs0eLs6ITUnjvj30cjIrn8aub0aSEe+fEJKTy2aqDHIyK58lBzakeXDH6RlzqCvI3s5qHuzhfT3vzcGs+a4qIiEi5lpQEV1xhluPiwP/ii2wRkQotPmOCzM/JO0artzaBjZNbCne8pIwGoKEZpRYS8m4eCxRv42yLBWp1gH2/w7GNzgU24k+Z54CqRT++nVfGhFmyE83D1Ti81JyNT+H1Rbv4Zt0RbuhYm9eub+vUdmfiknnp110A9G1ejZ6NKtOqVjDNawTh7505BfRg3yas2BfF/608yPI9p1m8I5LFOyJpUi2AEzFJnM9SMqlVrSCGta9N/xbVWLD1BB8u28/eU3H85+sNtK0TwmMDmnJZozAWbjvJI3P/5XxyGpX9vXh3dHt6NMq/RnvfFtW494pwpv25n8e/30qLGkE5NhM/EZPIuBnr2HXyvKOM0/t/7mP94bO8O7p9ngGCqLhk3lqyh2/WRmC1mTvaP76lY669FywWCxOvbEy1IB8en7eVeZuOMW/TMQACfTy4uVs9xl1WP8e77Z1hsVhokENApbDc3Szcd1VjrmlTA093t2LLzsiNj6c702/txDM/biMt3cbtPRsUueRTYdSu5Mfsu7px4yf/cDDKBJza1w3hmcH5Z/4URpVAb96+sT0jOtbm2R+3c/BMPDWCfKhb2Y+6oeZRJ+O5VojvRRlKduN61OeerzeyO/I8Yz5dw6MDmjK+V0MsFgvRCSk897MpMXXvFY3yDZoNaFmdH+7tQcTZBPq1qJY9kyqP6wsfT3eGti/eyjAhfl48PbhFse4zL8F+no7G8HJpUmDDxXl7ml+AiakFb7okIiIiIiJSbsSbetz459y48yLVWpnnk1vzXi83iRcGNi4u43LxNsU8sV+rY2ZgIz/pqZnHd/Yzcoa9T0by+fzXVWCjxFmtNr5Zd4TXFu1ylHT5dv1RejWpwuA2NfPd/tWFu4hJTKVZ9UA+urlDrpkMbm4WejepQu8mVdgbeZ4Zfx9i3saj7Ik0Aa4awT4MbV+L4e1rZQsy/Kd3OKO71GX68gP838qD/Hskmps+XUPzGkHsPGHqtneqV4n3b+pQoLunJ/VryuYj0azad4b/fL2BHyf2JCBLIGbniVjGzVjHydgkqgR6M2NsZ/afjuOJeVv558BZBr2zkvdGt6d7ePbAaFJqOjNWHWLan/uIyyhZc33H2rw4rFWO5aIudEOnOoQFenP/rE34e3twR88G3NilToF6k5SmhiXYgPhCPp7uTgfcSlKdUBPcuG3GWtKtNj4c07HEe7Vc3rgKSx/qTZrVVqiMmIZVAph/72U8NX8b8zcd4+XfdrEx4hyv39CWl3/dRVRcCo2rBnBPn3Cn9teiZhAtaiobVC49Cmy4OB9HxoYCGyIiIiIiUoElZGRs+Od/hzdgMjYAzh00k/LeBSh5YbVCckbzTHtgIyka0tPAPY/L5JIIbAAc25D/uvaMFos7+BZjqRfvjMmwFAU2iiIxJZ0fNx+jZc3gQtcl//dINM/8uI1/j5qgW7PqgbSoGcS8jcd4+odtdGkQmmdWwvpDZ/l2/VEAXhzWyunyTI2rBfLSsNY80r8pv++MpFYlX7o1qJxr+ahgX08eHtCU2y6rz7Q/9zFzzWFHUOOuyxvw6MBmBZ7sdXez8M6N7Rn87kr2n47nse+38P7o9lgslmzloxpVDWDG2M7UCfWjVa1gWtYM5t6Z9jvf/+Gh/k25p3c4Fgss2HqCV37bxdFziQC0qR3M5Gta0KVBwf79XNG0Kusm98XT3a3EmgtL0dSt7MfSSb1JtxUu0FAYFosFT/fC/zz4eXnw1si2dKxXiak/72DR9ki2Hl3O8ZgkAF4e3rrEAzQi5Z0CGy7Ox0OlqERERERE5BIQX8DAhn8YBNaE88chcjvU7eb8sZJjgIy+AZUaZL6eFJ338Yt7Yr9mB/MctceUxvLJY0LcXobKPwzcinGyyytLxobNlndDcAU2cnQ2PoU7vljHpohoANrWCeHWbvW4pk0Np+rWn4tP4fXFu5m9NgKbzTT1ntSvCbd2r4fVBrtOnGfHiVienLeN6bd2zLHfRlq6lck/bANgVKc6dKxX8OBXJX8vbuhUx+n1qwR6M+W6ltzRswEz10TQtUEoVzQrfJm0sABvpo3pwKiPV7Ngywk61q1EsK8nj32/hTSrjS4NQpl+SyeC/TKzJRpVDeCHe3vw9I/b+G7DUV5ftJt/DpwhMSWd9RnNvasH+fDowKYMbVer0E2Mi6P/gJQsNzcLbpSvwJPFYuHmbvVoVcsE6I5FmyDcmK51szW0F5GcKbDh4nwySlEpY0NERERERCo0R48NJwMbYLI2zh835agKEtiw99fw8AUvPxNQSIox5ajyDGxEm2ffEOePlZeAKhBcF2Ii4PjmvBuCF7RUl7PsmS42K6Qmms8jNxUwsGG12og8n0TEmQQiziZw5GwCUfEpDGxZnV5N8v+sj5xN4LbP1nIgKp4Abw9S0qz8eySah45E88KCHYzsXIebu9Zz9Dyw2WwcPZfI9uMxbDsWy/bjMaw/fM7R02JY+1o8cXWzbL0b3hrVlmvfW8nvOyP5fuMxru9Y+6JxfLH6MLtOnifEz5PHrm5WTJ+Oc+qE+vF4MR2zY71KTL6mOVN+3sELC3Zg71t+bduavHFDmxzLR/l6ufPGDW3p0iCUp3/Y5mho7evpzn96h3NXrwb4eWn6S1xXuzoh/HxfT575cRvnElJK/d+wSHml3+wuzt48PDlNgQ0REREREanACjNxX7017F1U8AbiFwYo/CpnBDbyaSBeEhP7tTqYwMaxDXkHNuJKKLDh5Q9YAJvJ2rgEAhtHzibwym+72HUyliPnEklJu7hCwqw1EQxpV5OnB7cgLMA7x/1sOxbDuM/Xcfp8MrVCfPni9s6E+Hnx7fojzPwngmPRiXz81wE+WX6Ano3CSLfa2H48lpjE1Iv21aRaAFOHtKJbw8oXvdesehAP9mvCawt389zP27ksvDI1Q3wd75+MSeKtxbsBeGxgM0JzaYhdXtx2WX02RETz87/HAdPX49EBTfPNthjZqQ6tawXz3M/bqRfqz4P9mhSoz4dIWQr19+L9mzqU9TBEyhUFNlycPd0xMUWBDRERERERqcAK2mMDMvtsFLSBuD1jwyfEPPuGAgfybyBeIoGNjrDjBzieTwNxeymqgMKX+smRxWKyNpJjISUOqJb7uo7zDyneMZSi6IQUR4aFnYebhVqVfKkb6kedUD/S023M3XCEHzcfZ9nu0zx1TXNu6Fg7WwmolXuj+M/XG4hLTqNZ9UC+uL0L1TKyLCb0acTdvcL5Y9cpvlx9iBV7oxxZBACe7haaVAukVc1gWtYKomXNINrWDsmzJ8b4yxuyeHskm49E89j3W/jy9i6O8bywYAfxKem0qxPCqAKUknJVFouFV4a3pnqQN61qBTOkXS2nt21eI4hvxncvwdGJiIirUGDDxWWWolKPDRERkQrN0xNeey1zWUTkUlPQHhuQGdiI3JF/4++skqLNs72nhV/GXfKJeWRspCVDasZkeHEHNgCO5RfYKKGMDTB9NpJjTcZGXhyZLuUzYyMlzcrdX23gQFQ8tUJ8eXl4axqE+VMj2OeioMLN3erx+LwtbD8ey6PfbWHexqO8NKw1DasE8MOmYzw891/SrDa6N6zMx7d2JMgn+//d7m4W+rWoRr8W1TgYFc/CbSep7O9Fi5pBNKkWWOCmwB7ubrw5si2D3lnBir1RzFwTwc3d6rFi72l+2XICNwu8MLRVoXtIuBp/bw+euqZFWQ9DpHzT9YVUcApsuDjvjIyNJJWiEhERqdi8vOCRR8p6FCIiZacwPTYqNQBPfxNwOLMPqjpZl/yiUlQZTVrzytiwb4MFvPNo8l1QNdqCxQ1ij0HsCQiqkfN6JVWKCkzGxnmcCGyU31JUNpuNx+dtYc3BswR6e/DZ2M40rR6Y6/qtawfz4709mLHqEG8t2cM/B84y8J0V9GtejQVbTwB5933IqkGYP/f0CS/yOYRXCeCxgc2Y+ssOXvp1J90ahvLMj9sBuLV7fVrVKsafSxEp/3R9IRVcwW4RkFJn77Gh5uEiIiIiIlJhWa2ZQYWCTNy7uUH1Vma5IOWoHKWoLsjYyKvHRtYyTG7FeCntHQBVMgIyeZWjKqlSVPYxQEYpqjyU44yN9/7Yx7yNx3B3szBtTIc8gxp2Hu5u3NWrIYsf7EXvJlVISbM6ghp39mzAO6Pa5RvUKG5jL6tP1wahJKSkM2za3xyMiqdKoDeT+jcp1XGIiIiUNQU2XJyPI7ChUlQiIiIVWno6rFtnHum6oUFELjFJ0WDL+N3nd3Hz5Dw5+mwUoIG4oxRVSMYx7RkbzgQ2SmBSv1ZGw9hjG3JfpyRLUXlnTPJX0IyNHzcf460lewCYOqQlvZoU7DOsE+rH5+M6886N7WhbJ4TnrmvJ5MEtyqTsk5ubhTduaIu/lzvnk9MAmHxN84tKYYmI6PpCKjqVonJxmT029AtIRESkQktKgi5dzHJcHPj7l+14RERKk33S3icYPLwKtm1hGohfmLHhmxHYyKvHRokGNjrCpq/z7rNRkqWovDIyNvIKbGTrMRJS/GMopJiEVAJ8PHDPJciw7tBZHplrgl7jezVkTNd6hTqOxWJhSLtaBWpkXVLqhPrxzLUteOz7rVzeOIzr2tYs6yGJiCvS9YVUcApsuDgflaISEREREZGKrjD9NeyyBjZsNrA4cRf9RT027KWo8uqxUcKBDTClqKzWi0tdWa1ln7FRUj1GiuC3rSe4Z+ZGArw9aF83hI71KtGpXijt6oYQ4O3Boah4xn+5npR0KwNaVuPxgU72YCkHRnWuS9s6IdQL9cfizM+8iIhIBaPAhovz8VApKhERERERqeCKMmlftYVpvp0QBedP5t58O6uLemw40zw8I7BhL19VnKq2AA8fM66zByCsUfb3s5bqKsnARl49Nkqqx0gRfPjXfgDiktNYsTeKFXtNgMzNAs1rBBGdkMq5hFTa1A7m7VHty6R0VElqVj2orIcgIiJSZlzjrxHJla9XRimqNGVsiIiIiIhIBZWQkbHhX4iMDU9fqNzYLEduc26bi3psONE83L5NSWRsuHtC9TZm+d/ZJkMjq7iMxuE+IQUv1eUMZ0pRuVh/ja1HY9hyNAYvdzfmjO/G80NaMqRdTWqF+GK1wfbjsRyLTqRWiC+f3tYJX6/SbfItIiIiJUsZGy7O20OlqEREREREpIKLL0JgA6BqM4jaDWf2QeN++a+fa4+Nc2BNB7ccJsFLemK/yQA4uhZWvAH7/4Br3sgsURWfEdgoiWwNyFKKypmMDdcIbMxaexiAq1tXp2vDynRtWJlbutcH4ERMIusPnWNP5HlGdKhN1UCfMhypiIiIlAQFNlxcZo8NKzabTbUzRURERESk4ilKjw2AgOrm2Z7ZkJ+LemxkBDawmaCH4+us25TwxH6PB0z2yZ8vm14b06+CDrfCVc9mluoKqFoyx3aUoiofGRuxSan8uPk4ADd1qXvR+zWCfbm2rW9pD0tERERKkUpRuTgfz8xvUXKa+myIiIiIiEgFVNTG2PYJf2cCGzbbxaWo3D3BO6NfQW59Nkp6Yt/dA7rfC/ethzY3AjbY+AW81wE2fmXWKfGMjfIR2Phx0zESUtJpVDWALg1yCEKJiIhIhaeMDRdnz9gAU44q69ciIiJSgXh6wrPPZi6LiJRnEf/A9vlw5dPgHZD/+vZgQmFLUQVUM89xkfmvm5YE6Slm2V6KCkyWRnJs7n02SmtiP7A6DP8YOo6FXx+ByK1w4E/zXkkFNhw9Nly/FJXNZmPmmggAxnStq6oGIiK50fWFVHAKbLg4T3c3PNwspFltJKUqY0NERKTC8vKCKVPKehQiIsXj9ykQsRpqtoe2N+a/viNjoxQCG/YyVBa3zEwFMA3Ezx0qu4yNC9XrDuOXwYYZ8MfzpkRWaMOSOVY5ytjYGBHNrpPn8fZwY3j72mU6FhERl6brC6ngFNgoB3w83YlLTiNRDcRFRERERKQ8OL3bPJ875Nz6jubhpVCKKmvj8Kx3+zsaiJdxxkZW7h7Q5S5oOQwOr4LGA0rmOPasmhTXz9iYucY0Db+2bU2C/XQHsoiIyKVKgY1ywMfTjbhkU4pKREREKiirFXbuNMvNm4ObWqGJSDkVfyYzOBBzJP/1remZWRKFbh6ekbERf9r8Ps3rd+iF/TXs/Cqb55wyNqzpmQGRspjY9w+DFkNKbv9e9oyN2NzXcYHARnRCCgu2nABMGSoREcmDri+kglNgoxzw9jB9NRTYEBERqcASE6FVK7McFwf+/mU7HhGRwjqzN3M52onARuI5wGaW7cGFgvIPAyxgSzdBlbxKWmXN2MjKLyNjI6fAhn0bAN+Qwo3RlTlKUcWZ5uo59a1wgcDG9xuPkZxmpXmNINrVCSmzcYiIlAu6vpAKTqG6csDH03yb1GNDRERERERcXlSWwIYzGRv2/hq+lUzppcJw98wMiuTXZ8PeY+PCAIUjsJFDKSr7pL5XoDlWRWMvRWVLh9TEnNexZ7qUUWDDNA03ZajUNFxEREQU2CgHfL0yMjbSlLEhIiIiIiIuLmvGRswxUwojL0Xtr2Hn6LORT2DDUYrqgowNXycCG2XcX6LEePoDGYGC3PpslPFnsObgWQ6cjsfPy50h7WqWyRhERETEdSiwUQ742EtRpSiwISIiIiIiLi5qX+ZyenJmRkZu7O8Xtr+GnbMNxB2lqEKyv27P+MipebhjUj/k4vcqAjc38MrI2kg+f/H7Zd1jBJi5JgKAIe1qEehTAbNmREREpEAU2CgHfDyVsSEiIiIiIuVE1owNyL8clSNjo6iBjYwG4oUuRZVH8/CKnrEBWfps5BDYyNpj5MJMl1IQFZfMwm1qGi4iIiKZFNgoB9RjQ0REREREyoX0NDh70CwH1TbP0RF5b5NQXIGNgmZs5NY8/BIsRQWZfTZyKkVVCj1GbDZbru99t+Eoqek22tYOplWt0g+siIiIiOspZGc2KU2OjI1UZWyIiIiIiIgLiz4M1lTw8IW6XWHbUYg5mvc29lJURe6x4WTGhqPHRkj217OWorJaTXkmu4peigryztgowcBOutXGu0v38tnKgwT6eNCkeiBNqwXSpFogTasH0rCKP7MyylCN6Vqv2I8vIiIi5ZMCG+VAZmBDGRsiIiIVlqcnPPxw5rKISHkUtcc8V24EIRklg5wtRVXkHhvOBjZyydiwNw+3WSE5JvskvqN8VQXO2HD02MgjY6OYAztRcck88M1mVu4zPwPnk9M4HpPEst0X92UJ9PFgcNsaxXp8EZEKTdcXUsEpsFEO2EtRJSpjQ0REpOLy8oLXXy/rUYiIFE1URn+NsEYQbC9FVVo9NpwsRZVbjw0PL1NqKeW8KUeVLbBxKZSismdsxF78Xgmc/5oDZ7hv9iZOnU/G19OdqUNa0iDMn92R59lz8rx5jozjbHwKADd1qYufl6YwREScpusLqeD0V0E54ONhMjaSFdgQERERERFXZm8cXrkxBDuZsVFsPTYKmrERcvF7fpUyAhtnoHJ45uuXUmAjrx4bxXD+VquNj5cf4I3Fu0m32mhUNYAPx3SgcTVz/E71Q7OtHxWXzMmYJJpWDyzysUVERKTiUGCjHFCPDRERkUuA1QoRGQ1269bNXttdRKS8iNpnnsMaQ0gds5xvKapi7rGReA7SUkwGRk5y67EBps9GdMTFDcQvhcCGoxRVyfXYiE5I4aFv/2XpLpNVM7x9LV4Y1irPTIywAG/CAryLdFwRkUuSri+kglNgoxzw9VKPDRERkQovMREaNDDLcXHg71+24xERKQxHxkaWUlRJMZAUCz5BF6+fnpY5aV7UHhs+IeDmaZqXx5+G4FoXr2NNzyy1dGGPDcjss5FwJvvrl0Jgw1GKqmQyNvadiuO2z9ZyLDoRLw83pl7XklGd62CxWAq9TxERyYOuL6SCU6iuHPD2UI8NERERERFxcYnRmdkXYY3NRLk9KyK3rA1HAMECfqE5r+MsN7csfTZyKUdlL0MFOQc2/Cqb58RLMGPDu+QyNtKtNiZ9u5lj0YnUr+zH/AmXcWOXugpqiIiISKEpsFEOqBSViIiIiIi4vDMZZagCa2Te/e8oR3U0523s/TX8QsHNvehjsJezyq2BuL0MladfzqWq7IGNrBkbNtslEtjIyKhJKf7AxperD7HlaAyBPh58e3d3WtbMIagkIiIiUgAKbJQDjsBGmkpRiYiIiIiIi4rKUobKzt5APDoi522Kq7+GXX4NxPNqHA6ZWSNZe2wknwdbxk1mFTmw4eixUbylqI5FJ/L6ot0APH51M6oG+RR2hCIiIiIOCmyUAz6e5tukjA0REREREXFZUXvMc1jjzNfyayAeb8/YKGJ/DTtHKapcMjYSo82zb0jO7/vl0GPDPqnv4QOevkUdocv4fUckIz9ezdKdGUEgR4+N4svYsNlsPPvjNhJS0ulUrxKjO9ctwohFREREMql5eDngm5GxkazAhoiIiIiIuCpH4/AsgQ17A/HofAIb/sUV2HA2YyOXUkj25uH2ifysyxUoW+PXrSe4b/Ym0q02Nhw+x5s3tGVocEbGRkpOGRvR5jnjM7DZbE71x1i47SS/7zyFp7uFl4e3xs1NPTVERESkeChjoxywl6JS83AREREREXFZURk9NrJmbAQ72WOj1AIb0eY511JUOfTYqGCBjZ//Pe4IatQJ9SXdauPBbzfz2954s8KFGRtZeowkeQbx/C87aD1lMS//tpO09NzLJcckpvLsT9sBuKd3OI2rBZbI+YiIiMilSRkb5UBmKSr12BAREamwPDxgwoTMZRGR8sSaDmcPmOWsPTbyLUVV3D028ilFlV/GRl6lqCpAYOPHzcd4cM5mrDYY3qEWr41ow9RfdvDl6sO8sewYV3tzcWAjS4+RYZ9tZ2dUGgAf/3WATRHRvH9Te6oGXtw347WFuzh1PpmGYf5MuKLRRe+LiEgJ0/WFVHD6qS4HvD0ymocrY0NERKTi8vaGadPKehQiIoUTHQHpyeDuDSFZ+ijYm4efPwlpKeDhlX07R4+NysUzjvwyNvLtsWHP2DhrMhUslgoT2Phh0zEmfWuCGtd3rM2rI9rg7mbhuetaEuDtwffLTMN0a9J5LFYrFjdzg11q/Fk8gSSbJzuj0qgS6M0t3erxyfIDrD14lmveXcm0mzrQpUGo41jrD51l5hrTMP7FYa0dVQhERKQU6fpCKjiVoioH7H8EKrAhIiIiIiIu6UxGGarK4eCWZRLbP8w03cYGsTmUo3L02CitjI1o85xfjw1bemZ2hyOwEVIcIywT8zYedQQ1RnWqw2sZQQ0Ai8XCowObcWffNgC4kc6LP23GarWxJ/I8D3/5JwDRBDC4TQ0WP9CL+69qzI8Te9CkWgCnzyczevo/fLriADabjZQ0K0/M2wrADR1r0z28mIJWIiIiIlkoY6Mc8PXKCGykqRSViIhIhWWzQVTGBF9YmLlLWESkvIiyNw6/oOSQxWIaiJ/ZZ/pshDbM/n5J9dhIjYfkOPAOyP6+oxRVSM7be/qAp7/ZPvGsCWbYAxu5bePi5q4/wqPfb8Fmg9Fd6vLi0FY5NvG+68rWsNIs//DPLrafSmFDxDk6WyPBC/yCw3j/pg6O9cOrBPDDvT14Yt5Wftx8nBcW7GTD4XPUq+zP3lNxVPb34slBzUvrNEVE5EK6vpAKToGNcsDHwyTWpKRZSbfaHHfWiIiISAWSkABV7Xcax4G/f9mOR0SkIM5kBDayNg63C65jAhvROfTZKO4eG94BmYGJ+FMXBzbspahyy9gAU44qJt6UowptmKV8VfkqRZWQksa0P/fxwbL92Gxwc7e6TL0u56AGAG5u4BUIKecJckti9QHTZ6RHbXeIgqBKVS/axM/Lg7dHtaNTvUpM/WUHv2076XjvmWtbUMnf66JtRESklOj6Qio4laIqB7LWI01OUzkqERERERFxMY6MjRwCG7k1EE9Lycyg8CumjA3IuxyV/Xh5lZXyywhgJJzN2CY6Y5vyEdiw2Wz8sOkYV77xF9P+NEGN27rX4/kheQQ17DICQS9dU5+O9SrxyvDW3NM1ozxXLudvsVi4pXt9vr27OzWDTRPxyxuHcV3bmsV2TiIiIiIXUsZGOZA1sJGUasVPN72IiIiIiIgriconYwMuDmwkmIwALG7FGzQIqArnDubcQNzRYyMk9+0dDcQzxleOmodvORrNcz/vYMNhM+Y6ob48NagFA1pWw+JMCRLvQDh/gm61vPi+x2XmteXO9RhpX7cSv9x/OUt3RjKwVXXnjiciIiJSSApslAPubhY83S2kptvUQFxERERERFxLUizEZZQgurDHBmQGNi4sRWXvr+FX2ZRBKi7OZGzkVYrK3kA8MSNjoxwENk6dT+KNRbuZu+EoNhv4eblz7xWNuKNng2w3yuXLK6N0V3Jc5msFOP9Qfy9u6FSnACMXERERKRwFNsoJH093UtPTFNgQERERERHXcmafefavkvNd/bmVoiru/hp29gbiF2Zs2GxZ+mWE5L59OcnYsNlsbD0Ww7yNx/huw1HiktMAGN6+Fo8ObEb1jLJQBeIdaJ6Tz2e+Vk57jIiIiEjFpsBGOeHj6c75pDQSFdgQERERERFXYg9s5NRfAyC4tnmOOQpWa2Z2RnxG4MAeSCguuQU2UhPBmmqW82wenpGxkeCaGRvHohP5YdMx5m08yv7T8Y7X29YO5plrW9KxXhHGaQ9spGQNbLjW+YuIiIiAAhvlho+n+eM/KdVaxiMRERERERHJwtFfI4cyVABBtUwfjfQUk6URmBF4KLGMjVxKUdn7a1jcM0su5SRrxkZqIqQlma9LYWL/ZEwS55NSSUm3kpZuIzXd6lg+Hp3ID5uP8c+Bs471vT3c6N+yOsPb16J3kyr5NwfPT44ZGwpsiIiIiOtRYKOc8PEwdVGTlbEhIiJSMXl4wG23ZS6LiJQXZ+yBjSY5v+/uCYE1IPaYKUdlD2zYe2z4hxXveHLL2LCXVPIJhrwaW2fN2LBP6lvcMyf9S8hrC3fxwbL9Tq3brWEow9vXZmDr6gT5eBbfIIrYY0NERFyIri+kgtNPdTnh62UCG0lpCmyIiIhUSN7e8PnnZT0KEZGCi8qnFBWYBuKxxyA6Amp3Mq+VesZGRuPwvPprQPbm4Vkn9fMKhhTRL1uOO4Ialfw88XR3y3hYHMt+Xu5c0awqQ9rVpHYlv5IZiLc9sJElY8Oe6aLAhohI+aLrC6ngFNgoJ+wZG4kpKkUlIiIiIiIuwmrN7LERlldgozYcIXsD8RLvsXHKNAy3ByTsE/R59dfIOp6EM6WSrbDvVByPfbcFgHv6hPPYwGYldqx8qceGiIiIlBNuZT0AcY63o8eGMjZEREQqJJsN4uPNw2Yr69GIiDgn9iikJYKbJ4TUy329kDrmOeZo5msllbFh3581NXNSHjIzNnxC8t4+aykqewPxEprUT0hJY8LMDcSnpNOtYSgP9culnFdp8bqgx0Yp9xgREZFipOsLqeAU2CgnfDxVikpERKRCS0iAgADzSEgo69GIiDjH3jg8tAG451EQIDgjsBGdJWOjpHpseHhnTsJnLUeVtcdGXuylqKypmRkmJTCpb7PZeHLeVvZExlE10Jt3R7fHw72ML9EdzcMzemxk7TGSV8N1ERFxPbq+kApOgY1ywhHYSFUpKhERERERcRFnnOivARBS1zxnK0VlD2wUc8YG5NxA3NkeG15+4OFrls9kNPMugcDGzDUR/LD5OO5uFt4b3Z6qgT7FfowCs/fYSLkgsFHCPUZERERECkqBjXLCV6WoRERERETE1dgzNsIa5b1ecG3zbA9spCVDcqxZLu4eG5AZLMmaseHosRGS//b2MdkDN8Uc2NhyNJqpP+8A4NEBTenasAQ+g8LwvqAUlfpriIiIiItSYKOcyMzYUGBDRERERCQv06ZNo379+vj4+NC1a1fWrl2b67qpqalMnTqV8PBwfHx8aNu2LQsXLsx1/VdeeQWLxcIDDzxQAiMvh85kBDbyy9iwl6JKioGk2MxsDTcP5wINBZVTxoazpagA/DIm8s8eMM/5ZXkUwLn4FO75eiMp6Vb6t6jG+F4Ni23fReaVSykqBTZERETExeRRBFVciQIbIiIiIiL5mzNnDpMmTeKjjz6ia9euvP322wwYMIDdu3dTtWrVi9afPHkyX3/9NdOnT6dZs2YsWrSIYcOG8ffff9O+ffts665bt46PP/6YNm3alNbpuL6ojIyGsHyaXnsHmMnxxHMmayM91bzuVxncSuB+u6KUooLMjI0C9thISk1n7voj/Ln7NEE+HlQL9qF6kA/VMh7Vg32YPH8rx6ITqVfZj9dvaIvFlUo8OTI2MrJpFNgQERERF6XARjnh42EvRaUeGyIiIiIiuXnrrbe46667GDduHAAfffQRCxYs4LPPPuPxxx+/aP2vvvqKp556ikGDBgFwzz338Pvvv/Pmm2/y9ddfO9aLi4tjzJgxTJ8+nRdeeCHfcSQnJ5OcnOz4OjY2tqin5npS4iH2qFkOyydjA0zWRuI500Dc3mi8JPprAARkBLFyLEXlTMbGBaWh8pnYT0pNZ9aaCD5evp/I2OQ81wXw9nDjgzEdCPb1zH8spSlrjw2bTYENERERcVkKbJQT3srYEBERERHJU0pKChs2bOCJJ55wvObm5kbfvn1ZvXp1jtskJyfj45O9abOvry8rV67M9tq9997LNddcQ9++fZ0KbLz88ss899xzhTiLcsTRfyIU/ELzXz+4DpzcYrIg7JkB/mElM7a8MjacKX3le8H55DKxn5CSxsx/Ivh4+QGi4kxAo0awD7d0r4ebxUJkbBKRsUmcjEkiMjaZU+eTSLfaeGlYa1rW/H/27js8qjLt4/h3SjKTRkJICC0kdAQElCb2gmDDtnZ3UeyFXV12dcUCrrqLuupiW3VVFF3ru5Z1V8WCYkVQEKR3CASSkEB6MpPMzPvHmZkkkJ6ZTGby+1zXuc7JmVOeiYDzzH3u+25GgKW9RXsDG+5qqK5UYENEREQ6LAU2wkSML7BRrYwNERGRiGSxwAUX1GyLSIvl5+fjcrlIS0ursz8tLY0NGzbUe86UKVN47LHHOP744xkwYACLFi3i3XffxeWqeaDozTffZMWKFfz444/NHsusWbOYOXOm/+fi4mLS09Nb+I46OH/j8GZkawAked9/0S6I82ZUxAYrsFFPxoa/x0ZS0+c3kbFR5qhmwZIdvPDNdvaXOQHonRTDzScN5FdjemOz1v/vuNvtwely+0sNdzi+wAYYfTYU2BARCV+aX0iEU2AjTPg++FY4lbEhIiISkex2+L//C/UoRDqdxx9/nGuvvZahQ4diMpkYMGAA06dPZ/78+QDs2rWLW265hc8+++yQzI7G2Gw2bDZbsIbdMfgyNppqHO7jayBeuAvw9pUIWimqtvbYqD9jo9rl5s0fdzHv883+DI2MbrHcfNJAzjuiN1GWxvuFmM0m7OYO/OWS2WwEN5ylRp8NBTZERMKX5hcS4RTYCBP2KOMDsqNagQ0RERERkfqkpKRgsVjIzc2tsz83N5cePXrUe05qairvv/8+lZWVFBQU0KtXL+644w769+8PwPLly8nLy+PII4/0n+Nyufj666956qmncDgcWDrrU5D+jI2BzTu+dsZGdKyxHdet4ePbwhfYKC8AV7Wx7Swx1q3oseGxJ/H5ulwe/Hg9W/eVAUZA49ZJg5g6shfWJgIaYcWWYAQ2nMrYEBERkY5LgY0wYVePDRERERGRRkVHRzNmzBgWLVrEueeeC4Db7WbRokXMmDGj0XPtdju9e/emqqqKd955h4suugiAU045hdWrV9c5dvr06QwdOpQ//elPnTeoAZC/0VinDG7e8Yl9jHXR7prAQbAyNmKTwWQBjwvK88ESXfNacwIbB32Rf8mr61m6w8j46BobxS2nDOKyCRlEWyMooOHjK0flKFFgQ0RERDosBTbChC9jo7JKPTZEREQiUlkZxHu/TCothbi40I5HJEzNnDmTK664grFjxzJ+/HjmzZtHWVkZ06dPB2DatGn07t2buXPnArB06VKys7MZPXo02dnZ3Hvvvbjdbm6//XYAEhISGDFiRJ17xMXF0a1bt0P2dypuV03GRurQ5p2T2NdYl+TUBDSC1WPDbDHuUZpjlKPyfVkfHQ+WqKbPr5WxUeSJZemOImxWM1cd248bTxxAF3szrhGufI3dHaU1fUkU2BARCT+aX0iEU2AjTChjQ0RERESkaRdffDH79u1j9uzZ5OTkMHr0aBYuXOhvKJ6VlYXZXPOUfWVlJXfffTfbtm0jPj6eM844g1dffZWkpKQQvYMwcWAHVFeC1Q5dM5t3TlyKcXx1JeSt9+4LUsYGGA3ES3OMBuKx3nJUzcnWAHZWxpDh3S4knvOP7M0fJw+hV1JMcMbakdi8X4I5awc2kkI1GhEREZF6KbARJvzNwxXYEBERERFp1IwZMxosPbV48eI6P59wwgmsW7euRdc/+Bqdki8wkTLYyI5oDpPJKEdVsAXcVca+uCBlbIAR2AAjY8M3RntSk6et3VPEdf/axHfen1NTe/DYRaODMcKOydbFWJfvr+lLoowNERER6WAisCBoZLJbfRkbKkUlIiIiIiIhts8b2Oh+WMvOS0yv+3NQAxveBuKluTWZB01kbPy0Yz+X/PMHsstNODD6csQmBnGMHZGvbFfRLu8OU7MzXURERETaiwIbYcLXY8OhjA0REREREQm1vA3Gurn9NXySagU2zFE12QHB4M/YyINKo/F3YyWVvtq0j1+/uJSSymrGZSYTFe/ts9HZshV8pagKs4y1vUvzs3JERERE2kmHCGw8/fTTZGZmYrfbmTBhAsuWLWvw2Oeff57jjjuOrl270rVrVyZNmnTI8VdeeSUmk6nOctpppwX7bQSVv8dGtQIbIiIiIiISYvu8gY0WZ2z0rdmOSzXKUwVL7YyNykJju4HMg49W7+WaBT9SWeXmhMGpvHLVBMy+bJJOF9jwNg/3ZWx0tvcvIiIiYSHkgY233nqLmTNnMmfOHFasWMGoUaOYMmUKeXl59R6/ePFiLr30Ur788kuWLFlCeno6kydPJjs7u85xp512Gnv37vUvb7zxRnu8naCJ8QY2qlweql0qRyUiIiIiIgFSmAVr3gWPp3nHu6ohf5Ox3dKMjcQ+Ndtx3Vp2bkvVl7FRT4+Nt3/cxYzXV1Dl8nDm4T15ftpYYqItEOv9Qr+zfbEffVDGRmd7/yIiIhIWQt48/LHHHuPaa69l+vTpADz77LN8+OGHzJ8/nzvuuOOQ41977bU6P7/wwgu88847LFq0iGnTpvn322w2evToEdzBtyNfxgZAZbWbeEvIY1IiIiISSBYLnHFGzbaISHv53+9hy+fGF9qDJzd9/IHt4HJCVCwkZbTsXrVLUcWltuzclmpGj403lmUx693VAFw8Np2/nn84FrM3iyTeO5+M6x7ccXY0vvJgZfuMtQIbIiLhSfMLiXAhDWw4nU6WL1/OrFmz/PvMZjOTJk1iyZIlzbpGeXk5VVVVJCcn19m/ePFiunfvTteuXTn55JN54IEH6Nat/ieCHA4HDofD/3NxcXEr3k1w2aw1gYzKKhfxtpDHpERERCSQ7Hb48MNQj0JEOqPiPcY66/vmBTbyvI3DUwaDuYUPXNVuHh4b5Kbc/sDGvnp7bKzIOsDs/6wB4Jpj+3HXmYdhql0a67g/QJeecPgFwR1nR+PrseGjwIaISHjS/EIiXEgf+8/Pz8flcpGWllZnf1paGjk5Oc26xp/+9Cd69erFpEmT/PtOO+00XnnlFRYtWsRDDz3EV199xemnn47LVX9/irlz55KYmOhf0tPT6z0ulMxmE9He4EalGoiLiIiIiEigOEqNdfby5h3f2v4aAF16gck7DQ16xoY308JRZGRtgD9jo6DUwc2vGeWnzji8x6FBDYDuQ+HU+yC27kN0Ec/XY8NHgQ0RERHpgML6sf8HH3yQN998k8WLF2O32/37L7nkEv/24YcfzsiRIxkwYACLFy/mlFNOOeQ6s2bNYubMmf6fi4uLO2RwIybKgrPaTWWVemyIiIiIiEiAOLwZ63tWgtvddBaGL2Ojpf01ACxRkNATirOD32PD1gWsdqiuhH0bjX32JFxuD7e8uZK9RZX0T43joV+NPDSo0ZlFK2NDREREOr6QZmykpKRgsVjIzc2tsz83N7fJ/hiPPPIIDz74IJ9++ikjR45s9Nj+/fuTkpLCli1b6n3dZrPRpUuXOktHZI9SxoaIiEjEKiuDuDhjKSsL9WhEpLPweMDpzdhwFENB/XOmOtqSsQGQ1NdYBztjw2SqydoozzfWMUnM+3wT327JJybKwrO/HkOCPSq44wg3toPmwwpsiIiEJ80vJMKFNLARHR3NmDFjWLRokX+f2+1m0aJFTJw4scHzHn74Ye6//34WLlzI2LFjm7zP7t27KSgooGfPngEZd6j4GogrsCEiIhKhysuNRUSkvVQ7wF1d83NT5ahcVZC/2dhuTcYGwNG/hcGnweDTW3d+S8TXLXu8dG81T35hBG/mnn84g9MS6jurc1OPDRGRyKH5hUSwkAY2AGbOnMnzzz/PggULWL9+PTfeeCNlZWVMnz4dgGnTptVpLv7QQw9xzz33MH/+fDIzM8nJySEnJ4fSUuMpo9LSUm677TZ++OEHduzYwaJFizjnnHMYOHAgU6ZMCcl7DBS71RfYUCkqEREREREJAEdJ3Z+bCmzs3wbuKoiKq9sIvCWGngmXvQXxQc7YAIjrXufHuxfuBmDaxAzOPaJ38O8fjtRjQ0RERMJAyHtsXHzxxezbt4/Zs2eTk5PD6NGjWbhwob+heFZWFuZaNV6feeYZnE4nF1xwQZ3rzJkzh3vvvReLxcIvv/zCggULKCwspFevXkyePJn7778fm83Wru8t0FSKSkREREREAsrZwsCGv7/GkKZ7cXQE8XUDG9mVNkanJ3HXma0so9UZqMeGiIiIhIGQBzYAZsyYwYwZM+p9bfHixXV+3rFjR6PXiomJ4ZNPPgnQyDoWfymqagU2REREREQkAHwZGyYLeFyQu8YoT2Vt4KGwtvbXaG+1SlFVeSzYYuL5x+VHYvNmw0s9FNgQERGRMBAGj9iIjy+wUeFUYENERERERALA4W0cntwPYpLB5TSCGw3xZ2y0sr9GO/F4PGQVlLN8f01j8GJieeKyI+mVFBPCkYUBs7lucEOBDREREemAOkTGhjSPvxRVtXpsiIiIiIhIAPgyNmwJ0LUfbPkMsldA7zH1H9+BMza27Stl6fb9LN1WwNLt+9lbVMlkcyn/jDZeN8d25bhB7dDXIxJEx4PTG/SyJ4V0KCIiIiL1UWAjjPgyNhzqsSEiIhJ5zGY44YSabRGR9uD78jo6Hnof6Q1sLAeuPfTYaicUbDG2O1DGhsfj4c731vDGsqw6+6MsJpK7p8MB4+euXVNCMLowZUuA0hzjz4U1OtSjERGR1tD8QiKcAhthxO6tA6vm4SIiIhEoJgYO6i0mIhJ0jmJjbUuoydJoqIH4/q3groboBEjs0z7ja4a/f7aJN5ZlYTbB2MxkjuqXzIT+3Tiyb1diynbD494DY5JCOczwYvOWolK2hohI+NL8QiKcAhthJCba22NDgQ0REREREQkEX48NWwL0OtLYzt8MlUVgT6x7rL+/xhAwmdpvjI14c1kWT3xhZJH89bzDuWR837oHmLrXbOtL+uazJRhr9dcQERGRDkp5SGHE5uuxUaUeGyIiIiIiEgC+HhvR8RCfCkl9AQ/sWXnosf7+Gh2jDNWXG/O4632j0flvTx54aFADICoGbN4AzcGBGmlYtC+wkRTSYYiIiIg0RIGNMKJSVCIiIhGsrAxSU42lrCzUoxGRzsJZK2MDGi9H5c/YCH3j8DXZRdz82gpcbg/nH9mbmacObvjgeG/Whr6kbz5lbIiIhD/NLyTCKbARRnzNw5WxISIiEqHy841FRKS9+DI2fD0VfOWo6gtsdJCMjV37y5n+8o+UO10cOzCFB88fiamx0ljxacZaGRvN5/vzoMCGiEh40/xCIpgCG2HE7itFVa2MDRERERERCQB/YKOLsfZnbKyoe1y1Awq2GtshzNgoKq9i+ss/sq/EwdAeCfzj10cSbW1iWtvdO95uA4M/wEiR3N9YpwwK7ThEREREGqDm4R3R9m/g4z8ZHyIvWuDfHePL2HAqsCEiIiIiIgHgK0UV7X1Cv+coMJmhZA8U74UuPY39BVvA4zICIF16hWSojmoX1776E1vySunRxc5L08fRxR7V9Imn3gejLqnJRpGmjb8O+oyDXkeEeiQiIiIi9VLGRkfkckLeWmPyUIu/FJUyNkREREREJBD8GRvengq2+JqMjD21sjb8/TWGQmNln4LoznfXsGz7fhJsVl6+ahw9E2Oad2J0LPQZC2ZNf5vNEgXp4421iIiISAekT3YdkW9S4ZtkePlLUanHhoiIiIiIBILD1zw8vmZf73r6bIS4v8Y7y3fzzordmE3wzK/HMLRHl5CMQ0REREQ6BgU2OiJfGvhBgQ2bv3m4MjZERERERCQAfHOO6ISaffUFNvwZG+3fX2PbvlLu+c8aAG6dNJhjB6W0+xhEREREpGNRj42OyPe0lK/erZfdqsCGiIhIxDKbYezYmm0RkfbgPKgUFdQ0EN/zM7jdxr9JIcrYcFS7mPH6z5Q7XRzVP5mbT1IDcBERkWbR/EIinAIbHZFvUuFyQrUTrNEAxET7AhsqRSUiIhJxYmLgxx9DPQoR6Uw8nlo9NmqVouo+DKx2qCyC/dsgsY+xhnbP2Jj70QbW7S0mOS6axy85Aos5NP09REREwo7mFxLhFK7riGqngdfK2qjpsaGMDRERERERaaNqB7irje3aGRuWKOg5ytjOXg4Fm8HjBnsiJPRot+F9ujaHl7/fAcCjF44irYu93e4tIiIiIh2bAhsdkcVqPCEFdfpsqBSViIiIiIgETO3St9HxdV/zlaPKXg553jJUqYeBqX0yJvYUVnDbv38B4Nrj+nHS0O7tcl8RERERCQ8KbHRU0Yf22bD7modXqxSViIhIxCkvh8xMYykvD/VoRKQzcBQb66g4MFvqvtarVgPxfd7G4e3UX6Pa5eaWN3+mqKKKkX0SuW1K+/b1EBERiQiaX0iEU4+NjsoWD+X5dTI2YryBDZfbQ5XLTZRFcSkREZGI4fHAzp012yIiwebwPkRliz/0td7ewEbOaohNNrbbqb/GE4s28+OOA8TbrDx56RFEWzXvERERaTHNLyTC6RNiR+WrceuoydiwRdX856pQOSoREREREWkLf+PwhENfS+4P9iRwOWDrl8a+dsjY+H5rPk9+uQWAv55/OBnd4oJ+TxEREREJPwpsdFS+BuLOmowNm9XsL2mrPhsiIiIiItImvrK3B/fXAKOXhq/PhrvKWHcfFtzhVLu5893VeDxw8dh0zh7VK6j3ExEREZHwpcBGR+VLB6+VsWEymbB507AdVeqzISIiIiIibdBYxgbUlKMCiEmGuNSgDudfP+xkR0E5KfE27pka3CCKiIiIiIQ3BTY6qnqah0OtBuLK2BARERERkbZoMrAxpma7+2H408eDoKi8iie+2AzAzFMHE29TO0gRERERaZgCGx2VP2OjpM5uXwNx9dgQEREREZE28c016itFBdCrVsZGanD7azz5xWYKy6sYnBbPRWP7BPVeIiIiIhL+9BhMR2XrYqwPCmzUZGyoFJWIiEhEMZlg2LCabRGRYPNlhzeUsZGQBonpULTLyNgIkp0FZSxYsgOAO884DKtFz9+JiIi0meYXEuEU2OioGihF5euxoVJUIiIiESY2FtauDfUoRKQz8fXzszWQsQEw7hpYsQCGnB60YTy8cCNVLg/HDUrhxCHdg3YfERGRTkXzC4lwCmx0VPU0Dwf12BARERERkQBxFBvrhjI2AI691ViCZPnO/Xy4ei8mk5GtISIiIiLSHMrx7agabB7uzdioVikqERERERFpA99cI7qRwEYQeTweHvhwPQAXjUnnsJ5dQjIOEREREQk/Cmx0VL6nphpoHl7pVMaGiIhIRCkvh+HDjaW8PNSjEZHOwDfXaCxjI4j+98tefs4qJDbawh8mDw7JGERERCKW5hcS4VSKqqNqILDhL0VVrcCGiIhIRPF4YN26mm0RkWBrTo+NIKmscvHQwg0AXH/8ALp3sbf7GERERCKa5hcS4ZSx0VE1WIpKPTZERERERCQAQpixseD7Hew+UEFaFxvXHt+v3e8vIiIiIuFNGRsdVYPNw709NqrUY0NERERERNrA6Q1sBKHHxoEyJ99vLSDaaibeZiXeZiXOZiHebsXl9vDUl1sA+OPkIcRGa1oqIiIiIi2jT5AdVQMZGzarMjZERERERCQA/BkbgS9Fddu/V/H5+rxGjzmsZxfOP7JPwO8tIiIiIpFPgY2OypcO7iwFtxvMRqZGTLQR2KhQYENERERERFrL46nVYyOwGRvlzmq+3pQPwIjeXahwuihzuChzVFPqrMbjgSiLiXunDsNiNgX03iIiIiLSOSiw0VFF13pqylkK9i4A2P0ZGypFJSIiIiIirVTtAHeVsR0d2IyNpdv243S56Z0Uw39nHIvJVBO88Hg8lDtdmE0m/0NbIiIiIiItpcBGRxUVAyYLeFx1AxveHhsOZWyIiIhEFpMJMjJqtkVEgql2ydsAZ2x8tWkfAMcPTq0T1AAwmUzE2TQNFRERCTrNLyTC6RNlR2UyGbVuK4vqNBC3R3kzNqoV2BAREYkosbGwY0eoRyEinYWvv0ZULJgDmznhC2ycMDg1oNcVERGRFtD8QiKcOdQDkEZE+/pslPh3xUSpFJWIiIiIiLSRv3F4YLM1dhaUsT2/DKvZxDEDuwX02iIiIiIiPgpsdGQ2b63bWhkbNm8pqgqnMjZERERERKSVfKWoAtxf42tvtsaYjK4k2KMCem0RERERER8FNjoy3yTDUZOxoVJUIiIiEaqiAsaNM5aKilCPRkQiXZAyNvxlqIaoDJWIiEhIaX4hEU49Njoy3ySjVmO/2GgjsFHmqA7FiERERCRY3G746aeabRGRYApCYMNR7eL7rQWA+muIiIiEnOYXEuGUsdGR2Q7N2OiZGAPA7gMVeDyeUIxKRERERETCXRACG8t3HKDc6SI1wcawnl0Cdl0RERERkYMpsNGRRR+asZGeHIPJBOVOF/mlzhANTEREREREwloQemz4ylAdPygVk8kUsOuKiIiIiBxMgY2OrL7m4VYLPbvYAcjaXxaKUYmIiIiISLjzZ2wEPrCh/hoiIiIiEmwKbHRk9TQPB+jbLRaAnQXl7T0iERERERGJBL6HpwJUiiqnqJINOSWYTHDcwJSAXFNEREREpCEKbHRk9TQPB8jsFgcosCEiIiIiIq3k9D48FR2YwMbX3myNUX2S6BoXHZBrioiIiIg0xBrqAUgjfIGNBjM2VIpKREQkoqToKWcRaScBbh7uL0M1WGWoREREOgzNLySCKbDRkflKUR2UsZGR7M3Y2K+MDRERkYgRFwf79oV6FCLSWfhLUbW9x0a1y803m9VfQ0REpEPR/EIinEpRdWT1NA8HyPBmbGSpFJWIiIiIiLRGADM2Vu0upLiymsSYKEb1SWrz9UREREREmqLARkfWRPPwgjInpY7q9h6ViIiIiIiEO19WeHTbMza+2mg8DXrcoBQsZlObryciIiIi0hQFNjqyBpqHd7FH0TU2ClCfDRERkYhRUQEnnmgsFRWhHo1Iu8rMzOS+++4jKysr1EPpPBzFxtrWpc2XUn8NERGRDkjzC4lwCmx0ZA00Dwfo283os6FyVCIiIhHC7YavvjIWtzvUoxFpV7feeivvvvsu/fv359RTT+XNN9/E4XCEeliRLUA9NgpKHfySXQQosCEiItKhaH4hEU6BjY6sdvNwj6fOS5neclRqIC4iIiIi4e7WW29l5cqVLFu2jMMOO4zf/va39OzZkxkzZrBixYpQDy8y+R6eamMpqm+35OPxwGE9u9C9iz0AAxMRERERaZoCGx2Z7+kpdzVU131iLSPZG9hQKSoRERERiRBHHnkkTzzxBHv27GHOnDm88MILjBs3jtGjRzN//nw8Bz3sI61U7QB3lbHdxubhvv4aytYQERERkfZkDfUApBG1n55ylkJUzRNQvlJUO1WKSkREREQiRFVVFe+99x4vvfQSn332GUcddRRXX301u3fv5s477+Tzzz/n9ddfD/Uww5+jVg+/NmRsuN0evt6swIaIiIiItD8FNjoyswWiYqGq3GjuF5fifynDV4pKgQ0RERERCXMrVqzgpZde4o033sBsNjNt2jT+/ve/M3ToUP8x5513HuPGjQvhKCOIr3F4VCxYWj8lXLe3mPxSJ/E2K2MyugZocCIiIiIiTVNgo6OzJXgDG6V1dvtKUe0tqsBZ7SbaqqpiIiIiIhKexo0bx6mnnsozzzzDueeeS1RU1CHH9OvXj0suuSQEo4tATu/coo39Nb7aZGRrHD2gm+YjIiIiItKuFNjo6KLjgdyayYdXaoKNmCgLFVUudh8op39q2yYlIiIi0gHExoZ6BCIhsW3bNjIyMho9Ji4ujpdeeqmdRhThfI3D29Bfw+X28P7P2QAcrzJUIiIiHZPmFxLB9FhNR+drIH5QxobJZKopR7Vf5ahERETCXlwclJUZS1xcqEcj0q7y8vJYunTpIfuXLl3KTz/9FIIRRTjf3MLW+oej3lm+m815pSTGRDF1ZK8ADUxEREQCRvMLiXAKbHR00d6nqJwlh7zU11uOKkt9NkREREQkjN18883s2rXrkP3Z2dncfPPNLb7e008/TWZmJna7nQkTJrBs2bIGj62qquK+++5jwIAB2O12Ro0axcKFC+scM3fuXMaNG0dCQgLdu3fn3HPPZePGjS0eV4fh67Fh69Kq0yucLh77bBMAM04aSGLsoaXDRERERESCSYGNjs6fsXFoYMOXsbGjoKw9RyQiIiIiElDr1q3jyCOPPGT/EUccwbp161p0rbfeeouZM2cyZ84cVqxYwahRo5gyZQp5eXn1Hn/33Xfz3HPP8eSTT7Ju3TpuuOEGzjvvPH7++Wf/MV999RU333wzP/zwA5999hlVVVVMnjyZsrIw/Rzexh4bL32/nZziSnonxfCbiY2XEBMRERERCQYFNjo6X93bg0pRAfTtZqSRKWNDREQkAlRWwplnGktlZahHI9KubDYbubm5h+zfu3cvVmvL2gI+9thjXHvttUyfPp1hw4bx7LPPEhsby/z58+s9/tVXX+XOO+/kjDPOoH///tx4442cccYZPProo/5jFi5cyJVXXsnw4cMZNWoUL7/8MllZWSxfvrxlb7Sj8PfYaHlgY3+Zk2e+3ArAH6cMxh5lCeTIREREJFA0v5AIp+bhHZ3vKSrnoYGNjGT12BAREYkYLhd89FHNtkgnMnnyZGbNmsV//vMfEhMTASgsLOTOO+/k1FNPbfZ1nE4ny5cvZ9asWf59ZrOZSZMmsWTJknrPcTgc2O32OvtiYmL49ttvG7xPUVERAMnJyQ0e43A4cDgc/p+Li4ub9R7ahb/HRsubhz/1xRZKHNUM69mFc0b1DvDAREREJGA0v5AIp4yNjq4Zpaiy9pfjdnvac1QiIiIiIgHzyCOPsGvXLjIyMjjppJM46aST6NevHzk5OXUyJ5qSn5+Py+UiLS2tzv60tDRycnLqPWfKlCk89thjbN68GbfbzWeffca7777L3r176z3e7XZz6623cswxxzBixIgGxzJ37lwSExP9S3p6erPfR9C1shRVVkE5r/6wA4A7Th+K2WwK8MBERERERJpHgY2Ozt88/NCMjV5JMVjMJpzVbnJLlFImIiIiIuGpd+/e/PLLLzz88MMMGzaMMWPG8Pjjj7N69eqgBwQef/xxBg0axNChQ4mOjmbGjBlMnz4ds7n+qdLNN9/MmjVrePPNNxu97qxZsygqKvIv9TVHD5lWNg9/5NONVLk8HDcoheMHpwZhYCIiIiIizaNSVB1dIxkbURYzfbrGsLOgnJ0F5fRMjGnnwYmIiIiIBEZcXBzXXXddm66RkpKCxWI5pF9Hbm4uPXr0qPec1NRU3n//fSorKykoKKBXr17ccccd9O/f/5BjZ8yYwf/+9z++/vpr+vTp0+hYbDYbNput9W8mmPylqJqfsfHL7kI+WLUHgD+dNjQYoxIRERERaTYFNjq6RpqHA/RNjmVnQTlZBeUc1b9bOw5MRERERCSw1q1bR1ZWFk6ns87+s88+u1nnR0dHM2bMGBYtWsS5554LGKWjFi1axIwZMxo9126307t3b6qqqnjnnXe46KKL/K95PB5++9vf8t5777F48WL69evXsjfW0fibhzevx4bH4+HBjzcAcN4RvRnROzFYIxMRERERaZZWBzZ27dqFyWTyP6m0bNkyXn/9dYYNG9bmJ62klkaah4PRZ+ObzbCjoKwdByUiIiIiEjjbtm3jvPPOY/Xq1ZhMJjweo3+cyWT0cHC1oOHlzJkzueKKKxg7dizjx49n3rx5lJWVMX36dACmTZtG7969mTt3LgBLly4lOzub0aNHk52dzb333ovb7eb222/3X/Pmm2/m9ddf5z//+Q8JCQn+fh2JiYnExIRh1nQLe2x8tWkf328tINpiZuapg4M4MBERERGR5ml1j43LLruML7/8EoCcnBxOPfVUli1bxl133cV9990XsAF2ev6MjUNLUQFkJMcBsHN/eXuNSEREREQkoG655Rb69etHXl4esbGxrF27lq+//pqxY8eyePHiFl3r4osv5pFHHmH27NmMHj2alStXsnDhQn9D8aysrDqNwSsrK7n77rsZNmwY5513Hr179+bbb78lKSnJf8wzzzxDUVERJ554Ij179vQvb731ViDefvtrQcaGy12TrTFtYgbpybHBHJmIiIiISLO0OmNjzZo1jB8/HoC3336bESNG8N133/Hpp59yww03MHv27IANslNrImOjbzdjYpFVoMCGiIhIWIuLA+9T6iKdzZIlS/jiiy9ISUnBbDZjNps59thjmTt3Lr/73e/4+eefW3S9GTNmNFh66uBAyQknnMC6desavZ4n0v5utiCw8d7P2WzIKaGL3cqMkwcGeWAiIiISMJpfSIRrdcZGVVWVvxne559/7q97O3To0DpPQEkb+ZuHN1yKCmCnSlGJiIiISJhyuVwkJBhfsqekpLBnj9GkOiMjg40bN4ZyaJGpBYGNN5ZlAXDDiQNIio0O5qhERERERJqt1YGN4cOH8+yzz/LNN9/w2WefcdpppwGwZ88eunVTE+uA8WVsNFCKqq83Fby4sprCcme9x4iIiIiIdGQjRoxg1apVAEyYMIGHH36Y7777jvvuu4/+/fuHeHQRqJk9NjweD5tyjHnIyUO7B3tUIiIiIiLN1urAxkMPPcRzzz3HiSeeyKWXXsqoUaMA+OCDD/wlqiQAbF2MdXUFuKoPeTk22kr3BCNzZqfKUYmIiISvykq48EJjqawM9WhE2tXdd9+N2+0G4L777mP79u0cd9xxfPTRRzzxxBMhHl2EqXaAy/tAlK3xwEZeiYMSRzVmE/RLiWuHwYmIiEjAaH4hEa7VPTZOPPFE8vPzKS4upmvXrv791113HbGxaigXMLUnG85SiEk65JCMbrHklTjYub+cUemHvi4iIiJhwOWCf//b2H755ZAORaS9TZkyxb89cOBANmzYwP79++natSsmkymEI4tAtUvcRjdeimpzrnFsRrc4bFZLMEclIiIigab5hUS4VmdsVFRU4HA4/EGNnTt3Mm/ePDZu3Ej37kpTDhirDcxRxnZDDcSTjaenduarz4aIiIiIhJeqqiqsVitr1qypsz85OVlBjWBwekvcWmPA0vhzblvyjGMHdm88s0NEREREpL21OrBxzjnn8MorrwBQWFjIhAkTePTRRzn33HN55plnAjZAofkNxPerFJWIiIiIhJeoqCj69u2Ly+UK9VA6hxY0Dt+cZ8w/FNgQERERkY6m1YGNFStWcNxxxwHw73//m7S0NHbu3Mkrr7yiOriB5ksRb6CBuC+wkaUeGyIiIiIShu666y7uvPNO9u/fH+qhRD7fw1JN9NcA2OILbKQqsCEiIiIiHUure2yUl5eTkGB84f7pp59y/vnnYzabOeqoo9i5c2fABijUPE3lrD+w0TfZl7GhUlQiIiIiEn6eeuoptmzZQq9evcjIyCAurm6j6hUrVoRoZBGoBRkbW/cZgY1BaQpsiIiIiEjH0urAxsCBA3n//fc577zz+OSTT/j9738PQF5eHl26dAnYAIUmS1FldjMmfrnFDiqrXNij1NhPRERERMLHueeeG+ohdB6+h6WaaBx+oMxJfqkTgAHK2BARERGRDqbVgY3Zs2dz2WWX8fvf/56TTz6ZiRMnAkb2xhFHHBGwAQoQ7Z1INNA8PCk2igS7lZLKarL2lzM4remnr0REREREOoo5c+aEegidRzMzNrZ4szV6J8UQZ2v1tFFEREREJCha/Qn1ggsu4Nhjj2Xv3r2MGjXKv/+UU07hvPPOC8jgxKuJjA2TyURGt1jWZBezs0CBDRERkbAUGwulpTXbIiLB0MweG5tzjeMGqHG4iIhIeNL8QiJcmx696dGjBz169GD37t0A9OnTh/HjxwdkYFKLv3l4cYOHZCTHeQMb6rMhIiISlkwmOKivgEhnYTabMZlMDb7ucrnacTQRzpexEd14wMLXOHyQAhsiIiLhSfMLiXCtDmy43W4eeOABHn30UUq90b+EhAT+8Ic/cNddd2E2mwM2yE7P3zy8/owNgL7dvA3EC8rbY0QiIiIiIgHz3nvv1fm5qqqKn3/+mQULFvDnP/85RKOKUL45RROlqDbnGQGQgQpsiIiIiEgH1OrAxl133cWLL77Igw8+yDHHHAPAt99+y7333ktlZSV/+ctfAjbITq+JUlQAGcnewMZ+BTZERETCksMB119vbD/3HNhsoR2PSDs655xzDtl3wQUXMHz4cN566y2uvvrqEIwqQjWzx8ZWZWyIiIiEN80vJMK1OrCxYMECXnjhBc4++2z/vpEjR9K7d29uuukmBTYCqYnm4VCTsZGlUlQiIiLhqboaFiwwtp9+WhMPEeCoo47iuuuuC/UwIkszAhuljmr2FFUCytgQEREJW5pfSIRrdb2o/fv3M3To0EP2Dx06lP3797dpUHIQf8ZGSYOHZHYzaubtPlBBtcvdHqMSEREREQmaiooKnnjiCXr37h3qoUQW38NSjfTY8GVrpMTbSIqNbo9RiYiIiIi0SKszNkaNGsVTTz3FE088UWf/U089xciRI9s8MKnF3zy84cBGjy52oq1mnNVu9hZVku4tTSUiIiIi0tF17dq1TvNwj8dDSUkJsbGx/Otf/wrhyCJQMzI2fI3DB3ZXw1ERERER6ZhaHdh4+OGHOfPMM/n888+ZOHEiAEuWLGHXrl189NFHARug0Kzm4WazifSuMWzdV8bOgnIFNkREREQkbPz973+vE9gwm82kpqYyYcIEunbtGsKRRSBf3z5bwxkbm/2BDZWhEhEREZGOqdWBjRNOOIFNmzbx9NNPs2HDBgDOP/98rrvuOh544AGOO+64gA2y02tG83CAjG5xRmBjfxnHktIOAxMRERERabsrr7wy1EPoPBzFxtrWpcFDtvgbhzfeYFxEREREJFRaHdgA6NWr1yFNwletWsWLL77IP//5zzYNTGppRvNwgL7eLI2dBeXBHpGIiIiISMC89NJLxMfHc+GFF9bZ/3//93+Ul5dzxRVXhGhkEagZPTa25BnlqpSxISIiIiIdVaubhwfS008/TWZmJna7nQkTJrBs2bIGj33++ec57rjj6Nq1K127dmXSpEmHHO/xeJg9ezY9e/YkJiaGSZMmsXnz5mC/jeDxlaJqMmPDF9goC/aIREREREQCZu7cuaSkHJpx3L17d/7617+GYEQRrIkeG5VVLrL2Gw9KDVJgQ0REREQ6qJAHNt566y1mzpzJnDlzWLFiBaNGjWLKlCnk5eXVe/zixYu59NJL+fLLL1myZAnp6elMnjyZ7Oxs/zEPP/wwTzzxBM8++yxLly4lLi6OKVOmUFlZ2V5vK7D8GRsl4PE0eFhmN6O538acEjyNHCciIiIdUGws5OUZS6x6ZUnnkpWVRb9+/Q7Zn5GRQVZWVghGFKGqneByGtsN9NjYUVCG2wMJdiupCbZ2HJyIiIgElOYXEuFCHth47LHHuPbaa5k+fTrDhg3j2WefJTY2lvnz59d7/GuvvcZNN93E6NGjGTp0KC+88AJut5tFixYBRrbGvHnzuPvuuznnnHMYOXIkr7zyCnv27OH999+v95oOh4Pi4uI6S4fim3R43FDVcJmpMZldibaa2VFQzvq9Je00OBEREQkIkwlSU42lVhNlkc6ge/fu/PLLL4fsX7VqFd26dQvBiCJU7dK20fVnbGzO9fXXiK/T0F1ERETCjOYXEuFa3GPj/PPPb/T1wsLCZl/L6XSyfPlyZs2a5d9nNpuZNGkSS5YsadY1ysvLqaqqIjk5GYDt27eTk5PDpEmT/MckJiYyYcIElixZwiWXXHLINebOncuf//znZo+73UXFASbAY5Sjio6r97Au9ihOGpLKJ2tz+e8vexjWq+GGgCIiIiIiHcWll17K7373OxISEjj++OMB+Oqrr7jlllvq/fwureRrHG6NAUv9U0Ff43D11xARERGRjqzFGRuJiYmNLhkZGUybNq1Z18rPz8flcpGWllZnf1paGjk5Oc26xp/+9Cd69erlD2T4zmvJNWfNmkVRUZF/2bVrV7Pu3W7M5mY3EJ86qhcA/121R+WoREREwonDATffbCwOR6hHI9Ku7r//fiZMmMApp5xCTEwMMTExTJ48mZNPPlk9NgLJ17OvgTJUUBPYGNS9/owOERERCROaX0iEa3HGxksvvRSMcbTKgw8+yJtvvsnixYux2+2tvo7NZsNm6+D1Y23xRo8NR+Mlpk4ZmkZstIXdBypYuauQI/p2bacBioiISJtUV8M//mFsP/wwdPTPJiIBFB0dzVtvvcUDDzzAypUriYmJ4fDDDycjIyPUQ4ssTTQOB2VsiIiIRAzNLyTCtTiwEUgpKSlYLBZyc3Pr7M/NzaVHjx6NnvvII4/w4IMP8vnnnzNy5Ej/ft95ubm59OzZs841R48eHbjBt7dmZmzERFs4dVga/1m5h/+u2qvAhoiIiIiEjUGDBjFo0KBQDyNy+eYS0fUHLapdbrblK7AhIiIiIh1fSJuHR0dHM2bMGH/jb8DfCHzixIkNnvfwww9z//33s3DhQsaOHVvntX79+tGjR4861ywuLmbp0qWNXrPD86WLN5GxATB1pFGO6n+/7MHlVjkqEREREenYfvWrX/HQQw8dsv/hhx/mwgsvDMGIIpSvx4at/l58WfvLqXJ5sEeZ6Z0U044DExERERFpmZAGNgBmzpzJ888/z4IFC1i/fj033ngjZWVlTJ8+HYBp06bVaS7+0EMPcc899zB//nwyMzPJyckhJyeH0lLjySKTycStt97KAw88wAcffMDq1auZNm0avXr14txzzw3FWwwMX7q4o/GMDYDjBqfQxW4lr8TBjzv2B3lgIiIiIiJt8/XXX3PGGWccsv/000/n66+/DsGIIlQTPTZ8ZagGpMZjNpvaa1QiIiIiIi0W0lJUABdffDH79u1j9uzZ5OTkMHr0aBYuXOhv/p2VlYXZXBN/eeaZZ3A6nVxwwQV1rjNnzhzuvfdeAG6//XbKysq47rrrKCws5Nhjj2XhwoVt6sMRctHewIaz6YwNm9XCaSN68PZPu/nvqj0c1b9bkAcnIiIiItJ6paWlREdHH7I/KiqK4uLiEIwoQjXRY2Ozv3G4ylCJiIiISMcW8sAGwIwZM5gxY0a9ry1evLjOzzt27GjyeiaTifvuu4/77rsvAKPrIPylqJrO2ACYOqoXb/+0m4/X5HDv2cOJsoQ8OUdEREREpF6HH344b731FrNnz66z/80332TYsGEhGlUEaqLHxlY1DhcRERGRMNEhAhvSDM1sHu4zsX83usVFU1Dm5PutBZwwODWIgxMRERERab177rmH888/n61bt3LyyScDsGjRIl5//XX+/e9/h3h0EcSfsVF/4GKzP7BRf0aHiIiIiEhHocf4w0ULmocDWC1mzji8JwD/XbUnWKMSERGRQImJge3bjSVGTXulc5k6dSrvv/8+W7Zs4aabbuIPf/gD2dnZfPHFFwwcODDUw4sc/sDGoc3D3W4PW/cpY0NERCRiaH4hEU6BjXDhbx7evMAGGOWoAD5Zk4Oj2hWMUYmIiEigmM2QmWksZn1Ek87nzDPP5LvvvqOsrIxt27Zx0UUX8cc//pFRo0aFemiRo5FSVHuKKih3uoiymMjoFtvOAxMREZGA0/xCIpz+VIcLf/Pw5pWiAhib0ZUeXeyUOKr5auO+IA1MRERERCQwvv76a6644gp69erFo48+ysknn8wPP/wQ6mFFjkaah2/xlqHK7Ban/nwiIiIi0uHpE2u4aGHzcACz2cRZI73lqH7ZG4xRiYiISKA4nXDbbcbidIZ6NCLtJicnhwcffJBBgwZx4YUX0qVLFxwOB++//z4PPvgg48aNC/UQI4dvLlFPj40tahwuIiISWTS/kAinwEa4aGHzcB9fOarP1+VS7qwO9KhEREQkUKqq4JFHjKWqKtSjEWkXU6dOZciQIfzyyy/MmzePPXv28OSTT4Z6WJGrGRkbgxTYEBERiQyaX0iEU2AjXLQiYwNgZJ9EMrrFUlHlYtH6vCAMTERERESkdT7++GOuvvpq/vznP3PmmWdisVhCPaTI5vQGNqIbDmwMUGBDRERERMKAAhvhwtbFWDuKW3SayWRi6kgja+O/q/YEelQiIiIiIq327bffUlJSwpgxY5gwYQJPPfUU+fn5oR5W5GogY8Pj8bDZn7FxaNBDRERERKSjUWAjXLSyFBXUlKNavHEfxZVKPRMRERGRjuGoo47i+eefZ+/evVx//fW8+eab9OrVC7fbzWeffUZJSUmohxhZGuixkV/qpKiiCpMJ+qfGhWBgIiIiIiIto8BGuGhlKSqAIT0SGJwWj9Pl5tO1uQEemIiIiIhI28TFxXHVVVfx7bffsnr1av7whz/w4IMP0r17d84+++xQDy8yVDvB5TC2D8rY2JxnBJD6Jsdij1I5MBERERHp+BTYCBe+jA2XA1wtz7rwlaP6QOWoRERERKQDGzJkCA8//DC7d+/mjTfeCPVwIkftzO+Demxs9ZahGpiq/hoiIiIiEh4U2AgXtZ+qcrQ8Jf8sbzmq77bks7/MGahRiYiIiIgEhcVi4dxzz+WDDz4I9VAig28OYbWDxVrnJV/j8IFpCmyIiIiISHhQYCNcWKLAYjO2WxHY6JcSx4jeXXC5PSxckxPgwYmIiEibxcTAmjXGEhMT6tGISKRpoHE4wNZ9ZYAyNkRERCKK5hcS4RTYCCe+SUgrGogDnOUtR/VflaMSERHpeMxmGD7cWMz6iCYiAeabQ0QfGrworDAyulPibe05IhEREQkmzS8kwulPdThpQwNxgDMP7wnA0u0F5JVUBmpUIiIiIiLS0TWSsVFZ5TZeitL0UERERETCgz65hhNfkz9ny0tRAaQnx3JE3yTcHvh4tcpRiYiIdChOJ9x7r7E41Q9LRAKs0cCGC4CYKEt7jkhERESCSfMLiXAKbISTNmZsgMpRiYiIdFhVVfDnPxtLVVWoRyMikaYZGRt2BTZEREQih+YXEuEU2Agnvnq4rWge7nPm4T0xmeCnnQfYU1gRoIGJiIiIiEiH1kiPDYc3Y0OBDREREREJFwpshJM2Ng8H6JFoZ1xmMgAfrd4biFGJiIiIiEhH11jGRrUvsKHpoYiIiIiEB31yDScBKEUFMHWk0URc5ahERERERDoJf2CjbsaGy+2hyuUBwG5VxoaIiIiIhAcFNsJJG5uH+5w2oidmE6zaXURWQXkABiYiIiIiIh2avxRV3YwNX+NwUCkqEREREQkfCmyEkwBlbKQm2Dh6QAoA/1utrA0RERERkYjXQCmq2oENm1XTQxEREREJD/rkGk58jf7a0GPD5yx/OSr12RARERERiXi+h6MOKkVV4Q1sRFvNmM2m9h6ViIiIiEirKLARTnxPVznaVooK4LQRPbCaTazfW8zWfW0PlIiIiEgb2e2wbJmx2O2hHo2IRJoGMzbcANiVrSEiIhJZNL+QCKdPr+EkgIGNpNhojh3kLUelrA0REZHQs1hg3DhjsajOvYgEmK9PXwM9NmKi9e+OiIhIRNH8QiKcAhvhJIClqACmjuwFwH9/2YPH4wnINUVEREREpAOa9gHcsgoyJtbZ7ag2AhtqHC4iIiIi4USBjXASoObhPqcOTyPaYmZLXikbc9ueBSIiIiJt4HTC3/5mLE5nqEcjIpEmNhm6ZkJ0XJ3dNaWoFNgQERGJKJpfSIRTYCOcBDhjo4s9ihOGpAIqRyUiIhJyVVVw++3GUlUV6tGISCfhK0Vlj9LUUEREJKJofiERTp9ew0kAe2z4TB2lclQiIiIiIp2VL2PDplJUIiIiIhJGFNgIJ77AhrMU3O6AXPKUod2xR5nZWVDOmuzigFxTRERERETCQ03GhgIbIiIiIhI+FNgIJ75SVABVZQG5ZJzNyilD0wD43y97AnJNEREREREJD5W+5uFWTQ1FREREJHzo02s4iYoBk/c/WYAaiANMHdUTgHdWZFPurA7YdUVEREREpGOrcCpjQ0RERETCjwIb4cRkguha5agC5OShaaQnx5Bf6mDB9zsDdl0REREREenYHNVGiVs1DxcRERGRcKJPr+HG5i1H5QhcP4xoq5nfTxoMwLNfbaWooipg1xYRERERkY7L12MjRhkbIiIiIhJGFNgIN74G4gEsRQVwzujeDE6Lp6iiiue/3hbQa4uIiEgz2O3w5ZfGYreHejQi0kmoebiIiEiE0vxCIpwCG+HG10A8gKWoACxmE3+YPASA+d9tZ1+JI6DXFxERkSZYLHDiicZi0ReMItI+KquMUlQ2BTZEREQii+YXEuEU2Ag3/lJUgQ1sAEwelsao9CTKnS6e/nJLwK8vIiIiIiIdS03GhqaGIiIiIhI+9Ok13PgzNkoCfmmTycTtU4ysjdeXZrH7QHnA7yEiIiINqKqCp582lir1uxKR9lHpax5u1ZOcIiIiEUXzC4lwCmyEG3+PjcAHNgCOGZjC0QO64XS5efzzzUG5h4iIiNTD6YQZM4zF6Qz1aESkk1CPDRERkQil+YVEOAU2wk2QmofX9kdv1sY7K3azJS949xERERERkdBSKSoRERERCUf69BpugtQ8vLYj+3bl1GFpuD3w2Gcbg3YfEREREREJLYe3ebgyNkREREQknCiwEW6C2Dy8tj9OHoLJBB+tzmH17qKg3ktEREREJJCefvppMjMzsdvtTJgwgWXLljV4bFVVFffddx8DBgzAbrczatQoFi5c2KZrhpMKZWyIiIiISBjSp9dwE+0tRXVw8/CqSti2GL5+BLJXtPk2Q3okcO7o3gD87VNlbYiIiIhIeHjrrbeYOXMmc+bMYcWKFYwaNYopU6aQl5dX7/F33303zz33HE8++STr1q3jhhtu4LzzzuPnn39u9TXDib8UlZqHi4iIiEgYUWAj3PgyNioKYfdPRiBjwVR4sC+8cg58cT+8d31AbnXrpEFYzSa+3rSPH7YVBOSaIiIiIiLB9Nhjj3Httdcyffp0hg0bxrPPPktsbCzz58+v9/hXX32VO++8kzPOOIP+/ftz4403csYZZ/Doo4+2+prhpLLaG9iIVmBDRERERMKHAhvhxtc8fPtX8MIpRiBj+9fgckB8D+O1/E1Q1vZAREa3OC4elw7A3I/WU+1yt/maIiIiIiLB4nQ6Wb58OZMmTfLvM5vNTJo0iSVLltR7jsPhwG6319kXExPDt99+2+pr+q5bXFxcZ+mIKn09NpSxISIiIiJhRIGNcJPcv2bbnghDz4IzHoGbf4Q/bICUwcZr2T8F5Ha/O2UQCXYrq3YX8cQXWwJyTREREamHzQb/+5+x2GyhHo1IWMrPz8flcpGWllZnf1paGjk5OfWeM2XKFB577DE2b96M2+3ms88+491332Xv3r2tvibA3LlzSUxM9C/p6eltfHfBUakeGyIiIpFJ8wuJcPr0Gm7ShsM1X8C1X8Dt2+GS12D8tZA6GEwm6DPOOG73j4G5XRc7D5w7AoCnvtjMTzv2B+S6IiIichCrFc4801is1lCPRqTTePzxxxk0aBBDhw4lOjqaGTNmMH36dMzmtk2VZs2aRVFRkX/ZtWtXgEYcWA5fxkaUMjZEREQiiuYXEuEU2AhHfcZA7zFgrmfy0Wessd61LGC3O2d0b84/ojduD9zy5kqKK6sCdm0RERERkUBJSUnBYrGQm5tbZ39ubi49evSo95zU1FTef/99ysrK2LlzJxs2bCA+Pp7+/fu3+poANpuNLl261Fk6Gpfbg9OlwIaIiIiIhB8FNiJNn/HGOnsFuF0Bu+yfzxlOenIM2YUV3PP+moBdV0RERLyqquDll42lSg8RiLRGdHQ0Y8aMYdGiRf59brebRYsWMXHixEbPtdvt9O7dm+rqat555x3OOeecNl+zo3NU18wXVIpKREQkwmh+IRFOn14jTffDICoOnCWwb2PALptgj2LexUdgMZv4z8o9vP9zdsCuLSIiIoDTCdOnG4vTGerRiIStmTNn8vzzz7NgwQLWr1/PjTfeSFlZGdOnTwdg2rRpzJo1y3/80qVLeffdd9m2bRvffPMNp512Gm63m9tvv73Z1wxXvsbhoObhIiIiEUfzC4lwKrAWacwW6H0k7PgGdi+DtGEBu/SYjK787uRB/P3zTdz9/hrGZHQlPTk2YNcXEREREWmriy++mH379jF79mxycnIYPXo0Cxcu9Df/zsrKqtM/o7Kykrvvvptt27YRHx/PGWecwauvvkpSUlKzrxmuKryNw6MtZsxmU4hHIyIiIiLSfCaPx+MJ9SA6muLiYhITEykqKuqQtXCbtOg++OZROOLXcM7TAb10tcvNJf/8gZ92HuDIvkm8ff1ErBYl/oiIiLRZWRnExxvbpaUQFxfa8Yg0Q9h/bm5HHfF3tXVfKac8+hUJdiur750S6uGIiIhIIGl+IWGoJZ+Z9Y10JOozzljv/ingl7ZazPz94tEk2KysyCrkyS+2BPweIiIiIiISfJXejI0YNQ4XERERkTCjwEYk6j3WWO/bABWFAb98enIsD5w3AoAnv9jM8p37A34PEREREREJLl+PDbsCGyIiIiISZhTYiETxqdC1n7GdvTwotzhndG/OO6I3bg/c/NrPZBdWBOU+IiIiIiISHA5vxoY9StNCEREREQkv+gQbqYJYjsrnvnOGM7B7PDnFlVwxfxkHypxBu5eIiIiIiARWZbUvsKGMDREREREJLwpsRCp/YOPHoN0iwR7FK1eNp2einS15pVy14EfKndVBu5+IiEhEs9ng7beNxWYL9WhEpBPwl6KyKrAhIiIScTS/kAinwEakSq8V2HC7g3abXkkxLLhqPIkxUfycVciM13+myhW8+4mIiEQsqxUuvNBYrNZQj0ZEOgFf83CbSlGJiIhEHs0vJMLpE2ykShsBVjtUFsL+rUG91eC0BOZfORZ7lJkvNuRxxzur8Xg8Qb2niIiIiIi0jZqHi4iIiEi4UmAjUlmioNcRxnYQy1H5jMlI5qlLj8RiNvHOit08tHBj0O8pIiISUaqr4f/+z1iqVdpRRIKvoko9NkRERCKW5hcS4RTYiGS+Phu7lrXL7SYNS2Pu+YcD8OxXW3nhm23tcl8REZGI4HDARRcZi8MR6tGISCfgK0Vlt2paKCIiEnE0v5AIp0+wkczfQPyndrvlRWPTuf20IQA88OF6/rMyu93uLSIiIiIizedQxoaIiIiIhCkFNiKZL7CRtxYcpe122xtPGMD0YzIBmPXuavYUVrTbvTutL/8KX/wl1KMQERERkTBSWW302IiJVmBDRERERMKLAhuRrEtPSEwHjxv2rGi325pMJu45cxhjM7pS7nTx5/+ubbd7d0qOEvjqIfj6Yag4EOrRiIiIiEiYUCkqEREREQlX+gQb6fqMNdbt0EC8NrPZxAPnjcBqNvHJ2lwWrc9t1/t3KpXFNdtl+aEbh4iIiIiEFV9gw6ZSVCIiIiISZhTYiHQh6LPhM7RHF64+th8Acz5YS4XT1e5j6BQcJTXbCmyIiIiISDNVVhmlqNRjQ0RERETCjQIbka7PeGO9axl4PO1++9+dMoheiXZ2H6jgyS82t/v9O4XagY1yBTZEREREpHn8paiiNC0UERERkfCiT7CRrudIsEQbX3gf2NHut4+zWZlz9nAAnv9mG1vySpo4Q1rMoVJUIiIRIToaXnrJWKKjQz0aEekEfM3D7VZlbIiIiEQczS8kwimwEemsNugx0tgOQTkqgMnD0jhlaHeqXB7ufn8NnhBkjkQ0ZWyIiESGqCi48kpjiYoK9WhEpBOoydhQYENERCTiaH4hEU6Bjc4g3VuOaveykNzeZDJx79nDsUeZ+WHbft77OTsk44hYdXpsFIRuHCIiIiISVlSKSkRERETClT7BdgZ9xhrr3T+GbAjpybH87pRBAPzlw/UUlVeFbCwRp3YpKmVsiIiEr+pq+PBDY6muDvVoRKQTUMaGiIhIBNP8QiKcAhudQZ9xxjpnNVRVtPz8ikJwtf0fwGuO7c+g7vEUlDl5+JMNbb7eIdyukDRID7k6GRsKbIiIhC2HA846y1gcjlCPRkQ6gcoqb48NBTZEREQij+YXEuEU2OgMEtMhPg3c1bBnZcvOLcqGR4fAm5e2eRjRVjP3nzsCgNeXZfFz1oE2X9PPWQ5PHAFvXha4a4YL9dgQERERkVZQKSoRERERCVf6BNsZmEw1WRstLUe1exlUV8LO7wOSDXFU/26cf2RvPB64+J8/cNFzS3j00418s3kfZY42ZIXsWw+FO2Hzp50va6N2KSr12BARERGRZlIpKhEREREJV9ZQD0DaSZ9xsOF/LQ9sFGwx1s5SqDgAscltHspdZxzG+r0lrN9bzLLt+1m2fT8AFrOJEb0TmZDZlfOO7MNhPbs0/6IlucbaXQ2VRRCT1OZxho2DMzY8HiOYJSIiIiLSiMpqlaISERERkfCkwEZn4Wsgvndly84r2FqzXZgVkMBGt3gbH/3uWLbnl/kDG0u37ye7sILNu3J4LPdqVi8dSMFvXubYQSnNu2hpbs12eUHnDWy4nMbP9hYEhURERESk03G7PTh9gQ2rEvlFREREJLwosNFZpB5mrAt3Gf0oomObd17+5prtol3Qa3RAhmMymeifGk//1HguGd8XgN0Hytn206cM+G4vvT35jFqwjOenjeP4walNX/DgwEa3AQEZZ1ioHdgAI2tDgQ0RERERaYTDG9QAZWyIiIiISPjRozmdRVw3iEkGPFCwucnDAaOkUe1jC7OCMjSfPl1jOb57JQB2UxW26lKueeUnFm/Ma/rkkpya7bJO1kD74MCG+myIiIiISBN8/TVAgQ0RERERCT8KbHQmqUOMdX4zAxvlBUa/Cp/CXYEf08FqBU/OH2TGWe3muleW88WG3EZOAkprBT/KO1lgo9LbPNzknZB2tvcvIhIpoqPhqaeMJTo61KMRkQhX4Q1sRFlMWMzqzyYiIhJxNL+QCKdSVJ1JyiDIWgL7NjbveF/jcJ8gZ2wcfI+7j08m15bIx2tyuP7V5fzj8jGcOiyt/vNKlbFBUjoc2NH53r+ISKSIioKbbw71KESkk/BlbNitytYQERGJSJpfSIRTxkZnkuLL2NjUvON9gQ1zlLEuaofARlFNVoi1LJcnLj2CMw/vSZXLw02vLeeTtTn1n1dyUI+NzsLjAYc3Y6NrP2OtjA0RERERaUJlldFjw6YyVCIiIiIShhTY6ExSWxjY8JWsSp9grNs5Y4PSHKIsZh6/ZDRTR/WiyuXh5tdW8PHqvXXP8XgObR7eWTjLAI+xnewNbChjQ0QkPLlcsHixsbhcTR0tItImldXGvzMx0ZoSioiIRCTNLyTC6VNsZ5IyyFgXbAF3M/5B82VsDDjJWFcW1e25EWhuNxTtrvnZ2xDcajHz94tGce7oXlS7Pcx442fe+7nWcRUHwF1V83Nn+mLfV4bKZIHEdGO7MwV2REQiSWUlnHSSsVRWhno0IhLhVIpKREQkwml+IRFOgY3OJLEvWO3gchq9GJriC2z0Gg0xXY3tYDYQL801xuZTUpOZYbWYefSi0Vwwpg8ut4eZb6/itaU7vccdVJ6qM32x7wts2BIgLsXY7kyBHRERERFpFYe3FJVdpahEREREJAwpsNGZmM3QzZu14Ssz1RC3C/ZvM7a7DYSkvsZ2URADGwdf+6CAhcVs4uFfjeSKiRl4PHDXe2v459db65ahgs7VY8If2OgCsd7ARmd6/yIiIiLSKv6MjShNCUVEREQk/OhTbGeTOthY529s/LiiXUb2hMVmlDjylTkKZp8N37WtdmN9cCYGYDabuPfs4dx04gAA/vrRBj7+YZXxoi/4UtaZMja8pcHsXWplbHSi9y8iIiIireLrsaGMDREREREJRwpsdDYp3sDGviYaiOd7y1Al9wezBZIyjJ/bI7DR60hjXZJjNAY/iMlk4vbThnLbFKMZ+sp1GwDwdB9mHFBVBlUVwRtnR1K7FFVsN2NbGRsiIiIi0oRKbykqm3psiIiIiEgYUmCjs/EFNvKbCGz4+mt0MzIjSGqHjA1fKao+Y421y2E0Bm/AzScN5N6pw0g1FQLwzf4kPOYo48XO0mejvh4bVeXgLA/dmERERESkw6twqhSViIiIiIQvfYrtbFJqlaKqJxvCzxfYSPH25GiPHhu+oEnKoJpm5Qf3zzjIlcf0Y7J3aF/ttVBs6mL80FkaaNcObNi6gD+w00nev4iIiIi0ikpRiYiIiEg46xCBjaeffprMzEzsdjsTJkxg2bJlDR67du1afvWrX5GZmYnJZGLevHmHHHPvvfdiMpnqLEOHDg3iOwgj3QaCyQyVRVC2r+HjCjbXHA/t1GPDGzRJ6gsJPY3tkr1NntY3yvhyv8DUlT1VccalCpo+LyLUDmyYTLX6bCiwISISdqKi4OGHjSUqKtSjEZEI5ytFpYwNERGRCKX5hUS4kH+Kfeutt5g5cyZz5sxhxYoVjBo1iilTppCXl1fv8eXl5fTv358HH3yQHj16NHjd4cOHs3fvXv/y7bffBusthJcoe02/jH2NNBAv2GqsfYENX8ZGeQE4ywI/Lo+nJmiSmA7xacZ2PQ3ED+HN6rjmtKMoMicCMO8/S1i3pzjw4+xoHN73aEsw1rHewEZnKcUlIhJJoqPhttuMJTo61KMRkQjnqDIyNmKUsSEiIhKZNL+QCBfywMZjjz3Gtddey/Tp0xk2bBjPPvsssbGxzJ8/v97jx40bx9/+9jcuueQSbDZbg9e1Wq306NHDv6SkpDR4rMPhoLi4uM4S0Zrqs+Esryk51c1biiomySh1BDWZFYFUXgDV3obfiX1alLHhC2yMGDKEEQP7AWCu2M8Fz37PZ+saL2UV9vwZG97/NnHeBuLK2BARERGRRlRWqRSViIiIiISvkAY2nE4ny5cvZ9KkSf59ZrOZSZMmsWTJkjZde/PmzfTq1Yv+/ftz+eWXk5XVcAmluXPnkpiY6F/S09PbdO8OL7WJwMb+bcbangSxyTX7g9lnw5etkdATrDZI8GbjlDQRmHCW12QtJKQRn2ycNzK5inKni+te/Ylnv9qKp7F+IuHs4MCGP2NDgQ0RkbDjcsGPPxqLyxXq0YhIhKspRaXAhoiISETS/EIiXEgDG/n5+bhcLtLS0ursT0tLIyenGSWIGjBhwgRefvllFi5cyDPPPMP27ds57rjjKCkpqff4WbNmUVRU5F927Qpig+yOoKmMjdqNw02mmv3+Phs7Az+m2mWooPkZG77m4la78eW+94v9qYNs/Pqovng88ODHG7jt37/gqI7Af8QrDypFpR4bIiLhq7ISxo83lsrKUI9GRCKcr3m4zRryJH4REREJBs0vJMJZQz2AYDj99NP92yNHjmTChAlkZGTw9ttvc/XVVx9yvM1ma7SsVcRJGWKs9zUU2DiocbiPL2MjGKWoimo1DgdIaGaPDV9gIz7NCMJ4M0ws5QU8cMnhDOqewJ//u5Z/L9/Nmuwibj5pIKeP6IHVEiETuNrNw0EZGyIiIiLSLCpFJSIiIiLhLKTf7qakpGCxWMjNrVtuKDc3t9HG4C2VlJTE4MGD2bJlS8CuGdZSvH0zineDo/TQ1/2NwwfU3Z/ky9houKxXq/mumXRwxkYTgQ3f677SVXF1m2dfcXQmL08fT4LdyoacEn77xs+c9OhiXlmygwpnBGRwHBzY8PfYUPNwEREREWmYSlGJiIiISDgLaWAjOjqaMWPGsGjRIv8+t9vNokWLmDhxYsDuU1paytatW+nZs2fArhnWYpMhLtXY9mVn1OYrReVrHO4T1B4b3mv6S1F5AxWlOdBYf4zSPGMd391Yxx5aiun4wal8ddtJ/H7SYJLjotm1v4LZ/1nL0Q8uYt7nm9hf5gzgG2ln6rEhIiIiIq1Q4c/YiJBMZhERERHpVEL+KXbmzJk8//zzLFiwgPXr13PjjTdSVlbG9OnTAZg2bRqzZs3yH+90Olm5ciUrV67E6XSSnZ3NypUr62Rj/PGPf+Srr75ix44dfP/995x33nlYLBYuvfTSdn9/HZavz8bB5ag8HshvoBRVYntkbGQY63hvKSqXEyoONHxeqTdjI94bCIn1ZiyU181YSI6L5pZJg/juTydz3znDSU+O4UB5FfM+38zRDy7igf+to7iyKkBvph051GNDRERERFrO4QtsWJWxISIiIiLhJ+Q9Ni6++GL27dvH7NmzycnJYfTo0SxcuNDfUDwrKwuzuSb+smfPHo444gj/z4888giPPPIIJ5xwAosXLwZg9+7dXHrppRQUFJCamsqxxx7LDz/8QGpqaru+tw4tZTDs/O7QBuLl+6Gy0NhO7l/3NV/QoTQXqiohyh648fh7bHiDJ1YbxCRDxX6jgbi3d8YhSrxlzHw9OXxf7FccALcLzHUnajHRFqZNzOSy8X35eE0Oz329lTXZxbzw7XbeX7mHWacP5bwjemM2m+jwPJ56SlF5/4yXqxSViIiIiDRMpahEREREJJyFPLABMGPGDGbMmFHva75ghU9mZiaexkoTAW+++Waghha5Ur0NxPM31t3vK02VmA7RsXVfi02GqFioKoei3ZByUEZHa1UU1mQe+LJCwOiz4QtspA2v/9zazcPBCIYA4DGCNPH1B7OsFjNTR/XirJE9WbxpH/f/bx3b9pXxh/9bxevLsrjvnOEM75XY5rcWVFUV4PH2CfE3D/dmrDiKodphBIhERERERA5SWa1SVCIiIiISvjpEYENCwNdAPP+gHhv+/hoHNQ4HMJmMPhv7NkBRVuACG74yVLEpdYMpCT0gb21NVkZ9Di5FZbFCTFcjY6O8oMHAho/JZOKkId05ZkAK87/bzhOLNrN85wGmPvktl0/I4A+TB5MUG92GNxdEvmCQyQzRcca2PQlMFiPgUV4AXXqFbHgiItJCUVEwZ07NtohIEFX6e2woY0NERCQiaX4hEU6Bjc4qxZuxUbAVXNVGQAAabhzuk5huBDYC2Wfj4DJUPr4G4iV7Gz734FJUYGQtVBxoUQPtaKuZG04YwDmje/HXjzbw31V7ePWHnXy4ei/3nj2cs0d1wABB7TJUJm/pLLPZeP9leUafDQU2RETCR3Q03HtvqEchIp2ESlGJiIhEOM0vJMIp77iz6tLbKCvlroIDO2r2N9Q43Cepr7Eu3BW4sfgbh/etu98f2Mip/zy3qyZ4EV87sNH6Bto9E2N48tIjeOPaoxicFs/+Mie3vvkzy3c20sA8VPyNw7vU3e/rM9KCwI6IiIiIdC41GRuaEoqIiIhI+NGn2M7KbK5VjqpWn42Crca6ycBGADM2fEGSxIMzNnoa64YyNsr2gcdtlGKKq1Vyyv/FfusbaE8c0I0Pf3ccU0f1wu2BP7y9knJndauvFxQHNw738fXZKFMDcRGRsOJ2w9q1xuJ2h3o0IhLBPB4PjmplbIiIiEQ0zS8kwimw0ZmlDDbW+7yBDbcL9m/zvtZQYMMbfCgKYMZGkS9jI6Pufl/GRmkDPTZ8mRxxqWCuNSGL9TYQb0NgAyDKYuaBc0fQM9HOjoJy/vLh+jZdL+AaCmwoY0NEJDxVVMCIEcZSURHq0YhIBPMFNUCBDRERkYil+YVEOAU2OjNfnw1f+amiXeBygMV2aPaEjy/4ENCMDV9g46B7xjdRiqo0z3tc97r721CK6mCJMVE8euEoAF5bmsWXG/LafM2AaTBjI3DvX0REREQij68MFYDdqimhiIiIiIQffYrtzA4uReVrHJ7cv24GRG2+gEfJXqh2BmYcDZaiqhXYqC9lrtQb8PAFQHwCnLFw9MAUrjqmHwC3v/ML+8sC9L7bShkbIiIiItIKFd7AhtVswmrRlFBEREREwo8+xXZmqbUyNjweyPcGNroNaPic+O5gtRu9LYqz2z4GRylU7De2D8nY8DYEd1fVHFNbibdEVUJa3f2+HhNtLEVV2+2nDWFg93j2lTi4+/3VeDyegF271SobaB7u77GhwIaIiIiIHKqySv01RERERCS8KbDRmSX3B5MFHMVGVoQvY6OhxuEAJhMk9jG2A9Fnw3cNe6Kx1GaNrimrVF85Kl/vjfiDAxu+UkyBC2zYoyzMu3g0VrOJj1bn8P7KAAR12srhC2w0lLGh5uEiIiIicihfKSp7lKaDIiIiIhKe9Em2M7PaoGumsZ2/qSaw4StR1ZCkvsY6EH02fGWofNc8WEIjfTYaLEXly9gIbMbCiN6J3HKK8buZ/Z+1ZBfW33ipqLyKhWv28u3mfFzuIGZ2+EtRHZyxoR4bIiIiItKwmsCGMjZEREREJDxZQz0ACbHUIbB/a93ARmMZG1DTCyMggY2d3ms2EtjIXWP09DhYc0pReTxGlkmA3HjiAL7YmMfPWYX88e1VvHbNBADW7ilm8cY8Fm/ax89ZB/DFM3onxXDZhL5cOLYP3RPsARsHoB4bIiIiItIqKkUlIiIiIuFOgY3OLmUQbAT2rqopC9WtuRkbASxFdXB/DZ9GMzaaKEXlchpf/tsPymhoA6vFzGMXjeaMx79hybYCLn9hKZvzSsgvrdtQ3NePI7uwgr99spG/f7aJycPTuHxCBhP7d8NsDkCwpaHAhu/9VxwAVzVY9NdcRCQsREXBH/9Ysy0iEiSV1SpFJSIiEvE0v5AIp288O7sUbwPxTZ8Ya3sSxCY3fk5AS1Fl1b3mwRJ6GuvSgwIbHk/DgY3oWIiKhapyI2shgIENgH4pcdx15mHc/f4almwz+ljERVs4ZmAKJw7pzglDUum98VWcUfH813M8ry3dyYqsQj5ancNHq3PI7BbLr4/K4KJx6XSxt+F/LA0GNpIBE+Axmq7Hd2/9PUREpP1ER8Pf/hbqUYhIJ+DwlaKyKmNDREQkYml+IRFOgY3OLmWwsS7LM9bdBjZduskXhCgKYI+NxAYyNnxBi4MzNiqLoLqy7jG1xaYY4ysrMJqkB9jlE/pS6qimsLyK4wenMDYjmWir94m3/C3w8W1Em6386s49/GpMH9bvLeb1pVm893M2OwrKeeDD9cz7fDOXjEtn+rH96J0U0/JBNBTYMFsgpqsR1CjLV2BDREREROpQKSoRERERCXcKbHR2BzcKb6pxONQEIYqy217qqLkZGwf32Cj1BmJsXYwMjYPFJhuBjfKC1o+tESaTiRtOGFD/i1lLjLW7GoqzIbk/h/Xswv3njuCO04fywao9vPjtdrbklfLCt9t56fsdnHl4T649rj+H90ls/iAcxcbaXs85cSlGYEN9NkREwofbDVne/y/27QtmlYgRkeCoaR6uf2dEREQiluYXEuH0J7qzi0mqm/HQrYEv62tL6AHmKPC46m/q3VxVlTWZIk0GNnLr7veVpqovWwNC20A764ea7aLddV6Ks1m5dHxfPr31eF66chxHD+iGy+3hg1V7mPrUt1z83BK+39LMMfsCGwdnbEBNn40yBTZERMJGRQX062csFRWhHo2IRLAKb2DDpowNERGRyKX5hUQ4BTakphwVGKWommK2QGJvY7stfTZ8X/pHxRmlk+rjax5emmNEmn18gQ7f6wcL5Rf7vowNOCSw4WM2mzhpaHdev/Yo/vfbYznviN5YzSaWbt/P5S8u5e0fm2jM7vE0XIoKIK6bsQ5SxoqIiIiIhC9/KSr12BARERGRMKXAhkDqkJrtbs0oRQW1+mw08QV8Ywp31lyrob4e8d0Bk1HWqfaX9P7G4Q30j4gN0Rf7pXmwf2vNzw0ENmob0TuRv188mm/+dBLnH9kbjwduf+cXXlmyo+GTqiuN3wngjorn38t387dPNvDa0p18uTGPIpO3PJUyNkRERETkICpFJSIiIiLhTj02pG7GRnMbbSd6AxttytjwBkWSGmgcDmCJMspKle0zyl7Fpxr7/aWoGsjYCFXGQu0yVNCiwE/PxBgevXAUXWOjefHb7cz+z1oqnC6ur6+Xhzdbw4OJy19ZzZLthXVenmkt5XdWeOurn1nwyzekJNiIt1mIjbYSb7MSV2t7fL9kDuvZpaXvVERERETCVGW1L7ChjA0RERERCU8KbAikDjXWSX3rb8Rdn6QABDaaahzuk9DDCGyU1uqz4WsentBAj41QlaLyBTbsiVBZBIUty2gxmUzcfeZhxERZeOrLLcz9eAMVVS5uOWUQplpZLZ7KYkxAqcfOku2FxEZbOGtkTwpKnWQXVlBemARAnKuQdXuLoZFWKBaziVevHs/RA1Ja+GZFREREJBw5vKWoYhTYEBEREZEwpcCGQOaxcOzvoe/E5p/jy7JoU2DD+6V/YiMZG2A0EM9ZXbdReUkTGRuhKkXl668x7BxY8UqzSlEdzGQy8ccpQ4iJtvC3TzYy7/PNVFS5uOO0oZhMJvaXOXnu/R+ZBZQQw5F9k/j7xaPJ6BZXc5HVefDOy5ycbual48exv8xJmbOaUkc1ZY5qyhwuyhzVbMorZdWuQn77+s/897fH0ispJjC/BxERERHpsFSKSkRERETCnQIbYjQDn3Rvy84JRI+N5pSiAoj3ZmX4ghnQdI+NOG/2QXk7Zmw4y2DvKmP78ItqAhseT8M9RBpx80kDsUdZuP9/63juq21UOl2cOKQ7t7/zCwPLdkE02OOSePv6iVgtB01KvYGd2KpCThrawO8IY1J7/j++Z93eYm7813Leun6iShKIiIiIRLiawIY+94mIiIhIeNIjOtI6viyLot3gdrfuGv5SVBmNH5fQ01jXztjwBTYSGsrY8JWiaseMjd0/gcdl/G7Sxxv7qiugfH+rL3n1sf34y3kjMJlgwZKdTH/5R/aVOBic6AEgOTnl0KAGNDuwY4+y8NxvxpAUG8Wq3UX8+b9rWz1WERFpI6sVbrrJWKx69kREgqfSW4rKpsCGiIhI5NL8QiKcAhvSOl16g8kCLmfd3hfNVe2sCVQ0WYrKG7wo8d6n2gEVB4zt+AZ6bPiahztLjOPbg6+/Rt+jwGqrGVtbslqAyydk8OiFozB7kz6uOqYfd03qY/xgS6j/JF9gp3x/k4Gn9ORYnrjkCEwmeGPZLt5Y1obyYiIi0no2Gzz9tLHYbKEejYhEMH/zcKumgyIiIhFL8wuJcPokK61jsUKXXsZ2a/psFGeDxw1We8PlpHz8gQ1vIMQXSLFEQ0zX+s+xJRqBF2i/Phu+/hp9jzLWid7gQyv6bBzs/CP78MGMY/nfb49l9tRhRFeXGS80GNjwBnY8LqgsbPL6xw9O5Y+ThwAw5z9rWbmr6XNEREREJDxVOFWKSkRERETCmwIb0npt6bPhOyexT9P9J/yBDW+PjdI8Yx2f1vC5ZnPNl/tl7dBnw1UNu380tn1N2P2BjbZlbPiM6J3IiN6Jxg+OYmPdUGDDGm0Ed6DZ7/+mEwcwZXgaTpebG/+1nPzSdsp0ERERg8cD+/YZi8cT6tGIhLWnn36azMxM7HY7EyZMYNmyZY0eP2/ePIYMGUJMTAzp6en8/ve/p7Ky0v+6y+XinnvuoV+/fsTExDBgwADuv/9+PGH6d7Wy2sjoVWBDREQkgml+IRFOgQ1pPV8JqcKdLT/X31+jb9PH+npslOaC21UT4GioDJVPezYQz10DzlIjmJB6mLGvdh+SQHOUGGtbl4aP8ZXjaub7N5lMPHLhKPqnxrG3qJIZr6+g2tXK/ikiItJy5eXQvbuxlJeHejQiYeutt95i5syZzJkzhxUrVjBq1CimTJlCXl5evce//vrr3HHHHcyZM4f169fz4osv8tZbb3HnnXf6j3nooYd45plneOqpp1i/fj0PPfQQDz/8ME8++WR7va2Acvibh2s6KCIiErE0v5AIp0+y0nq+oERhKzISfOc01V8DIK47YDLKKpUXQGkzAxu+jI02NO9uNn9/jQlGtgjUCmwEJmOjDn9go4GMDajVQL35gZ0EexT//M0Y4qIt/LBtP3M+WEuZo7oNAxURERFpX4899hjXXnst06dPZ9iwYTz77LPExsYyf/78eo///vvvOeaYY7jsssvIzMxk8uTJXHrppXWyPL7//nvOOecczjzzTDIzM7nggguYPHlyo5kgDoeD4uLiOktHUVmlUlQiIiIiEt4U2JDWS/JlbLSix4bvy/6kZgQ2LFaISzW2S/bWlKJKaGZgoz1KUR3cXwMC2mPjEM0JbLQyY2Vg9wQevWgUAK8tzeKovy7i3g/WsiWvtDUjFREREWk3TqeT5cuXM2nSJP8+s9nMpEmTWLJkSb3nHH300SxfvtwfpNi2bRsfffQRZ5xxRp1jFi1axKZNmwBYtWoV3377LaeffnqDY5k7dy6JiYn+JT29GZ9720lllZGVG6PAhoiIiIiEKWuoByBhzJexUbDFqNXXVK+M2vylqDKad3xCDyjLM8pQ+UtR9Wj8nPYqReXx1MrYmFizvz0CG/ZGSlH5Azstb55+2oie/P3iUTyxaAvb88t4+fsdvPz9Do4e0I1pEzOYdFgaVovioiIiItKx5Ofn43K5SEur+wBMWloaGzZsqPecyy67jPz8fI499lg8Hg/V1dXccMMNdUpR3XHHHRQXFzN06FAsFgsul4u//OUvXH755Q2OZdasWcycOdP/c3FxcYcJblRWqxSViIiIiIQ3fZKV1us5Gqx2o8dG9vKWnesLbDSnFBXU9Nko2Wv02gCI7974Of5SVC3/Yr9FDuwwymNZoqHXkTX7fe+tNBeqA9yIu6nm4dDmwM55R/Rh0cwTePXq8Zw6LA2zCb7fWsAN/1rBsQ99yVNfbKaooqpV1xYRERHpKBYvXsxf//pX/vGPf7BixQreffddPvzwQ+6//37/MW+//TavvfYar7/+OitWrGDBggU88sgjLFiwoMHr2mw2unTpUmfpKHylqGxWZWyIiIiISHhSxoa0XkwSDDsXfnkTlr8EfcY27zy3C4qzje3mNA8HI2MDoCS3JrCR0ETGRit6TLSKL1uj1xEQZa91/2SwxkB1hZG10W1A4O7ZnMBGAN6/2WziuEGpHDcolezCCl5fupM3l+0ip7iSRz7dxHNfbePKYzK56ph+dI2LbvV9RERERAIhJSUFi8VCbm5unf25ubn06FH/Z8d77rmH3/zmN1xzzTUAHH744ZSVlXHddddx1113YTabue2227jjjju45JJL/Mfs3LmTuXPncsUVVwT3TQWYx+Pxl6JSjw0RERERCVfK2JC2GXOlsV7zLlQ2syFi8R5wV4PZ2nRwwscf2NhrBDeg6ebhce2UsVFffw0wSnP5eogEuhyVv8dGI0/+BbgUV++kGG6bMpTvZ53M3y8exeC0eEoc1Tz5xRaOfegL5n68nvzSAGemiIiIiLRAdHQ0Y8aMYdGiRf59brebRYsWMXHixHrPKS8vx2yuOy2yWIwv/D0eT6PHuN3uQA6/XTiqa8asUlQiIiIiEq6UsSFt0/coSBkC+Rth9f/BuKubPmfNv4116mFgbuZTYr7ARvEeo9cGNB3YaO+Mjb71TJYT+0D+piAGNpqTsRHYwI7NauG8I/pwzqjefLI2hye/2MK6vcU899U2Fny/g8vGZ3DDCf3p3sXe9MVERKSG1Qq+J7+t+ogm0lozZ87kiiuuYOzYsYwfP5558+ZRVlbG9OnTAZg2bRq9e/dm7ty5AEydOpXHHnuMI444ggkTJrBlyxbuuecepk6d6g9wTJ06lb/85S/07duX4cOH8/PPP/PYY49x1VVXhex9tpajqnZgQxkbIiIiEUvzC4lw+lMtbWMywZgr4JM7YfnLTQc2nGXw/VPG9sSbmn8fX4+NvHVGtgemjtFjo6zACOoApE849PVgNRBvTmDDn7ESnMCO2Wzi9MN7ctqIHixan8eTX2xm1e4i5n+3nQ9W7eGz3x+v8lQiIi1hs8HLL4d6FCJh7+KLL2bfvn3Mnj2bnJwcRo8ezcKFC/0NxbOysupkX9x9992YTCbuvvtusrOzSU1N9QcyfJ588knuuecebrrpJvLy8ujVqxfXX389s2fPbvf311YV3v4aFrOJKIsyNkRERCKW5hcS4RTYkLYbdSl8fi/k/AJ7fjZ6TTTkp5eML9q7ZsLhFzb/Hr6MjaJdxjq2G1iiGj/HV4qpYj+43WAOwsRt11JjnTrU6KlxMF8Dcd+4A6HaAS6nsd3cHhsejxGECgKTycSkYWmcclh3vt6cz93vr2bX/gre+DGLm04cGJR7ioiIiDRmxowZzJgxo97XFi9eXOdnq9XKnDlzmDNnToPXS0hIYN68ecybNy+AowwNX+Nwu1VBDREREREJX/o0K20XmwyHnW1sL3+54eOqKuD7J4ztY2c2HZioLf6gXhxNlaGCmowNjxsqDjT/Xi3RUH8Nn2BkbPiyNQCi4xs+zhfYcVfVNBsPIpPJxAmDU7nllMEAvLpkJ1Wu8Ks7LSISMh4PlJUZi7euv4hIoFVWewMbKkMlIiIS2TS/kAinwIYEhq+J+Op/g6O0/mNWvAqluUYWw6hLW3b9uFQw1frjmtCMwIYlCmyJxnawylE11l8DagU2ApixUVlkrKMTGu9REhUDUXHGdrD7jNQydVRPUuKj2VtUycI1Oe12XxGRsFdeDvHxxlJeHurRiEiEqvT22FBgQ0REJMJpfiERToENCYzMYyF5ADhLYc07h75e7YDv5hnbx9wC1hb2XrBYIa5WT42DMzgaEsw+E1UVRuktaCRjw1eKanfgouPN6a/hE9cOfUYOYrNauHxCBgAvfbe93e4rIiIiIk3zl6KK0lRQRERERMKXPs1KYPiaiEP95ahWvg7F2UYT8CN+07p7JNQKZjTVONyndp+JQMteYZR5SugJSRn1H9OlF2CC6srABRdaEtgI5vtvxOVH9SXKYmJFViErdxW2671FREREpGE1gQ1lbIiIiIhI+FJgQwJn1GVgjoI9K2DvLzX7XVXw7WPG9jG3QJS9ddevHdhIaGbGRmwQMzZq99doqDG31VbTDyRQ5ahalLHhDWwE4/03onuCnakjewHK2hARERHpSFSKSkREREQigQIbEjjxqTD0TGN7xYKa/b+8BYVZRp+MI69o/fXrZGw0o8cGBLcUU1P9NXwC3UA8DDI2AKYf0w+AD3/ZS25xZbvfX0REREQO5ahWKSoRERERCX/6NCuB5Wsi/svb4CwHVzV886ix7+jfQXRs66+d0LNmu7mBDf8X+wEObORtgF1Lje2G+mv4BDywUWysO2iPDZ/D+yQyLrMr1W4P//phZ7vfX0REREQO5S9FZVXGhoiIiIiELwU2JLD6nWD0m3AUw9r3YO27sH8bxCTD2Kvadu3WlKIKdCmm/dvh3evhH0cZ77FLH+g+vPFzfIGNwkCXourS9LEhzNiAmqyN15Zm+SfRIiIiIhI6FU712BARERGR8GcN9QAkwpjNRhPxRffBT/Nrsgsm3gy2+LZdO74VpahiA5SxULwHvnoYfn4V3NXGvsOmwqQ/g6WJv0ZJfY11oHts2JsR2AhRjw2fycPS6J0UQ3ZhBR+s3MNF49JDMg4RkbBgscAFF9Rsi4gEQWW10WPDplJUIiIikU3zC4lwCmxI4I2+HL74C2T/ZPxsT4Tx17X9ul28paii45sfJGlrxkJZPnz7d1j2PLgcxr6Bk+Dku6HXEc27RihLUYU4Y8NqMTNtYgZzP97A/O+2c+HYPpgaarQuItLZ2e3wf/8X6lGISITzl6JSxoaIiEhk0/xCIpwe05HAS+gBQ06v+fmom5qXXdCUtMNh1GVw4qzmn9OWHhMVhfDscbDkKSOo0XciTP8Yfv1O84MaENrm4f6MjfbvseFzybi+xERZ2JBTwg/b9odsHCIiIiIClVVGxoZ6bIiIiIhIOFNgQ4JjzHRjHZ0AE64PzDXNZjjvGTh6RvPPqV2KyuNp2f1+eRtK9hh9NC5/xwhqZBzdsmsAJHrLL5XlQVVly88/WEsCG773X5YPbnfb790KibFRnH9kbwDmf7c9JGMQEREREYMvYyMmWlNBEREREQlf+jQrwTHwFDjnH/Drf0NM19CNw1eKqboSnGXNP8/jgRULjO2jfwuDJkFrSyjFdIWoWGO7OLt116itRRkbqca6ugLmjYCFd8Lun1oe5Gmj6cdkAvD5+lyyCsrb9d4iImGjrMz4f43JZGyLiASBo9pbikoZGyIiIpFN8wuJcApsSHCYTHDE5dD3qNCOIzoOrHZjuyUNtLNXQO4a49yRF7VtDCZTrXJUAWgg7u+x0YzyXrZ4OO6PxrHF2fDD0/DCKfD4SPhsNuxZ2S5BjoHdEzh+cCoeDyxYsiPo9xMRERGR+vlLUanHhoiIiIiEMTUPl8hmMhnlmIqzoawAumY277zlLxnrYedAbHLbx5GYDvmbAtNnoyUZGwCn3APH3wZbPoe178LGhVCYBd89bixRcWCNBot3MVu921HQazSc9ThY2v5PxfRjMvl60z5e/n4H327OZ0D3OPqnxDOgexwDUuPpnxpPvE3/JImIiIgEU03zcD3jJiIiIiLhS98iSuTzBTaa20DbUQJr3jW2j7wiMGMIZAPxlgY2AKLscNhZxuIsh82fwNr3YNMnUFVmLPXJXQNd+8Hxf2zzsE8YlMrYjK78tPMAG3NL2JhbcsgxR/ZN4oUrxpEcF93m+4mIiIjIoXyBDZsyNkREREQkjCmwIZEvzttno7mlqFb/2/iiv9ug1jULr4+vgXggSlFVtqAUVX2iY2H4ecbiLIeSveCuBpfTu3i3d/8Ii/4Mix+EwVOgx+FtGrbZbOLt6yeSXVjBln2lbNtXxtZ9pWzNK2XrvjLySx2syCrkt2+sYMH08VgteopQREREJNAq/BkbCmyIiIiISPhSYEMin6+BeFkzAxu+puFjrmh9w/CDBSpjo9oBLoex3ZKMjYZEx0K3AfW/lnksZC+HDf+D926Aa78Aq61NtzObTaQnx5KeHMtJQ+q+tnZPERc+u4TvthTw0MIN3HXmsDbdS0REREQO5e+xYdVDJCIiIiISvvRpViJfbDdj3ZxSVHtXwZ6fwRwFoy4N3BgCFdhwlNZsByKw0RiTCc6aZ/z+ctcYmRtBNLxXIn+7YBQAz3+znf+szA7q/UREREQ6o0plbIiIiIhIBFBgQyJfnC+w0YyMjeXebI3DzqopYRUISb5SVLvB42n9dRzeMlRRcWBuh8lofKoR3AD4bh7sWhbU2505sic3nmhkkNz+719Yk10U1PuJiHQoFguccYaxWPSFo4gEh6Pam7GhwIaIiEhk0/xCIpwCGxL5/KWomsjYcJbB6v8ztgPVNNwnoRdggurK5pfEqk9rGoe31bCzYeTF4HEbJamcDTQaD5A/Th7CCYNTcVS7uf7V5ewvc7bqOlUuNzvyyygodQR4hCIiQWK3w4cfGovdHurRiEiE8mVsxCiwISIiEtk0v5AIpx4bEvlim5mxsfZ9IyOiayb0OyGwY7BGQ0IPo1F30S4jE6I1QhHYADj9Ydj+DezfCp/fC2f8LWi3sphNPHHJEZz99LfsLChnxusreOWqhpuJ7ytxsGZPETvyy9hZUM72/DJ2FpSx60AFLrcHq9nEzMmDuf74AVjMAeqZ0goejweny43Nqi8RREREJHRqSlHpGTcRERERCV8KbEjk85WUaqrHxvKXjfWR08AchIleYh9vYGM39D6yddcIVWAjJgnOeQr+dT4s+ycMPRP6nxi02yXGRvHP34zlvH98x/dbC5j78QbuOctoJu5ye1i1u5DFG/L4cuM+VjdSriraYsbpcvPwwo18symfv188mh6J7f+UQmG5k2sW/MSm3BKe/c0Yjh4QwDJnIiIiIi3gbx6ujA0RERFpBrfbjdPZumoaIgeLiorCEqDSaApsSOSLTzPWB3bAN4/CMbce2p8ibz3sXgYmC4y+PDjjSOwDu39sWwNxX2DD3iUwY2qJgafA2Kvhpxfh/Zvhpu/Bnhi02w3pkcCjF47ixtdW8OK324mymMkpquCrTfs4UF5V59jBafH0T4knIyWWzG5xxpISS1qCnX8v382cD9ayk5ifOwABAABJREFUZFsBpz3+NQ/9aiRThvdo8L7OajdLtxdQVFHFMQNS6BoX3ab3kV/q4NcvLGVDjvHf7uqXf+Ll6eOY0L9bm64rIhGorAy6dze28/IgLi604xGRiOPxeKisNjI2bMrYEBERiWwBmF84nU62b9+O2+0O8OCkM0tKSqJHjx6YTG2rrKLAhkS+bgOMYMXK12DRfbBlEZz3XE1Db6hpGj7kdKNkVDAk9jHWDQU2XNXw/o1gi4czH4P6/nI7vNkJ7Z2x4TP5ftj6BRzYDh/fAec9E9TbnX54T24+aQBPf7mVZ7/a6t+fYLdy/OBUThrSnRMGp5KaYGvwGheNS2dMZlduefNn1mQXc/2ry7lsQl/uOXMYMdFGgKuyysXXm/axcE0On6/PpbiyGjDKYo3PTGby8DQmD+9B76SYFo0/t7iSy19Yypa8UlLibQzqHs+SbQVMf/lHXrlqPGMzk1vxWxGRiFZeHuoRiEgEc7rceDzGtjI2REREOoE2zC88Hg979+7FYrGQnp6OORjVTaRT8Xg8lJeXk5eXB0DPnj3bdD0FNqRzOOdpyDgGPr4ddn4HzxwDU/8OI34FVZWw6g3juDFXBm8MiX2NdVFW/a8v+yesftvYPuYWo9fHwfylqEKQsQEQHQfnPQvzT4NVr8OJd0DXjKDecuapQ8gvcbJubzHHDkrhpCHdObJvUoM9N+ozIDWed288hkc/3chzX2/j9aVZLNu+n6uP7ce3m/P5cmMe5U6X//iU+Gi6xdnYmFvCkm0FLNlWwJ//u44RvbsweVgPTh/Rg0FpjQeXsgsruPz5H9hRUE7PRDuvXTOBXkkxXPvKT3yzOZ8r5i/jlasnMCaja6t/NyIiIiItUemsedrSrr5fIiIi0ojq6mrKy8vp1asXsbGxoR6ORIiYGOOh4by8PLp3796mslQKbEjnYDLBEZdD36Pg3esg+yf491Ww6VNIHweVhZCYDgNODt4YGsvYKMmFxXNrft75fROBjRBlbIDxO0wfD7uWwvavoOu0oN7OYjbx0AUj23ydaKuZWWccxrGDUpj59iq25JUy693V/td7J8UwZXgPThvRgzEZXbGYTWQVlPPpuhw+XZvLTzv3sya7mDXZxTz22SbGZXbl10dlcNqIHoc0BM8qKOfS538gu7CCPl1jeOPao0hPNj4E/PM3Y7l6wY98v7WAK+cv49VrJjA6PanN76+5qlxunvtqK+v3lnDv2cMbzXZpibV7ili2fT+/GtOHLvaogFxTREREAstXhspsgihL21L/RUREJLK5XMbnhujotpXoFjmYL1BWVVWlwIZIs3UbAFcthK8ehm8egV/eNBaAI359aO+NQGossPHZbHAU1/y88zsYfdmhx3WEwAZAvxOMwMa2r4xm62HkuEGpLLzlOGb/Zy1b8ko5+bDunD6iB4f3Tjyktl/fbrFcc1x/rjmuP/mlDr5Yn8cna3P4atM+ftxxgB93HKBbXDQXj0vnsgl96dM1lq37Srn8+aXkFFfSLyXOn6nhExNt4YUrxjL9pR9Zun0/v3lxKa9fcxSH92l+v5Id+WX8d9Ue/vvLHkoqq7nmuP5Mm5hBVBNZLFvySvj9W6v8DdcPlDt59eoJWMyt/2LD4/Hw2tIs/vzftVS5PDyzeCtzpg7njMObrpXodntYtCGPNdlF/GZiBinxgQmyiIiISP0qq4wvKOxRljbXNBYREZHOQZ8ZJNAC9WdKgQ3pfCxRcPJdRjPsd6+FwiwwmY3ARjD5Ahtl+6CqAqK8X3bv/N4bXDEZpZ0Wz4WdS+q/RkcJbPQ/Ab5+2MjY8Hjq7wfSgXWLt/H05Ue26JyUeBsXjUvnonHp5BZX8uayXby+bCe5xQ7+sdjoAXLSkO6s2l1EfqmDQd3jee2aCXTvYj/kWrHRVuZfOY4rX1rGjzsO8OsXl/LaNRMY0bvh4Mbeogr+t2ovH6za4w9M+Nz/v3W8sSyL2WcN4/jBqYec63Z7eGXJDuZ+vAFHtZvEmCiqXG6+31rAvM838YfJQ1r0u/CprHJx13treGeFEaxLsFnJK3Fw8+srOHFIKvedPYK+3Q5NV3W5PXy8Zi9PfbHF31T9lSU7mDN1OOeM7qUPTSIiIkFSWWWUolJ/DREREREJdwpsSOfV9yi44Vv4/ilI7lcTeAiWmK4QFQdVZVC8x8gecVXDh380Xh9zBUy4ARY/CPu3QknOoY3MO0pgo884iIo1gjR56yBteGjH087Suti5ZdIgbjppAIvW5/LqDzv5bksBizYYzY8O69mFf109nm6NZCDE2ay8NH08015cyoqsQs59+juSYqOIt1mJt1uJt1lJsEeRYLOy+0AFy3bs959rMZs4ZmAKU0f2pMrl4dFPN7Ilr5Rp85dx6rA07j7zMDK6xQGQU1TJbf9exTeb8wE4blAKf7tgFEu3F3DLmyt58ostjMnoyolDurfod7Brfzk3/Gs5a/cUYzbB7acN5cqjM40gz+KtLN64j1P//hW/O2UQ1x7Xn2irmWqXmw9W7eHpL7ewdV8ZAPE2K9272Ni2r4xb31rJB6v28MC5I+pkuYh0RB6Ph7V7ihmclkC0VU30RCQ8+DM29O+WiIiIiIQ5BTakc7MnGtkb7cFkMoIn+RuhaJcR2PjxBchbawQ9TpkDMUmQNgJyVxuZHCPOr3sNX7mqUDUP97HaoO9E2LrIKEfVyQIbPlEWM6eN6MlpI3qydV8pry/NorC8invOOoyk2KZrUMbbrCy4ajxXv/wTy3bsJ7/USX6ps8Hjx2cmM3V0L04f0aNO2aYzR/bk8c8388qSHXy2LpevNu7jmuP6MbB7PPd+sJbiymrsUWbuPOMwfnNUBiaTiXNG9+bHHfv51w9Z/P6tlXz4u+OaHUz4atM+bnnzZwrLq0iOi+bJS4/gmIEpAMw8dTDnjO7F3e+tYcm2Av72yUbe/zmb84/swxvLssjaXw5AF7uVq47tx5VHZxJns/LcV1t5YtEWvtiQx+S/f80dpw/lsvF9MbehTJZIsFS53Nz+71947+dsRqcn8crV4wPTW8ZshhNOqNmOMAfKnDz15RaOHZjCSUNbFkwVkcDwBzailbEhIiIS8SJ8ftGeMjMzufXWW7n11ltDPRSpRYENkfaUlG4ENgp3GQ3Dv/yLsf+UORCbbGxnHG0ENrKWHBrYqOwggQ0wylFtXWSUo5p4U6hHE3IDUuO556xhLT4vwR7FW9cfRXZhBSWV1ZQ5qilxVFNaWU2pd22LMjPpsLQGAw+JMVHMnjqMyyak8+f/ruObzfn8Y/FW/+uj+iTy2MWjGZAaX+e8e84axqpdRazOLmLG6yt46/qJjfbpcLs9PP3lFh77fBMej3Hdf/x6DL0PGteA1Hhev3YC7/2czV8+XM/mvFIeWrgBgOS4aK45rh+/OSqDhFpfBM84eRBThvfg9nd+4eesQu5+fw3/XbWHh341ksyUuBb/XkWCpbLKxYzXf+bz9bkArNxVyJXzl7HgqvF1/ky3SkwMLF7c9kF2QPmlDn79wlI25JSw4PsdvDx9PMcOSmn2+WWOamKiLAp2irRRZbW3FJVVgQ0REZGIF8Hzi4Y0Vdp6zpw53HvvvS2+7o8//khcXGC+m3jjjTf49a9/zQ033MDTTz8dkGt2VgpsiLSn2g3EP59jZGD0OqJuA+6Mo2HZc0bGxsE6SikqMBqIA+z4ziipZdE/J61lMpno0/XQXhQtNbB7Aq9cNZ7P1uXywIfryS6sYMZJA5lx8sB6AxY2q4WnLzuSM5/8hhVZhTz48YZ6gzMej4dvt+Qz7/PNLN95AIBLx/fl3rOHYWvgixGTycT5R/bh5KHdefiTjfy4fT+XjO/LpePTiY2u/8/KoLQE/n3D0Sz4fgd/+2QjS7fvZ8q8r5k2MYPrTxjQrObiK7IOMO/zzSzbXkD/lHgO753I4X0SGdknkSE9EhocLxhP4Zc7XERbzdisZn2BGkTVLjdb9pUyuHtC0H/PeSWVPLFoM+//vIeeiXbGZiYzLrMrYzOSSU+OaVFPl1JHNdcu+Ikl2wqwWc3cNmUIT36xhRVZhVz50o8suGo88bbw+bewqKKK+d9uZ1R6IicN6R60/ja5xZVc9vwPbN1XhsVsotrt4cZ/Leedm45mcFrT/z/73y97+MPbq8jsFsejF41qtB+RiDSupnm4ntoUERGRyLN3717/9ltvvcXs2bPZuHGjf198fM0Dnx6PB5fLhdXa9BwuNfXQfqat9eKLL3L77bfz3HPP8eijj2K3H9qbtb04nU6io5uuONJRhc/sWyQS+AIb6/9rlKDCBGc+CuZaX7ZmHG2sc9dCxQGjTJVPRwps9BhpjK3iAOxZAenjQz0iwQgoTB7eg5OHdqfUUd1kSay+3WJ59MJRXPfqcl78djvjMrty2oiegPE/+S835vHEoi2s3FUIgM1q5v5zRnDRuPRmjScpNpq/nnd4s8dvMZu46th+TDosjVnv/cJ3Wwp4/pvt/OuHLKYdncH1xw8gOe7Q97RqVyF//3wTizfu8+9bt7eYdXuLeeunXQBEWUwM6ZHAwNR4yp0uCiuqKK6oosi7lDtdda5ps5qxR1mwRxnrmCgLyXHR9S49E2M4Ij2pRV/Su9we9pU46J5ga5cgyuKNeSzeuI9xmclMHp7WaHZObR6Ph137K4iymoizWYmLtmJp5XiLK6t4a9kuXv5+B9mFFUwZnsZTlx3Z7LG0REllFf/8ehsvfLOdCu8XeZvzStmcV8oby7IA6J5gY1xmMmMzuzJ5eI9Dso9qO1Dm5MqXlrFqdxHxNisvXDGWo/p346j+3bjs+R9YvvMAV85fxsthEtzILa7kivnL2JBj/H/luEEpzD5rGIOaEWhoiezCCi57/gd2FpTTK9HOy1eN5673VvPjjgNMf+lH3rv5aLonNPxB/s1lWcx6bzUeD2zMLeHcp7/jllMGceOJA7AG4c9NR1NcWcVDH28gymJm6qieHNm3a9ACUNI51AQ2lLEhIiIiLePxePxzq/YWE2Vp1ufgHj1qetUmJiZiMpn8+xYvXsxJJ53ERx99xN13383q1av59NNPSU9PZ+bMmfzwww+UlZVx2GGHMXfuXCZNmuS/1sGlqEwmE88//zwffvghn3zyCb179+bRRx/l7LPPbnR827dv5/vvv+edd97hyy+/5N133+Wyyy6rc8z8+fN59NFH2bJlC8nJyfzqV7/iqaeeAqCwsJA//elPvP/++xQVFTFw4EAefPBBzjrrLO69917ef/99Vq5c6b/WvHnzmDdvHjt27ADgyiuvpLCwkHHjxvH0009js9nYvn07r776Ko8//jgbN24kLi6Ok08+mXnz5tG9e00J4bVr1/KnP/2Jr7/+Go/Hw+jRo3n55ZfJzs7mlFNOYdeuXXV+/7feeivLly/nm2++afK/W2t1/Jm3SCRJ9H4ZnLfWWB85DXqPqXtMfHfoNhAKtkDWUhhyWs1rHSmwYTZD5nGw/gOjz4YCGx2K1WJuVp8PgMnDe3Dd8f3559fbuO3/fmFIjy5syi3hyS82sybbKH9ms5q5bEJfrj9+AD0Sg/80Qd9usfzr6gks3rSPeZ9tYtXuIp77ahuvLtnJFUdnct1x/ekaF82a7CL+/tkmf+N2i9nEr47sza+PymBPYSWrswv5ZXcRa7KLOFBexZrsYv97aoqj2o2j2k1RRfPGPDo9iXvOGsaYjK5NHrt4Yx5zP9rAxtwSeibaOX1ET84c2YMj0rsGPMixJa+UBz5c5w/6vPz9Dnp0sXP5hL5cMr4vqQmHZsJ4PB425JTwn5V7+O+qPWQX1v0lxEVb/E3uu8REMaJXImMzuzIuM7nekmk7C8p46bsd/N9PuyirFUD6ZG0uv3vjZ5649IiABTcc1S7+9UMWT32xmQPlVQCMSk9i5qmDcVS5+GnnAX7csZ812UXklTj4cPVePly9l/v+t46jB3TjgjF9OG14T2Jq1Z/PKarkNy8uZXNeKV1jo1hw1XhG9kkCYETvRF675iguf+EHftp5gKte+pGXpo8jrjXBjbIyyMw0tnfsgAClOh9s675Spr24jOzCCrrGRlHmcPHN5nxOe/wbfnNUBrdOGtTsfz8as7OgjMueX0p2YQV9k2N57ZoJpCfH8s/fjOX8Z75ne34Z1y74iTevm1jn9+3z/Nfb+MtH6wG4ZFw6heVVLFybw6Pev/OPXjTqkBJ7kSSroJyrF/zI5rxSwPi72zsphrNH9+LsUb0Y2iNBQQ5pMUeVtxSVAhsiIiKRL8Dzi4oqF8Nmf9LmYbXGuvumNFj9oaXuuOMOHnnkEfr370/Xrl3ZtWsXZ5xxBn/5y1+w2Wy88sorTJ06lY0bN9K3b98Gr/PnP/+Zhx9+mL/97W88+eSTXH755ezcuZPk5OQGz3nppZc488wzSUxM5Ne//jUvvvhincDGM888w8yZM3nwwQc5/fTTKSoq4rvvvgPA7XZz+umnU1JSwr/+9S8GDBjAunXrsFha9rlu0aJFdOnShc8++8y/r6qqivvvv58hQ4aQl5fHzJkzufLKK/noo48AyM7O5vjjj+fEE0/kiy++oEuXLnz33XdUV1dz/PHH079/f1599VVuu+02//Vee+01Hn744RaNraVMHo/HE9Q7hKHi4mISExMpKiqiS5cO0MtAIseOb+HlM43tmK4wYznEdTv0uA9+CytegaN/B5PvN/a5quB+bz3y27fX9OQIpR9fgA//YAQ4rvxfqEcjbVDlcnPpP40vZqMtZpwu44uPmCgLv5mYwTXH9Wv0qepg8ng8fLEhj79/vskflIiLtjCyTxJLthUAYDbBeUf04bcnD6y3J4fH42H3gQpWZxeRtb+ceJuVpNgoEmPqLrHRVpwuN5VVLu9Ss13mdFFY7qSg1Mn+Mif7y53s926v2VPkz/g4a2RP7jh9aL3lxTbkFPOXD9fzzeb8et9rjy52zji8bpCj2uWmsKKKwvIqiiqcHCirorLaxYheiWR0i23wi82i8irmLdrEq0t2Uu32EGUxcdqInizZmu9vUh9lMXHm4T254uhMRqcnsWt/BR+syuY/K/f4v0wFiLaY8eChytX0R4Zetco99UqK4a0fd/HZ+lx8nzYGp8Vz1TH96BoXzW9f/3/27js8iqrt4/h303sCCSnUhN6LNOkgaFBBVCxYwd6wPj6PvWLB3sXXAliwoagUURHFgtJ77yQQkkAS0vvO+8dJYUkhgZBN4Pe5rrm2zc6enR3CnHPPue/V5BXaOb9LBG+M635CV+DnF9qZszaOV37ZVhKIadnIl/9FtyO6U3iZ/ZSdV8jafYdZsSeZP7cfYtnu5JLX/DzdGNU1gkt6NqWRvydXf7SU2ORswgO8+PSGPuXOalgbe5irP1pKek4BfaIaMv263tU/8c7MhOKp0RkZJyWwsSb2MNdNW0ZKVj5RIb58cn0f7JbFs/M288smUzckyMed/5zdliv6ND/u32RHYgZXfbiEhLRcWob48vlNZzoERfccyuSidxeTkpVPdKcw3r2qZ8lMIMuyeG3BNt78bQcAtwxpyYMj2wPw/Zr9PP7DRtJzCvByd+HBke25tl9kSUDQsiziUnNYF3uYtftS2ZaQTqfGAdw8uOWJ10CpRcv3JHPLpytJzswjLMCTfi2DWbApwSEw2CbUjwu6NeaC7o1pEey8WkQ6b666urCvPv5nD0/M3sh5XcJ596qex36DiIiI1F8n2L/Iyclh9+7dREVF4eXlRVZeQb0KbEyfPp177rmHw4cPA6UzNr7//nvGjBlT6Xs7d+7MrbfeysSJE4HyZ2w8+uijTJpkxuwyMzPx8/Nj/vz5jBw5stxt2u12IiMjeeuttxgzZgyHDh2iSZMmbNmyhaioKACaNGnCddddxzPPPFPm/b/88gvnnnsumzdvpm3btmVer+qMjZ9++omYmJhKU1CtWLGC3r17k56ejp+fHw8//DBffvklW7duxd29bL/qxRdfZPr06WzatAmAWbNmMX78eOLj48utTXL0sXWk6pwza8aGSG0qTkUFMPzx8oMaAM37m8DGkXU2imdrQN2YsQEQNdTcxi6FvCzwOPE6EeIc7q4uvHVlD85/82+SM/Pw83RjfP8W3DCwZbmpn2qTzWZjeIcwzmofyq+bE3ltwTY2HUjj311J2Gwwpltj7hrehpaVXLlts9lo1tCHZg2PfYx6uLlUO5VQYnoOr/y8ja9XxjJ33QF+2ZTAjQOjuH1Ya/w83UhMy+HVBdv4ekUsdssEFMb3i+TmwS1Zuy+Veevi+HVzIvFpOUxdvJupi3cT6O2O3W6RnltQ4eeGBXjSJyqYvlENObNlQ1o18qPQbvHFshheXbCtZMbCiA5hPHJ+B6JCfMktKGT++ng+/ncPq2MO8/2aOL5fE0fjQC/iUnNK94OrC2e1D+WC7o05q30oXu6u5BYUlhS2Ty+6PZiey+qYw6zYm8zGuDTiUnOYvTaO2WvjHNo6pG0jbhgYxaA2ISVBhveuOYNbPl3JvPUHsNng9curH9zYdTCDr1bEMmvVfg6m55bsl3tGtOXSnk0r3J63h2tJKqmJZ7UhNjmLb1ft45uV+9iXks2Xy2P5cnksri42Cu0WLYpmEVV0DHVrFsSnN/Tlmg+Xsmx3MtdNW874/pHEp+aQkJ5DQmoO8Wk5JKblcjA9F5vNtKE4zZmXuyuB9lw+LtrebZ+tJM/TcfaLzWajRbAPXZoE0rlJAFEhftVKC/bHtoPc9tlKsvIK6do0kGkTehNcVLvm/Wt7sXjHIZ6es4mtCek89sNGPlsSw7ldwkvTrvl40MDXg2BfD4J8PPBwK3/fbolP4+oPl3IoI4+2YX58dmPfMoHRyBBf3r+2F1d9sJSfNyYwef5mHjm/I3a7xdNzNzH9nz0A/De6HXcMa13yvot6NKVvVDAPfLuOv7Yf4sk5m/hlUwJ9ohqybl8q6/YdLgncFfttSyJfLIvhP+e047JezSrdZ6lZ+cxYtpevl8fi6eZK/9bBDGgVQt+WDSsNjBQU2tmTlMnW+AzcXW20CPaleUOfcmeiHMusVft48Nv15BXa6dIkkA+u7UV4oBc5+YX8tiWR2Wvi+G1rItsTM3hlwTZe+3UbKx492+l/q6V+KElFpeLhIiIiUk3e7q5sejraaZ9dU3r16uXwOCMjgyeffJJ58+Zx4MABCgoKyM7OJiYmptLtdO3ateS+r68vAQEBJCYmVrj+ggULyMzM5LzzzgMgJCSEs88+m6lTpzJp0iQSExOJi4tj+PDh5b5/zZo1NG3atNygRnV06dKlTFBj5cqVPPnkk6xdu5aUlBTsdnOxa0xMDB07dmTNmjUMGjSo3KAGmIDJo48+ypIlSzjzzDOZPn06l112WY0VXK+IAhsitSmoBXS62NTUOGN8xesV19k4sAbyMsHDtzSw4eYNrnXkqtPgVhDQBNL2Q+wSaHWWs1skJyAi0JuvbzmTJbuSGdU1okZS0dQkm83G2R3DGN4+lF82JbAqJoXLejWldajzA32h/l68cElXru3fgmfmbubfXUm8u2gnX6/Yx8jOYcxatb9kRsf5XSJ4YGR7mgebAfKzO3pxdscwcvJNOqDiIEdqdr7DZwR4udHA14Mgb3dsNhub4tJISMtlzlqTLgog2NcDPy839iZlAWZ2xGOjOjKoTWmhM083Vy7s0YQLezRh3b7DfPzPXuasjSMuNQcXGwxoHcLobo2J7hROoLfj3xpPN1c8/VxLBsOLje7WGIDM3ALWxh5m+Z4UVuxNZtfBTAa3bcT1AyLLneVwVvswplzVk9tmrGTuugO42Gy8elm3YwY3svIKmLfuAF+viGX5npSS50P8PLh+YBTX9Y+q9oBys4Y+3DOiLXed1Yalu5P5ZuU+flx/gOz8QtqH+/PJ9X0IDah81lL3ZkF8ckMfrv1oGUt3J7P0iFkg5UnLcQxaeeeVBpYWbT1Itkfln+ft7krHxgF0aRJIp8YBtA3zp2Uj33IH4L9fvZ/7Z66lwG4xqE0I713ds0y6rAGtQ5h310C+WBbDKwu2sTUhna0J6WW2VcxmA1ebDRcXG642G64uZsnOKySv0E6nxgF8ekPfCgfce0c25KVLu3L3l2v44K/dNAnyZkNcGt+s3AfApDGduKZfZJn3NQ7y5pPr+/DZkr08++Nm/tmZxD87k0ped3Wx0S7Mn27NAokK8eWLZbHsPpTJQ7PW8/E/e3h8VEf6tw5x2GZschYf/b2br1fEOtTb2ZqQzrTFe3B1sdGtaSADWofQr1UwlgWbD6SxJT6dLfFpbEvIIK/AXqatYQGetGjoS/NgH1o09KF9RAA9WzQod5/Y7RavLtjG27+bmSojO4Xz2uXdS45lL3dXzusSwXldIkjLyefnDfElAUQFNaSqcopSUXkqFZWIiIhUk81mq7F0UM509GD7/fffz4IFC3j55Zdp3bo13t7eXHLJJeTl5VWwBePoQX6bzVYSECjPRx99RHJyMt7epRew2e121q1bx1NPPeXwfHmO9bqLiwtHJ2bKz88vs97R3z8zM5Po6Giio6OZMWMGjRo1IiYmhujo6JJ9cKzPDg0NZfTo0UybNo2oqCjmz5/PokWLKn1PTaj/R6NIfWKzwaXTjr1eUHMIaApp+2Dfcmg5tDSw4VWH0jzYbBA1BNZ+bupsKLBR77UO9a8TgYLKuLjYGNk5nJGdw4+9ci3r1DiQz2/qy4JNCTz342b2JGXx2RJzlUeP5kE8en4HerYoP42cl7srZ3cMKwlybE/IwNfTlSAfDwK93ctcZZ6TX8iqmBSW7U5m6a5kVsWkkJSZR1JmHkE+7tx3dluuPEYqoa5Ng3jlsiAePq89q2MO07VZ4AmlHPP1dKN/65Ayg8aVGdExjHeuPIPbZ6xi9to4XGzwymXdHb5vod1i96EMNuxPY8muJOauO0BG0UwWFxsMbRfK5b2bcVb70BOu1eHiYqNfq2D6tQrmqTGdWLEnmd6RDatcM6NH8wZ8ckMfJs/fQoHdIizAk7AAL8IDvAgP9CIswItG/p5YFg4pz7LzC8lPS4fXzHaeubAzhd6Os0PyCu3sSMxgw/5UNh1IIyuvkJV7U1i5N8VhvUb+nrQM8aVlIz9aNfIlLTu/JK3TmO6NeemSbhXOtnBzdeGafpGM7taYz5fFsC8l26Rcy8ojJdOkXkvJysNugWVBgWWBvWyKsjOaBzFtQh8CfSoPxI/p3oSYpCxeWbCNJ+eYacuuLjZevrQrF/VoWuH7bDYb1/SLZGCbRry1cDsAXZsG0qVpEJ0aBzjUD5jQP4pPl+zljV+3sSU+nSs/XFoyiyktO5/3/9rF/PUHSr5G+3B/bhzUEm93VxbvPMTiHYfYm5TFqpjDrIo5zFtF+/JoPh6utA3zp9BusScpk/ScAhLScklIy2XZHscgV8sQX3q2aECvyAb0bGHStt0/cy0/ro8H4Pahrbj/nHYV1twJ8HLn0l7NuLRXMwrL2f8iFckpKC4eXjN1jURERETqu8WLFzNhwgQuuugiwMzgKE7dVFOSkpL44Ycf+PLLL+nUqVPJ84WFhQwcOJBffvmFkSNHEhkZycKFCxk2bFiZbXTt2pV9+/axbdu2cmdtNGrUiPj4eCzLKsmScGRaqops2bKFpKQkJk+eTLNmpjbwihUrynz2xx9/TH5+foWzNm688UauuOIKmjZtSqtWrRgwYMAxP/tEKbAhUhfZbNCiH6yfadJRtRwKuUUFj+tKGqpiLYsDG4uc3RKROsFms3FOp3CGtgvl0yV7+X1LIuP6NOP8LhFVLvTr5e5Kl6aBx1ynf6sQ+rcyQYTcgkLW7UtlX0oWw9qFVmvGTbCfJyM6hlV5/Zp2Tqdw3r7yDCZ+vorv18Rhs9no3yqYjXFpDoP4R2oR7MNlvZox9oymJ62gvZ+nG0PbhVb7fT2aN+CrW/pV/wMzS9Opje3ZtNIcuCbYk8nGuFTW70tlY1waOw9mkJhuUl0dTM8tM2Pk+gFRPHp+hyoVqA/y8eD2oa3Lfc1ut0jLySev0I7dDoWWhd1uUWi3KLQsbEBksG+VPgdg4lmt2ZucxTcr9+FRlBYvulPVApdRIb68enn3StfxcHPhhoFRXNyjCW8s3M6nS/by6+YEftuS4BCTGdQmhJsHt2Rg69J0aed3jQBgX0oW/+xIYvFOU4/Fw82FDuEBtI/wp314AB0i/GnWwMeh1sfhrHz2JmexNymTvUlZ7DmUybr9qexIzGDXoUx2HcpkZtHsFHdXG/mFphbO5Iu7mt+/iqqTjkykOBVVTaZzEBEREanP2rRpw6xZsxg9ejQ2m43HHnus0pkXx+PTTz8lODiYyy67rMy4wHnnncdHH33EyJEjefLJJ7n11lsJDQ0tKRS+ePFi7rzzToYMGcLgwYMZO3Ysr776Kq1bt2bLli3YbDZGjhzJ0KFDOXjwIC+++CKXXHIJP/30E/Pnzz9mnYrmzZvj4eHBW2+9xa233sqGDRtKaocUmzhxIm+99Rbjxo3joYceIjAwkCVLltCnTx/atWsHQHR0NAEBATzzzDM8/fTTNbr/KqLAhkhd1aJ/aWADSmds1LXARtQQc3tgLWQl142i5iJ1QPFg6g0Do2rl8zzdXOkd2ZDekfXz3+DIzuG8dUUPJn6xmu9W7+e71fsdXvd2d6VT4wA6NwkkulM4faMaVnng/FTk6mKjdagfrUP9GNO9ScnzaTn57D6Yya5DGew6mMnOgxkkpOUypntjrjmzRZWDa5VxcbHVaKo6m83Gcxd1oXuzILo2DaRr06Aa2/aRGvh68OQFnbj6zOY8O28zv289iLurjQu6NeHGQVF0iKj4hL9pAx8u6+3DZb2bVemzbDYbDXxNTZLuzYIcXkvJzGN1bAor9pjZNmv3HSYn305DXw/+75qe9fbfsNQPxamovBTYEBEREQHg1Vdf5frrr6d///6EhITwwAMPkJaWVqOfMXXqVC666KJy+2Njx47lmmuu4dChQ4wfP56cnBxee+017r//fkJCQrjkkktK1v3222+5//77ueKKK8jMzKR169ZMnjwZgA4dOvDuu+/y3HPPMWnSJMaOHcv999/P+++/X2nbGjVqxPTp03n44Yd58803OeOMM3j55Ze54IILStYJDg7mt99+47///S9DhgzB1dWV7t27O8zKcHFxYcKECTz33HNce+21J7rLqsRmHZ18S6pVfV3kpDm4Fd7pA25e8GAsbJ4N394AUYNh/Bxnt87R233g0Fa47FPoeMGx1xcRqcD89Qd4bv5mGgd607lJ4HEXyq6XsrNh8GBz/88/4Rh5TOXEbNifSqi/5zFrp5xs+YV2dh7MoFkDnyqnPKtLdN5cdXVhX9331Rpmrd7Pw+e15+bBrZzSBhEREaklJ9i/yMnJYffu3URFReHl5dxzZqkfbrjhBg4ePMjs2bMrXa+yY6s658z1r/ckcroIaQs+wZCVBHGrj0hFVQcHDVoOMYGN3X8osCEiJ+TcLhGc2yXC2c1wDm9vWL7c2a04bXRuUnm6t9ri7upC+/A6+H+7nJJKa2xoxoaIiMgpT/0LqSWpqamsX7+ezz///JhBjZqkqnEidZXNBs2LcrTH/FN3U1FBaTqqXX84tx0iIiIiUqGSVFRuCmyIiIiISM0YM2YM55xzDrfeeitnn312rX2uZmyI1GUt+sOWuabORkQ381xdDGxEDgSbCyRth7Q4CGjs7BaJiIiIyFGy88yMDU93Xd8mIiIiIjVj0aJFTvlcndGK1GUt+pvbmCWQfdjcr4upqLyDIKK7ua9ZGyIixycrCyIjzZKV5ezWiMgpSKmoRERETiPqX8gpToENkbosrAt4+Jv6GjFLzHN1ccYGmDobYOpsiIhI9VkW7N1rFstydmtE5BRUkopKgQ0REZFTn/oXcopTYEOkLnN1g2Z9zP2E9ea2rgY2jqyzof8wRUREROqc3PyiGRtu6gaKiIiISP2mM1qRuq44HVWxupiKCqD5meDqCelxkLTD2a0RERERkaPk5CsVlYiIiIicGhTYEKnrWgxwfFxXZ2y4e5fOLtm1yKlNEREREZGycgpMKipvDwU2RERERKR+U2BDpK5rcoaZCVGsrgY2oLTOhgIbIiIiInVOyYwNNwU2RERERKR+c3N2A0TkGNw8oWkv2LvYPK7LgY2oocAzsH0BvDcILDvYC8BeaG6tQmjUAS54E/zDndxYERERkdOHZVlHpKLS9W0iIiIiFRk6dCjdu3fn9ddfd3ZTpBI6oxWpD46ss1GXAxuNe4B/BBTmQvw6SNgAB7dA0nZI2Q2HY2D7z/Dh2ZC4xdmtFRGpW2w26NjRLDabs1sjIqeY/EILu2Xue6rGhoiIyKnvNOxfjB49mpEjR5b72l9//YXNZmPdunU19nnZ2dk0bNiQkJAQcnNza2y7UjV1IrDxzjvvEBkZiZeXF3379mXZsmUVrrtx40bGjh1LZGQkNputwshZdbYpUuc171d63yvQee04Flc3uHEhXPk1XPUtXPM9jJ8D182H63+Ba2dDw1aQGgNTz4E9fzu7xSIidYePD2zcaBYfH2e3RkROMdlFszVAMzZEREROC6dh/+KGG25gwYIF7Nu3r8xr06ZNo1evXnTt2rXGPu/bb7+lU6dOtG/fnu+//77Gtns8LMuioKDAqW2obU4/o/3qq6+47777eOKJJ1i1ahXdunUjOjqaxMTEctfPysqiZcuWTJ48mfDw8lPZVHebInVes77gGQjeDcAzwNmtqVxgE2gbDW1GQKthEDXYzDhp3tfU4Lhhgfk+Oanw6UWw/htnt1hERETklJdbFNiw2cDD1endQBEREalvLAvyMp2zWFaVmjhq1CgaNWrE9OnTHZ7PyMhg5syZ3HDDDSQlJXHFFVfQpEkTfHx86NKlC1988cVx7ZKPPvqIq6++mquvvpqPPvqozOsbN25k1KhRBAQE4O/vz6BBg9i5c2fJ61OnTqVTp054enoSERHBxIkTAdizZw82m401a9aUrHv48GFsNhuLFi0CYNGiRdhsNubPn0/Pnj3x9PTk77//ZufOnYwZM4awsDD8/Pzo3bs3v/76q0O7cnNzeeCBB2jWrBmenp60bt2ajz76CMuyaN26NS+//LLD+mvWrMFms7Fjx47j2k8ni9NrbLz66qvcdNNNXHfddQC89957zJs3j6lTp/Lggw+WWb9379707t0boNzXj2ebInWepx/csgiwmVkR9ZlvMFz7A8y6GTbPhm9vgNR9MODu02ZqpIiIiEhty8m3A6ZwuE3nXCIiIlJd+VnwXGPnfPbDceDhe8zV3NzcuPbaa5k+fTqPPPJIyTnPzJkzKSws5IorriAjI4OePXvywAMPEBAQwLx587jmmmto1aoVffr0qXKTdu7cyb///susWbOwLIt7772XvXv30qJFCwD279/P4MGDGTp0KL/99hsBAQEsXry4ZFbFlClTuO+++5g8eTLnnnsuqampLF68uNq75sEHH+Tll1+mZcuWNGjQgNjYWM477zyeffZZPD09+eSTTxg9ejRbt26lefPmAFx77bX8+++/vPnmm3Tr1o3du3dz6NAhbDYb119/PdOmTeP+++8v+Yxp06YxePBgWrduXe32nUxOHSHNy8tj5cqVPPTQQyXPubi4MGLECP79999a22Zubq5DHrS0tLTj+myRk6phS2e3oOa4e8Ol0+GXR2HJu/DrE5AaC+e+CC7K+Swip6msLCi6eIPly0+b6eIiUjtyClQ4XERE5LRymvYvrr/+el566SX++OMPhg4dCpiB+bFjxxIYGEhgYKDDoP2dd97Jzz//zNdff12twMbUqVM599xzadCgAQDR0dFMmzaNJ598EjBlEgIDA/nyyy9xd3cHoG3btiXvf+aZZ/jPf/7D3XffXfJc8cX81fH0009z9tlnlzxu2LAh3bp1K3k8adIkvvvuO2bPns3EiRPZtm0bX3/9NQsWLGDEiBEAtGxZOuY4YcIEHn/8cZYtW0afPn3Iz8/n888/LzOLoy5wamDj0KFDFBYWEhYW5vB8WFgYW7YcX2Hh49nm888/z1NPPXVcnycix8nFFUY+D4HN4OeHYfmHkLwLBt1vUlfpSkIROd1YFmzaVHpfRKQG5eQXBzZ0EYmIiMhpoab7F+4+ZuaEM7hXPSjTvn17+vfvz9SpUxk6dCg7duzgr7/+4umnnwagsLCQ5557jq+//pr9+/eTl5dHbm4uPtUI/BQWFvLxxx/zxhtvlDx39dVXc//99/P444/j4uLCmjVrGDRoUElQ40iJiYnExcUxfPjwKn9mRXr16uXwOCMjgyeffJJ58+Zx4MABCgoKyM7OJiYmBjBppVxdXRkyZEi522vcuDHnn38+U6dOpU+fPsyZM4fc3FwuvfTSE25rTdPlOsBDDz1EampqyRIbG+vsJomcPvrdDpd9DG5esPM3mH4evN0LFr8BGQed3TpxtoLcY68jIiIix1ScispbgQ0RERE5HjabSQfljKWaF7/ecMMNfPvtt6SnpzNt2jRatWpVMpD/0ksv8cYbb/DAAw/w+++/s2bNGqKjo8nLy6vy9n/++Wf279/P5ZdfjpubG25ubowbN469e/eycOFCALy9vSt8f2Wvgck+BKYgeLH8/Pxy1/X1dUzRdf/99/Pdd9/x3HPP8ddff7FmzRq6dOlS8v2O9dkAN954I19++SXZ2dlMmzaNyy+/vFqBn9ri1MBGSEgIrq6uJCQkODyfkJBQYWHwk7FNT09PAgICHBYRqUUdx8BNv8MZ14K7LyTtgAWPw6vt4atrYMevYC90divrl6SdsGl2/b3q27Lgh4nwYivY9ouzWyMiIlLvFc/Y8FRgQ0RERE5xl112GS4uLnz++ed88sknXH/99SX1NhYvXsyYMWO4+uqr6datGy1btmTbtm3V2v5HH33EuHHjWLNmjcMybty4kiLiXbt25a+//io3IOHv709kZGRJEORojRo1AuDAgQMlzx1ZSLwyixcvZsKECVx00UV06dKF8PBw9uzZU/J6ly5dsNvt/PHHHxVu47zzzsPX15cpU6bw008/cf3111fps2ubUwMbHh4e9OzZ0+FHtNvtLFy4kH79+tWZbYpILQjrCBe8BfdvhdFvQpOeYC8wBcY/Gwvv9oPDMc5uZf2QmQTTzoWvr4HVnzq7Ncdn6Xum7Xnp8N0tkHbg2O8RERGRCpWmotKkfRERETm1+fn5cfnll/PQQw9x4MABJkyYUPJamzZtWLBgAf/88w+bN2/mlltuKXOBfGUOHjzInDlzGD9+PJ07d3ZYrr32Wr7//nuSk5OZOHEiaWlpjBs3jhUrVrB9+3Y+/fRTtm7dCsCTTz7JK6+8wptvvsn27dtZtWoVb731FmBmVZx55plMnjyZzZs388cff/Doo49WqX1t2rRh1qxZrFmzhrVr13LllVdit9tLXo+MjGT8+PFcf/31fP/99+zevZtFixbx9ddfl6zj6urKhAkTeOihh2jTpk2dHVN3+lntfffdxwcffMDHH3/M5s2bue2228jMzOS6664DTJX2IwuB5+XllUTB8vLy2L9/P2vWrGHHjh1V3qaI1GGe/tBzPNz0G9y6GPrcAl6BcGgrTB8Fh5UqrlKWBXPugoyi/5R/fRKyU5zapGqLXWYKywN4N4TsZPjuZs3aEREROQE5BaZD6+WmGRsiIiJy6rvhhhtISUkhOjqaxo0blzz/6KOPcsYZZxAdHc3QoUMJDw/nwgsvrPJ2P/nkE3x9fcutjzF8+HC8vb357LPPCA4O5rfffiMjI4MhQ4bQs2dPPvjgg5KaG+PHj+f111/n3XffpVOnTowaNYrt27eXbGvq1KkUFBTQs2dP7rnnHp555pkqte/VV1+lQYMG9O/fn9GjRxMdHc0ZZ5zhsM6UKVO45JJLuP3222nfvj033XQTmZmZDuvccMMN5OXl1enxdJtlOT9Pydtvv81LL71EfHw83bt3580336Rv374ADB06lMjISKZPnw7Anj17iIqKKrONIUOGsGjRoipt81jS0tIIDAwkNTVVaalE6oK0OJh+viku3iASJsyDwKbOblXNyM82abcSNsGF75jvdyJWfmwCGy7uENAYDu+F3jfB+S/XSHNPusxD8H+DIW0/dLoIhj1iHudnwfAnYNB9zm6hyMmTmQl+fuZ+RgYclStVpC7SeXPVOXtffb0ilv99s45h7Rox7bo+tf75IiIiUstOsH+Rk5PD7t27iYqKwsvL6yQ0UOqyv/76i+HDhxMbG0tYWFiNbruyY6s658x1IrBR1zi70yEi5Ujdb4IbKbuhQVRRcKPJ8W0reRfs/B0K86DDaOcFSQ7HwFdXw4G15nFQc5jwIwQ1O77tHdoB/zfIBAHOngSNu8PHo8HmAjf/ARFda6zpJ4W90KQd2/U7BLeBm383M3hWfQqzJ4LNFW74BZr2cnZLRU6OrCzo2NHc37QJ6mBxNpGj6by56py9rz75dw+P/7CRczuHM+XqnrX++SIiIlLLTrB/ocDG6Sk3N5eDBw8yfvx4wsPDmTFjRo1/Rk0FNpyeikpEpEoCm8CEuRDUwgQ3Ph5lZnJURfZhU0h7zj3wRjd4swfMuw9+ehBe6wwfXwBrv4S8zGNtqWKF+bBnMWxfYO4fy65F8H9DTFDDJ9jM1DgcYwIRx1NPojAfZt1kghpRg6HfRHPb6WKw7PDjf+t+IfE/XjRBDXcfuPxTE9QA6HF10fcohG+uh5xU57ZT5GTx8YE9e8yioIaI1LDSGhtKRSUiInJaUP9CjsMXX3xBixYtOHz4MC+++KKzm1MpN2c3QESkygKbmuBGcVqq6aPMzI2ACMf18rIgdinsXWwCCPtXmsH9Yi5u0KwvYIO9f8PuP8wy7z/QcQx0uwJaDACXY8R+MxJNIGP7L2YGSG7RgLt/BPS+EXpeB77Bju+xLPjnTVP7wrJDRHe4/DOw2WDaeSZo88kF5nv5hVZ93yyaDHGrwCsILnyvtO3nPAPbfoLYJbDua+h2edW3WZt2/Ap/vGDuj3oNQjuUvmazmef2rzCptebeB2M/NM+LSP1gL4Sdv8GmH8zfyI5jIKyT/h2L1KKc/KIaGyoeLiIiIiIVmDBhgkOx9bpMgQ0RqV+CmsP4uSaokbzTzNy4aiak7IU9f5tl/0qwHzVrIqQttDoLWg6DyAGlswFS9sK6r2DN5yaosGaGWbyCwD8cfEJMcMInBHxDzG3WIRPMiFvt+Bk+wSbtU/oB+G0S/PkSdL0czrzNDNTnZpiUShu/M+t3vwrOfwXcvc3j8XNMcOPQNvhkjPmeRwdGyrP3H/j7VXN/9OuOKboCm8Dg/8LCp2DBY9DuXPCqY6lCDsfCtzcBlgkGdRtXdh3vIBj7EUwdCRu+gdbDofuVtd1SEamutAOw+jNY9QmkxpQ+/+eL0LCVCXB0HAMR3RTkEDnJimdseKp4uIiIiIicAhTYEJH6p0ELmDDHBDeSdpjUUkcLaAKRgyByILQaVnEdjQYtYMj/zOB/7FIT1Nj4PeQcNsuxRHSHNudA22ho3APsBSZw8e87EL8OVn1slpbDICMBEjeZGSPnvgC9bnAcyGvQAsbPNsGNxE3w6RgT7PBuUPHn56TCrFvM7I9uV5qC20frd4cZWEzeaWZFRD977O9VWwryYOYEyE42+3Lk5IrXbdYHhj0Evz0D8+6Hpn0gpHVttVSOZC+E2GWwZS7sW24GqJv2hKa9IbQTuOr04rhkZ8Pgweb+n3+Ct7dz23O87IVmFtvKabB1vkkjByZg3OUSSI83s92Sd5qg7N+vmnR8HS4wsznyMiA3veg2w9zmZ5uAZt/bTq/j68A6mHMXBDaDC96s/P8DkWMonbGhwIaIiMhp4VTpX4hUQMXDy+Hswn4iUkXJu01NitRYx0BG5EAzSHa8V//mZ0PSTjMzI7NoyTri1tXDzP5ofTb4h5W/DcuCmH9hybuwZV5pKiy/MLjsE2h+ZsWff3AbTD8PMg9C4zPg2u/BK7D8db+9CdZ/bb7vLX9VPBtj+68wY6wJqty6GELbl10naadp777l4BkAPg3Bu2HRbQNz3y8UgluZWicu1RgYsSzISoJD282MlEPbzP3EzeYqbq8guOUP8z0qYy80s1n2/AVhXUxqLcsy+7d4wQJXT2jS0yzuVSxyZlkm+JSyx8zkObzX8X72YbPfGvcoWs6AkDZl90NelkmVlrTdBN5S95s2VfR98jKLluLB3KL7NhfoOQH63wUedSAfakEu7P4TNs+BrT+a47M8bt5m/zTtZQIdrUfUjfbXB5mZ4Odn7mdkgK+vc9tTHfZCiFligl2b55i/y8Wa9zPHcscxpTPUctNh288mNdX2BVCQXbXPadITLpwCjdrV+FeoUywLVn9qgriFuea54NZwxVd1LqCr8+aqc/a+evi79Xy+NIZ7R7Tl7hFtav3zRUREpJadYP9CxcPlZKmp4uEKbJTD2Z0OEamG3HQz4BzYtO6mMUnZA8s/NDU5RjxVtiZIeRI2mVoi2cnQqIPJRe/qbgbRXdzN/dwMWPs52Fzh+p/MjIbKfHElbJ1niopfO7t0f8UsNXU/tsyjwgH4o7l6QsOWZmA/pI1J9eUXZoIXGQnmu2Yklt5P2wfZKeVvy83LBHvaRlfts1P3w3sDKt6eQzs9TACiRT9o3h+a9zVBotwME1RJ3AgJxcuG6hcmd/c1KXSCW0LqPhMcOnJAtyb4N4YRT0CXy45d9+V4pe4zKc3yMiA/BwpyTCCjINvcpsfDjoWQl176Hq9AaDsSooaYY3zfcpMGLjfNcdveDUyKsT43QUDjk9P+2mYvhPj1ZlZWw1YmiOPmeeLbrW+BjfxsU8doy1wzMyMrqfQ1r0Azi6zneMeaOeXJzYAdC0ygoyAXPP1McNXDz9z38DMBvz9eNLWMXD1h+GNw5u3VC7Aer8ICE4w9sBYOrDF/LwKbQddLzfFf023Iy4If7zczCMEE0g9uM39HvQLh0unmuTpC581V5+x9dd/Xa5i1aj8PndueW4a0qvXPFxERkVqmwIbUUQpsnETO7nSIiABmEO3j0ccebB/yoEnRdCwpe+CdvmbQeuxHZiB28Zuwb1npOm2iofsVZiAvO8UEVrKSS2/T4036mIKc4/hCNjMYWBwICWltbkM7Va2WyJH2/gsrp5sZGjaXIxbMbXaKCdhkJpZtg38EpMdV0EQXCGhq0oI1aAFBkUW3LUxdloSNprZK3Grz++Rnlr8dr0AILgr6BDU3wagKdgkeRQO3Hr7mMzx8zeND2+DXp0rrEjTuAdHPmyBNZfJzjj1LxbJMYGfLPDMofWBN5esX8wuH9udDh1FmhpTrUd/LbjczVfYth30rTDCkuP0ubtDxQjMY3bRn1T6vWGGBCZrs+t3ceviCbyj4NSq6DTW3Pg1MoDMjETLiIT2hKLiWYAbdvQJNAM4vzLznyPtegWb/H/2dwAy2718FMf+YAFDMUscgj5u3CSxGDoKoQSaY5uZRve8ItRvYsNvh0FYToHHzMrPeAhqbfVHeQH1WsgncFc9EStwMu/5w/DfgFWTq+LQ/38zUKZ6dUVPS4mD2nbDjV/O42Zlw4btmFtmRLMvMsopdZo5DrPLrJfmGmL8huemOS16G+bt7cIv5dx6/oeIZJf4R0OVSUxsorFP56xTkFc3i2mE+s7Lj49AO+PpaE3S1ucBZj8KAe80Mqa+uNn+vba4w8nnoc3OdCOjrvLnqnL2v7pixinnrD/DUBZ0Y3z+y1j9fREREapkCG1JHKbBxEjm70yEiUuJwjLmKuTDfFES3F5hBXnu+ec4vFPrcUvWc84smw6LnHZ9z9TCDcv0mVi29i73QzEo4tMMMvidtN2mlMg+Cb6MjBoyLbn1DTSH2hi1rNyWRZZnBxJh/TSAk5h/zuJhfuBmIDOsIYZ3N/ZC2Vb/y3l5ovn/capOuKqiZSRUT3Mak76qJAcf8HJMe7K9XSwfSO46Bsx43A7LF+/7Q9qL720xQxyvQBFSCioIyQc3N4u5tBoW3zIOU3Ud8kM3MOvALM4Pcbl5mP7h7m1sPX4gcbNIAVWfWiL3QpK1aMgX2Li59vmkf6HuLuZLf078ooONfehwX/3Y7fzO1Gvb8VXYmyMni5lU0U6CoXS5uJqBVnA6omGcAhHc1wYGj03K5+5h0c43PMMdVeBdz/B/ryv6KOh65GWZGUeImM/BekGtmSxw5q6Yg1xx3AU3MElgUqPCPML9h5iEzyL9vuVniVpe/T22u5t9rQGNzPGQkmgH57OTy2xzQ1AQy2p8PLfqXHxiqSZZl6hb9/IgJQLh5w9lPQZNepk5S7BITeMqIr9nP9fAzv3dEN/Obxq2CDbMcazEVp8fzCYaDW4v+bW41aROL64xA0fHRzwTBogZDeDdz7G/8Hn6YaP6t+zaCS6aa14sV5MKcu2HtF+Zxzwlw7kvHF0SrQTpvrjpn76sbpi9n4ZZEXhjbhct7N6/1zxcREZFapsCG1FEKbJxEzu50iIicNPnZZtbG4b3m6ureN5qrfiuqFXKqSU8wA/rBrc2V0/VFRqIpmr7609J6LSfK1dOks2l/vkkp5deoZrZbkbg1sPQ9WP+NCcyVx93HBBPAzLI4klcQtBwCLQaaAF9mImQcLLpNNMGFrGTwDiqdieEfZgJYfqFmsDk3rTRFWnq8Y7q0Y9V48G1kBqNbDDAD+GGdTKDCsswg9p6/TA2SPX+XHwRw8zaBnPDORbOUQsz39fAxt+4+kA8072LW/2UypG41MwaSdlLlNHHl8QpyHIAv5u4LEV1NACotDtIPOA7AHy2giZkdEdzaLM37mZlEzpg1kLIXfrjD7PfyuLibIESzPiZAl3nIzNo5smZSzmHA5hjI8iy67+Fnav407mG207BV2aBeQS5s/wXWfmkC0BUd12ACd8Up645M2QUmSBba0QRlwKTNu2Rq+WkLLQv+eQsWPA5Y5t/DZZ9Uf9ZbDaqr583vvPMOL730EvHx8XTr1o233nqLPn0qTtn4+uuvM2XKFGJiYggJCeGSSy7h+eefd+ho7d+/nwceeID58+eTlZVF69atmTZtGr169apSm5y9r678YAn/7EzijXHdGdO9Sa1/voiIiNQyBTakSGRkJPfccw/33HOPs5sC1Fxgo4qX+IqIyCnB3RsmzDVXbreNNlfin078w+pnEMcvFC540wShfnnE1DVw9zXpvIpTXoW0MfcDm5rB+sMxRcveogLoMWbAvXk/E8xoNdwM4taWxt3hovdMnZkVU2Hjd6Y9uemlqc3ys8wCZmC6+ZnQcii0GgYR3U9uPYXC/NI0RCVpiTJMe0I7mIH88gbwbTZTVD60vakjYrfDwc0mZVX8uqL6LZtM4CRulVkqkndE8OL3Z8HjiM/zjzAzi3xDyp9V4+JuBszT4iBtf9ESZ/ZtcVCjUXszs6Fp0dKog+NsL3uhCfKkxxUFOuLN5wW3LppxVYf+XjRoYWoFrfgIfptk0jY162sCGc3OhCZnHDsVVmGBed/x1q5x84QOo82SlWyO6U0/ABaEtDMzwBq1Nbf+EeZYKT4+dh8RCMtNLQ1qDLjbzMiqaBaezQYD7jLb/PZG2Ps3fDAMJswzs8YEgK+++or77ruP9957j759+/L6668THR3N1q1bCQ0NLbP+559/zoMPPsjUqVPp378/27ZtY8KECdhsNl599VUAUlJSGDBgAMOGDWP+/Pk0atSI7du306BBg9r+esctJ98ELj3daqE2jYiIiIiTTJgwgY8//rjkccOGDenduzcvvvgiXbt2rZHPePLJJ/n+++9Zs2bNMdd76qmnyjzfrl07tmzZUiNtOZ0psCEicropTksk9U94Z7j2BzPo7uFX8ZXyPg2PXbDZWfzDTE2YI+vCFOQVBRTSSlMthXao3YF0V3ez33wanth2XFyKUpwdUW/BXmhSayVsMPUaDm4xNRzys03gJC/T3CcDfDJMOqgOoyGyp5lREd7t+GbUWJZJTZYeb1JTeQUeo+2uZpZAQIRJO1bXubiYYFKvG0ofV0dVU/hVhU9D6H2DWSpz5PFx5q1FhejXQexy8++7Rf+qfV67kXDjAvj8cvP33D/8xL/DKeTVV1/lpptu4rrrrgPgvffeY968eUydOpUHH3ywzPr//PMPAwYM4MorrwTMFW1XXHEFS5cuLVnnhRdeoFmzZkybNq3kuaioqJP8TWpWYVHs1Mv9OIN5IiIiUv+E1KNMBTVo5MiRJedt8fHxPProo4waNYqYmJhab0unTp349ddfHZ5zc9OQfE3QWa2IiEh94+lfJ4oG1xg3DzMw3CDS1KNo2qtuzQ44US6uZkZNp4tg+GMwboaZOXXTQrj9X7hnHfx3Ozx5ADLtkJEP18yAQfeZItzHmybMZjP7NazjsYMa9ZnLCcy6cDYXV5Puqu/NVQ9qFAvtADf9blJRnezaJvVIXl4eK1euZMSIESXPubi4MGLECP79999y39O/f39WrlzJsmXLANi1axc//vgj5513Xsk6s2fPplevXlx66aWEhobSo0cPPvjgg0rbkpubS1pamsPiTD/cMYBdz53H4DYnOfWgiIiI1A2+vnDwoFmqmYaqUpmZFS85OVVfNzu7auseB09PT8LDwwkPD6d79+48+OCDxMbGcvBgaX3E2NhYLrvsMoKCgmjYsCFjxoxhz549Ja8vWrSIPn364OvrS1BQEAMGDGDv3r1Mnz6dp556irVr12Kz2bDZbEyfPr3Ctri5uZW0pXgJOSLgFBkZyaRJk7jiiivw9fWlSZMmvPPOOw7biImJYcyYMfj5+REQEMBll11GQoJj+uY5c+bQu3dvvLy8CAkJ4aKLLnJ4PSsri+uvvx5/f3+aN2/O+++/fxx7tm6pp71AEREREZHTnG/wic8yOsUcOnSIwsJCwsIc0w6GhYURH19+Ufkrr7ySp59+moEDB+Lu7k6rVq0YOnQoDz/8cMk6u3btYsqUKbRp04aff/6Z2267jbvuusshzcHRnn/+eQIDA0uWZs2cny7MxcWGi8spFBgXERGR2ufnV/EydqzjuqGhFa977rmO60ZGlr/eCcrIyOCzzz6jdevWBAeb2nT5+flER0fj7+/PX3/9xeLFi/Hz82PkyJHk5eVRUFDAhRdeyJAhQ1i3bh3//vsvN998Mzabjcsvv5z//Oc/dOrUiQMHDnDgwAEuv/zyE2rjSy+9RLdu3Vi9ejUPPvggd999NwsWLADAbrczZswYkpOT+eOPP1iwYAG7du1y+Mx58+Zx0UUXcd5557F69WoWLlxYpr7cK6+8Qq9evVi9ejW33347t912G1u3bj2hdjub5r2IiIiIiMhpa9GiRTz33HO8++679O3blx07dnD33XczadIkHnvsMcB0KHv16sVzzz0HQI8ePdiwYQPvvfce48ePL3e7Dz30EPfdd1/J47S0tDoR3BARERE51c2dOxe/oqBIZmYmERERzJ07F5eimd5fffUVdrudDz/8EFtRNoRp06YRFBTEokWL6NWrF6mpqYwaNYpWrVoB0KFDabpnPz+/kpkYx7J+/fqSthS7+uqree+990oeDxgwoCRlatu2bVm8eDGvvfYaZ599NgsXLmT9+vXs3r275Fzyk08+oVOnTixfvpzevXvz7LPPMm7cOId6Ht26dXP4zPPOO4/bb78dgAceeIDXXnuN33//nXbt2lVhj9ZNCmyIiIiI1AXZ2aVXLc2fD97HKH4tImWEhITg6upaZmp+QkJChR3Pxx57jGuuuYYbb7wRgC5dupCZmcnNN9/MI488gouLCxEREXTs2NHhfR06dODbb7+tsC2enp54enqe4DcSEREROU4nq3+RkVHxa66ujo8TEyte9+h0skekgTpRw4YNY8qUKQCkpKTw7rvvcu6557Js2TJatGjB2rVr2bFjB/7+/g7vy8nJYefOnZxzzjlMmDCB6Ohozj77bEaMGMFll11GREREtdvSrl07Zs+e7fBcQECAw+N+/fqVefz6668DsHnzZpo1a+ZwgUzHjh0JCgpi8+bN9O7dmzVr1nDTTTdV2o4jC6fbbDbCw8NJrOz3qQcU2BARERGpC+x2+OOP0vsiUm0eHh707NmThQsXcuGFFwJmtsXChQuZOHFiue/JysoquXqvmGtRp9yyTMXtAQMGlJmqv23bNlq0aFHD30BERESkhpys/kV16nWcrHWPuSlfWrduXfL4ww8/JDAwkA8++IBnnnmGjIwMevbsyYwZM8q8t1EjU49s2rRp3HXXXfz000989dVXPProoyxYsIAzzzyzWm3x8PBwaMvJ4F2FoJW7u2NdPpvNhr2e9ztVY0NERERERE4Z9913Hx988AEff/wxmzdv5rbbbiMzM5PrrrsOgGuvvZaHHnqoZP3Ro0czZcoUvvzyS3bv3s2CBQt47LHHGD16dEmA495772XJkiU899xz7Nixg88//5z333+fO+64wynfUURERESqzmaz4eLiQnZRwfIzzjiD7du3ExoaSuvWrR2WwMDAkvf16NGDhx56iH/++YfOnTvz+eefAyZYUVhYWGPtW7JkSZnHxamvOnToQGxsLLGxsSWvb9q0icOHD5fMKO7atSsLFy6ssfbUF5qxISIiIiIip4zLL7+cgwcP8vjjjxMfH0/37t356aefSgqKx8TEOMzQePTRR7HZbDz66KPs37+fRo0aMXr0aJ599tmSdXr37s13333HQw89xNNPP01UVBSvv/46V111Va1/PxERERGpXG5uLvHx8YBJRfX222+TkZHB6NGjAbjqqqt46aWXGDNmDE8//TRNmzZl7969zJo1i//973/k5+fz/vvvc8EFF9C4cWO2bt3K9u3bufbaawGIjIxk9+7drFmzhqZNm+Lv719hCtKCgoKSthSz2Wwl56YAixcv5sUXX+TCCy9kwYIFzJw5k3nz5gEwYsQIunTpwlVXXcXrr79OQUEBt99+O0OGDKFXr14APPHEEwwfPpxWrVoxbtw4CgoK+PHHH3nggQdqdsfWMQpsiIiIiIjIKWXixIkVpp5atGiRw2M3NzeeeOIJnnjiiUq3OWrUKEaNGlVTTRQRERGRk+Snn34qqYfh7+9P+/btmTlzJkOHDgXAx8eHP//8kwceeICLL76Y9PR0mjRpwvDhwwkICCA7O5stW7bw8ccfk5SUREREBHfccQe33HILAGPHjmXWrFkMGzaMw4cPM23aNCZMmFBuWzZu3FimNoenpyc5OTklj//zn/+wYsUKnnrqKQICAnj11VeJjo4GTBDkhx9+4M4772Tw4MG4uLgwcuRI3nrrrZL3Dx06lJkzZzJp0iQmT55MQEAAgwcPrqndWWfZrOLEsVIiLS2NwMBAUlNTyxRzERERETkpMjPBz8/cz8io0RyzIieLzpurTvtKREREatUJ9i9ycnLYvXs3UVFReHl5nYQGCpjZH/fccw/33HOPs5tSayo7tqpzzqwaGyIiIiIiIiIiIiIiUm8oFZWIiIhIXeHj4+wWiIiIiIjIqUL9CzmFKbAhIiIiUhf4+prp4iIiIiIiIidK/Yt6Yc+ePc5uQr2lVFQiIiIiIiIiIiIiIlJvKLAhIiIiIiIiIiIiImVYluXsJsgpxm6318h2lIpKREREpC7IyYGxY839b78FLy/ntkdEREREROqvE+xfuLu7Y7PZOHjwII0aNcJms52ERsrpxLIs8vLyOHjwIC4uLnh4eJzQ9hTYEBEREakLCgvhxx9L74uIiIiIiByvE+xfuLq60rRpU/bt26c6EFKjfHx8aN68OS4uJ5ZMSoENEREREREREREREXHg5+dHmzZtyM/Pd3ZT5BTh6uqKm5tbjcwAUmBDRERERERERERERMpwdXXF1dXV2c0QKUPFw0VEREREREREREREpN5QYENEREREREREREREROoNBTZERERERERERERERKTeUI2NcliWBUBaWpqTWyIiIiKnjczM0vtpaVBY6Ly2iFSRzperTn0MERERqVXqX0g9VHyuXHzuXBkFNsqRnp4OQLNmzZzcEhERETktNW7s7BaISA1TH0NEREScRv0LqWfS09MJDAysdB2bVZXwx2nGbrcTFxeHv78/NpvtpH1OWloazZo1IzY2loCAgJP2OXJq0PEi1aHjRapDx4tUl44ZKVbclQgICDip582ngtroY+jfplSHjhepLh0zUh06XqQ6dLxIMcuySE9Pp3Hjxri4VF5FQzM2yuHi4kLTpk1r7fMCAgL0j1aqTMeLVIeOF6kOHS9SXTpmRKquNvsY+rcp1aHjRapLx4xUh44XqQ4dLwIcc6ZGMRUPFxERERERERERERGRekOBDRERERERERERERERqTcU2HAiT09PnnjiCTw9PZ3dFKkHdLxIdeh4kerQ8SLVpWNGpG7Sv02pDh0vUl06ZqQ6dLxIdeh4keOh4uEiIiIiIiIiIiIiIlJvaMaGiIiIiIiIiIiIiIjUGwpsiIiIiIiIiIiIiIhIvaHAhoiIiIiIiIiIiIiI1BsKbIiIiIiIiIiIiIiISL2hwIaIiIiIiIiIiIiIiNQbCmw4yTvvvENkZCReXl707duXZcuWObtJUgc8//zz9O7dG39/f0JDQ7nwwgvZunWrwzo5OTnccccdBAcH4+fnx9ixY0lISHBSi6UumTx5MjabjXvuuafkOR0vcrT9+/dz9dVXExwcjLe3N126dGHFihUlr1uWxeOPP05ERATe3t6MGDGC7du3O7HF4iyFhYU89thjREVF4e3tTatWrZg0aRKWZZWso+NFpG5RH0PKoz6GnAj1MeRY1L+QqlL/QmqaAhtO8NVXX3HffffxxBNPsGrVKrp160Z0dDSJiYnObpo42R9//MEdd9zBkiVLWLBgAfn5+ZxzzjlkZmaWrHPvvfcyZ84cZs6cyR9//EFcXBwXX3yxE1stdcHy5cv5v//7P7p27erwvI4XOVJKSgoDBgzA3d2d+fPns2nTJl555RUaNGhQss6LL77Im2++yXvvvcfSpUvx9fUlOjqanJwcJ7ZcnOGFF15gypQpvP3222zevJkXXniBF198kbfeeqtkHR0vInWH+hhSEfUx5HipjyHHov6FVIf6F1LjLKl1ffr0se64446Sx4WFhVbjxo2t559/3omtkrooMTHRAqw//vjDsizLOnz4sOXu7m7NnDmzZJ3NmzdbgPXvv/86q5niZOnp6VabNm2sBQsWWEOGDLHuvvtuy7J0vEhZDzzwgDVw4MAKX7fb7VZ4eLj10ksvlTx3+PBhy9PT0/riiy9qo4lSh5x//vnW9ddf7/DcxRdfbF111VWWZel4Ealr1MeQqlIfQ6pCfQypCvUvpDrUv5CaphkbtSwvL4+VK1cyYsSIkudcXFwYMWIE//77rxNbJnVRamoqAA0bNgRg5cqV5OfnOxw/7du3p3nz5jp+TmN33HEH559/vsNxATpepKzZs2fTq1cvLr30UkJDQ+nRowcffPBByeu7d+8mPj7e4ZgJDAykb9++OmZOQ/3792fhwoVs27YNgLVr1/L3339z7rnnAjpeROoS9TGkOtTHkKpQH0OqQv0LqQ71L6SmuTm7AaebQ4cOUVhYSFhYmMPzYWFhbNmyxUmtkrrIbrdzzz33MGDAADp37gxAfHw8Hh4eBAUFOawbFhZGfHy8E1opzvbll1+yatUqli9fXuY1HS9ytF27djFlyhTuu+8+Hn74YZYvX85dd92Fh4cH48ePLzkuyvs/SsfM6efBBx8kLS2N9u3b4+rqSmFhIc8++yxXXXUVgI4XkTpEfQypKvUxpCrUx5CqUv9CqkP9C6lpCmyI1FF33HEHGzZs4O+//3Z2U6SOio2N5e6772bBggV4eXk5uzlSD9jtdnr16sVzzz0HQI8ePdiwYQPvvfce48ePd3LrpK75+uuvmTFjBp9//jmdOnVizZo13HPPPTRu3FjHi4hIPaU+hhyL+hhSHepfSHWofyE1TamoallISAiurq4kJCQ4PJ+QkEB4eLiTWiV1zcSJE5k7dy6///47TZs2LXk+PDycvLw8Dh8+7LC+jp/T08qVK0lMTOSMM87Azc0NNzc3/vjjD958803c3NwICwvT8SIOIiIi6Nixo8NzHTp0ICYmBqDkuND/UQLw3//+lwcffJBx48bRpUsXrrnmGu69916ef/55QMeLSF2iPoZUhfoYUhXqY0h1qH8h1aH+hdQ0BTZqmYeHBz179mThwoUlz9ntdhYuXEi/fv2c2DKpCyzLYuLEiXz33Xf89ttvREVFObzes2dP3N3dHY6frVu3EhMTo+PnNDR8+HDWr1/PmjVrSpZevXpx1VVXldzX8SJHGjBgAFu3bnV4btu2bbRo0QKAqKgowsPDHY6ZtLQ0li5dqmPmNJSVlYWLi+OpoqurK3a7HdDxIlKXqI8hlVEfQ6pDfQypDvUvpDrUv5Aa5+zq5aejL7/80vL09LSmT59ubdq0ybr55putoKAgKz4+3tlNEye77bbbrMDAQGvRokXWgQMHSpasrKySdW699VarefPm1m+//WatWLHC6tevn9WvXz8ntlrqkiFDhlh33313yWMdL3KkZcuWWW5ubtazzz5rbd++3ZoxY4bl4+NjffbZZyXrTJ482QoKCrJ++OEHa926ddaYMWOsqKgoKzs724ktF2cYP3681aRJE2vu3LnW7t27rVmzZlkhISHW//73v5J1dLyI1B3qY0hF1MeQE6U+hlRE/QupDvUvpKYpsOEkb731ltW8eXPLw8PD6tOnj7VkyRJnN0nqAKDcZdq0aSXrZGdnW7fffrvVoEEDy8fHx7rooousAwcOOK/RUqcc3enQ8SJHmzNnjtW5c2fL09PTat++vfX+++87vG63263HHnvMCgsLszw9Pa3hw4dbW7dudVJrxZnS0tKsu+++22revLnl5eVltWzZ0nrkkUes3NzcknV0vIjULepjSHnUx5ATpT6GVEb9C6kq9S+kptksy7KcM1dERERERERERERERESkelRjQ0RERERERERERERE6g0FNkREREREREREREREpN5QYENEREREREREREREROoNBTZERERERERERERERKTeUGBDRERERERERERERETqDQU2RERERERERERERESk3lBgQ0RERERERERERERE6g0FNkREREREREREREREpN5QYENERE5pNpuN77//3tnNEBERERGRU4D6FyIidYMCGyIictJMmDABm81WZhk5cqSzmyYiIiIiIvWM+hciIlLMzdkNEBGRU9vIkSOZNm2aw3Oenp5Oao2IiIiIiNRn6l+IiAhoxoaIiJxknp6ehIeHOywNGjQAzDTuKVOmcO655+Lt7U3Lli355ptvHN6/fv16zjrrLLy9vQkODubmm28mIyPDYZ2pU6fSqVMnPD09iYiIYOLEiQ6vHzp0iIsuuggfHx/atGnD7NmzT+6XFhERERGRk0L9CxERAQU2RETEyR577DHGjh3L2rVrueqqqxg3bhybN28GIDMzk+joaBo0aMDy5cuZOXMmv/76q0PHYsqUKdxxxx3cfPPNrF+/ntmzZ9O6dWuHz3jqqae47LLLWLduHeeddx5XXXUVycnJtfo9RURERETk5FP/QkTk9GCzLMtydiNEROTUNGHCBD777DO8vLwcnn/44Yd5+OGHsdls3HrrrUyZMqXktTPPPJMzzjiDd999lw8++IAHHniA2NhYfH19Afjxxx8ZPXo0cXFxhIWF0aRJE6677jqeeeaZcttgs9l49NFHmTRpEmA6M35+fsyfP1+5eEVERERE6hH1L0REpJhqbIiIyEk1bNgwh44FQMOGDUvu9+vXz+G1fv36sWbNGgA2b95Mt27dSjodAAMGDMBut7N161ZsNhtxcXEMHz680jZ07dq15L6vry8BAQEkJiYe71cSEREREREnUf9CRERAgQ0RETnJfH19y0zdrine3t5VWs/d3d3hsc1mw263n4wmiYiIiIjISaT+hYiIgGpsiIiIky1ZsqTM4w4dOgDQoUMH1q5dS2ZmZsnrixcvxsXFhXbt2uHv709kZCQLFy6s1TaLiIiIiEjdpP6FiMjpQTM2RETkpMrNzSU+Pt7hOTc3N0JCQgCYOXMmvXr1YuDAgcyYMYNly5bx0UcfAXDVVVfxxBNPMH78eJ588kkOHjzInXfeyTXXXENYWBgATz75JLfeeiuhoaGce+65pKens3jxYu68887a/aIiIiIiInLSqX8hIiKgwIaIiJxkP/30ExEREQ7PtWvXji1btgDw1FNP8eWXX3L77bcTERHBF198QceOHQHw8fHh559/5u6776Z37974+PgwduxYXn311ZJtjR8/npycHF577TXuv/9+QkJCuOSSS2rvC4qIiIiISK1R/0JERABslmVZzm6EiIicnmw2G9999x0XXnihs5siIiIiIiL1nPoXIiKnD9XYEBERERERERERERGRekOBDRERERERERERERERqTeUikpEREREREREREREROoNzdgQEREREREREREREZF6Q4ENERERERERERERERGpNxTYEBERERERERERERGRekOBDRERERERERERERERqTcU2BARERERERERERERkXpDgQ0REREREREREREREak3FNgQEREREREREREREZF6Q4ENERERERERERERERGpNxTYEBERERERERERERGRekOBDRERERERERERERERqTcU2BARERERERERERERkXpDgQ0REREREREREREREak3FNgQEREREREREREREZF6Q4ENEZHT2IQJE4iMjHR2M0RERERE5BSjvoaIiJxMCmyIiJyCpk+fjs1mK1m8vLxo27YtEydOJCEhodz3TJgwweE9FS0TJkyocjuO3qanpydt27bl8ccfJycnp9z3ZGZmMmnSJLp27YqPjw+BgYEMGjSITz75BMuyyn1PTk4Or732Gn379iUwMNDh+27btq3K7f3xxx+x2Ww0btwYu91e7jo2m42JEyeW+9o333yDzWZj0aJFZV5btGgRF198MeHh4Xh4eBAaGsro0aOZNWtWldsnIiIiIuJsdbWvceTy008/law3ZcoULr30Upo3b17tzwDYs2cP1113Ha1atcLLy4vw8HAGDx7ME088Ua3tiIhIzXJzdgNEROTkefrpp4mKiiInJ4e///6bKVOm8OOPP7JhwwZ8fHz44IMPSgbwb7nlFkaMGFHy3t27d/P4449z8803M2jQoJLnW7VqVa02eHp68uGHHwKQmprKDz/8wKRJk9i5cyczZsxwWDchIYHhw4ezefNmxo0bx8SJE8nJyeHbb79l/Pjx/Pjjj8yYMQNXV9eS9xw6dIiRI0eycuVKRo0axZVXXomfnx9bt27lyy+/5P333ycvL69KbZ0xYwaRkZHs2bOH3377zWF/nIgnnniCp59+mjZt2nDLLbfQokULkpKS+PHHHxk7diwzZszgyiuvrJHPEhERERGpDXWtr3Gkbt26ldx/4YUXSE9Pp0+fPhw4cKBa29+xYwe9e/fG29ub66+/nsjISA4cOMCqVat44YUXeOqpp6q1PRERqUGWiIiccqZNm2YB1vLlyx2ev++++yzA+vzzz4+5jeXLl1uANW3atONux/jx4y1fX1+H5+x2u3XmmWdaNpvNio+Pd3gtOjracnFxsX744Ycy27r//vstwJo8ebLD8+eff77l4uJiffPNN2Xek5OTY/3nP/+pUlszMjIsX19f680337R69OhhTZgwodz1AOuOO+4o97WZM2dagPX777+Xee6SSy6x8vLyyrznp59+subMmVOlNoqIiIiIOFtd7muUZ8+ePZbdbrcsy7J8fX2t8ePHV/kzbr/9dsvNzc3as2dPmdcSEhKqvJ2akJGRUaufJyJS1ykVlYjIaeSss84CzBVScHx5b7OystiyZQuHDh06rjbYbDYGDhyIZVns2rWr5PklS5bw888/M2HCBC644IIy73v++edp06YNL7zwAtnZ2QAsXbqUefPmccMNNzB27Ngy7/H09OTll1+uUru+++47srOzufTSSxk3bhyzZs2qMF1WdTz22GM0bNiQqVOn4u7uXub16OhoRo0adcKfIyIiIiLiTHWhr1GeFi1aYLPZjuu9O3fupGnTprRo0aLMa6GhoWWemz9/PkOGDMHf35+AgAB69+7N559/7rDOzJkz6dmzJ97e3oSEhHD11Vezf/9+h3UmTJiAn58fO3fu5LzzzsPf35+rrroKALvdzuuvv06nTp3w8vIiLCyMW265hZSUlOP6jiIi9ZUCGyIip5GdO3cCEBwcfNzbWLZsGR06dODtt98+7m3s2bMHgAYNGpQ8N2fOHACuvfbact/j5ubGlVdeSUpKCosXLwZg9uzZAFxzzTXH3ZZiM2bMYNiwYYSHhzNu3DjS09NL2nS8tm/fzpYtW7jwwgvx9/c/4TaKiIiIiNRVzuprHDp0yGFJTU097s8/WosWLYiNjeW333475rrTp0/n/PPPJzk5mYceeojJkyfTvXt3h3of06dP57LLLsPV1ZXnn3+em266iVmzZjFw4EAOHz7ssL2CggKio6MJDQ3l5ZdfLrmQ65ZbbuG///0vAwYM4I033uC6665jxowZREdHk5+fX2PfXUSkrlONDRGRU1hqaiqHDh0iJyeHxYsX8/TTT+Pt7V3rMwSKr7hKTU3l+++/59tvv6Vz5860a9euZJ1NmzYBjvlwj1b82ubNmxkxYgSbN28GoEuXLifUvsTERH799VemTJkCQPPmzenXrx8zZszg0ksvPe7t1lT7RERERETqmrrQ18jMzKRRo0YOzw0ZMoRFixbVyPbvuusuPv30U4YPH0737t0ZMmQIw4YN4+yzz8bHx6dkvdTUVO666y769OnDokWL8PLyKnnNsiwA8vPzeeCBB+jcuTN//vlnyToDBw5k1KhRvPbaaw41O3Jzc7n00kt5/vnnS577+++/+fDDD8vU6Bs2bBgjR45k5syZqt0nIqcNBTZERE5hRxe/btGiBTNmzKBJkybHvc2hQ4eWnJxXRXmdjYEDB/Lxxx87TAlPT08HqHRmQ/FraWlpDrcnOhviyy+/xMXFxSGd1RVXXMF//vMfUlJSHGaWVEdNtU9EREREpK6pC30NLy+vMrOsj/fcvTydOnVizZo1TJo0iblz57JmzRreeOMN/Pz8ePXVV7npppsAWLBgAenp6Tz44IMOQQ2gpM+zYsUKEhMTefLJJx3WOf/882nfvj3z5s0rU4z8tttuc3g8c+ZMAgMDOfvssx3SdfXs2RM/Pz9+//13BTZE5LShwIaIyCnsnXfeoW3btri5uREWFka7du1wcandLIRHdjb27dvHiy++SGJiIt7e3g7rFQ/+p6enExQUVO62jg5+BAQEHPM9VfHZZ5/Rp08fkpKSSEpKAqBHjx7k5eUxc+ZMbr755mptr7jzcmT7REREREROJXWhr+Hq6lomwFLT2rZty6effkphYSGbNm1i7ty5vPjii9x8881ERUUxYsSIkjRcnTt3rnA7e/fuBXCYtV6sffv2/P333w7Pubm50bRpU4fntm/fTmpqarn1PcDMRBcROV0osCEicgrr06cPvXr1cmobju5sREdH0759e2655ZaSGhkAHTp04Pvvv2fdunUMHjy43G2tW7cOgI4dOwKmAwCwfv16Bg0adFzt2759O8uXLwegTZs2ZV6fMWOGQ2DD09OzpHj50bKysgBKrsA6sn0iIiIiIqeSutDXqE2urq506dKFLl260K9fP4YNG8aMGTNOWmDF09OzTKDIbrcTGhrKjBkzyn3P0TPlRUROZSoeLiIitSoiIoJ7772XOXPmsGTJkpLni3PxfvLJJ+W+r7CwkM8//5wGDRowYMAAAEaPHg2YGRfHa8aMGbi7u/Pll18yc+ZMh+Xuu+/mr7/+IiYmpmT9Fi1asHXr1nK3Vfx8ixYtAHN1V7t27fjhhx/IyMg47jaKiIiIiEjdURzQOXDgAACtWrUCYMOGDRW+p7iPUF5fYuvWrSWvV6ZVq1YkJSUxYMAARowYUWaprF6hiMipRoENERGplqysLLZs2eKQ07W67rzzTnx8fJg8eXLJc/3792fEiBFMmzaNuXPnlnnPI488wrZt2/jf//5XksaqX79+jBw5kg8//JDvv/++zHvy8vK4//77K23LjBkzGDRoEJdffjmXXHKJw/Lf//4XgC+++KJk/fPOO48lS5awcuVKh+0cPnyYGTNm0L17d8LDw0uef+qpp0hKSuLGG2+koKCgzOf/8ssv5X5fEREREZHTTU30NWrSX3/9RX5+fpnnf/zxR6A0rdQ555yDv78/zz//PDk5OQ7rFtcM6dWrF6Ghobz33nvk5uaWvD5//nw2b97M+eeff8z2XHbZZRQWFjJp0qQyrxUUFHD48OEqfzcRkfpOqahERKRali1bxrBhw3jiiSd48sknj2sbwcHBXHfddbz77rts3ryZDh06AGa2xvDhwxkzZgxXXnklgwYNIjc3l1mzZrFo0SIuv/zykmBDsU8++YRzzjmHiy++mNGjRzN8+HB8fX3Zvn07X375JQcOHODll18utx1Lly5lx44dTJw4sdzXmzRpwhlnnMGMGTN44IEHAHjwwQeZOXMmgwcP5pZbbqF9+/bExcUxffp0Dhw4wLRp0xy2cfnll7N+/XqeffZZVq9ezRVXXEGLFi1ISkrip59+YuHChXz++efHtR9FRERERE4lNdHXONqcOXNYu3YtAPn5+axbt45nnnkGgAsuuICuXbtW+N4XXniBlStXcvHFF5est2rVKj755BMaNmzIPffcA5jaeq+99ho33ngjvXv35sorr6RBgwasXbuWrKwsPv74Y9zd3XnhhRe47rrrGDJkCFdccQUJCQm88cYbREZGcu+99x7zuwwZMoRbbrmF559/njVr1nDOOefg7u7O9u3bmTlzJm+88QaXXHLJCe4xEZH6QYENERFxivvuu4/33nuPF154genTpwMmTdWyZct45ZVXmDlzJt9++y1ubm507dqV6dOnc+2115YU5i7WqFEj/vnnH959912++uorHnnkEfLy8mjRogUXXHABd999d4VtKM5NW5zSqjyjR4/mySefZN26dXTt2pWwsDCWLl3Kk08+yddff01CQgIBAQH079+fr776ir59+5bZxjPPPMNZZ53Fm2++yZQpU0hOTqZBgwaceeaZ/PDDD1xwwQXHsQdFRERERORYvv32Wz7++OOSx6tXr2b16tUANG3atNLAxsMPP8znn3/OH3/8wYwZM8jKyiIiIoJx48bx2GOPERUVVbLuDTfcQGhoKJMnT2bSpEm4u7vTvn17h4DFhAkTSmauP/DAA/j6+nLRRRfxwgsvEBQUVKXv895779GzZ0/+7//+j4cffhg3NzciIyO5+uqrS1L2ioicDmxW8Zw4ERERERERERERERGROk41NkREREREREREREREpN5QYENEREREREREREREROoNBTZERERERERERERERKTeUGBDRERERERERERERETqDQU2RERERERERERERESk3lBgQ0RERERERERERERE6g03ZzegLrLb7cTFxeHv74/NZnN2c0RERERE6iTLsgAICAjQefMxqI8hIiIiIlI5y7JIT0+ncePGuLhUPidDgY1yxMXF0axZM2c3Q0RERESkXkhNTSUgIMDZzajT1McQEREREama2NhYmjZtWuk6CmyUw9/fHzA7UB00ERERqRWZmdC4sbkfFwe+vs5tj0gVpKWlabC+itTHEBERkVql/oXUQ8X9i+Jz58oosFGO4qnhAQEB6nSIiIhI7XB1Lb0fEKCOh8gpRn0MERERqVXqX0g9VpXUrSoeLiIiIiIiIiIiIiIi9YZmbIiIiIjUBT4+kJhYel9EREREROR4qX8hpzgFNkRERETqApsNGjVyditERERERORUoP6FnOKUikpEREREREREREREROoNBTZERERE6oLcXLjjDrPk5jq7NSIiIiIiUp+pfyGnOAU2REREROqCggJ4912zFBQ4uzUiIiIiIlKfqX8hpzgFNkREREREREREREREpN5QYENEREREREREREREROoNBTZERERERERERERERKTeUGBDRERERERERERERETqDQU2RERERERERERERESk3lBgQ0RERERERERERERE6g03ZzdARERERABvb9i9u/S+iIiIiIjI8VL/Qk5xCmyIiIiI1AUuLhAZ6exWiIiIiIjIqUD9CznFKRWViIiIiIiIiIiIiIjUGwpsiIiIiNQFeXnw3/+aJS/P2a0REREREZH6TP0LOcXZLMuynN2IuiYtLY3AwEBSU1MJCAhwdnNERETkdJCZCX5+5n5GBvj6Orc9IlWg8+aq074SERGRWqX+hdRD1Tln1owNERERERERERERERGpNxTYEBERERERERERERGResPN2Q0QEZF6IGkn/DYJ4tbAmbdBz+vAzcPZrRIBy4KsZEjZA2n7wbKDiyvYXI+4dTG3bl7g7gVu3mVvXatxSmRZkJ0CmYfMZ3j4gruPWSraTmEBFGRDfg4U5pp1vQLN+0/ku1v20sVeWHS/sPR+8a1vo+p9RymfvRDS4yE/q2jfFh5xW7TvXYqONTcvcPMsvXX1BFd3sNmq/7mWVc7nFf/eFvgG1/x3FRERETmd7V8Fvz4J9gK4/DPwaVi19xXkwayb4HAMDHsE2ow4qc0UOZ2physiIhXLOAh/vggrppoTOoD5/4Ml78KwR6HzWDNoXJsK8iBlN2QkmsFa/zDwCjq+wcLKWJbjwHFhrvnM9ANmYDMjofQ2K9msQ9F7zAaO2JgNbC5lFxcXM6ju4QPuvuB+xH1XN8hKgcyDkHXI3GYmmfs5aeDpZwbGvYLAO6j0vqd/xYPllh3ysiAvE/Iyim6L7hfkmsFXd5+iNvgccd/XDN6XLH6Oj928TNtLBnGLFld3MwCcm2E+Izet9H5epvnMwjxzbBXmFS35ZrG5mO/h4goubkUBCjezX1P3m0DG4b3mNi/jxH9vDz/wbmj2pU9D8G5gHnsFQPZh8ztnJEB60a09v/ztuHqU7rvCPCjIMUvxv5+jeQaU/nYufqXPf3oR2HLN/iv+nfKzzXaKj7XqcPWERm0htBOEdYTQoiWgcc3/26kNlgU5qZAWZ5a8jKJjp+iYKsgrPaZcPcxx7HDc+pnfyGYrWq/A/KbF9wvzzO+cug9SY0tv0+Iq/i2rxFYa5HDzcLzFKvo3Uc73sAor3qRXEDy49wTaJCIiIiIlMg7Cwqdg9WeUnHN/dTVc8505j6uMZcGcu2DT9+bxjLHQ9lyIfhaCW53MVouclhTYEBE5kmVBwgZzNXbjHmaQuCYUD5R5+NTM9spjWWaQN+Zf2PuPmWVRkFM0OJZbNGBWdOvuDc37QcshEDUEGkY5bisvE/59Fxa/Xjpo3OYciBoM/7xlPmfWjfDPGzD8SWg9vOzgaHYKHFgLcavNwHDHMdDkjKp/n4JcOLAODm0rWrab25TdZQcW3bzAPxz8ws2td4OiAfV0xyUvwwzslwQhiq52LglIHBHIqOsKsk2wQwz/CAhsCi7u5V/Vbi8w/x7ycxxnThTLKwq4pMZU/TM9A81n5GVS0ukpHkzPOVzx+1w9zDpQFOxJM4PmeUcEK2KWgEcNBBxsRYHHwlyIX2+Wo7+Dh4/ZP/ai/WUvKN13JcGuIwJZxY8tq2wwwJ5v3h/YDMK7mCWsMzSIrDiAUlgAmYkmUJibVhTIyYL8zNL7eRkmsJi2vzSYkZ954vvneLi4me9fMivIxfG+vbD0b23x3+ASVmmwK7fCT6ie+vD3SkRERKSuK8yHZR/AosmQm2qe63gh7PwN9i6G2XfBRe9VflHQny/D2i/MuWGXS2DDt7BtPuxcCP3ugEH3mwvURKRG2CzLquYlf6e+6lRfFxEnsdvNCcI/b5uB7oYtIbg1hLSB4DbmfoPIqqVeyUqGXYtgx6+wYyFkxJvnbS4Q3hVa9IfmZ0Lz/uDXqGptS9puBvT3rzK38evMiVKzPtB6BLQ522y7opOivCw4sAb2r4S0A+Yqcu8GRcsR9/MyzQDo3n9MQCP9QJV2XxlBzU2Ao+VQEwBYNLl0PzTuAWc/bYIaYD5zyRRY/IYZhASIHAR9bjZX0MetNkvyrrKfE9HNpLHqckn5QaPCfNj1B2ycBZvnlp5QHs3d1wQwsg6Zq7Zri4cf+IUVBVGOuPUNKZpNAGZ2hq30fnlBk5LUQQXmKvz87KIr8rOKBnSzzGCodwMzK8U3xNz6BJtbrwCzfvZhM4BefJuTamZzVHg1v62CWRd+ZgC7INcMFpdpT/Hg8tEzPY6Y7VGQXfT+7LKfb3MBD3/zm3v6lX528awOV4+ixc3curgVDZofMcBePOCOZYIYDSIhqEXRbTMTrKsuu70o2JFdtB9TzJKVXHQ/2exTryDwCy39vf3CzOPiK7Ysq3Q7xfstP8t8l5LZLEW3rp5mpk5Bnvn3k138u6VAUjyceY3Z5tIZEBR8RCDBr+j97jjOACo+3mxHzW5xLX3dbjf/NhM3QcImSNxobpN2VD4ToCZ5BpgAR1gn85lpB0pnP2UmHv/gvHdDM+vE079of3uWHk9unmZ/2AvKP27zigIjLu5Fx6F76fHn6g4+IebYCmxqAjWBzcxjv7DqpRCz24sCzNlFMzByj7jNLQ0+22yl6aqOTF3l6lGUwsqlnDRrR/zOTqLz5qrTvhIRqeMSN5vzb/9wZ7dEatvO32D+g3Boq3kc0Q3OfdGMA+xYCDMuNeewwx6BIf8rfxvrv4FvbzD3z38Vet8AB7fCTw+a7YPpx5z9NHS5tHbO3zIzwa8okJKRAb6+J/8zRU5Qdc6ZFdgohzodInVYQS6s+xr+edNcvV8ZFzczIOUTXLp4NzRpZnyCzdW/O36F/SscB9XcfczrqbFltxnc2gzM2SoY1MpINLMU8tKP/V38wouCHCNMYObAWti3wgRDEjcd34Cji5sJRDTvZ07GPHyPSHviWTrQmnkQdv8Ju/+AfcvLT60S1AKGPw6dLi4/3VRWMvz1Cix7/6grko/aRuMeZuBty9zS9Tz8THCj53Xmiu49f8GGWbB5jhlMLuYTAuGdTbAqpK0JXIW0dUyfk59tBkfT400wJj3eDBZ7+BYNpPubQVVPP3Pf3eeIAWEXSgMRRbc219LXjlyv+CptqZxlmQBV8ZXq7j5mQL4+pjuqbXY7bN5s7nfocPLTvBXkmpld9nzHdF8uRce7zaUoWJXlGBQofmxzKRsMcPUwzyfvMgHd+PVmkKCivxHFbK4mYOAd5DhD5Mj7vo0goIn591+8HE9AS2qUzpurTvtKRE5ZeVmmTxA5EJr2cnZrjs/uP+GTMabfNPwx6HvridVCk4oV5MKcu81546jXaz+18ZHS4+HH+00/FMw4wPAnoMfVjr//iqkw915zf+xHpi97pJil8PFoc+FKv4km9VQxy4Kt8+Hnh0zmAzAXDV4509T7O5kq619YlunPx68zv0NVa4jIqW3XIpO9Y+TzTkufpsDGCVKnQ6SWZR6CbT+bfOaBTc1SPHjl6m7WyUmDldNNbYfiWQmegdD7emg7ElL2mquPk7bDoR3mfkF21dvQqINJp9TmbBMUcPM0efyL0zrF/GuCDVXl5m0CC417mPRLjXuY77JjIWxfYAIK+VmVb8Mv3HQMGkSaWRTFV5NnHy69b7NB095Fs0r6QZOe1U93lZthZn3sXmRmS+SmQ99boNf1x84hCqYo2qIXYN8yaNTOfNfGPSCiu+PJUWaSmZa7cpr5fYp5+DnWSPAJgU4XmoBK837OPdEVkRNXmG8C0fEbzGwRNy9ztZp/hLki0j+iaNaTBg/qI503V532lYickgpy4Ytx5op0d1+4cYG5EKw+KSyA9wbCwc2lzzXtDWPeMf0bqTmWBd/dAuu+Mo8veh+6Xe6cdqz9wsymyEk1F9n0uRmGPmBm7ZTn50fg37dNQGb8HDObAyB5N3w4HLKSoN35cPmn5Z/X5ufAknfgz1fMjPjhT8Cg+07edzyWldNNgAlMBoZrvisdf5HTU0Ge+Vt4aKsJ7p77glOaocDGCVKnQ6QWJO2ErT/ClnkQu7SCNCS2orz5TeDgttK0RP4RcObt0HOCSclTHrsd0uNMwdesZHOSkV10m5VknnPzNKmXWo8wwZRjyU4xV2IcrqRIq4cfNO4OIe0qT4NVkGsCJtsXwI4FpiBxRFcTmCheApscu031kWWZHKUrpsHm2aUplzqMNsGMyEFVSyEmIiJOp/PmqtO+EpFTTmEBfDOh9Gp3MBdl3fR7/br6e+n/wfz/mdn9g/8Lvz9nZuC7epi0QwPu0YBvTVk0GRY9X/rYvzHcuaJ2Z8YfjoW595jsDWAuyBvzjskUUBl7IXx9rclE4BMMN/5q+rEfnWMu4onoDtf9eOzvsvYr+O5mM3Zw50rnpD7btxKmjTR9cZuLGY/peR2Mek0z7U9ni9+EBY+Zi03vXGlm0zuBAhsnSJ0OkZPk4DZY9yVs+dHxahgwsxsatTcFYVP3mQKxR6cuCWkL/e+CrpdVbSaB1H2ZSWY6bkRXdRZE8vLguefM/YcfBg8P57ZHpAp03lx12lcickqx2+GHO2Dt5yYAcNF78OtT5iKwlsPgqm/qx8VKmYfgrTPMVfujXjOz1lP3mbRD238x64R3MQPfEd2c29b6rnhAH0z9in/fNrP/hzwAwx4++Z9vt8Oq6fDL40WBK08Y9hD0u7Pqx2peJkw7z9TDDG5jghJ7/jIZJ25cCAERVWvHR2eblNg9rjbH1slSXv8i8xD83xBI2wftR5k2fHEFYMG5L0Hfm09ee6TuSjsAb/cy2TTGvGOOC2c1RYGNE6NOh0gNK8iDP1+Cv18treXg4gYtBpj/SNudawqyHsluN4WhU2PNFRVeARA1VGmJROTUpeJ+Ug/pvLnqtK9EpEbZC2HVJ9ByiKnXV5ssy8xwWPa+SeFz2SfQYZSprfXROSblbv+74JxJtduu4zH7Llj1sQle3PxHaQohyzK1HX96oCgFsCsMuAsG/6/qqX9T9sIfL5g6YgPvrTjbwNGSd5v+s28j877auGp6x68Qt8bUL3P3NqmV3b2Kbr0rvwitYSvwD6t8+3v/MTVMCvNgwN2mgPbG72HmeJOmdOKKsmMCNSl5N8y+0wQhAJr1hQvehkZtq7+t9Hj4YLgJDICZeXH9z8ee8XGk2OXw0QjABjcvMlkfjmX5h6ZWh1egmV3k3cAsPkX3Q9qU/VtwdP/C2ws+vcikxg5uDTf9Zra3+A1Y8Lg5zq/+BlqdVfXvcqSCPJM+PDUWzp5UvTTZ67429R3OeaZ+zfiqi+yF5u/anr/hrEer9n/ENzfAhm9MGr7rf3Hq2JsCGydInQ6RGrR/lbmSp7g+ResR0HWcKZhdUe5KEZHTkQIbUg/pvLnqtK9EpEYtfR/m/xd8Q01diwaRtffZC582RYexwUX/51gjYcMs+OY6c7+8Ist1SdxqeH8YYMF1P0GLfmXXyUiEH/8Lm743j4NawPmvmNqMFSnMN7MRFr1QWvfRt5GpqdD9qooHDHMzzMWA/7xVmr3AJ8QUM+9xzcmrR7b8Q5j3n+N/v4s7nHEtDPpP+emUk3aaGhTZKdDhArj0Y7MPLAumn2/SFHe+BC756PjbUJHCfLM//3jR/BbuPuZ36HPTie3P+A0wdaSplXHFV9D2nOpv49sbYf1MaN7fpLCqLAXUkvdMkK1SNuh9ozlevALNU0f3L/59Cf5+zeyHm36D0A7mNcuC7283M7A8A+GmhSZQUh1xq+GHiZCwwTwe9ohJ5VYVqfvNzKmCHGgx0NT7cNPs9eOy52+Y/0Dp79AgCm5YAH6NKn/P9PMxgbbfTc1UJ1Jg4wSp0yFSA/Jz4I/JJkefVWhOyM5/GTpd5OyWiYjUTQpsSD2k8+aq074SkRpjt8M7vSFph3kc3AZu+KV2rnL+61VY+JS5f/6r0PuGsuv8+qQZPHXzNu2K6Hry21VdlmVml+xbBl0uhbEfVr7+lnnw4/9Kr9LveCGMnFw29VDMEphzT2nq5eb9ITOx9LdqfIZJw9Sst2Nb1s80V8ynHzDPRQ02dRgPbTWPw7vCeS+VFqyuKVvmwVdXmxoLbUeCpz/kZ5ulIKf0fnHmhaMV5pXWoHT1hF7XwcD7SmdwZCWboEbyLlNHcvxcx6v4D6w1aZGwzFXizfvW3Hc7+reIGgyj36i5GU7p8SYYFdL6+N6fug/e6mUCLpdOr3isZOt8+PJK8xv1ucUEMbOTTaAoK9ncz0yChPVmfb9wGPm82V5WVmn/YsXXMOdGc7+8oGNBLnw82tRAbdjK1BCpyt+U/BwzM2nxG2bsx93HzNry8IO714JvyLG38cNEWP1p6eNuV8CFU1TvozoOx5r6GBu/M4+9As1vkLbf/N2ZMLf8+i+F+fB/g83FyL2uNyn5nEyBjROkTofUCfZCM10yYQMkbDR/ZMI6mxyQdV3scjNLo/gkrPNYc/JWlf/QROS0l5NfiKuLDXfX0yz1nAIbUg/pvLnqtK9EpMbs/M2kk/HwN2mKUmOhaR8YP9ukDToZCvJgxdTSq8bPftqkFCqPvRA+v8ykNwpsblLt+AafnHYdr+J6D+6+pnh1QONjvyc3wxS+XjLFDOB6+Jur43vfaGp0/PqESQ8Gprj0Oc+YAdrCfFj6npk1kJduXu86DkY8CRkJ5urq2CXm+aAWEP0ctD/fBBOWfWAKbuemmte7XAojnip/ZkR1xS4zA9kFOXDGeDPofzwDyXv+ht+ehZh/zGM3b+hzI/S9zcxKiPnHHAc3LQS/0LLvLx7UbnyGqVNxoilwspJNcG3Vx+axT7DZp10vr3sD5b8/by4IDWwOE5eb9F9HilsD0841gYJj/Ua7FsHc+yB5p3ncegQMnQTNOpnHT0QAmXDm7SbwUZ6Mg/DBMPM3JWoIXP1t5WnIYpcVjf1sM487XQznvgAzLjFBq763wbmTK98HB7fCu2eawM2wR82/MauwejM+Tmf52Sao9PfrJkhmc4GeE8y+zE4x9Vyyk6HNOTDui7L1ZP59F35+yKQ3u3NlnUgDpsDGCVKnQ5xm2y+weXZRIGNz6bTVI926uHq5G2uTZcHvz5l8oFhmWvSo10y+VZHTVH6h/fQboD9OMUlZvPTLVuaui8OywNfDlUBvdwKKlkBvdxr4uNOlSSB9ooJpE+qHi0sd65yciBMIbOTkF5KYlktieg6J6bkkphXdpudyOCuf/q2CubJvc7zcT1IKgxOUmVvAjKV7aRPmz9C2jbCdpE5nQaGdJbuSmbf+AIu2JhLo7c7gto0Y3KYRvSIbnPT9k5NfyP7D2cQmZ7EvJZvYlCz2JWez/3A2rRr5cdvQlrQO9T+pbahpOm+uOu0rkVNcQa4ZUPULO/m5yb+4Arb+aK7e7nU9TD3HDKy3H2XqXZxIip2Mg+bK76SdZpZB8e3hvWbgEWDwf03e9spkp8AHZ5kr9SMHwVUzTbqZpB2Oy+G95srys5+uehstC7YvMGmAApqaQX6/sKp/79x0c6V8RrxJSzTovqp/NsCBdaa4+P4V5nF4F0iLg6wk87jHNeb7HD1AmJ5g0nit+cw8dvcxg5JY5v6g/0C/iWUHtzMOwm+TioImReu2HlHx923cA/rcXHmQ69CO0gHPtiPh8hknVuzdsszA+u/Pwr7lRU/aTHs9A8zMneK0R0dLT4C3epqgz4XvQfcryl8vNx2W/h+k7DbFuouXwKJbT39Tp+Hnh029TjApskY8VScGa8uVl2UKNqfth7Meg8H3l76Wut/Mdkk/AC2HmX9DlQUZwMye+PtVM2OqMA/sXjAp0bz2kD+0HmACoJVtJ349fBRt/n11ucykXXOoveJt6qKs/szU0ygZ+3kVOow229j5O3x6oUlTdueKylPlfXkVbJlr/n6NmwErpsHce8xrF38AXS+r/DvXJSl7zN+HtiNrJpWWZZk0eJvnmmBPefatMIEoMHVsR052nCXnEMC8Fka/WRocS08wx19umgma9Zxw4m2uAQpsnCB1OsQptv1srmo5kpu3+c8/rJMJdsStMic60c86p43HsvwjmFd0Uth1nLkKoK6eQIicJHa7xbr9qfy8MZ6fN8az62AmPZoHEd0pnOhO4USFHHuwOiuvgNjkbNxdbXh7uOLt7oq3hyseri7YbDYsyyIpM49dBzPZdTCDXYfM7c6DmRzKyOXMlsGM6hrB8A5h+Hkeu4MSn5rD9sR0IoN9adrA+6QNKlckOTOPt37bzmdL9pJfWPXTkiAfd3q1aEjfqIb0iWpIp8YBuNWBINKOxAw+W2Km5Df09aCBrwcNfTxo4OtOQ18Pgrw9sLDIK7CTV2Ant2gpSEunb9cWAPy2fCcF3j7YLQu7BYV2i0K7xaGMXA4WBSwSioIXCWk5pOdUkB7gCI0DvbhnRFsuPqPJMfdTUkYui7YeJDkzj+z8QnLyC0tv8wrJybdjYeHqYsNms+Fqs+FiAxcXG+4uLgxu24jzuoRX6VhauTeFe79aQ0xyFgBntmzIw+d1oGvToGO+NzU7n183JWC3LBoHeRMR6EXjIG+HAEVBoZ1/dyXx4/oD/LwxgeTMvHK35eXuwpktgxnUphFD2obg4epKTHIWe5MziUnOIiYpi71JWcSmZOHmYiPEz5NgPw+C/Txp5OdJsK+5X2C3k5SRR3Km45KUmcehjNxKv4/NBud1ieDOs1rTPrxq56A5+YVODVjpvLnqtK/kpEmLg5UfQ99bdO59stkLTb8tabsZdEzbb9LJpO2HzINmnZC2MOAec2X9sQa2spJh5XRzcVufm6H7lcduQ8peeKMbYMEdy03x473/wCcXQmEu9L7JpCw6nvO5rfPh6/FmO+Xx8IN+d8DQh6q2/cTN8OEIyMugZJC7IpUNaB+tvHoDNlfwjygd5G7S01xgV96A6oLHzRXODVvC7UvAzbNqn3ske6H57X59qnQ2RaMO5sK+8mp1HGn/SjNLozgA0OUyOPupY88aiVvjOLujMkHNzYyRDheU/a3SE0xQ4/DeylPUHA/LMjN1fn/W1FxwcYOrvoFWwyp/39+vmVkW/hGmkLinX+lrdjus/xoWPGGCURVx8y69OLRR+6Lfov8Jf6WTbt3XMOsmM3vorlXgH26COFPPNUHGRh3ghp9L62ZUxaHtJvi27U94vmiW0LOt4c6/j13oHcxA+ldXVe2zul1pxqiO/v/nkzEm2NX1crj4/fLfG7vMHIs2F/NvsVE78/wvj8E/b4KrB1z7Q93/HTOT4M8XzZiYPd8UZo9+/vhqrxQ7sA5+etDUoDmWgKZwziQTJC7vb/ORKeeGPgxDi/5+zroF1n1pgqE3Ljx5dXyqSYGNE6ROh9S61P3w3oCiYlqjTeGssM7QMKr0D8uWH+HLK8yVKPduOrGrKU6Gvf+YKLC94PiuehGnS83O54Fv1vH3jkMMbB3COZ3COKt9KEE+dadoV2p2Pn9vP8Qf2xLZm5RFj+YNGNg6pFautK5MfqGdpbuS+XljPAs2JRCfllPhum3D/EqCHJ0aB5CSlc/GuFQ2xqUVLansPpRJef87u9jA290Vm81GRu6xB7I93VwY1i6UUd0iOKt9KD4ebliWRUxyFkt3J7OsaCkeUAYzEN+1aSBdmwbRrei2kX/Fnb2CQjtxh3PYm5xpBn2TzeDv3uQsDmXk0i7Mn96RJvDQo3mQw++UnVfI1MW7eW/RTtKLvs/gto34X3Q7mgR5k5qdX2ZJTM9l1d4UVu5NITvf8aoVHw9XBrUJIbpT+HEduxm5BWyKS2PD/lQ2xKWycX8aMclZDGwTwj0j2tCpceWdifScfN5cuJ1pi/dQYK/+6ZV3Xg6bXzO5bjvc+w3ZHl7HeIcjTzcXQgM8CfX3ItTf0ywBXrjYbHz8z56S47JVI1/uP6cdIzs7Bh5Ss/L5eWM8c9bF8c/OJAqP4zsc6YzmQTw2qiM9mjco9/X8QjtvLtzOO7/vwG5BqL8nh7PzySswV4OO7taY/0W3o1lDH4f3WZbF0t3JfL08lnnrD5BbtP6RGvp6EBHoRSN/T9bGHiYlK7/ktQY+7ozsbP4NpuUU8Oe2g/y57SCJ6ZUHHWqKj4crzRr40KyhN00b+NCsoQ+h/p7MXRfHzxsTStaL7hTGnWe1oXOT0uMur8DOpgNprIlJYXXsYVbHHMbHw5Wf7hlcK20vj86bq077Sk6a+Q/C0inmSswL3nJ2a05tKz+GOXdVbd2AJuaitDOudRykBXPR2tL3zIBmQdF5o7uPGdA9Voqh4kH5lsPg2u9Ln9/4PcycAFgmxdHAe6vWzmIHt5kZFnnpJh1SWCcIbmUG6IoXv7DqB0w2z4GvrzUDau4+ZbcZv94U2nbzNsWMwzpWvr3df5ogjlUIYV1MHzr9QMVXM4d1MX3sDqMgtKOZgfLumWbw8cqvoW109b7P0dITzKB8UDMTVKrqVdp2O2z/xRT0bdKz6p9XPFslZU/5r+dnwbL3TbANzGyZc18wvyeYdFrTz4cDa6pWVPh4WRbs/sOk62pahe+XnwPv9DHBlsH/g7MeMc/vW2mCWMVBoAZR5gr+jETzHdPiTHAx57B53c3LzCjqf1f9KT5tt5vB/f0rTHH50W+asZ/tv5iZEDctNIGq6rIsWDId+l9vHm/+DdofI8B0pI3fmZRt+VlF9VayzO+Un23u+4XC2ZMqHryPWw3vDwVscOtfZmbT0e2bdp5JVdbjGhjzdulrdjvMHG+Cvt4NzKB7cKtqfPlakpdlZq0sfsPMegAToMrPNPfbRJsLfqvT9sykohlaH5u/m27e0PdmE7woj6c/dBzjWLumPEdeiHzBW6Y207SRgM3s36r8O60lCmycIHU6pFYVFsDHoyDmX4jobqZolnfFSEEevNreTG+96hszHbCuSN0P7w8xVyl1uhgumVr3cldKpbbGp3PLpyvYk5Tl8Lyri42+UQ05p2MYZ3cKp0nQScrZWwG73WLTgTQWbU1k0daDrI49XO5gq6ebC32iGjKgdQgDW4fQMSKArPxCc0V7cXqeNHNle2p2Pl7urvh4mFkQ5tYNH3dXPN1dyC8svYr+yKvpcwsKycotJDOvoOQ2M7eArDyTWubIK+Z9PVwZ2j6U6E7hdG0SyN87DvHzxnj+3ZnkMODt7+lWMqB/tEBvd+yWRU5+YbmzGGw2aBLkTctGfrQM8aVVI19aNvLD19ONXzclMHddnMPv6e3uSs8WDdiemE5CmuMArosNmjf0YV9KdrkD8qH+nri7mn1TaLfIL7RTYLcoKLTIt9vLDcKUx93VRtemQfSObEiInwcf/rW7ZLC9U+MAHjq3AwPbVK0WT36hnQ37U1m+pzRAk3bEb+DqYuPMlg2J7hTO2R3DiAg0x26h3SI+LYeYoiBMTHIWu5My2RSXxu5DmZV+5jkdw7i7nACH3W7x3er9TP5pCweLBsfPah9K+3B/UrLM1fopmfkkZ+WRkplHSlYeri42PFxd8HAzi6ebK14uFh0O7MDVZmN3i3bg6mpmQriY2RCuLjYa+HgQ6u9FWIBnSRAjLMCTRv5eBHi5VThDIie/kE//3cs7i3ZwuGiQv2vTQO4d0ZbD2XnMXXuAP7cfdDjWOjcJoE2oP17urni5u5iZQ+6uJY8pmj1kt1sUWibgYLcsDqbn8tmSmJLA05jujfnfyPYOfz92Hszg3q/WsG6fucLx4h5NeHJMJ9JzCnjll618t3o/lmWOmWv7RTJxWGvy7Xa+Xbmfr1fEOvxWbcP8CAvwIu5wNnGHc8oEvMAEOqI7hXN+lwjObNmwzIwVy7LYmpBeFOQ4xLLdyWCDZg28aRHsS/OGPqVLsA+WZWa1HMzIJSkjj6TMXA6lm1t3Vxca+no4LMG+njTwdSci0JsGPu4V/k6bD6Tx9u87+HH9gZJ/V8PbhxIZ4svqmBQ2xKWVBH6KubrYWP/kOfh4OOeCB503V532lZw0X1wJW+eZAcT7tx17cEOO30fR5mr5FgOhaS8IbOqYCsfV3aRRWfKuqZ0AZlCuzy2mDkPsUhPQ2PNX6TYjupk+YeJGc4HbJR9V/Pn52fBqBzOYP+4LaH+e4+tLppgrfKF6KVxyUuGD4WYmSvP+5grpmhwUPhxjrtz3jyjbT7TbYcZYUzckpC3c9HvZQFCxlL1moDQ72VwFftH/me3ZC83+Tt1vinun7DWzBvb+4xjwaNjSFLg+uNnkm79qZs19x7okL9Pk2//nTTMgbXMxKcuGPADf32b2jU+wCWrUpcHiTbPh62tMcGLCj7DiI1gzw7zm4WfSNJ15e/njJXmZJsjhE1w/Z67FLoePRpj7bUfCtp/MgPZ186oX+DpaYSEs/cf87Rg4HFxr+WLAmdfBxlnQ+my4+hvH14qzlrh5wZ2rygZ187LMWNn+lebf7o0L685vW1gAaz83qdjTD5jnwruaFHRNeprZG0veMwFUF3c48zYTcPOq5PyvMB+Wf2hqjOQUzQLrdLHZZlCzmmn3wqfhr1fMDLeAxiaFVR28KEKBjROkTofUqoWT4K+XTUfk1j/NH+yKzH/AnAh3HmuCB3VBfo4pZhW3yswyueGXmpvGKsdtW0I6h9Jz6RXZEA+3ylPOzFkbx/++WUd2fiFNgrx5bFQHNsWl8cumBLbEpzus27VpINec2YILujfG061qJ0XJmXnsT8mmfYR/lWtNbNifytcrYvlxfXyZ1C2tQ/0Y0rYRbUL9WL4nhb93HCwzUO/mYjuuK+ZPRLCvByM6hBHdOYz+rULKnUGSmpXPb1sT+GlDPH9sO0hOvhmgjAz2oVPjQDo2DqBT4wA6NQ50mCWRX2gvTQWUZyffbqfJUel2jmZZFhvj0pi3/gBz18URm1xas8fd1Ua3pkH0KUrh1LNFA/y93MnJL2TzgTTW7Utl7b7DrNuXys6DGccMXHi4uTgM/LYINksDHw827E9l2Z4Ulu1OKvM7gQnO/De6HRd0a3xC9TLsdvN9f9kUzy8bE9ia4Hjstg/3J6/Azr6UbPIKy17hXywi0ItOjQPp3CSAzo0DCfbzYPo/e5i9Nq5kP0R3CuOu4SbAsX5fKk/M3sCqmMMAtAzx5bHRHRnWrpzCiHVAWk4+H/65iw//3k1WXtkAQPtwf0Z1jWBU18ZEViFtWkUS0nJ46eetfLtqH5Zlgo83DWrJLUNa8t3q/Tz342Zy8u0Eervz3EVdOL9rhMP7N8alMnn+Fv7abvIj+3q4klNgLwls+nq4ckH3xlzeuzndmgaWBAosyyI1O5+4wzkcSM0mPi2HyGBf+kaVDWZUJr/QXhJUcobtCem8/fsO5qyN4+g/ZUE+7vRoFkSP5g3o0TyIrk2DCPQ+Rr7lk0jnzVWnfSUnzQfDS3P917d85PVJyl54oytgg/s2Q0BExevm55j0HovfMDUmjmZzNbMIzrwNmvU1RXbfHwpYcN38itOurPoUZk80V2/ftab8tCE/P2JmQLi4w7jPj50KxW43V4dv+8kEZ25eVH6B55Mp8xC8NwjS40wKr4s/KBsAycsytUTi15tg0PU/H7tQemYSbJtv0urs/K00xZaLu0l7E9L65HyfuiJlL/zyqLnqHUxwyV5gBswnzDXBubrEsmD6KNj7t+Pz3a4wWSEq+zd3Kvj2JpNyCwAbXP5pac2K+ippp5mJYy+A8XMhapB53l5o/s0nboQBd1dcYycj0fwflxpjZnw061v9NgQ2M6kaj/X3oqpil8HsO+HgFvM4qDmc9bgZpzuyvtKhHaYo9/ZfzGPfUFNHxzvoiNkvWUUzYLJh58LSbYZ1MTOtIgfUTJuLWZYJbq79wjz2CjJBJd/gmv2cE6TAxglSp0Nqzc7f4NOLAQsumQadL658/eKpfG5e5mqs6uRYPBksC76/3USqvRuYk+DKikKd4or/nFa3PkFSRi5rYg+TX2hRYDcDdwWFJp9+vt2Ol5srnZoE0LqRX6UDczsS05m77gDz1h1ge2IGAI38PRnXuxlX9GlO46NmWxQU2nnhpy188NduAAa0DuatK86goW/p1Vl7kzJZsCmBnzfGs2JvSsnAbiN/T8b3a8FVfVvQwLfs1Vx5BXZ+25LIt6v28fuWRArsFgFebpzVPpRzOoUzpG0jfI+q/ZCanc/stXF8tTyGDfvTSp739XClf+sQhrRtxJC2jcpNS7PzYAZ/bT/E4h2H+HdnEplFA7Z+nm5FV7WXXtke5ONBbn4hWXmFZBXVC8jKMzMv8grsRVfPF11Jf9QV9b6ebvh6uOJTdGseuxHk406HiABcqzEImp1XyM6DGbQI9sHf6+QOSlqWxfr9qayOOUybMD96NGuAt0fVAlPpOfnsOmiujndzteHm4oKbq6mj4OpqZh0E+3occwDYsixik7NZtieZZbuT2HMoi3M6hXFNvxZVDpJVx+5DmSzYFM/PGxNYFZPiEJxxc7HRtIE3zY4IxLQPN0GlYL/y027tSEznzYU7mLOuNMDRvVkQa/cdLil0fufwNlw/IOqYwcS64FBGLm//toOvlscSEeTFqK6NGd01gjZhNVu4esP+VCbN3cTS3cmAqWNRHNAb1CaEly7pRnhgxSm3/tx2kOd+3FwSZD2jeRDjejfn/K4RZf6GnIp2Hczg0yV7KbRb9GgeRI9mDWgR7FPrdXAqo/PmqtO+kpPmtc6lhUNbDjVX20vN++tVWPgURA2G8XOq9h57oRlU/vs1E7zwbmCKs/a+0cz2ONKcu03NhvAucPMfZYMWlgX/N8gM7J/9tBkMLPcz7TDrRtjwLWAzVwkPeaDiVMa/Pwd/vGBmMlw//8SuDj8Re/81KZKsQlMbodf1pa9ZlqlBsH4m+ISYfmd1r2DOTTczFXYshKgh0PXSGm1+nbb7T3ORZOImM3tj3BfQbqSzW1W+A+vg/wYDlqn/ce6L0Ky3s1tVO1L3myLqBdmmPkr/O53dopox7z9mJkKTnmbWhc0Ga76A7281Y1p3F/1trEjiFpOqKzet4nWOpeOFZszN5QT7aYdjTEAm57Bp8+D/mr/nldXp2faLCXAk7Tj29r0bwvDH4IzxJ6/eRWE+fDHO/D2sQwXDj6TAxglSp0OO6XCsKcTkFQCjXq98OllF0uPhvYEmfVPP62D068d+j2WZfKAHt5i8iz3HV/9za9LS/4P5/zMnR9d8ZzpSp5H8Qjsb49JYvjuZZXuSWbEnGQu4fWgrJvQ/9uBmQaGdT/7dy6sLtlWpXoKXuwsdIwLo0iSQLk2D6NIkEFcX+HF9PPPWHXC4Qt3D1QU/L7eSIrkuNjirfRhXn9mcwW0akZKVx8TPV/PvriQAbhnSkv+e067SwMmhjFxmrtjH9H92l1x57+XuwiU9m3LDwJZEBvuwbl8q367ax+y1cSXpbsAM+mYecXW4h5sLA1oFc06ncJo28Oa7VfsdcuW7u9o4p1M4l/ZsSv9WIdUaKM4vtBOfmkNDX4/TYuBTji0xPYcVe1II8nanebAP4QFex11kfEdiOm8s3MHcIwIcF/VowoPnticsoHo1McrIy4M33jD3774bPGonL7BlWSd1oNyyLH7ZlMDzP25mT1IWnm4uPHhue8b3i6zSjIhCu8WKPckE+3nQOrRmAy9y4nTeXHXaV3JSWBY8EwqFeUVP2OCe9TWXtkJKvdvfXF18wVsmdUd1WJapHeAXVvFVw5mH4M0zTCHqowf2AWKWmhkLbl5mxkhlKVkKcs1g4upPzeMWA8wsiKNTvWyeYwrKQvWKd58si98wNURcPUyapMbdzfP/vGVmHri4wbWza/4q5tNBYQFs+t7MxolyXm2uKtm1yNQCaXfeiQ9E1zcxS03tkIqKQFeXk/oXDtIT4M3uZnbCZZ+aNHBv9zIB+arWAzq4zRy/9gpq6VSkIAf+fcekhBpwD5z9VPXbX7KtPJOtZP8KU2z7mu/N7IuqvnfZ+2ZmnKu7mTXlXrz4mFvfRtDjqsqDPDXFXmhmE4a0OfmfdRwU2DhB6nRIpXb/ZYqyZZn0GIR2Mrk5j1Xk7Uj2Qvj0QnPlRGgnUwyqqtPi/n4dfn3C5D69fn41G1+Ddv8Fn4wxV9Sc8yz0n+i8tlRTXoGd+RsOsC8lmy5NAunWrGppPFIy89gQl8qqvYdZvieZVTEp5aZygaJ0NKM6Mqx9+dO418Qe5pHv1rMxzlx1EBnsQ8j/s3ff4VGVaR/Hv5PeE0IKJNSEEnpHsaAoiqIu9roWdHF1ZRurrn0t67Lqyuqr7mLDdcG6Yi9YUFQE6b33kEB6SC+TmXn/eGZSIGWSTPrvcznXOZk55Zkh4DznPvd9h/jj7WXBx9uCt5cXvl4WvL0sHCuxsi01r0ZgoDa+3hZOHxjNBSN6MnVoLEF+3ny1LZ1FPx+qDGCA6aVgtdk5mldKkJ83T10+6oQyMPUpr7Dz2ZYjvPzDAbYfNeO3WCAuPJDUY1XljmJC/blkTDyXju3FgJgQNiTn8pUz++PQcb08XAbFhnDVhD5cMia+RuaISHuzJ72ADzemMmVwDOP7eajWa1ERhDhrShcWQnDnKutXXmHnq+1pDIsLp38zylxJ+6Lvze7TZyUtojgHnuxv1nufZHo4THkAzrirbcfV2aRvg3+fYi6437nH/YtZjfXzfNMoOTASfre+5gWu926Bre/BmF/CjBfcO96W90wmSHmhOeYl86uaZWfshFfONq+ddJspe9LWHA546xpTPqpbP5O5cmQ9LLrMNNGd/g+YOKutRynScbSX+cW3j5u+E90HwtjrTQAzNM78O+epElF12fQOfHCrWW9OhsKS++DnF0yWya9/hG59PTZEqUmBjWbSpENq5XCYDIUv7zMX82NHQFGGaVIW2tMEN3qMcO9Y3z8J3z0OvsEmjTZ6kPvjyD8C84YCDlNXNbJ/E95MMx07bJqFF2fDiCvh0pdatFn4V9vS2H40n0GxoQztGUafyKAm1T3PKSrnjZ8P8d+fD1U2+AUz9AHRIYx11isf27cbEUG+bDuSz9aUPLYeyWNran6Ni/YuYQE+TOhn+hRM6B/J3vRCnvxyJ1mF5q65KYOjefDCoSREmy8TecVWnvxyJ2+uTsbhMA2i/3xeEldP6F3ve7LbHezPKmJrah5bUvPYkpLHtiN5lFXYOW1gFBeM6Mm5Q3sQHlR7gGZvRgGLfk5m8fqUyibX/aOCefH6cQxqYukZh8PByv3ZvPrjAZbuzABMBse0YT24dGwvThsQVWtpJofDwZ6MQr7ens5X29JIPVbCOUNjuXJ8b0b3jmhXJVZEWlV7mXiINIK+N7tPn5W0iIwdJqM7sBtMm2tKe3TrD7/b0KLfz7ucbx425aSSLoSr32i589ispsxJ5g7TcHz6k+b5gjT45zBTp/7W76syGdyRvQ/em2lKYQFMmm3uXF4wDXL2Qb/TTfa9d9v1a6qhJNeUIjqWDAlTTDnm0mMmoPOL5/V7LdIY7WV+UZpvsjaKs03FD4e9dauQLPu7acpt8Ybr3oUBUxu3f/XstqvfgqTpnh+jVFJgo5k06ZATWEvgkz+YBnBgLuZf9KzJ2lh0OWTtMs2/r/xPw/9AHlwOr19k/iG/5EUYdXXjx/Pfi2H/d3DmvXDmPY3fvzmObjJNrbJ2QY+RpmmbX1DD+zVBSbmNBz/aynvrUmo8H+znTVLPMIb2DGNoXBgDY0KIiwgkJtS/1vIyu9MLWLD8AB9sSK0sdRQb5s/4vpFsSc0jOaf27IHa9OsexIheEUzs140J/SMZFBN6QkAiv9TK89/u5bWfDmC1OfD1tnDTKf0YFBvKE0uqgh6Xjo3nvulDiKqjpn9DbHYHVpu93gbSxysur+DTTUc5nFvMrMkJhHmot8O+zEL2ZxZxckJki/eLEOm02svEQ6QR9L3ZffqspEXs+85kgkcPMVng/xhk7sCfuQT6Tmrr0XUOdjs8O8o0r73idRh2ccueb/8ykxlv8YbbfoTYYbDsCVj2N5OVc8tXjT9mRZm5Q3rVfPOzb5ApCxPe29xoFxzlyXfQfKnrYMF5VSXW4sfDTZ+BbzPLfop0Ne1pfrHyX6bXBEDUILh9Zd29fzytetNsv1C4eQn0GO7evjkH4MUzTJnAU35r+p9Ii1Jgo5k06ZAajh2Gd64zF/Qt3nDuY3Dyb6ruFCnJhXeuh4M/mtcveubEmqvWEtOkbPtHsOtzM9kYfR1c/K+mjWnzu6Z5Wrd+JmujNe5asZaapnI/PWsyVoJjzOQpok+LnG5vRiF3vLGeXekFeFlg2rAepB4rYVdaQWVw4njeXhZiQ/3pGRFIz/AA4iIC2XE0nx/3ZFVuM7JXOLec1p/zh/es7NuQVVjGhuRjrE/OZUNyLpsO51FaYSMhKpgR8eEMjw9nWFw4w+LDGhUI2J9ZyF8/28G3zmwGl8ToYP568QgmJXZvwicjIp1We5p4iLhJ35vdp89KWsSmt+GDX1c1Df/wDti4CMZcDzOeb+vReUbGDvjsTpj4K1N3vrUl/2yyG/xC4a49LV82BcydwTs+qcqm+OdwKEyDy16FEZc3/bg7P4MPf2MyIHwCzE1qjcn+aE2rX4bP7zR9SW5dBmFxbT0ikY6nPc0vKsrg+Qmm39BVb8CQC1v5/OWw6FJz7S4s3jQyD2ugJLe11PQ2OrrJBJZv+qz9ZLd1Yo35zqyuqiK1qSgzJZ/SNpsm4cXZpibpFf+BhDNqbhvYDX65GD6aDVvehY9/C7mH4LQ/wJ6vYcfHsPsrsBZV7RM/DqY/1fTxJV0AfiGQe9DU0e1zctOOcyzZ1OXtMQK86rnrP/ln8/6y95ifh15sxh9Se/+I5vpoYyr3vb+FonIb0aH+/N/VYyqDABU2Oweyith+NN88juRzIKuItLxSKuwOjuSVciSvtMbxvCxw7tAe3HJ6f8b37XZCqaOoEH/OGRrLOUNjK89RYXc0KhOiNgnRISy4aQLf7crgsU+3c+RYCb89ayCzTk9oVDNsEREREZFaFaabZYj5Hsvoa01gY9sHpmeCXycIkm98Aw4th0M/mXImrVW6xGXzu2Y55KLWCWqA6WG452tzAe6D20xQIzgGhvyiecdNugBuWw4r/s+st9egBsCEX0HMUOg+AEJj23o0ItJcPv4mMJCzzwTjW/38fnDVQnjlHHNt680rYeYX4B9S9z5f3W+CGoGRcPkCBTXaIQU2pGsrL4bN70D6VhPIyEsxy+Ksmtv1GGlqqdaVneDjb/pMdOsLPzwFP/7D1GB1VGv2HN4bhs4wX0Z7TQCvZlzY9gs2x9r4Bmx8s2mBjbSt5s6j8kIIiID+k83/XBKnQGSC2aasEJY+CqtfAhxmwnTB0+ZLfQsotdr462fbWfRzMgCTErrz7DWjiQmtSjn28fZiYGwoA2NDmTG6qmG7ze4gq7CMI8dKOJpXypFjJRw5ZppjXzWhN70j3S+X5ePthU/zYho1TBkcwxkDoylvZNkoEREREZF6FRwX2Oh7isnqzj1o7vhvStnb9iZzt3PFAZ/8zmTDn3ybe/seS4byotpf8wlouF+hzWqCRAAjr3DvnJ7QrS+c8jvTbHfre+a58TPNhbnmiujdvJvsWovFAv1ObetRiIgnRfQ2j7YS2M30x31lqrmR+X83wqQ7IDrJ9M6tfhPs1sWw5hWzfunLEN6rbcYs9VJgQ7qmklxY/Qqs+rfJxqiNT4BJdx0wFaY+0nAfCYsFznrABD8++YMJanTrbwIQQ2dA3BjPlowadbUJbGz70NyN1Zi7hwoz4a2rTVDD4mVSkXd8bB4AEX1NoGP/96aWLMDoX8K0v5r/EXiIw+GguNxGTlE5afmlPPLJNram5gPw27MG8Iepg2ptPl0bby8LsWEBxIYFMMZjI/QcLy8LAfVlxYiIiIiINFZhmlmG9jBLi8WUvP3ucTNX6AyBjSxnYKP/GXDge1jyZ6gogdP+WM8+e+HL+2DPl/Ufe8z18Ivn6p6n7fsOSnJMtkS/yU0bf1Od9kdzE1t+Cnj5wLiZrXt+EZHOKLI/XPM2vH4h7P3GPAD8w0zvj+gks83yf5rnT/8TDGxks3FpNQpsSNeSfxR+fgHWvmYu6oO5o2nYpSZqHBZvghlh8eYCflMCEWNvgN4ng91qUmdbqv9F39NMFkjeYdj1BQy/1L39KspMzda8wyYz4+avzB1d+78zX9xTVpuahxsWmu3D+5i+IQPObvaQ31mTzCebjpJTVE5ucTnZReWUH9cvo1uQL/+8ajRnDm6ZMlciIu1WQAB8913VuoiISEOOz9gAE8z47nE48IPJWGihnnitwlpq5iZg7phd+6rp+/fNwyZz48x7a863SvPg+ydh1YtmPmbxrvvGrOJsM+eJGWLu2K3Nlv+Z5fBLW6/JrYtfEJz/d9PPcdQ1DdeCFxE5nuYXtes9wZSU//nfkLkLcvZDWT6krjUPl76nwZn3td04pUEKbEjXkL3PNL3e9BbYys1zscPNXTBDL/b8l9ToQZ49Xm28vGDkVabs1aa33AtsOBwmm+Twz+AfDte8AyHR5tF7Apxxtyk/degnMxEKjICTbq+/5qCbvt2Zzp8Xb6n1NX8fL7oH+zE0LpxHZwwjLqKVateKiLQn3t5w5pltPQoREelIju+xASaQ0X+y+T6/6W3zHb+jyt4LDjsEhJv+flPuM5nq3zxsAhzlRXDuX808Z+MiU0a3KNPsO3AaTHscogbWfuyf55vsj68eMDekJU6p+Xp5kWm2DTCiFctQVTfkIvjTTgjq3jbnF5GOTfOLuvU7zTzANBbP2QeZO035w8yd5trhBU+3flBbGkV/OtK5VZTDj0+bh91qnuszCU6bAwPPablsitYy6moT2Ni71Nyt1VBTtRX/B5veNHcuXfFa7QEY/xAYNM08PCSnqJy73zNBjcvG9uKiUT2JDPajW5Af3UP8CPT1PqGht4iIiIiINMAV2HCVonIZfZ0JbGx8A06/s3n9/dpS1i6zjBpUNXc77Y/gGwRf3A0rnzeBjMxdcHSjeb37QDhvrpnv1eekX5umsJvehPdmwq3LTDa/y64vwFpkygvHj/PwG2uE4/9sRUTEs3z8TPZezJC2Hok0kgIb0nmlrIOPZ0PGdvNz4lkw+W7oO6ltx+VJUQNNI/KUNaapXF0p1AA7P4ev/2LWz5vrkdJS7nA4HDzw4RayCssYGBPC45cMVwNtEZHaWK3w0ktm/dZbwde3bccjIiLtW3mxKZ0BJpuhuiEXwWd3mpKzySs7bhPmrD1mGTW45vMn/dr0RPzk97D5HfOcfxiceQ9MmOVek22LBS78p7kz98h6ePs6uOUr8As2r7vKUI24ouPfECciXZPmF9LJddDbNkTqUV4MX94Pr041QY2gKLh8Afzy/c4V1HBxNQRc9SJsfAvyj5y4Tfo2eH8W4IDxN8PEW1tteB9vOsLnW9Lw8bLwz6tGK6ghIlKX8nKYPds8ysvbejQiItLeubI1fALNRf3q/IJh2MVmfeObJ+5rt0HGTjjwo8lyb68ynRkbtWWaj7vR9N0IjYOxN8Jv15sbvdwJarj4BsBViyA4GtK3wkd3mLJWxTlVDWVHXN789yEi0hY0v5BOThkb0rkc+BE+/i3kHjA/j7gSzvs7BHfimqTDLoWvHjRN9T68zTwXNQj6nwEJZ0D0EHjzatMsvf9kOP/JVrvj6GheCQ9+uBWA3589kOHx4a1yXhERERGRTq+yDFVs7d/vR19nmmNv+wAm3OLMTNhoSjalbQFrsdnu/CdNBkR7lLXbLI/P2HAZeYV5NEd4PFy5EF6/0HxWPUeZnh72CugxEqLrOLeIiIi0KQU2pH2xlsCyuaZZj2+ASS/28Td3Ifn4m5/BNPGxlYPNWrUszoLdS8zrYfEmrdiDfSLaraBIuPlL8yV8/zIzUcnabR5rXq7aLjIBrngdvFsn9dDhcHD3e5vJL61gVO8Ibj8zsVXOKyIiIiLSJRSkmWVIHT0Y+pxs5gA5++HlKbVvA1Xlntobu61aKao6GoB7St9JJsDz2Rz45hEznwQYeWXLnldERESaTIENaT/sNlj8K9j5afOOM24mnPMoBIQ1vG1n0XOkefAXKMmFg8th//dw4HsT4AiIgGveMUGQVrLo50P8uCeLAF8v5l05Ch9vVb4TEREREfGYwgyzPL6/hovFYkozffYn8At1zhlGm4yEuNGw63P45uGqPh3tzbFDYCsDb/+aTb1byvibTTPx9a9DfgpgMdnxIiIi0i61eWDjhRde4KmnniItLY1Ro0bx3HPPMXHixFq3tVqtzJ07l9dff53U1FQGDx7ME088wXnnnVe5TUFBAQ8++CAffPABGRkZjBkzhmeffZYJEya01luSpnA4zBfunZ+Ctx+c9aDJ0KgohYoyk8lRUQYVJYDFbOPt61y61n2hzyToNb6t303bCuxmmgUOucj8nH/UfJatGNQ4kFXE45/vAODe84eQGB3SaucWEREREekSCp0ZG6F1ZGwAjL8Fhl8G/uHgddyNRskrzbKsoGXG11yubI3uA8CrFfr0WSww/SnI2AEpq6HfaaZMlYiIiLRLbRrYeOedd5gzZw7z58/npJNO4plnnmHatGns2rWLmJgT7zp54IEHWLRoES+//DJJSUl8+eWXXHLJJaxYsYIxY8YA8Ktf/YqtW7eycOFC4uLiWLRoEVOnTmX79u3Ex+tLSatKWQtB3SGyf8Pbfv8krHsNsJgGcK5Gd9J8YT1b9XQVNjtz3t1IqdXOaQOiuP7kvq16fhERERGRLqHA2WMjJLbubSwWc+NTbfxDzbK0nWZs1Nc4vKX4+MPVb8LK52HU1a13XhEREWm0Nq0NM2/ePGbNmsXMmTMZOnQo8+fPJygoiAULFtS6/cKFC7nvvvuYPn06CQkJ3H777UyfPp2nn34agJKSEhYvXsyTTz7J5MmTGTBgAA8//DADBgzg3//+d53jKCsrIz8/v8ZDmmnNq/DK2fD8BPj2cbCW1r3t2tdg2d/M+vSnFNTowPJLrTyxZCcbko8RGuDDk5ePxMurdRqVi4iIiIh0Ka6MjfoCG/XxDzfLsjzPjMfTspyBjboah7eUkGg45xGIGdK65xUREZFGabOMjfLyctatW8e9995b+ZyXlxdTp05l5cqVte5TVlZGQEBAjecCAwNZvnw5ABUVFdhstnq3qc3cuXN55JFHmvpW5HjbPzJlpQDsVvjhSdj2Plz4DPQ/vea2Oz8zDdoATr8TJs5q1aFK8+WVWPl6ezqfbznKj3sysdocADw6YxhxEYFtPDoRkQ7E3x8+/bRqXUREpD6FzoyN+kpR1ceVsdFeS1Fl7jbLlm4cLiLSWWl+IZ1cmwU2srKysNlsxMbWvLskNjaWnTt31rrPtGnTmDdvHpMnTyYxMZGlS5fy/vvvY7PZAAgNDWXSpEk89thjDBkyhNjYWN566y1WrlzJgAED6hzLvffey5w5cyp/zs/Pp3fv3h54l13QgR9MA3AcMO4mSDgTvvgzZO+F1y+EMb+Ecx4z/R6Sf4b3bgaH3Tx/1gNtPHhxV25ROV/vMMGMn/ZmVQYzAAbGhHDdSX24eLRKv4mINIqPD1xwQVuPQkREOgp3SlHVJyDMLNtjKSqHA7KcgY3oVs7YEBHpLDS/kE6uzZuHN8azzz7LrFmzSEpKwmKxkJiYyMyZM2uUrlq4cCE333wz8fHxeHt7M3bsWK655hrWrVtX53H9/f3xV+Sy+Y5ugreuBVu5aVx9wTzT5C1hCnzzsOmhsWER7P4STv2DyeSoKIVB58GFz5r6r9IulZTbWH0whxV7s1i+N4vtR/NxVMUyGBwbyvQRPZk+ogcDY0PbbqAiIiIiIl2BrQKKMs16k0tROQMbZQUmkNCe5mNFmVB6DLCY5uEiIiIix2mzwEZUVBTe3t6kp6fXeD49PZ0ePWpPpY2OjubDDz+ktLSU7Oxs4uLiuOeee0hISKjcJjExke+//56ioiLy8/Pp2bMnV111VY1tpAXk7IdFl0N5AfQ7HS59xQQ1AAIj4KJnYORV8MnvTa3Ur+43r/WaAJe/Bt4dKsbWJezNKKzMyNiQfIxym73G60N6hjF9eA/OH9GTATEhbTRKEZFOxGqFN94w69ddB76+bTseERFpv4qzAAdYvCA4qmnHcJWislvNDWe+7aiMrKtxeLe+7WtcIiIdieYX0sm12dVkPz8/xo0bx9KlS7n44osBsNvtLF26lNmzZ9e7b0BAAPHx8VitVhYvXsyVV155wjbBwcEEBweTm5vLl19+yZNPPtkSb0PApEAvvASKMiB2BFz9BvgGnLhd30lw24/w07Pwwz+geyJc+y74BbX+mKVeH25I5e73NtcIZsSFB3DqgChOGxjFpMTuxITW8mcsIiJNV14OM2ea9Suu0MRDRETqVuBsHB4cU3VDWWP5hQAWwGHKUbWnAEJbNQ4XEelMNL+QTq5Nb5OfM2cON954I+PHj2fixIk888wzFBUVMdP5l+6GG24gPj6euXPnArBq1SpSU1MZPXo0qampPPzww9jtdu6+++7KY3755Zc4HA4GDx7M3r17ueuuu0hKSqo8pnhYaR68cRnkHoRu/eCXiyEgvO7tffzhjLvh5NvB2x98/FprpOIGu93BvK938/x3ewE4OSGSC0fGceqAKPp1D8LSntLTRURERES6Klfj8JCYph/Dy8tkbZTlm3JUoU0sadUSsvaYpRqHi4iISB3aNLBx1VVXkZmZyUMPPURaWhqjR49myZIllQ3Fk5OT8fLyqty+tLSUBx54gP379xMSEsL06dNZuHAhERERldvk5eVx7733kpKSQmRkJJdddhmPP/44vopKep7dBm9fB2lbIDgarv/A/S/D/urD0FgOZ1OLlgoulJTb+NP/NvL5FnP31+1nJnLXuYPx8lIwQ0RERESkXXEFNkJrL+PsNv8wZ2Ajr/lj8iRXKSo1DhcREZE6tHljg9mzZ9dZemrZsmU1fj7jjDPYvn17vce78soray1NJS0geSUc/BF8g02mRqT6mLSUn/Zmcf8HW7DaHMw6vT9XTehDoF8TU85rkZZXyqz/rmVLah6+3hbmXjqSy8f18tjxRURERETEgwpcGRvNzLIICIN8TMZGe5K12yxVikpERETq0OaBDenAjm42y8Qp0HNU246lk8ovtfK3z3bw9prDlc89/Ml2nvt2Lzef1p/rJ/UlLKB52UhbUvL41X/XkJ5fRrcgX168fjwT+0c2d+giIiIiItJSCp09NpqdseHMpC/Nb95xPKmsAPJTzbpKUYmIiEgdFNiQpkvfapY9RrTtODqpb3emc9/7W0nLLwXgxkl9GRAbyovf7yMlt4SnvtzF/GX7uOGUvsw8tT9RIf6AKVlVWFZBen4ZGfmlpBeUUlRmw+Fw4AAcDrON3QGFZRX8a9leSq12BsaE8OqNE+jTXc3cRURERETaNVfz8OZmbPiHmWV7ythwZWsER0OQbrgSERGR2imwIU2X5szYUGDDo3KLynn00+18sMHcpdSvexBPXDaSkxK6A3DNhN58svkI//puH3syCnnhu328uvwAI+LDySosJz2/lOJyW6POecagaJ67dkyzsz9ERERERLqE9O2w/nUYNxNiklr//IUZZtnswIYzY6OsHWVsVDYOVxkqERERqZsCG9I0FeWQsdOsxw5v27F0EnklVr7clsaTS3aSVViOlwV+dXoCf5w6qEY/DR9vLy4Z04sZo+L5ekc6L3y3l80peaw5mFvjeKH+PsSE+dMjPIAQfx+8LBYsFrBgwfkfFouF4XFh3HJaf3y8vVr5HYuISA3+/vDuu1XrIiLSfv30LGx+G9a+Bmc/CCf/Brw81wOvQZ4qRRXgzNhoT6WoKhuHD2rbcYiIdHSaX0gnp8CGNE3WbrBbwT8cIvq09Wg6JIfDwe70Qr7dmcF3uzJYdygXm90BwMCYEJ68fCRj+nSrc38vLwvThvXg3KGxrDmYy9G8EmLDAogNCyAm1J9gf/31FhHpUHx84Ior2noUIp3CCy+8wFNPPUVaWhqjRo3iueeeY+LEibVua7VamTt3Lq+//jqpqakMHjyYJ554gvPOO6/Gdqmpqfz5z3/miy++oLi4mAEDBvDaa68xfvz41nhL0t64Agu2MvjqAdjxKVz8L+ie2PLndjiqNQ+Pad6xKktReSiw4XBA2hZz85tXE2+cUuNwERHP0PxCOjld+ZSmSdtilj2Gg8XStmPpQEqtNlbsyzLBjJ2ZpB4rqfH6wJgQZoyOY9bkBPx93Lvjy2KxqNm3iIiIiNM777zDnDlzmD9/PieddBLPPPMM06ZNY9euXcTEnHgR+IEHHmDRokW8/PLLJCUl8eWXX3LJJZewYsUKxowZA0Bubi6nnnoqU6ZM4YsvviA6Opo9e/bQrVvdN6FIJ1ecbZajroEdn8Dhn2H+aXDOozD+lqZf1HdHaZ4JqACENLd5uIcDGz88Bd89DkNnwOWvNS2LRRkbIiIi4gYFNsTY/SVEJkDUQPe27+KNw9PzS/nV62vJK7Eyvm83xveLZGL/biRGh2A5LtCTeqzEGcjI4Ke9WZRV2Ctf8/fxYlJid85KimHK4Bh6R6pxt4hIl1VRAR98YNYvucTcYSUijTZv3jxmzZrFzJkzAZg/fz6fffYZCxYs4J577jlh+4ULF3L//fczffp0AG6//Xa++eYbnn76aRYtWgTAE088Qe/evXnttdcq9+vfv3+94ygrK6OsrKzy5/z8dlTqp6Pa9Db8/C+4alHbZ40X55jlxFlw5r3w0R1w8Ef4/E4T6JjxAkT0bplzFzqzNQLCwTegeccK8GDz8Pyj8OM8s779I/NZXDCvcTfC2ayQe8CsRymwISLSLJpfSCen32iB/cvgzSshOgnuWOXePq7G4V2wv0Z2YRm/fGUVezIKAUjOKeZ9Z6PvbkG+jOsbyYR+3cgrsfLtzgx2ptWcJMRHBDIlKZqzkmKYlBBVo3+GiIh0YWVlcOWVZr2wUBMPkSYoLy9n3bp13HvvvZXPeXl5MXXqVFauXFnrPmVlZQQE1Lw4HBgYyPLlyyt//vjjj5k2bRpXXHEF33//PfHx8fzmN79h1qxZdY5l7ty5PPLII818R1LJVgFfP2Qu6m9+Fybf2XZjcTiqMjaCoqBbX7jhY1jzMnz9FzjwPbwwEboPMM29Q2Kcj1gIjoZu/SB+XNMz3wucZbCa2zgcqpqHe6LHxnePQ0WJCTodOwxrF0BwDEy5t+F9XXL2g70C/EIgLL75YxIR6co0v5BOTr/RAusXmmXmTvMluaEGdA4HpHXNjI28Eis3LFjNnoxCeoQF8NBFQ9l5NJ/VB3PYePgYucVWvtmRzjc70iv38bLA2D7dOGtIDGclxTA4NvSErA4RERERab6srCxsNhuxsTUv+MbGxrJz585a95k2bRrz5s1j8uTJJCYmsnTpUt5//31sNlvlNvv37+ff//43c+bM4b777mPNmjX87ne/w8/PjxtvvLHW4957773MmTOn8uf8/Hx6926hO/i7gr3fVGUquG6yaivWYqgoNetB3c3SywtO+jUkng0f3g4pq+sf54x/wZjrmnb+wgyz9Ehgw0OlqNK3w8Y3zPplr5r3/tmf4Pu/Q3CUyWxxh6sMVdRAlTwWERGReimw0dWV5sHOT6t+Tl4Jwy6pf5/8I1CSAxZvk+XRRRSVVTDztdVsO5JPVIgfb8w6icToEKaP6AlAeYWdrUfyWHswh3WHcgnw9WbK4BjOGBRNt2C/Nh69iIiIiNTm2WefZdasWSQlJWGxWEhMTGTmzJksWLCgchu73c748eP529/+BsCYMWPYunUr8+fPrzOw4e/vj7+/f6u8hy5h46Kq9aNtHNhwZWt4+4NfcM3XogbAzV+a0r0FaSYYU5RhghGFGeb5rN2w79tmBDacGRsN3ZDmDk+VovrmL+Cww5BfQO+J5lGUBcvmwud3mQDQ8EsbPk6WK7ChxuEiIiJSPwU2urptH1bdbQRwyI3AhqtxePTg5td07SBKrTZ+9fpa1icfIzzQl4W3mKBGdX4+Xozt042xfdREUkRERKQtREVF4e3tTXp6eo3n09PT6dGj9ovA0dHRfPjhh5SWlpKdnU1cXBz33HMPCQkJldv07NmToUOH1thvyJAhLF682PNvQk5UlAW7vqj6OfeAuUErILxtxlNZhqp77VkFXl7Qc6R5HG/ft7DwEkhd2/Tzt7dSVPu/hz1fgZcPTH246vkz/gxFmbDmFXj/VgiKhIQz6z9W1h6zdLf3o4iIiHRZXm09AGljm94yy/hxZpm8ouF90p2BjS5Shqq8ws7ti9axcn82If4+vH7zRIb0DGvrYYmIiIjIcfz8/Bg3bhxLly6tfM5ut7N06VImTZpU774BAQHEx8dTUVHB4sWLmTFjRuVrp556Krt27aqx/e7du+nbt69n34DUbvO7pu9C3BgI62Wec5XGbQtF1QIbjRU31ixzD5qATVO4SnJ5tBRVEzM27Hb4+kGzPv5m6J5Y9ZrFAuc/CUNngN0Kb18HRzbUfzxXKapoZWyIiIhI/RTY6Mpy9pvSUxYvuOBp81zaVnP3U31cGRtdoHF4hc3OH97ZwHe7Mgnw9eLVG8czundEWw9LREREROowZ84cXn75ZV5//XV27NjB7bffTlFRETNnzgTghhtuqNFcfNWqVbz//vvs37+fH3/8kfPOOw+73c7dd99duc0f//hHfv75Z/72t7+xd+9e3nzzTV566SXuuOOOVn9/XY7DARucZahGX1eVBeGpPhsluSYbxGZ1f5/KjI3Ixp8vMAKiBpn11HWN3x+qAhueKEXlCmyUF4DdVv+2tdm6GI5uAr9Qk6FxPC9vuPRl6D8Zygth0eWQva/2Y9nt1TI2FNgQERGR+imw0ZVtetssE840dz916w844PCa+vfrIo3DU4+V8Pt3NvL5ljT8vL146frxnJTQhLuyRERERKTVXHXVVfzjH//goYceYvTo0WzcuJElS5ZUNhRPTk7m6NGjlduXlpbywAMPMHToUC655BLi4+NZvnw5ERERldtMmDCBDz74gLfeeovhw4fz2GOP8cwzz3DddU3skSDuO7oRMraZfhYjLocezsCGp/psLH0U3rralOh1V3EzMjYA4sebZUoTy1EVeDBjI6BaJnpjszaspebzAzjtD6ZJeG18/OGqN6DnKCjOMp93baWv8lPBWmRKWkX2b9xYREREpMtRj42uym6Hjc4yVKOdE7K+p5h6tckrYODU2vcrKzSZHtApAxsOh4Of9+fw+oqDfLU9DbsDvL0sPH/tGCYPim7r4YmISGfm5wevvVa1LiJNNnv2bGbPnl3ra8uWLavx8xlnnMH27dsbPOaFF17IhRde6InhSWNseMMsh1wIgd08n7GRc8Ass/e4v48rsFHXhfyG9BoPm96ElAZuKKtLoQd7bPj4m6CRrcwENgIj3N93zcuQlwyhcXDyb+rfNiAMrv0fvHSmaZ7+wW1w1SLTj8Qla7dZRiaCt29j34mIiBxP8wvp5BTY6KoO/WS+hPqHQdIF5rk+k2DjG6aBeF0ytgMOCO3Z9C/y7VBJuY0PN6by+oqD7EyrulPp1AHdmT1lIJMSlakhIiItzNcXbrqprUchItJ+WEthy7tm3XUzlitjI3MnVJSZC/PNUZJjlkWZ7u/T3IyNXs6MjdT15oYzr0YUUrCWVpUODvVAYANMA/HiMihrRAPx4hz44Smzftb94BfU8D6hsSaY8dr5sOsz+OFJOPOeqtddgQ01DhcR8QzNL6STU2Cjq3I1DR92MfgGmvW+p5hl6rq6JwmuO6M6QX+NwrIKVh/I5ofdWXywIZW8ElNXN9DXm0vHxnPjKf0YFBvaxqMUEREREemidn1mLuKH9TLlcwHCe5nMjZJcc9NV3JjmnaM41ywLMxqxTzMDGzHDwCcQyvIgey9ED3J/X1d/DW9/CIho2vmPFxBmSkQ1phTVj0+bP5uYYTDqGvf36zUOLpwHH90By+aaQFXSdPOaGoeLiIhIIyiw0RWVF8H2j8z6qGurno9MgOBoc7fSkQ3Q5+QT93U1Du+AZajKK+xsSM7lp33ZrNibxcbDx6iwOypf7xMZxA2T+nLF+N6EByr1WUREWllFBXz5pVmfNg189DVNRLo4Vxmq0deYJtQAFou5GH7ge9Nno7mBjSZlbDj3aUrzcABvH4gbDckrIXVt0wIbIbHms/AEf+fNXLX1vahN7kFY/ZJZP+fRqj8bd435pWk4vvoleP9WmPWt+QwqMzYU2BAR8QjNL6ST0290V7TjEygvNM3CqwcvLBZTjmrHx3BoRR2BjY7XODwtr5THPt3OtzszKLHaarzWOzKQUxOjOGdoLGcOjsHby0OTAxERkcYqKwNX/f7CQk08RKRry0uBfd+a9dHX1nytpzOw0dw+GxXlZl4EjczYyDLLpmZsAMSPM4GNlLUnvr/6uAIbnipDBaY8Mbhfimrjm2Arh/6TYcDZTTvntL9B+jZTIvnta0xwozJjoxGBHhERqZvmF9LJ6Te6K9r4plmOuubEu3z6nmICG8m19Nmw28yXT+gwgY1PNh3h/g+2kF9aAUD3YD9OGRDFqYndOXVAFL0j3agFKyIiIiIirWvTW4AD+p5mMsur6zHKLI82M7BRklu1XpTl/n7NLUUF1fpsrG3cfgUebBzuEhBulu4GNgqOmmW/yU3PGvH2hSteh5fOMOW43r6uKmDUXT02RES6mgqbHQfg692IvlPS5Smw0dXkpcCBH8z6qKtPfL3PJLNMXmUCGdXTinP2Q0UJ+AadOLloZ/KKrTz08VY+2ngEgFG9wnl0xnBGxIfjpawMEREREZH2y+GoKkM15roTX+/pbCCevvXEOUtjuMpQAZQXgLWkqv9gXez2aqWompOx4QxspG+D8mL3mm9DzVJUntLYUlTNLcXlEhJtmokvOA8O/mieC+sF/iHNO66IyHE2JOdyrMTKGQOjdU2oHamw2Vl1IIdPNx9hydY0Ckor+OXJffnd2QOJDPZr9vHzS60cyipmeHwYFk+Vb5R2RYGNrmbT21Te+dSt74mvxw4HvxDTyC5jB/So1iTcleodM7Tpk4dW8NPeLO783yaO5pXi7WVh9pQBzD5rgKK+IiIiIiIdwaEVkHvAzEuGzjjx9e4DzM1W1mLI3tf00kXFOTV/LsyofY5UXVkeOJzlbZsT2AjvBSE9oDDN9JvoO8m9/VwZG6E9mn7u41WWonKzebinAhsA8WPhomfhw9vMzypDJdJupOQW8+6awyxen0psmD8LbppARFDzLza3trUHc7j6pZ+psDsY0jOMO88dxFlJMR3uQvcz3+xmd3oBj84YTlSIf1sPp8lsdgdrDlYFM7IKy2u8/p8VB1m8LoXbzkzkltP6E+DbtOuPB7OKuO6VVaQeK2HG6Dj+evFwQgNatp+uw+HA7qBVytzb7A7KKmyUlNvIL60gr8RKfonVLEvN0tfLiyvG9+qQf2/dpcBGV+JwOFO6MQ34auPtA70nmnq2ySuPC2y07/4apVYbTy7ZxYKfDgDQPyqYeVeOYkyfbm08MhERERERcdtGZ7bGsEvAL/jE1728IXYYpKwxN1819WJ4yXGBjaLMhgMbrov6fqHg04wLSxaLKUe181NTjsrdwIarF0hLZGy4W4rKE6W4qht9DaRtgZ9fgL6neuaYIp1QWYWNdYdyWX0ghwExIVwwoqfHL85X2Ox8uzODt1Yns2x3Jg6HeT71WAk3LFjNol+dRFgLXxyuS16JlXfWJBPg6831J/d1671n5Jdy+xvrqbA7sFhgx9F8bnl9LWP6RHDXuYM5ZUBUK4y8+b7dmc4z3+wBYHd6IW/+6iRiwgJa9JxrD+awIfkY3YL9iArxIyrEn5hQfyKD/fBpwo3DNruDl37Yz2s/HSCjoKzy+W5Bvpw3vAcXjozD7nDw9y92su1IPk99uYtFPx9izjmDuHRsr0YFC3alFfDLV1eR6TzPRxuPsPHwMZ67Zgwje0XUu+/u9AKe+nIXW1PzmJTQnQtG9uS0gVH4+9QdYNmZls9HG4/w8cYjpOWXcvHoeH539gD6dq/lO0wD8kut7M0oZE96AbvTC9mTUUhKbjFlVjulVhtlFXbKKmxYbQ63jvfyj/t54rKRTEmKafRYOgIFNrqSlLWmfqlvUO13Prn0OcUENg6tgImzqp5P22KW1YMd7cTW1Dz++M5G9mSY5n+/PLkP900fQpCffsVFRERERDqMsgLY9oFZH3N93dv1GGkCG0c3wYjLm3au4zM2ijLd2Md1Ud8T2QrjTGAjpRF9NgpbIGMjoLEZGx4ObABMexzG3dTuSx5L53U4p5j7P9xKUo9Q7p42uEkXbj3N4XCwL7OIH/dk8sPuTH7en0OJ1Vb5+hcj0ph72YhmBxqsNjsHs4r4ZNMR3ll7mPT8qovOpyR2Z/qInsz7ejebU/K4+bU1vH7zRIL9W+9aS05ROa/9dID//HSQgjLTP/VgVjEPXjik3uBGeYWd37yxnsyCMgbHhrJg5gT+u/Igr684yIbkY1z7yipOSezOn84dzLi+td8Qa3cGRNoyu6O4vIIHPzT9br29LOzNKOTql37mzVkn0yPc88GN7MIyHv9sB+9vSK31dYsFugX5MSAmhDnnDOLkhIb/X5B6rIQ/vr2R1QfN/3fDAnw4b3gPLhgZxymJ3WtUWDk1MYqPNqXyjy93k3qshLve28yryw9w7/QhTB4Y1eCfxabDx7jxtdUcK7aS1COUP507mIc/3sah7GIu+/cK/nxeErec1v+E46Tnl/LPr3fz7trD2J0xg/c3pPL+hlRCA3w4Z2gsF4yoCnIczinm400mmLErveb/PxevT+HDjalcOiae3541kD7day836XA42J1eyDc70ll1IIc96QUczStt8PM8Xoi/D+GBvoQG+BAW6Et4oC9hAb5sSM5lf1YRM/+zhqsn9Ob+C4a0eNZKa9NV365kk7Np+JCLqu7KqY3rbqHklSbLw/WXvTKwMbLlxthIFTY787/fxzPf7KHC7iA61J8nLx/JlMGdMxIpIiIiItKpbfvQlJjqPtBkktfF1WcjrRkNxKs3D4eqbIj6ePKifmUD8XXu71Pg6rHhwfmOqxSVOz027Paqzy3QA8EdF4tFZaikzWw7ksdNr60hs6CMH3Zncii7iGevHtPkEjhg7k7fnHKMlfuzCfH34cxBMXVe3KyupNzGT3uzWLoznR92Z5F6rKTG61Eh/oztE8G3OzP4bMtRth7J44VrxzI8PrzBY+cVW9mRls+BrCL2ZxayP7OIA1lFJOcUU2Gvuvs7MtiPK8b14uqJfegfZe44H9Mngmte+pm1h3KZ9d+1LLhpQoOfT4XNTmFZBd5eFny9vfD2suDjZXE7SJBRUMorPx5g0c+HKC43AZ2+3YM4lF3Mgp8O4GWB+y+oO7jx+GfbWXsol9AAH+ZfP474iEDuPX8It5zWn399t483VyWzYl82K/69gsToYBwOKu+GL7PaKauwU26z0ycyiEdnDOPMNrrO9Ow3e0g9VkJ8RCCv3jSeW/6zlv1ZRVz10krenHUy8RF194bamZZPknN9/rK9XHr64DozPex2B/9bd5i5X+zkWLEViwXOGhxDuc1OVmE5WYVlZBeWYXeYYNPqA6bE10Wj4rhvehI9w2sfx2ebj3Lv+5vJL60g2M+bv1w0jIvHxOPnU3vw0MvLwiVjenH+8J78d+VBnv92LzvTCrhxwWom9otkzrl1B1N+3p/NLf9ZQ1G5jdG9I/jPTFM+bWK/SO5evIkvt6Xz1892sGJfNv+4YhSRwX4UlFp58fv9vLJ8P6VWOwDnDevB5eN6sXxvFp9vOUpGQRnvr0/l/fUmyNG3exBbU6v+n+nn7cWUpGh+MSqe2DB/nv9uL8t2ZfK/dSl8sCGVy8f14o4pA+gdGUR5hZ1VB7JZuiODb3akk5JbcsL7iA3zZ2BMKANjQxgUG0q/7sEE+3vj7+ONv48XAb5m6e/rhb+Pd53ZLKVWG099aSrbvL3mMD/uyeKpy0d2mEwld1gcDod7uStdSH5+PuHh4eTl5REWFtbWw/EMayk8PQhK8+D6DyFxSj3blsDc3mC3wu83Qbd+UJgJ/xgAWODelHbR0O1gVhF/fHcjG5KPAXD+8B48fskIjzQYEhERaXVWK7z0klm/9Vbw7Vx300jn1Cm/N7cQfVZueusa2PU5nPUgTL6z7u1S18PLU8zF9bv3V92M1RhfPwQ/PVv181kPwOS76t9nwyL46A4YcA788r3Gn7O6sgIz78IBf9oNoQ2Ul7Lb4LFo0+Njzk4I69m887tseQ8W3wL9ToebPq1/25JceKKfWX8go3nluKRLcDgcrDmYy77MQnKKyskpKie3qJzsonJyi8s5Vmzl4tFxzDl3cJuMb8XeLG5duI7CsgoSooJJOVZCeYWdUxK789IN4wlpRGZCRkEpP+zO4vvdmfy4J5NjxdYarydEBXPG4GimDI5hYv/IysBARn4pS3dmsHRHOj/uyaKswl65j5+PFxP7RXL6wCgmD4omqUcoFouFDcm5zH5zA6nHSvDz9uLBC4fwy1rKMzkcDlbuy+bN1cl8uS2tzvI1gb7ejO0bwdUT+nDusNhay+5sPHyMX76yisKyCs4cHM2L14+rdbu8YiuvrzzIaz8dIPe4zwCoDHCEBvgQGxZAj7AAYsPNskdYANFh/izbmcFbaw5T7vwshseHMXvKQM4dGsvbaw5z3wfmxttbJydw7/lJJ7zvxetS+NP/NgHw6o3jOXvIif++puQW89zSvby3PgWbveFLo5eP68WDFwwlPKj1vqPvOJrPhc8tx2Z3VL6PwznFXPvKzxzOKaFXt0DemnUyvSNrBs0yC8qY9/UuFv98gKs2LgHgrVHnga8v5wyN5dqT+nBqYlRlI/U96QXc/8HWyoyKIT3D+Nslw08o7W63O8gtLiejoIw3Vh3izVXJ2B3m92f2WQP41en9K38nisoqeOSTbby7NgWAUb0j+L+rRze6PFNuUTnPf7eXhT8fqvx9OHVAd+acUzPT5rudGdy2aB1lFXYmJXTn5Rtr/v11OBws+vkQj322g/IKO7Fh/lw1oQ+Lfj5ETpHp8zGubzfum57EuL5VgXu73cHaQ7l8vuVoZZADwMsCkxK7M2NUPNOG9yA8sObvxfrkXP759W5+3JMFgI+XhZMSItl0OI9CZ+YRmL/jpyZ258zBMQyLC2NgTKjHf8d+3p/NXe9t4nCOCaLcdEo//nxeEoF+VX9/HQ4HpVY7BWVWCksr6BbkR7c2ur7amO/MCmzUolNOOta+Bp/+AcLi4Q9bGm7+/co5kLIaLp5vap7u+xYWXgKRifC79a0y5Lo4HA7eWJXM45/toMRqI9Tfh0dmDOOSMfEdrvmTiIiISEfWKb83txB9Vm566Uw4sgGueRsGn1/3dtZS+Fucucj/x22mGXdjfTQbNiwEi7c5zsRfw/Qn699n+TPwzV9g5NVw6YuNP+fx/jUJMrbD1W9C0gX1b1uYAf8YCFjgwSzTH9ET9nwNb1wOPUfBr3+of9vsffDcWNNj5L4Uz5xfWp3VZq9R+qWllJTbuP+DLXWWtKnu2atHM2N0fIuPqbqPNx3hT+9uxGpzcHJCJC/dMJ6tqXnMen0tReU2RvYK5z8zJ9Z782RGfimLViXzzfZ0th+tmfUU6u/DKQO6c6zYytpDuTUungf6enNyQiQ5ReVsSsmrsV98RCBTh8QwJSmGk/p3r3HxsbpjxeXc+b/NfLPDZHJdMKJnZWmqrMIyFq9L4a3VyRzMLq7cp1e3QBKjQ0iIDiYhKpgE53psaEDlRe76rD6Qww0LVlFqtXPu0FheuG5s5e9SZkEZry43GRbVL9w2x9g+Efz27IGcOSi6xvWeRT8f4oEPTR/YX5+RwD3nVQU3tqbmcdm/V1BWYef3Zw/kj+fUnw2WklvMgayiqrvgfbzx8/HC38dkmbz4/X5eW3EAhwNiQv15/JIRnDO0aX2OHA4Hx4qtBDnvvq+P3e7gsvkr2JB8jPOH9+DfvxxX+dqRYyVc8/LPHMouJj4ikDdnnUTf7sGUWm28uvwA//puL0XOLJfpI3pw+sBo3luXwrpDVZmKfbsHcfWEPhSVVfDiD/uw2hwE+noz55xBzDy1n1vl2Lam5vHwx9tY6zxuv+5BPHTRUKJDAvjd2xs4kFWExQK/OTORP0wd1Kx/d47mlfDCd3t5Z83hygDdmYOjmXPOIA7nlPD7tzdQYXdwdlIML1w3ts6Mou1H8pn91nr2ZxZVPpcQFcyfz0/i3KGx9V5XdAU5DucUc/rAKLf6nKw7lMM/v97D8r1Zlc9FhfhxVlIMZw+J5fSBUa1SRr+wrIK/fb6DN1clA9AjLICIIF8KyyooKK2gsKyixr9Rj80YxvWT+rX4uGrTmO/MKkXVFVhL4YenzPopv204qAGmHFXKakhe4Wzm1j4ah2fkl3L34s0s22Xq305K6M4/rhxVb+qdiIiIiIh0EO6WevINgOgkyNgGRzc3LbDhKqkUmQDZe6ColUtRgemzkbHd9NloKLBR4OyvERzluaAGVJUpdqcUlasvSVDt9eil/ckrtrL1SB5bUvPY6nwczC5mUGwIN0zqxyVj4hvsl2C3O/j5QDY/7M5iSM9QLhwZ12Aj3wNZRdy+aB070wrw9rIweWAUUSGm8XD1x/K9Wbz200HufX8Lw+LCGBBTT9lsD3rlx/389bMdgAkIzLtqFP4+3pySGMVbt57MTa+tYXNKHlfMX8HCW04i7rhrDnszCnn5h/18sCGVcltVhsXIXuFMHhjNGYOjGd07ovJCbn6plZ/2ZLFsVybLdmeQnl/Gd7uq+vqM6hXO1CGxTB0aW5mV0ZCIID9evmEcry4/wN+/2FlZmmp4fDhfVcvOCPH3YcboOK6Z2MetklX1mdg/kldumMDNr6/hq+3pzHl3E3dPG8wrP+7n7TWHK7NNBseG8pspiZw/vCd2hwOb3UGFzYHVbsdmd2C12ckrsZKeX0paXhlp+aWk55WaZX4psWEB/HpyApMSu9f6Wfzy5L44HA4e/GgbL36/H2+LhbumDeZYsbXyrv0pg6P5/dkDG3xPvboF0atb3WXCHrpoKBeM7MFd721mf2YRs/67ll+MiuPhXww7IehVYbNzNK+Uw7nFpOSWcPRYKUeOlXAkr4TUYyUcOVZCqdVOqL8PT10xkvOG15159+bqZDYkHyPE34e/XDSsxmtxEYG8c+skrn35Z1OW6sWfuWNKIvO/319Zvmxkr3AevHAoE/qZ7INrJvZhZ1o+b65K5oP1qRzKLuaJJTsrj3l2UgyPzBhW72dxvOHx4fzvtkl8tPEIf/t8Bwezi7n5P2uxWExl+57hAcy7cjSTEpv//8ye4YH89eIR3HZGYmWmzbJdmSzblVl5votGxTHvylH1BlCGxoXx6W9P47FPd7BqfzY3n9afqyb0divo4uVlYWL/SCb2d78U47i+kSz61UmsPZjDxsPHGNe3G6N6RbgVSPSkEH8f/nbJCKYN68Gf39tMWr75+3Y8iwVC/HxwI4mpXVDGRi063d1Uq16EL+6G0Dj43QYzCWjIriXw1lWmtu1v18LiWbDlXffSs1vIN9vTueu9TeQWW/Hz8eLP5yUx85R+rf6PgYiISIuw2eDHH8366aeDd9PrOou0lk73vbkF6bNy09/iobwQfrseuifWv+0Ht8Gmt+DMe+HMexp/rgXnmxu5ki40TbzdKcX04R2wcRGc/RCc/qfGn/N4616HT34H/SfDjZ/Uv+2eb+CNyyB2BNy+vPnndknfDv+eBEFRcPe++rd1zRPjxsCtyzw3BvGo/FIrf/tsBz/ty6osPVKX0AAfrhjXmxsm9aVfVM0SMbvSCvhgQyofbUyt0dA2qUcod00bzFlJMbVedP5yWxp3vruJgrIKokL8ef7aMXXWxLfZHVz/6ipW7MtmYEwIH80+tcG7l3enF3Dv+1tI6hHK/RcMadTdzna7g78v2clLP+wHTEmWhy4cesJ1hb0ZhVz/6iqO5pUSHxHIwlsmkhAdwtqDOcz/fn9llgTA+L7duPakPkweFE1USMPl2RwOBzuOFrBiXxYh/j6clRTj1p3f9alemsplVK9wrj2pDxeOjPN4s++lO9L59cJ1NXpzgCk3NHvKAM5OimmVazWvrzjIXz42jbXvmJLI5pQ8ftyTRZ/IID6ZfZpHS/qUWm08880eXvphH3YHdA/249qT+pBVWEZyTjGHc0zg4vjPpD53TElkzjmDTwgUZhSUcvbT31NQWsFfLhrKzFP717p/RkEp1768ir0ZhZXP9QwP4O7zBjNjVDxeDnut84vi8go+3XSUt9Ykk1NUzr3nJzFtWI9mVUEpLKvguaV7WPDTAaw2B+cN68HfLxtBRFDLlDM6mFXE/327hw83pGJ3wDUTe/PXi0c0GHQVKCi1svpADr7eXoQG+BAa4EOIvy8hAT4E+Xq3+XVWZWxIlfJi+PFpsz75TveCGlDVqC97j+mvke7K2Gj9xuFlFTbmfr6T/6w4CMCwuDCeuWo0A2Nb504OERGRVlFaClOcPbAKCyG4cfVnRUQ6PGupCWqAexkRPUaawMbRJjYQd2VsRCeZwEZrNw+Hag3E15seGvVl1xc6MzYa6sXRWAHOiwZl7mRsePj9S71KrTa+2ZHOyQnd3bpg7vLXT7dX1rUH6BMZxIj4cIbFhzEiPpx+3YP5ans6C1ce5KCzEfOCnw5w5uBorp3Yh0PZxXywIbVGaaXQAB/OGBTND7sz2ZlWwC2vr2VCv27cfV5S5R3hFTY7T321ixe/N0GDCf268fy1Y4mt56K9t5eFZ68ewwX/9yN7Mgq5/4OtzLtyVJ0XWFfuy+bWhWspKK1g3aFcVh3I4V/XjWWQG9cH8oqtPPjRVj7edASAe85P4teTE2o914CYEN67/RSuf2UV+7OKuGL+Svp2D2K9s8enxQLnDInl12ck1KjH7w6LxcLQuDCGxnkuyD2mTzc+/93pPPHlTny8LFw5vnezszPqc/aQWJ67Zgx3vLkeu8NU05h91gBOqSPDoqXceEo/7A4Hj3yynRe+M4HZAF8vXrx+nMf7FAT4enPP+UmcP7wHd7+3mV3pBTz37d4TtvPz9qJXt0DiuwUSHxFInOsRHkBcRCDRof7M+3o3ry4/wAvf7WNLaj7/d/XoGgGAv366g4LSCkbEh3NDPeWAYkIDePvWk7lxwWoOZBVx2xmJzDo9oap8WVHt84sgPx+unNCbKyf09tjnE+Lvw73Th3DdSX1JyS2uM9vGU/pFBTPvytHMnjKAQznFJ5Qrk7qFBvjW2nemI1Jgo7Nb8woUpkNEHxhzvfv7BUVCzFCTFn3ge8jcZZ6PHd4y46zDvsxCfvvmhsovVL86rT93n5eEn0/L1wMVEREREZFW5Lpo7uUDAW5ckHOVyU3b0rTzlTjLKkU7mxa3RSmq6CTwCzEBncxdEDu07m1dpahCPHwxwlWKylZugkv13QynwEarcDgcfLktncc+3U7qsRIGxoTwyW9Pq7NmfHVrD+ZUBjX+75oxnDEwutYLvLec1p+Zp/Tj+z2ZvL7iYGVJl2XVyiP5eluYMjiGS8bEMyUphgBfb/KKrfz7+3289tMB1hzM5Yr5Kzk7KYZbTu/P/y3dw8/7cyqPf8/5SW6Vd4kO9ef5a8dyzcs/88GGVCb0i+Tak/qcsN3Hm45w57ubKLfZGdU7gqPHStibUcgvnl/OYzOGc8X42i/SWm123vj5EM8s3cOxYis+XhaeuGwkl42rv4RdfEQg/7ttEje+tpqtqflkF5Xj5+3FpWPj+dXpCQyICWnwvbWm8CBf/nZJ65UPP39ETz797enYHY4WDaI0ZOap/bE74LFPtwPwxGUjGdKz5TIjR/WO4OPfnsrrKw6yK62QXt0C6R0ZRJ/IIHpHBrrVr+TBC4cyslc4f168mR92Z3LR88t58ZfjGRoXxg+7M/l40xG8LPC3SxrOQIgK8efj2adhszvaxbWyPt2D6NPd/XJWzWX6xLSvv4vSehTY6MzKCuCnZ8z6GX8Gn0amf/VxNrJb+5ppphcYCWFxHh9mXRavS+HBj7ZSXG4jMtiPf1wxkrOSOkdEUUREREREjlP9ork7d126Aht5yab3Q1Aj7pp2OKr6RbgCGyW5YLOCdz13+Xr6wr6XtynrdPBHSF1bf2Cj0Fn6xtOBDb9qd7qXFdQf2HAFgwIbd4e6uG9vRiGPfLKNH/dUNZrdk1HIP77cxQMX1vP7gbmAf/8HptrC1RN684tR9c/fvbxM4GLK4BgOZhWx8OdDfL7lKHERgVwyJp4LRvSk23E9BMKDfLnn/CRuOqUf//ftHt5Zc5ilOzNYutMEBoP9vHny8lFcMLLu3gG1mdg/krumDebvX+zk4Y+3MbJXeOXFcofDwSs/HuDxz01PjPOG9eCZq0dTWFbBH9/ZyI97srjrvc38vD+Hxy4eVlmayuFwsHRHBn/7fAf7s0yj4IExITw6Y7jbNf+7h/jz1qyTeWLJTroF+XH9yX2bXTaqM/Fk1klz3HJafxKig7FW2Dl3WI8WP5+/jze3Tm6gXGIDZoyOZ2BMKL9etJbDOSVc+u+feHTGcJ53ZoHceEo/RvRyL2Dk7WVRCSbpkhTY6MxWzTdfvCMTYeTVjd+/7ymw9lU45Kzf2mO4exOMZiosq+DBD7fywYZUwKQ0PnP16HrTV0VEREREpIMrdl7IdTdoEBgBEX3h2CGTtZFwhvvnKi8Eu9WsRyaCxdvczFWUBWH1XJBtiYyF+HEmsJGyFsbeUPd2rsBGqIcv2nl5meBGeYEpRxUSXfe2ytio0097s3js0+2MiA9n5qn9G33Bt6DUynPf7mXB8gNU2B34eXtx6+QEknqGMvvNDbz60wHOHhJb7wX5BcsPsCu9gMhgP/58XlKjzt8vKpgHLxzKgw0ET1x6hAfwt0tG8KvT+vP017v5bPNRBsSEMP+XY5vcAPzW0xNYezCHb3ZkcPsb6/j0t6cT4u/DY59uryxNfdMp/XjwwqF4e1kI8PXm9ZkT+deyvcz7ejeL16ewKeUY/7puLFabncc/28GKfeZ3tnuwH388ZxBXT+iNjxtZJNWFBvjy14tbLxNCmmbK4Ji2HkKjDY0L45PZp/G7tzfyw+5M7n7PlFbsERbAn84d3MajE2n/FNjorEqOwYrnzPqZ94J3E/6o+5xc8+cW6K9RXmFnX2Yhu9ML2JlWwO60AjalHCOrsBwvC/xx6iB+M2WAIs8iIiIiIp2dK4OiMRfNe450BjY2Ny6w4eqv4e0PfsEQHGUCB0UZdQc2bFYoPdb4MTakss/Guvq3K2ihjA0wfTZcgY36VP4Zdd6MDYfDQVmF3a2yTy4fbUzlzv9twmpzsDOtgP+tS2FSQndmntqPs4fE1jufzS0q55sd6Tz55S4yC8oAmDokhgcvHErf7qYe/vI9Wby95jB3/m8TS/5wOqEBJ2YVpR4r4Zlv9gBw7/lJJ2RatJSE6BBeuHYsD11YSmSwn1ulp+ri5WXh6StGc8FzP3I4p4Q/vbsJHy8LS7aZMmwPXDCEW07rX6OOvpeXhdlnDWR8v0h+99YG9mYUcuFzy7Ha7Dgc4OfjxS2n9ec3ZybW+rmJtLWIID9eu2kC877eVdkn5OFfDCXEww3fRToj/S3prH7+F5TmQfQQGH5p044R3gvC+5jUbqhK9W6msgobTy7ZxQ+7MzmQVUSF3XHCNnHhATx7zZjKJmQiIiIiItLJFTUyYwOgxyjY8UnjG4hXv0BvsUBwjAlsFGbWvY8rGIIFArs17nz1iXcGNjK2Q1kh+NdRK7ywhXpsAPiHAalQ2nUCG3nFVvZlFXIwq4iDWUUcyC4269lFFJRWcObgaB6bMZzekfXXin/5h/01SiT5eFv4YmsaK/dns3J/Nn0ig7jplH5cMb4XFouFral5bEnJY1PKMTan5JGcU1x5rH7dg/jLRcOYklTzzvMHLhzKT/uyOJxTwiOfbOcfV4w6YRyPfLyNEquNif0iubyB3hEtwVMVFsKDfPn3deO47N8r+GaHCeb5eXvx9JWjuKie0lonJ3Tn89+fXlmaCuAXo+K4a9rgBv8MRdqat5eFu6YlMXlgNLnFVqYNUxl2EXcosNEZFefAyn+Z9Sn3mrqtTdV3Emx2BjY81Dj8kU+28+aq5MqfQwN8GBwbyuAezkdsKKN6RzTqDhkREREREengmlLmqKczqzytkYGN43tFhERDOvU3EHeNL7Bb8+ZYxwvrCWG9ID8Fjm6EfqeduI3DAYXOsYW2RGDDWTqowYyNzlGKavG6FO59fwvlNnud2yzblcm5//yBP507iJtO6XdC+SK73cHjn+/g1eUHAFPj//7pQ/DysnDkWAn/XXmIt1Ynk5xTzKOfbueJJTspd2YRHK9f9yCuGN+bX53eH3+fE3+3Qvx9mHflaK58cSXvrUvhnKGxTKvWR2DpjnS+2p6Oj5eFv14yvEZGQ0c0olc4D140lAc/3EpYgA8v3TCekxMa/p2LCvHn9ZkT+XzrUfpEBjGyV0TLD1bEg05y4/dcRKoosNEZ/fSsSSPuMRKSLmresfpMgs3vgLcfRA1q9tDeXXuYN1clY7HA3EtGMHlQND3DAzr8Fy8REZFm8/WFJ5+sWhcR6WpcF82Do9zfx1UuN2s3lBeDn5t3Zh+feRDs7CtR6EZgoyUu6vcaB9tTTJ+N2gIbZQVgdd7Z31KlqFznqU8nCGys2JvFnxdvpsLuoEdYAP2jgukXFUz/qCD6dg+mf1QwdoeDhz7axuoDOfz1sx18tPEIf79sBMPiTCPfsgobf3p3E59uPgrA/dOHMGtyQuU54iICuef8JH5/9kDe35DCaz8dZG9GoXktPIARvcIZ2SuCUb0iGBEfTnhQw//fn9AvklsnJ/Di9/u57/0tjOvbjagQf0rKbfzl420A3HJ6fwbFNq2/RXtz/cl9SeoRSu9uQfQIdz8bxMvLwoUj62+aLtJlaH4hnZwCG51NYQasfsmsT7nfNIJrjoHngn849D8dfJpXo3NLSh4PfLgVML0zrp7Yp3ljExER6Uz8/OCuu9p6FCIibaexzcPBNNIOjoaiTFPKydWvoiGuslKBEWbpCmwU1VOKqiUv6sePh+0fQcqa2l93NQ73CzU9QTzNlbFRXykqu73a59YxS1HtzSjg14vWUWF38ItRcTx79eg6b7J7e9bJvLv2MH/7fAdbUvP4xfM/8avT+3PLqf35/dsbWbk/G19vC09dPoqLx8TXeoxAP2+uO6kv107sw+70QroF+xIT2vSSTXPOGcT3uzLZmVbAPYu38PIN43ju2z2k5JYQHxHI788e2ORjt0cqTS3STJpfSCfXzKve0u4s/6e5kyd+PAya1vzjhcfDn3bAFa836zA5ReXctmgd5RV2pg6JYfaUAc0fm4iIiIiIdB5NaR5usVRlbRzd5P5+x1+gD3H2NGirwEZDDcRdgY2WKEMFzh4b1J+xUZYHDptZ74A9NrIKy5j5nzUUlFYwvm83nrx8ZL2VA7y8LFw9sQ/f/OkMLhjZE5vdwYvf72fS379l5f5sgv28ee2miXUGNaqzWCwM7hHarKAGgL+PN/+8ajS+3ha+2ZHOE0t28dIP+wH4y0VDCfLTvasiItJ1KLDRmez+Eta8atbPut98yfcEv2DwbvoXJJvdwe/e2kDqsRL6dQ/i6StH4+Wl0lMiIiI12GywZo152GxtPRoRkdbX1MBBU/psnFCKyhnYcKsUVQtc1O85GizeUHAU8lJPfL3A1Ti8x4mveUJlKaq8urdxfWZ+oeDj3zLjaCGlVhu3/ncth3NK6BMZxIvXj3O7p2NMaAAvXDuWV24YT8/wAGx2B9Gh/rzz60mcNrARZdM8ZEjPMOacMxiA+d/vo8LuYOqQGM4d1kK/GyLScWl+IZ2cwvmdQVE2LPkzbPmf+Tlhinm0E09/tYvle7MI9PXmxevHEx6oun4iIiInKC2FiRPNemEhBLdAqRERkfasqAmlqKBaxkYjAhvHNw93pxRVUQtmbPgFQexQSNsCn98FcWNMU/HQnhAWBzmmQXVlZomnuTI26itFVRkM6tYyY2ghdruDO/+3ifXJxwgP9OW1mRPoHtL4wMzUobGcnNidL7Yc5fSB0Y3q++Bpt05O4Nud6aw5mEugrzcP/2JYm41FRNoxzS+kk1NgoyNzOGDrYvjibnP3kMULJt0BZ97nuWyNZlqyNY1/LdsHwBOXj2Rwj87RyExERERERDzI4WhGxsYos8zYDrYK97LNj8/YCGnjHhsA/U43gY1dn5lHbUJb6K58d0pRtcPG4eUVdj7dfITYsABG9gonNODEm+ie/noXn24+iq+3hfm/HEdidEiTzxfi78MV43s3Z8ge4e1l4Z9Xjeb+D7ZyyZh4enULaushiYiItDoFNjqq/CPw2Z9g1+fm55hhMOM5iB/XtuOqZm9GIXf+z9S5vfnU/vxiVFwbj0hERERERNql0ur9Gxp54bxbf1MeqbwAsnabzIeGVGZsOLMPXKWoirJMk2yvWqo2uy7sB7dQ+aEp90HMUDiWDAVHIP+oKU2Vn2o+HyzQ99SWObereXhZfRkb7S+w8a9le3nmmz2AubdvcGwoY/pEMKZ3N8b2jWD9oWO88J250W7upSOZlNh+xt5cvboF8frNE9t6GCIiIm1GgY2OaP1C+PI+86XTyxcm3wWn/RF8/Np6ZJVczcILyyqY2D+Se6cntfWQRERERESkvXJdNPcLAd9Glvjx8oIewyF5pcl4cCuwcVzzcFewwmEzQY/aghctfWHfPxTGXl/7a+VFYCuvCsR4WkAjMjYC20fj8AqbnbdXHwage7Af2UXl7EwrYGdaAW85n3f57VkDuHxcr7YYpoiIiLQQBTY6mpR18PFssx4/Dn7xvHtf3FvRkWMlXP/qKvZlFhEb5s/z147B11t96kVEREREpA7NDRpEJprARl6ym+c7rhSVt68JGpTkmgbitQY2XPu0wV3/fsFAC9ZGd6fHRkkbvv9a/LAnk7T8UroF+bLi3rPIK7ay4fAxNiQfY31yLptTjlFqtTNjdBxzzhnU1sMVERERD1Ngo6PJTzXL2BFwy9fg5d224znOvsxCrn9lFUfySukZHsDCWyYSE9p2TdVERERERKQDaGrjcJewnmaZf7Thbe02Z2knamYfBMeYwEZRBlDLzWOVwZf2kbHgUZWlqDpOjw1XVsalY3vh7+NNTJg304b1YNow04fEarOTmltCn8ggLO2kB6WIiIh4jm6j72jKC80yJKbdBTW2puZx5fyVHMkrJSE6mPduP4UBMWoWLiIiIiIiDWjuRfMwZz+//CMNb1tyDHCY9eqlnUKq9dk4nrUErEXNG2N7FhBulvX22HBlbLRQOaxGyMgv5dudGQBcM7H2Zt6+3l70iwrGy0tBDRERkc5IGRsdjesOGv/2FTBYuS+bWf9dS2FZBcPjw3h95kS6h/i39bBEREQ6Dl9f+MtfqtZFRLqS5jbmDnUGNgrcCWw4L9D7h4F3tSlxcLRZFmbUPT4v36qyTZ1J9YyNOpunt59SVP9bl4LN7mB83266mU5EpC6aX0gnp8BGR+O6g8Y/pG3HUc1X29KY/dYGyivsnJwQycs3jCc0QP9gioiINIqfHzz8cFuPQkTEM+x2KD3mftmm4uaWompMxoarcfhxmQeuwEZRPYGNoO7QGcsaVQZrHKZKQEAtwZt2UorKbnfw9hrTS+XqiX3adCwiIu2a5hfSyakUVUdT5ixF1U7uEnpvXQq3v7Ge8go75wyN5T8zJyqoISIiIiLS1X1xNzyZAKnr3dv++GbejeUKbBRlQkV5084V4srYyKxln/ZxUb/F+AaAt59Zr6scVTv5DFbsy+ZwTgmh/j5MH9GjTcciIiIibUeBjY6mHZWiWrI1jTv/twmb3cHl43rx7+vGEuDbvvp+iIiIdBh2O2zbZh52e1uPRkSkeQ4uBxyQsta97SsvmjexFFVQ96oL8wUNNBB3laIKPC6wEezqsVFbYKOZgZeOoL4G4nZ7tUyXtv0MXNkaM8bEEeSnIhQiInXS/EI6OQU2OhrXl0y/ti1FtTMtnznvbgTgupP68ORlI/Hx1q+TiIhIk5WUwPDh5lFS0tajERFpOocDcg+a9fwU9/YpamYpKosFQnua9YYCG3VmbLgCGw2UouqsXFUBSmvJ2CjLA4fNrLdhcCenqJyvtqUDcPUElaESEamX5hfSyelKdEdT7ipF1XYZGzlF5fzq9bUUl9s4bUAUj/xiGF5enbDOrIiIiIiINF5hOlQ4L6C40/MCmt88HCAs3nnO1Pq3q7PHhjOw0RVLUUG1jI1aAhuuYJBfKPj4t96YjvP++hTKbXZGxIczPD68zcYhIiIibU+BjY6mjUtRWW12fvPGOlJyS+jbPYjnrx2jTA0REREREaniytaARgQ2XFkUzQgchDkzNvKbWorKGVQpyjBZJzXG1wUCGwHOQEGtgQ3X++924mutxOFw8NZqU4bqqgm922wcIiIi0j7oinRH08aBjUc/2c7P+3MI8ffh5RvGExHk1ybjEBERERGRdirnQNV6Q9kTYJp9l+WZ9eYEDlylqBoKpjRUispWDqV5NV9rbqmsjqC+UlSeCDw109pDuezLLCLQ15sZo+PabBwiIiLSPiiw0dG0YWDjzVXJLPz5EBYLPHPVaAbFtn0DcxERERERaWeOz9g4PvvheK4MCosXBEQ0/byuUlQFDQQ26srY8A00pZagKpDh4olSWe1dfc3D20HGyturDwNw4ciehAb4ttk4REREpH1QYKOjaaPAxuoDOTz00VYA7jx3MFOHxrbq+UVEREREpIOoHtiwlVddFK+LK4gQGAlezZiiuluKqtjZY6O2skoh0c4xHddAvK4sj84kwJmxUV8pquODQa0kr8TKZ1tMwOrqiWoaLiIiIgpsdDyu5uF+Ia12ypTcYm5ftI4Ku4OLRsXxmzMTW+3cIiIiIiLSweQeqPlzXkr923sqG6CyeXhDGRt1NA8HCHYGNgqPD2y0fcZCi3PdPFdbKaqSli1F5XA4SM8vpdRqq/X1jzemUmq1Myg2hLF9IlpkDCIiItKx+LT1AKQRbBVgLTbrrvqnLazUauPW/64ju6ic4fFhPHnZSCwWS6ucW0REpEvx9YU776xaFxHpqFwZGz4BUFFqAg1xo+ve3lNlnlw9NgqOgt1ed/ZHXaWooCqwUZRZ9ZzD0UUCG66MjdYtRVVQauWexVv4bMtRfLwsDI0LY2yfbozpE8HYPt3o1S2Qt5xlqK6a0EfzURERd2l+IZ2cAhsdSXm1L5j+rZOx8c+vd7P9aD5RIX68dP14Av28W+W8IiIiXY6fHzz1VFuPQkSkecqLoDDdrPeaAAd/bLiBeOVF82aWOQrtAVjAboXirKpm4NVZS6tuFqvtfK59qgc2ygrMMaHNSjG1inpLUbkyNmrJcmmGnWn5/GbRevZnFQFQYXewOSWPzSl5/GeF2SYqxI+swnL8vL24dEy8R88vItKpaX4hnZwCGx1JmbMMlbcf+Pi3+Ok2HT7Gyz/uB+CJy0YSFxHY4ucUEREREZEOLPeQWQZEQMwQZ2CjgdJQlYGNZmZsePuawERhujlnbYENV7aGl0/tWfDBzn2ql6Jyjc83CPyCmjfG9szfncCG5zI23l+fwn0fbKHUaicuPIDnrxtLTKg/65OPsf5QLhuSc9l2JJ+swnIALhjZk27Bfh47v4iIiHRsCmx0JK3YOLy8ws7d723G7oCLR8dx9hA1CxcREWlRdjskJ5v1Pn2a10BXRKStuMpQRfaHsDiz7nZgwwMXzcPiqgIbtZW/cl2gD+wGtZU0cpXDqp6x0RXKUEFVYKO2Hhse/AxKrTYe+WQ7b602/887fWAUz149hkhn0KJXtyB+MSquctstqXkcyCpi2tAezT63iEiXovmFdHIKbHQkrsBGKzQOf+G7vexKL6B7sB8PXTSsxc8nIiLS5ZWUQP/+Zr2wEIKD23Y8IiJN4Woc3q1ftWbeDZSiKsoyS08EDkLjgA1QUEcwpb7G4VCV5VFbxkanD2w4b6CrNWPD+Rk0sxTX4Zxibn9jHVtT87FY4PdnD+S3Zw3E26v2vhkBvt5M6BfJhH6duASYiEhL0fxCOjkFNjoSV4+NFm4cvuNoPi98txeAR2YMq7xzRkREREREpF6ujI1u/RqfsdHc5uEAYT3rP2d9jcOhqhRVURcMbATU0Tzcbq/63JrxGWw8fIwbXl1FfmkF3YJ8efbqMUweFN3k44mIiEjXpsBGR9IKpagqbKYEVYXdwbRhsVwwomeLnUtERERERDqZHFfGRvVSVKngcNRe+gmq9W/wwF35lec82rRzVTYPz6q2TxcJbLjmmceXoirLA4fdrDfxz6iswsacdzeSX1rB6N4R/Ou6serhKCIiIs2i4modiat5uH/LlaJ6ZfkBtqTmERbgw2MzhmOpa/IhIiIiIiJyvOoZG6HOIENFaVUJqNoUe7oUFXWXv2owY8OZNVJeCOXFzvF1lcCGM2PDVgYVZVXPu4JBfqHg49+kQ/972T72ZxYRHerP6zdPVFBDREREmk2BjY6khTM29mUWMu/r3QA8eOFQYsICWuQ8IiIiIiLSCdntcOyQWe/WD3wDIMgZKKgr0OBwVAsceKIUlTOwUdBQxkYdPTb8w8DbefHeVY6qEwc2HA5H1Q/V55nVy1FVvv86PrMG7M0o5F/f7QPgLxcNJTzQt0nHEREREalOgY2OpAUDG3a7g3sWb6a8ws7kQdFcPq6Xx88hIiIiIiKdWMERsJWDlw+EO+cTDfXZKCsw+4BnAgcNlaIqOWaWdTUPt1iqNRDPNEtPlspqR175cT/j/voNC5Y7y4d5eYOfszpA9QbixU3vr2G3O7jvgy2U2+xMGRytUsciIiLiMQpsdCSu5uF+ni9FtfDnQ6w5mEuwnzdzLx2hElQiIiIiItI4rjJUEX3MRXKAsHizrCtjw5UN4BsEfkHNH0Oo88J5ecGJvSKg4VJUAMHOhtZFrsBG58vYePH7ffz1sx3kFJXz6Kfb+deyveYFVzmq6p9dLe+/1Gpz6zz/W3eY1QdyCPT15lGVOhYREREPUvPwjqQyYyPMo4fNyC/liSU7Abjn/CTiVe9URESk9fn4wG9+U7UuItLRVG8c7tJQxkYzsgFq5R8C/uGm4XXBUQg4bu7kTvZFZQNxZykqVyPxYA+UymoHXv5hP3O/MPO/SQndWbk/myeX7MJa4eD3/qFQwHEZG87ARmAkhWUVPPrJNt5bl8Ll43rx6IzhBPh613qezIIy/va5Oc+ccwbRO9IDgSsREXGf5hfSybV5xsYLL7xAv379CAgI4KSTTmL16tV1bmu1Wnn00UdJTEwkICCAUaNGsWTJkhrb2Gw2HnzwQfr3709gYCCJiYk89thjNWuHdlQtVIrqf+tSKC63Map3BNed1NejxxYRERE3+fvDCy+Yh3/TmrOKiLSp6o3DXRoMbLgah3uwzFNYPQ3E3crYcAYwCjtfxsYrP+7n8c93APCHqQN569aTuWvaYAD++c1ujpQ6+19U77Hh/MzSbcFMf/ZH3l2bgnyfdzYAAJPdSURBVN0B765N4dJ/reBQdlGt53rs0+3klVgZFhfGzFP7tdh7EhGROmh+IZ1cmwY23nnnHebMmcNf/vIX1q9fz6hRo5g2bRoZGRm1bv/AAw/w4osv8txzz7F9+3Zuu+02LrnkEjZs2FC5zRNPPMG///1vnn/+eXbs2METTzzBk08+yXPPPddab6vllBWapb/nSlE5HA4Wr0sB4LqT+uDlpdRgERERERFpgloDG85SVHkpte/jycbhled0lqOqrc+GK2Ojrh4bAMHVMjbsNijJdY6xYwc2Fiw/wF8/M0GN3509kD9MHQTAHVMGcN/0JAD25JlLBI7SvMr97EXmz+iNzYUk5xQTHxHIwxcNpXuwH9uP5nPhc8v5ent6jXMt25XBx5uO4GWBv186Eh/vNr+nUkRERDqZNv12MW/ePGbNmsXMmTMZOnQo8+fPJygoiAULFtS6/cKFC7nvvvuYPn06CQkJ3H777UyfPp2nn366cpsVK1YwY8YMLrjgAvr168fll1/OueeeW28mSIfRAhkbGw4fY39WEYG+3kxXIzcREZG243BAZqZ5dIZMUxHpenKdpagiq5WiCnf12KgrY6MFsiFC68gScTiqBSncKEVVmOFsNu78N7m+YEg795+fDvDop9sB+O1ZA/jj1IE1Xr91ciIPXTiUAkxZ4i/X78HhcHAwq4jV2/YAkOMI4ZIx8Xzxh9O56dT+fPq70xjbJ4KC0gpm/XctTyzZSYXNTkm5jQc/2grATaf0Z0Sv8FZ8pyIiUknzC+nk2iywUV5ezrp165g6dWrVYLy8mDp1KitXrqx1n7KyMgICAmo8FxgYyPLlyyt/PuWUU1i6dCm7d+8GYNOmTSxfvpzzzz+/zrGUlZWRn59f49EutUBg4z1ntsb5w3sQ4q96eyIiIm2muBhiYsyjuLitRyMi0nj1ZWzkH6n9ooqrf4UnAxuuUlQFxwU2yvLB4Wx67Vbz8KyqwEtAOHj7em6Mrei/Kw/y8CcmqHHHlETmnDOo1ibeN5/Wn8F9zJ/Xln0p/Or1tUz/vx/xKjVZLjNOHck/rxpNWID5HHqGB/L2rZO46ZR+APx72T6uf3U1j322ncM5JcSFB/Cncwe1wjsUEZFaaX4hnVybXcnOysrCZrMRGxtb4/nY2Fh27txZ6z7Tpk1j3rx5TJ48mcTERJYuXcr777+PzWar3Oaee+4hPz+fpKQkvL29sdlsPP7441x33XV1jmXu3Lk88sgjnnljLancGdjw80xgo9Rq45NN5sv+5eN6eeSYIiIiIiLSBZXmVwUBqgc2Qp1Z4dYiKM2DwIia+7n2CfZkYMNViuq4wIarDJVvEPjWvGGuhsrARkaH7q9RVFbBs0v38NIP+wG4/cxE7jx3cK1BDZeBfeIgFcIsxSzdaUpEx4WUQAVMGDLghO39fLx4+BfDGNe3G39evJmV+7NZud98Zo/OGE6wbp4TERGRFtKhCl0+++yzDBw4kKSkJPz8/Jg9ezYzZ87Ey6vqbbz77ru88cYbvPnmm6xfv57XX3+df/zjH7z++ut1Hvfee+8lLy+v8nH48OHWeDuN5+GMja+3p1NQWkF8RCAnJ3S8L+oiIiIiItJOuLI1gqJqzlf8gqpKONVWjsoVbPBoxkYd5a/caRwONUtRdcDAhsPhYMnWNM6Z931lUOO2MxK5e1r9QQ0A/MMAOCcxiIToYO45P4l4P+ddvvV8bheNiuPj2acyIMb0g5w+ogdTh8bWub2IiIhIc7XZ7RNRUVF4e3uTnl6zyVh6ejo9evSodZ/o6Gg+/PBDSktLyc7OJi4ujnvuuYeEhITKbe666y7uuecerr76agBGjBjBoUOHmDt3LjfeeGOtx/X398ff399D76wFVQY2PNM8fPF6U4bq0rHxahouIiIiIiJNV1sZKpeweNPbIv8IxA6t+VqxqxSVB5uHh9aRseHqr9FQrwxX8/DSY1DgbEDuyfG1oMM5xfzl421868y26NUtkEd+MYyzh7gZZAgwgY2EUBvfzjwT7HZY5l7waUBMKB/dcSqrDmRz6oCO8XmJiIhIx9VmGRt+fn6MGzeOpUuXVj5nt9tZunQpkyZNqnffgIAA4uPjqaioYPHixcyYMaPyteLi4hoZHADe3t7Y7XbPvoHWVlEGtnKz7oGMjfT8Un7YnQnApWNVhkpERERERJqhtsbhLq6eF/kpJ77WEhkRroyN4iwzj6o8l6txeAOBjcBuYPE265m7PD++FlBeYeeF7/Zyzj+/59udGfh6W7hjSiJf//EM94MaUDXXdN1UV5YHDudcur6G607B/j6clRSLv493I9+BiIiISOO0acHLOXPmcOONNzJ+/HgmTpzIM888Q1FRETNnzgTghhtuID4+nrlz5wKwatUqUlNTGT16NKmpqTz88MPY7XbuvvvuymNedNFFPP744/Tp04dhw4axYcMG5s2bx80339wm79Fjygqr1j3QY+ODDanYHTC+bzf6RwU3+3giIiIiItKF1Zux4Qps1FKKqiWahwdFgrc/2MqgIA269TXPu1uKyssLgqOgMB0yd1Ydsx3KKCjlq23pvPbTAfZlFgEwKaE7j108jAExTZg3OktRUZpvlq5SYX4h4NMBqhyIiIhIl9GmgY2rrrqKzMxMHnroIdLS0hg9ejRLliypbCienJxcI/uitLSUBx54gP379xMSEsL06dNZuHAhERERlds899xzPPjgg/zmN78hIyODuLg4fv3rX/PQQw+19tvzLFfjcJ9A8G7eH5vD4WDxOnO31GVqGi4iIiIiIs1Vb2DDOefIT635vK3ClHsCE0jwFIvFNBDPPWiCKa7ARmU/DzeCFMExJrCRscO5T/vJ2DicU8yX29JYsjWNdcm5OBzm+agQPx64YCgzRsc13EujLpUZG67Ahiujpn0GdkRERKTratPABsDs2bOZPXt2ra8tW7asxs9nnHEG27dvr/d4oaGhPPPMMzzzzDMeGmE74cHG4ZtT8tiTUYi/jxcXjOzZ7OOJiIiIB/j4gKsfmE+bf0UTEWmcHGcpqm71laKqo+cFFgiI8Ox4QuNMYKOg2jndzdgACImGdKr1AGmdwEZJuY38UiuFZRUUllZQVFZBQZlZpuSW8NX2NLam5tfYZ3TvCM4b3oNrJvYhPNC3eQNw9tionH+2RHN3ERFpHZpfSCen3+qOwoOBDVfT8GnDehAW0MwvviIiIuIZ/v7wn/+09ShERBrPVgF5h816Y0pRuYIGgRHNzko/8Zy1NBB3t3k4VDUQd2mFC/uvLj/A37/YgdXmqHc7LwtM7B/JecN6cO6wHsRFBHpuEP7hZll6fMaGAhsiIh2O5hfSySmw0VG4emz4hzTvMBU2PtpovtxfrjJUIiIiIiLSXPkpYK8wfS1Ca8kIdzXzPiGw4bpo7sEyVJXndAVTjlY7X2NKUR03pha+sP/T3iz++tl2HA4TuAjx9zGPAB+Cnevhgb6cNiCKc4bG0j2khfpdVC9F5XBU/Rm5k+UiIiIi0ooU2OgoXDVOXc3cmujbHRnklVjpERbAqQNaYAIhIiIiTeNwQHGxWQ8KMjXiRUQ6gsr+Gn1N4+3jubInyvJNJoCr3FFLZgOEugIb1fp6NKoU1XEZG57sAXKc9PxSfv/2BhwOuHJ8L564bGTTe2Q0l+vPBgeUFypjQ0SkI9P8Qjq5Wr51SrvkoVJU7zmbhl8yNh5vL/2DJiIi0m4UF0NIiHm4JiAiIh1BfY3DwcxhXCWOqmdtFLVg/wpXxkZBUzM2ji9F1TIZCxU2O799cwNZheUk9Qjl0RnD2y6oAeATAF7O+x9L86uCQQpsiIh0PJpfSCenwEZHUe4sReXX9FJUmQVlLNudCcBlY1WGSkREREREPKCycXi/urcJqyWDwhVoCG7BwEatPTbcbB7uYvGuCsx42D++2s3qgzmE+Pvw71+OI8DXu0XO4zaLpapKQFlBtWCQG31JRERERFqRAhsdhQcyNj7amIrN7mB07wgGxDSvV4eIiIiIiAhQLWOjf93bhNfSZ6MlyxxVz9iw28FmrSrv61bz8GqBjaDI2ktsNdPSHenM/34fAE9ePpL+UcEeP0eTuMpRleWrFJWIiIi0W+qx0VE0M7DhcDgqy1CpabiIiIiIiHhMQ6WooPYMimJXKaoW6F8REgtYTFPzokywuAITFgiMaHj/6qWoWuCi/uGcYua8uwmAm07px/QRtTRdbyvVG4gXqxSViIiItE/K2OgoKgMbTcu02HYkn51pBfj5eHHRyDgPDkxEREREpH154YUX6NevHwEBAZx00kmsXr26zm2tViuPPvooiYmJBAQEMGrUKJYsWVLn9n//+9+xWCz84Q9/aIGRd1C5zlJUkfVkbIS5Mjaql6JqwWwAb19ncAMoOFLVKyIgHLzcKPdUvVm4h8dXVmHjjjfXk1diZXTvCO6bPsSjx282V9mt0moZG+6U7xIRERFpRcrY6CgqAxthTdrdla1xzpBYwoN8PTUqEREREZF25Z133mHOnDnMnz+fk046iWeeeYZp06axa9cuYmJiTtj+gQceYNGiRbz88sskJSXx5Zdfcskll7BixQrGjBlTY9s1a9bw4osvMnLkyNZ6O+1fSS6U5pn1iL51b1dbxkZLNg8HCOsJhWmQf7Sq/JS7TcC9fc3F/JKcRjUOL6uwsXDlIb7ank50iD99uwc5H8H06x5MTKg/j3+2g80peUQE+fLCdWPx82ln9xu6MjZK89Q8XERERNotBTY6imY0Dy+vsPPRRnNn1OXjVYZKRERERDqvefPmMWvWLGbOnAnA/Pnz+eyzz1iwYAH33HPPCdsvXLiQ+++/n+nTpwNw++2388033/D000+zaNGiyu0KCwu57rrrePnll/nrX//aOm+mI3A1Dg+JBb+gurertRRVCzYPBwiNAzY4s0Qc5rnGZB6ExDgDGw2XyrLbHXyy+QhPfbmLlNySOrcL8PWi1GoHYN6Vo4iPCHR/PK3F1WMjLwUcZqyNCe6IiIiItAYFNjqKZvTY+HZnBrnFVmJC/Tl9QAvUrxUREZHm8/aGyy+vWheRRisvL2fdunXce++9lc95eXkxdepUVq5cWes+ZWVlBAQE1HguMDCQ5cuX13jujjvu4IILLmDq1KluBTbKysooKyur/Dk/P78xb6XjcKdxOFQrRZVS9VxLN6au3kDc1xlAcKdxuEtwNGTubHB8K/dlM/cLk4UBEBvmz62TE3E4HBzKLuZgdhHJOcWk5JZUBjXumJLIWUmxjX5LrcJVJcBVYswvBHz82248IiLSNJpfSCenwEZH0YzAhqsM1SVj4/HxbmdpziIiImIEBMD//tfWoxDp0LKysrDZbMTG1rxgHBsby86dO2vdZ9q0acybN4/JkyeTmJjI0qVLef/997HZbJXbvP3226xfv541a9a4PZa5c+fyyCOPNO2NdCTuNA6HqiBDaR6UFYLFAhXOzIaWLEUFJkskIMJ5rkZkHkT0Mcvw+Fpf3pNewN+/2MnSnRkAhPj7cNsZCdxyWgKBfideQLLa7KTmlpBfamVEfLj742htrjmn689W2RoiIh2T5hfSySmw0VGUOUtRNTKwkVlQxne7zBfty8eqDJWIiIiISHXPPvsss2bNIikpCYvFQmJiIjNnzmTBggUAHD58mN///vd8/fXXJ2R21Ofee+9lzpw5lT/n5+fTu3dvj4+/zbnu6m8osBEQDn6hUF5gMihcGQDe/k0qt+uWyiyRIxDaw6w3phTVmfdA7HAYcWWNp5Ozi/m/b/fw/voU7A7w8bJw7Ul9+N3ZA4kKqTuzwdfbi35RwY19F63PVYqqMrCh/hoiIiLS/iiw0VGUOVPXGxnY+GhjKja7g1G9IxgY2/hsDxERERGRjiIqKgpvb2/S09NrPJ+enk6PHj1q3Sc6OpoPP/yQ0tJSsrOziYuL45577iEhIQGAdevWkZGRwdixYyv3sdls/PDDDzz//POUlZXhXUt5B39/f/z9u0D5HtfF78gGSlGBydrI2mV6XgQ4MxaCupvsjZYQWi1jwxV4aWzGxqTfVP54OKeY57/dy+L1KVTYTc+O84b14O7zBpMQ3ULBmbbgmnO6SoU1JhgkIiIi0koU2OgIHI4mlaJyOByVZaguH6dsDRERkXatqAhCnBfGCgshuAPc1SvSzvj5+TFu3DiWLl3KxRdfDIDdbmfp0qXMnj273n0DAgKIj4/HarWyePFirrzS3KV/9tlns2XLlhrbzpw5k6SkJP785z/XGtToUnIOmmVDGRtQLbBxBGwV5rmWahwONTM2SpyNyhvTY8Mp9VgJL3y3l3fXHK4MaJwxKJo/njOI0b0jPDTYdsT/uDJZytgQEemYNL+QTk6BjY6gohQczhq/jUjT3nYkn51pBfh5e/GLkXEtNDgRERERkfZjzpw53HjjjYwfP56JEyfyzDPPUFRUxMyZMwG44YYbiI+PZ+7cuQCsWrWK1NRURo8eTWpqKg8//DB2u527774bgNDQUIYPH17jHMHBwXTv3v2E57ucivKqZuANNQ+HaoGGVLA4A0ItedHc1WPDWgTHks16IwIb2YVlPPPNHt5Zc5hym2n6ffrAKP4wdRDj+jY+QNJhuEpRuSiwISIiIu2QAhsdgStbAxoV2HBla5wzLJbwIF9Pj0pEREREpN256qqryMzM5KGHHiItLY3Ro0ezZMmSyobiycnJeHl5VW5fWlrKAw88wP79+wkJCWH69OksXLiQiIiINnoHHUjeYXDYwScQQmIa3t7VQDwvFXydd4225EVzv2BT8qo0DzKczePdLEWVnF3M9QtWcSi7GIBJCd354zmDmNi/C5RlOr5KgJqHi4iISDukwEZH4Aps+IVCtUlYfcor7Hy0MRVQGSoRERER6Vpmz55dZ+mpZcuW1fj5jDPOYPv27Y06/vHH6LKqNw53p0+GK7CRf6TqYnlQVIsMrVJonAls2MrMz270i9hxNJ8bFqwms6CM3pGBPHnZKCYldqGsBf/jMzYU2BAREZH2R4GNjqCyv4b72Rrf7swgt9hKTKg/pw9o4cmCiIiIiIh0PY1pHA4Q7rzhKv9IVZmoli5zFNYTMndU/dzARfq1B3O4+T9ryC+tIKlHKP+9eSIxYQEtO8b25oSMjS4U1BEREZEOw73b/6VtNaFxuKsM1SVj4/Hx1h+ziIiIiIjUIWc/bHob7PZG7lctY8MdlRkbqVCUZdZbOhsg7Lheg/VkbHy3M4NfvrqK/NIKxvftxju3Tup6QQ1Qjw0RERHpEJSx0RE0MrCRWVDGd7syALhCZahERERERKQ+n90J+5aaslADp7q/nytjo7GBjZIcE9wACG6FUlQuXr6m70YtPtqYyp/e3USF3cGUwdH867pxBPp5t+zY2qvjS1G5Ub5LREREpLUpsNERlBeapZuNwz/amIrN7mB07wgGxLif5SEiIiJtyNsbpk+vWhcRaS2F6WaZvqVxgY2c/WYZmeDe9gER4BsE1mLIcJaHavFSVNUCG0GRtfYC+c9PB3j4E9Nn5eLRcTx1xSh8u3LWu5e3ae5uLTI/K2NDRKRj0vxCOjkFNjqCsnyzdCNjw+FwVJahUtNwERGRDiQgAD77rK1HISJdUbnzAnbWXvf3sdsge59Z7z7AvX0sFhNoyN4LFaXmuZZuHl49sFFL5sErP+7nr5+ZIMtNp/TjoQuH4uXlRiP0zi4grFpgQxkbIiIdkuYX0sl14dtQOpAyZ8aGG4GNbUfy2ZlWgJ+PFxeNjGtwexERERER6eJcgY3sRgQ2jiWDrQy8/SGij/v7Hd/zorUzNqpZczCHuV/sBOAPUwfyl4sU1Kjkmnv6hYCPf9uORURERKQWCmx0BI3oseHK1jh3aCzhQb4tOSoREREREekMrMVmmb3H/X1cQZDIBFO6yF1h8TV/bulsgOo9NgK7Va7mFJXz2zc3YLM7uHh0HL8/eyCWWspUdVmuPhvK1hAREZF2SoGNjsDNwEZ5hZ2PNpomfCpDJSIi0sEUFUFwsHkUFbX1aESkq3A4qjI2irOhOMe9/bKcQZAoN8tQuVQPbASEg3cL34wVFGmySqAysGG3O7jzf5tIyy8lISqYv14yQkGN4wW4AhvqryEi0mFpfiGdnAIbHYGbzcPXHswht9hKdKg/pw+MboWBiYiIiEcVF5uHiEhrsZYAjqqf3S1H5cruiBrUuPPVKA3VChfNLRYI6+k8n8k+eGX5fr7dmYGfjxfPXzuWEH+1njyB66a6WvqSiIhIB6L5hXRiCmx0BG42Dz+QbaKvI+LD8VZtWBERERERaYj1uIsd7gY2XBkb3Qc27nzVMzZaKxvAVY4qMJL1ybk8uWQXAH+5aChD48JaZwwdjb8yNkRERKR9U2CjI6gsRVX/l+7kbDMp6RMZ1NIjEhERERGRzsCVHe6S5WafDVcAJKqxgY3qGRtRjdu3qXqNA6CwWxK/fXMDFXYHF47sybUTG9H0vKsJjDDLYFUCEBERkfZJObcdQZlzsuFffymqQwpsiIiIiIhIY5Qfn7HhRmCjrAAKjpr17s3osdFa2QBTH8Ex4Vf84eMsUo+l0697EHMvVV+Neo25AfKPwtgb2nokIiIiIrVSYKMjcLN5eHKOmZT07a7AhoiIiIiIuKH8uGai2fsa3seV1REcXXVnv7tczbxtZRDcSoENL28WbHPwzY50/LxNX43QgBZuWt7RRQ+Cy19t61GIiIiI1EmlqDoCNwIbDodDgQ0REREREWkcqzOw4efMDs/eB3Zb/fu4ylA1tr8GOJt5O8tRtXDGhsPh4HBOMW+tTubvX+wA4IELhzA8PrxFzysiIiIiLU8ZGx2Bq+6tX92BjZyicgrLKgDo1U2BDRERkQ7HywvOOKNqXUSkNbgyNqIGQvo2k0mRdxi69at7H1fGRmP7a7hE9IbcAxAc07T962CzO9iVVsCagzmsOZjD2oO5pOWXVr4+fUQPrj+5r0fPKSIi0m5pfiGdnAIb7Z3D4VbGxiFntkaPsAACfL1bY2QiIiLiSYGBsGxZW49CRLoaV48N/zCITIDMnZC1t/7ARnYzAxtn3guRiZA0vWn71+LNVcnM/WIHBaUVNZ738bIwPD6c0wZEcfuZieqrISIiXYfmF9LJKbDR3pUXAQ6zXk/z8MPOwEYflaESERERERF3VZaiCjaNwDN3mlJTA6fWvU9WM0pRAfQ9xTw85Mttadz/4RYcDgj282Zs325M7BfJ+H6RjO4dQaCfbvwSERER6WwU2GjvXNkaFi/wrTtocSjb2V8jUoENERERERFxk6sUlW+QKREFVRkZtbHbq3psNDVjw4O2pubxh7c34nDAdSf14ZFfDMPHW+U2RERERDo7feNr76qXoaonbdoV2OijwIaIiEjHVFQE0dHmUVTU1qMRka7CVYrKL7gqAyOrnsBGfgpUlICXL0S0bb+KtLxSbnl9DSVWG6cPjFJQQ0REpDrNL6STU8ZGe1fuDGzU0zgcVIpKRESkU8jKausRiEhXU15olq5SVADZ++re3hX0iOwP3m03nSwur+CW19eQnl/GwJgQXrhurIIaIiIix9P8QjoxffNr79xoHA5wKMdEXvt2D27pEYmIiIiISGdhrZax4SotlZ9SVaLqeNnN7K/hAXa7gz+8vZFtR/LpHuzHgpsmEBbg22bjEREREZHWp8BGe+dGYKPUaiM9vwxQKSoREREREWkEVykq3yAIioTASPNzXVkbroyNNuyv8cSSnXy1PR0/Hy9eumEcvTUHEhEREelyFNho78qcqeH+IXVukuwsQxXq70O3IN2pJCIiIiIibqosReWcb7gCFnU1EM9u28DG26uTefGH/QA8dflIxvWNbJNxiIiIiEjbUmCjvXMjYyM5u6q/hqWeBuMiIiIiIiI1VJaicmY9NNRnI6vtSlGt2JfFAx9uBeD3Zw9kxuj4Vh+DiIiIiLQPCmy0d2X5ZllPYOOQM2OjrxqHi4iIiIhIY7h6afgeF9jIqiVjo7zI9N+AVs/YyCgo5XdvbaDC7uAXo+L4w9S2K4UlIiIiIm3Pp60HIA2oTA2vL2PDTEZUW1ZERKQD8/KC8eOr1kVEWoMrsOFOKSpX4/DASNOPo5XYnM3CswrLSeoRypOXj1SmuoiISEM0v5BOToGN9s6dUlSujI3I4NYYkYiIiLSEwEBYs6atRyEiXU1lYKOWUlQOB1QPILRR4/B/fbeXFfuyCfT15vlrxxLg692q5xcREemQNL+QTk7huvbOjcCGSlGJiIiIiEiTVPbYcN4kFZkAFi9TErcwo+a2royNVgxsrD6Qwz+/2Q3AYxcPZ0BMSKudW0RERETaLwU22rsyZykq/9q/wNvsDlJySgDoo1JUIiIiIiLSGJU9NpyBDR9/iOhj1o8vR+XK2GilxuG5ReX8/u0N2B1w6dh4Lh/Xq1XOKyIiIiLtnwIb7V1l8/CwWl9Oyy+l3GbHx8tCz/CAVhyYiIiIeFRxMfTrZx7FxW09GhHpKo4vRQVVgYvjG4hnt14pKofDwZ3/28TRvFISooN5bMbwFj+niIhIp6L5hXRy6rHR3lU2D689YyM52/zD1KtbID7eilOJiIh0WA4HHDpUtS4i0tIqysFuNet+1fr1dR8Ae7+uKj0F5t+lLOfPrZCx8eryAyzdmYGfjxfPXzOWYH9NXUVERBpF8wvp5HQlvL1roMdGco65w6pPdzUOFxERERGRRrAWVa37VptPRLkaiFcLbOQfMdtbvKFbvxYd1uaUYzyxZCcAD14whKFxtWevi4iIiEjXpcBGe9dAYOOQM2OjT2Rga41IREREREQ6g3JnWQovX/Dxq3q+tlJUrjJU3frV3NbD8kutzH5zA1abg/OH9+CXJ/dtsXOJiIiISMelwEZ710Dz8OQcMxnpG6mMDRERERERaQSrM7BRvb8GmFJUALkHweYsVZXVOv01Hv1kO8k5xfTqFsjfLxuJxWJp0fOJiIiISMekwEZ7ZrdVpYfX0TzcFdjo0z2o1tdFRERERERq5ern53vcTVJhceY5h80EN6CqLFULBjY2HT7Ge+tSAHj26tGEB/q22LlEREREpGNTYKM9c5WhAjdKUSmwISIiIiIijeAqReV3XGDDYoHuiWbdlanhWrZQ43CHw8Fjn24H4NKx8YzrG9ki5xERERGRzsGnrQcg9XDdQeXlCz7+J7ycV2wlr8SkhiuwISIi0sFZLDB0aNW6iEhLK3dmhx9figpMZkba5qreGtktW4rqsy1HWXsol0Bfb+6eltQi5xAREelSNL+QTk6BjfasgcbhrjJUUSH+BPvrj1JERKRDCwqCbdvaehQi0pW4yt761dLPz9VnI3svWEvg2GHn854PbJRabfz9i50A/PqMBHqEB3j8HCIiIl2O5hfSyakUVXvWQGDjUI6ZiPRVfw0REREREWksVykq31rmE64ARtZeyN4HOCAgHIKjPD6MBT8dICW3hB5hAdw6OcHjxxcRERGRzkeBjfasocCG+muIiIiIiEhTVZaiCj7xtShXxsaeqjJU3Qd6vJRFRkEp//puHwB/Pn8wQX7KRBcRERGRhimw0Z41ENg4nKPAhoiISKdRXAzDhplHcXFbj0ZEugJrPYGNSGfz8KJMSF1n1qMGeXwI877aTWFZBaN6hTNjVLzHjy8iItJlaX4hnZxuh2nP3MzYUCkqERGRTsDhgO3bq9ZFRFqaK2OjtlJUAWEQ0gMK02DXEvOcK4vDQ7YfyeedtaZ3x4MXDsXLS41NRUREPEbzC+nklLHRnpUXmmVtzfyoah6ujA0REREREWk0V4+N2jI2AKKcfTaql6LyEIfDwV8/247DAReM7Mn4fpEeO7aIiIiIdH4KbLRn9WRslFXYOJJXAkAfZWyIiIiIiEhjVd5IVUdgo/txGRpRngtsfLMjgxX7svHz8eKe85I8dlwRERER6RpUiqo9qyewkZpbgsMBQX7eRIf4t/LARERERESkw7M2kLFRPbBh8YLIBLcPnXqshG+2pxMR5Et0qD+xYQHEhPoT4u+D1ebgb5/vAOBXp/WntzLQRURERKSRFNhoz+oJbByqVobKYlEtWhERERERaSRXKaraemxAzQyNiD7g4/4NVX9+bzPL92ad8HygrzdhgT6k55cRFeLPb6Z4tm+HiIiIiHQNCmy0Z/UENpKdjcN1d5OIiIiIiDRJY0pRRQ1y+7CFZRWsOpANwMR+kWQVlZGZX0ZBWQUlVhslVhsAd583mBB/TUlFREREpPH0LbI9q6d5+CFnYKOvAhsiIiKdg8UCfftWrYuItLSGSlFF9AUvX7BbG9U4fNX+bKw2B30ig3j3tkmVzxeXV5BZUEZ6fhkWC0xQw3AREZGWo/mFdHIKbLRn9WVsOEtR9VXjcBERkc4hKAgOHmzrUYhIV1JeZJZ1laLy9oHI/pC1G6LcLxn14x5Tgur0gVE1ng/y86Fvdx/6dq8jkCIiIiKeo/mFdHJebT0AqUdZvln6h53wUnKOmYSoFJWIiIiIiDSJK7BRS4Z4pdHXmcyNAVPdPuwPezIBOH1gdHNGJyIiIiJSJ2VstGdlzlJU/jUnGg6Ho1rGhu52EhERERGRJqgsRVXPzVKn/cE83JSSW8z+zCK8vSycMqB7s4YnIiIiIlIXZWy0Z3WUososKKPUasfLAvERgW0wMBEREfG4khKYMME8SkraejQi0hU0VIqqCZY7y1CN6R1BWICvx44rIiIijaT5hXRyythoz+oIbBxyZmvERQTi56PYlIiISKdgt8PatVXrIiItyW6vlrFRTymqRqrqr6EyVCIiIm1K8wvp5NrFVfEXXniBfv36ERAQwEknncTq1avr3NZqtfLoo4+SmJhIQEAAo0aNYsmSJTW26devHxaL5YTHHXfc0dJvxXMqysFWZtaPm2gcyjYTkD7qryEiIiIiIk3hCmpA/aWoGsFmd7B8rzOwMSiqga1FRERERJquzQMb77zzDnPmzOEvf/kL69evZ9SoUUybNo2MjIxat3/ggQd48cUXee6559i+fTu33XYbl1xyCRs2bKjcZs2aNRw9erTy8fXXXwNwxRVXtMp78ojywqr14zI2krNNynjf7gpsiIiIiIhIE1QGNizg45nytptTjpFXYiUswIeR8eEeOaaIiIiISG3aPLAxb948Zs2axcyZMxk6dCjz588nKCiIBQsW1Lr9woULue+++5g+fToJCQncfvvtTJ8+naeffrpym+joaHr06FH5+PTTT0lMTOSMM85orbfVfK4yVD6B4F2zNq2rcXifSDUOFxERERGRJnDdSOUbBF6emRa6ylCdOiAKH+82n2qKiIiISCfWpt82y8vLWbduHVOnTq18zsvLi6lTp7Jy5cpa9ykrKyMgIKDGc4GBgSxfvrzOcyxatIibb74Zi8VS5zHz8/NrPNpcZX+NE+vdunpsKGNDRERERESapNzVX8NzN0v9uCcTUH8NEREREWl5bRrYyMrKwmazERsbW+P52NhY0tLSat1n2rRpzJs3jz179mC32/n66695//33OXr0aK3bf/jhhxw7doybbrqpznHMnTuX8PDwykfv3r2b/J48po7G4QDJ6rEhIiIiIiLNUdk43DNzioJSK+uTjwFw+kD11xARERGRltXh8oOfffZZBg4cSFJSEn5+fsyePZuZM2fiVUf69Kuvvsr5559PXFxcnce89957ycvLq3wcPny4pYbvPldq+HGNwwvLKsguKgegjzI2REREOpeoKPMQEWlplaWoPJOxsXJfNja7g/5RwfTWDVgiIiLtg+YX0on5tOXJo6Ki8Pb2Jj09vcbz6enp9OjRo9Z9oqOj+fDDDyktLSU7O5u4uDjuueceEhISTtj20KFDfPPNN7z//vv1jsPf3x9/f/+mv5GWUOYsh+UfVuNpV7ZGtyBfwgJ8j99LREREOqrgYMjMbOtRiEhX4eFSVK7+GsrWEBERaSc0v5BOrk0zNvz8/Bg3bhxLly6tfM5ut7N06VImTZpU774BAQHEx8dTUVHB4sWLmTFjxgnbvPbaa8TExHDBBRd4fOwtro5SVJmFZQDEhgUcv4eIiIiIiIh7yovM0kOlqNRfQ0RERERaU5tmbADMmTOHG2+8kfHjxzNx4kSeeeYZioqKmDlzJgA33HAD8fHxzJ07F4BVq1aRmprK6NGjSU1N5eGHH8Zut3P33XfXOK7dbue1117jxhtvxMenzd9m45U5U8OPax5eZrUBEODr3dojEhERERGRzsLqCmyE1L+dG5KzizmYXYyPl4WTEyKbfTwRERERkYa0+RX/q666iszMTB566CHS0tIYPXo0S5YsqWwonpycXKN/RmlpKQ888AD79+8nJCSE6dOns3DhQiIiImoc95tvviE5OZmbb765Nd+O59SRsVFuswPg59Ph2qOIiIhIfUpK4PzzzfoXX0BgYNuOR6SVVVRUsGzZMvbt28e1115LaGgoR44cISwsjJCQ5l98l+O4SlH5Nj9j48e9JltjbJ9uhKpcroiISPug+YV0cm0e2ACYPXs2s2fPrvW1ZcuW1fj5jDPOYPv27Q0e89xzz8XhcHhieG2jjsCG1RnY8FdgQ0REpHOx2+H776vWRbqQQ4cOcd5555GcnExZWRnnnHMOoaGhPPHEE5SVlTF//vy2HmLn48FSVD/uVn8NERGRdkfzC+nkdHW8vSp3Bjb8jsvYqHBmbHjrj05EREREOoff//73jB///+3deVyU9fr/8fewzbAILigomSguqJma2zEr7WShlD/z1HEJU7FsUSuzxSXLpW+alRxaTFvcsizzaGWb5eGkJ5fSNG1xydLUTFArRVAGmJnfHzBjk6AgAzNz83o+Hvejm3vuGa7Ru5rrvub6XB31xx9/KPRP3ybs16+f2zw+eJCHlqIqtNm1/qfiwkZz5msAAACgavhExwZKUNpSVIUsRQUAAABj+fzzz7VhwwaFhIS4HY+Pj9ehQ4e8FJXBOTs2KrgU1fZfTuhkXqGiQoPVJi7KA4EBAAAA58fdcV9VSmHDWlzYCKZjAwAAAAZht9tls9nOOv7LL7+oRo0aJTwDFeacsRESXqGX+XxP0XyNK5pGKzDAVNGoAAAAgDLh7rivsuYU/dPs3hrO8HAAAAAYzXXXXaf09HTXzyaTSTk5OZo8ebKSk5O9F5iRuZaiqmhhg/kaAAAAqHosReWrWIoKAAAA1cQzzzyjXr16qVWrVsrLy9Mtt9yiPXv2KDo6Wm+++aa3wzMmDyxFdeJ0gbYdPC5JuoLCBgAAAKoQhQ1f5Rwebo50P8zwcAAAjCusYmvdA/6qYcOG2r59u5YuXart27crJydHt912m1JSUtyGicODPLAU1caffpPN7lCTuuG6qBb//QIAwOeQX8DAKGz4KmfHRoj7UlQFxUtRmenYAADAWMLDpdxcb0cBVLmCggIlJibqgw8+UEpKilJSUrwdUvWQX7z0bQUKG/8rnq9xVbO6nogIAAB4EvkFDI67477I4WApKgAAAFQLwcHBysvL83YY1U9BxTo2jp606t2vD0mS/p5Yz1NRAQAAAGXC3XFfVGiV7IVF+6UMDw9mKSoAAAAYxKhRozRz5kwVFhZ6O5Tqo4IzNp7/7x6dyrepbcOaDA4HAABAlWMpKl/k7NaQzlqKykrHBgAAxpSXJ910U9H+8uWSxeLdeIAqtHnzZmVkZOjTTz9VmzZtFB7u3kWwYsUKL0VmYK4ZGxHnPq8EPx/L1ZIvD0iSxvdKlMlk8mRkAADAE8gvYHDcHfdF1uyif4ZESAGBbg8xPBwAAIOy2aSPPirabDZvRwNUqZo1a+qmm25SUlKSGjRooKioKLetvGbPnq34+HhZLBZ16dJFmzZtKvXcgoICTZs2TQkJCbJYLGrbtq1WrVrlds6MGTPUqVMn1ahRQ/Xq1dONN96o3bt3lzsun+FwSAXFHRsh5e/YmLX6BxXaHerevK66JtTxcHAAAMAjyC9gcHRs+CLXIL+zvz3FjA0AAAAYzYIFCzz2WkuXLtXYsWM1d+5cdenSRenp6UpKStLu3btVr97ZsyAmTZqk119/Xa+88ooSExP1ySefqF+/ftqwYYPat28vSVq7dq1GjRqlTp06qbCwUBMnTtR1112nHTt2nNVd4hds+WeWvi3nUlTfHTqh97f/Kkl6uFcLT0cGAAAAlAmFDV9UyuBwSSqwUdgAAACAMR09etTVCdGiRQvVrVu33K+RlpamESNGKDU1VZI0d+5cffjhh5o/f77Gjx9/1vmLFy/WI488ouTkZEnS3Xffrf/85z+aNWuWXn/9dUk6q4Nj4cKFqlevnrZs2aKrrrqqxDisVqusVqvr5+zs7HK/l0rjnK8hlXt4+MxVuyRJN7ZroNYNyt9NAwAAAHgCd8d90TkKG87h4WYKGwAAADCI3NxcDR8+XPXr19dVV12lq666Sg0aNNBtt92mU6dOlfl18vPztWXLFvXs2dN1LCAgQD179tTGjRtLfI7VapXlL2tOh4aGat26daX+nhMnTkiSateuXeo5M2bMcFtOq2HDhmV+H5XOWdgIDJECg8v8tPU/HtPne44pONCkB66jWwMAAADeU+a747/++qsefPDBEr9pdOLECT300EPKysryaHDVVlxHKeXf0rVTz3qIGRsAAAAwmrFjx2rt2rV6//33dfz4cR0/flzvvfee1q5dqwceeKDMr3Ps2DHZbDbFxMS4HY+JiVFmZmaJz0lKSlJaWpr27Nkju92u1atXa8WKFTp8+HCJ59vtdo0ZM0bdunXTJZdcUmosEyZM0IkTJ1zbwYMHy/w+Kl2Bc3B42bs1HA6Hq1sjpUsjNaxd/tkcAAAAgKeU+e54WlqasrOzFRkZedZjUVFROnnypNLS0jwaXLUVUVdqdq3U+Oy2dmdhI5jCBgAAAAxi+fLlmjdvnnr37q3IyEhFRkYqOTlZr7zyiv79739X6u9+9tln1axZMyUmJiokJESjR49WamqqAgJK/rw9atQofffdd3rrrbfO+bpms9n1Xpybz3B2bASXvbDx0beZ+uaXEwoPCdTovzetpMAAAACAsinz3fFVq1ZpyJAhpT4+ZMgQffDBBx4JCqWzMjwcAAAABnPq1KmzuiwkqV69euVaiio6OlqBgYFndZJnZWUpNja2xOfUrVtX7777rnJzc7V//37t2rVLERERatKkyVnnjh49Wh988IE+++wzXXTRRWWOy+c4CxshZeu6KLDZ9fQnRd0aI65qougIc2VFBgAAAJRJme+O79u3TxdffHGpj1900UX6+eefPRETziGf4eEAABhTeLjkcBRt4eUb5gv4u65du2ry5MnKy8tzHTt9+rSmTp2qrl27lvl1QkJC1KFDB2VkZLiO2e12ZWRknPd1LBaL4uLiVFhYqOXLl6tv376uxxwOh0aPHq133nlH//3vf9W4ceNyvDsfVM6lqJZuPqiffzulOuEhuv3Ksws+AADAB5FfwOCCynpiaGiofv7551KLGz///LNCQ0M9FhhKVkBhAwAAAAbz7LPPKikpSRdddJHatm0rSdq+fbssFos++eSTcr3W2LFjNXToUHXs2FGdO3dWenq6cnNzlZqaKqmo0zwuLk4zZsyQJH355Zc6dOiQ2rVrp0OHDmnKlCmy2+16+OGHXa85atQoLVmyRO+9955q1KjhmtcRFRXlnzlQfk7RP8uwFNWp/EI9m7FHknTP35sqwlzmFBIAAACoNGX+VNqlSxctXrxYV1119twHSXrttdfUuXNnjwWGkjE8HAAAAEZzySWXaM+ePXrjjTe0a1fRkkeDBg1SSkpKuQsHAwYM0NGjR/XYY48pMzNT7dq106pVq1xLXR04cMBtfkZeXp4mTZqkvXv3KiIiQsnJyVq8eLFq1qzpOmfOnDmSpB49erj9rgULFmjYsGHlf8Pell/2jo0F63/W0ZNWNawdqlu6NKrkwAAAAICyKXNh48EHH9S1116rqKgoPfTQQ67EICsrS0899ZQWLlyoTz/9tNICRRFnYcNMxwYAAMaSlyfdemvR/uLFksXi3XiAKhYWFqYRI0Z45LVGjx6t0aNHl/jYmjVr3H7u3r27duzYcc7XczgcHonLZ5RjxsaH3xyWJN3z92Z0jQMA4E/IL2BwZf5kevXVV2v27Nl64YUX1KBBA9WqVUu1a9dWgwYNNHv2bD3//PP6+9//XpmxQmcKG8F0bAAAYCw2m/TvfxdtNpu3owGq1IwZMzR//vyzjs+fP18zZ870QkQGV1Bc2DjPUlQ2u0M/HS1atqpzfO3KjgoAAHgS+QUMrlwLpN5555264YYb9Pbbb+vHH3+Uw+FQ8+bNdfPNN+uiiy6qrBjxJwwPBwAAgNG89NJLWrJkyVnHW7durYEDB2rcuHFeiMrAyrgU1S9/nJK10K6QoAA1rH3+7g4AAACgqpR78ltcXJzuv//+yogF52G3O1RgK2qDp7ABAAAAo8jMzFT9+vXPOl63bl0dPnzYCxEZXBmXovrxSFG3RpPocAUGmCo7KgAAAKDMylzYeO6550o8HhUVpebNm6tr164eCwolc3ZrSBQ2AAAAYBwNGzbU+vXr1bhxY7fj69evV4MGDbwUlYE5l6I6T8fGnuLCRrOYGpUdEQAAAFAuZS5s/Otf/yrx+PHjx3XixAldfvnlWrlypWrXZu3VylLw58IGMzYAAABgECNGjNCYMWNUUFDgmtuXkZGhhx9+WA888ICXozOg/LLN2NiTVVTYaFo3orIjAgAAAMqlzIWNffv2lfrY3r17NXjwYE2aNEkvvviiRwLD2ZyDwyUKGwAAADCOhx56SL/99ptGjhyp/Px8SZLFYtG4ceM0YcIEL0dnQGWcsfHjUWfHBoUNAAAA+JZyz9goSZMmTfTkk09q+PDhnng5lMK5FFVwoEkBrHELAAAAgzCZTJo5c6YeffRR7dy5U6GhoWrWrJnMZrO3QzOmMixF5XA49FPxUlRN61HYAAAAgG/x2Nf+L774YmVmZnrq5VACZ8dGMN0aAAAYT1iYlJNTtIWde6AvYFQRERHq1KmTatSooZ9++kl2u/38T0L5uZaiKv2/NZnZecqxFiowwKT4Oufu7AAAAD6I/AIG57E75N9++60aNWrkqZdDCZyFDQaHAwBgQCaTFB5etJnozET1MH/+fKWlpbkdu+OOO9SkSRO1adNGl1xyiQ4ePOil6AysDEtROedrxNcJI/8AAMAfkV/A4Mr8CTU7O7vE7eDBg3r33Xc1ZswYDRgwoDJjrfaszsIGHRsAAAAwgJdfflm1atVy/bxq1SotWLBAr732mjZv3qyaNWtq6tSpXozQoPLPvxTVHpahAgAAgA8r84yNmjVrylRKdc9kMun222/X+PHjPRYYzlZgo2MDAADDslqlO+8s2n/pJYnZAqgG9uzZo44dO7p+fu+999S3b1+lpKRIkqZPn67U1FRvhWdcZZix8WNxYaNZvRpVEREAAPA08gsYXJkLG5999lmJxyMjI9WsWTNFRETou+++0yWXXOKx4OCOpagAADCwwkJp0aKi/dmzSTxQLZw+fVqRkZGunzds2KDbbrvN9XOTJk2Y41cZnEtRnWPGxo9HTkqSmsXQsQEAgF8iv4DBlbmw0b179xKPnzx5UkuWLNG8efP01VdfyWazeSw4uMu3sRQVAAAAjKNRo0basmWLGjVqpGPHjun7779Xt27dXI9nZmYqKirKixEakN0mFZ4u2i+lY8PhcLiWokqoS2EDAAAAvqfMhY2/+t///qd58+Zp+fLlatCggf7xj3/ohRde8GRs+As6NgAAAGAkQ4cO1ahRo/T999/rv//9rxITE9WhQwfX4xs2bKAj3NMKTp3ZL6Ww8Vtuvo6fKpDJRGEDAAAAvqlchY3MzEwtXLhQ8+bNU3Z2tvr37y+r1ap3331XrVq1qqwYUSyf4eEAAAAwkIcfflinTp3SihUrFBsbq2XLlrk9vn79eg0aNMhL0RmUc3C4TFKQpcRT9mQVdWtcVCtUoSGBVRQYAAAAUHZlLmz06dNH//vf/3T99dcrPT1dvXr1UmBgoObOnVuZ8eFP8hkeDgAAAAMJCAjQtGnTNG3atBIf/2uhAx7gLGyEREgmU4mn/HiUweEAAADwbWUubHz88ce69957dffdd6tZs2aVGRNKYWUpKgAAAAAV4SpsnGNweFbx4PB6LEMFAAAA31TmO+Tr1q3TyZMn1aFDB3Xp0kUvvPCCjh07Vpmx4S8KGB4OAAAAoCKcMzaCSy9suAaHU9gAAACAjyrzHfK//e1veuWVV3T48GHdeeedeuutt9SgQQPZ7XatXr1aJ0+erMw4IYaHAwBgaGFh0pEjRVtY6TccAaBC/rwUVSl+POJciorCBgAAfov8AgZX7jvk4eHhGj58uNatW6dvv/1WDzzwgJ588knVq1dP/+///b/KiBHFKGwAAGBgJpNUt27RVsq69wBQYedZiurE6QIdOWmVJDWlsAEAgP8iv4DBVegOeYsWLfTUU0/pl19+0ZtvvumpmFAKV2GDpagAAAAAXAjnUlQh4SU+7OzWiI20qIYluKqiAgAAAMrFI3fIAwMDdeONN2rlypWeeDmUIt9GxwYAAIZltUqjRhVtVqu3owF8wsGDBzV8+HBvh2Es+UWFi9JmbPx4pHhweAzdGgAA+DXyCxgcd8j9CB0bAAAYWGGh9OKLRVthobejAXzC77//rkWLFnk7DGPJd3ZslFy42JNVPDi8LoUNAAD8GvkFDC7I2wGg7OjYAAAAgJGcr+N77969VRRJNeJaiqqUjo2jxYPD6dgAAACAD6Ow4UcYHg4AAAAjufHGG2UymeRwOEo9x8SwS886z1JUzo6NZvVqVFVEAAAAQLlxh9yPUNgAAACAkdSvX18rVqyQ3W4vcdu6dau3QzSecyxFdSq/UIeOn5YkNa1HxwYAAAB8F3fI/YhrKSpmbAAAAMAAOnTooC1btpT6+Pm6OXAB8nOL/lnCUlQ/HSl6rE54iGqHh1RlVAAAAEC5sBSVH6FjAwAAAEby0EMPKTc3t9THmzZtqs8++6wKI6oGCpyFjfCzHtpz5KQkujUAAADg+yhs+BFXYYOODQAAABjAlVdeec7Hw8PD1b179yqKpppwdmwEn13Y+PFI0XwNChsAAADwdRQ2/IhrKSo6NgAAMJ7QUGnfvjP7QDWwd+9eNW7cmAHhVck1Y+Pspaj2HHEODqewAQCA3yO/gMFxh9yPsBQVAAAGFhAgxccXbQH8vx7VQ7NmzXT06FHXzwMGDFBWVpYXI6oGzrEU1U/OwkZMjaqMCAAAVAbyCxgcV7UfYXg4AAAAjOSvg8E/+uijc87cgAeUshSVtdCmn38reoylqAAAAODruEPuR+jYAADAwPLzpYceKtry870dDQCjci1F5V7Y2HcsV3aHVMMSpHo1zF4IDAAAeBT5BQyOO+R+hOHhAAAYWEGB9MwzRVtBgbejAaqEyWQ6a74G8zYqWX7JS1H9eXA4fwcAABgA+QUMjuHhfoTh4QAAADASh8OhYcOGyWwu6hDIy8vTXXfdpfBw95vuK1as8EZ4xuNwnJmxEew+PHxPFoPDAQAA4D8obPgRlqICAACAkQwdOtTt58GDB3spkmqi0Co5inKKszo2jjoLGwwOBwAAgO+jsOFHCujYAAAAgIEsWLDA2yFUL/l/Gsz+18JG1pmlqAAAAABfxx1yP2JlxgYAAACAC+VchirIIgUEug4X2uzae4zCBgAAAPwHd8j9CEtRAQAAALhg+SXP1zjw+ykV2BwKDQ5UXM1QLwQGAAAAlA93yP2Ew+E4Mzycjg0AAAAA5ZV/quiff1mGas+Rom6NhHrhCggwVXVUAAAAQLkxY8NPFNodcjiK9unYAADAgEJDpe++O7MPAJ7mXIrqr/M1jjA4HAAAwyG/gMFR2PATzmWoJAobAAAYUkCA1Lq1t6MAYGSlLEXlLGwwXwMAAAMhv4DBcYfcT7gVNliKCgAAAEB55ZfcsXHg96IlqhpHh//1GQAAAIBPomPDTxQUz9cIMElBFDYAADCe/Hxp+vSi/YkTpZAQ78YDwHhKKWycyrdJkiLMpIcAABgG+QUMjk+ufsJa3LHBMlQAABhUQYE0dWrR/kMPkXgA8LyCkoeHWwuKChuW4MCqjggAAFQW8gsYHHfJ/UR+cccGy1ABAAAAuCD5RbM0/jpj47SrsEGuAQAAAP/AJ1c/kU/HBgAAAICKyC+5YyOvuLARSscGAAAA/AR3yf2Eq7BBxwYAAACAC1HKUlR5BUW5BktRAQAAwF9wl9xPuJaiomMDAAAAwIUoYSkqh8OhvMKijg0zS1EBAADAT/DJ1U8UsBQVAAAAgIpwLUUVceaQzS6Ho2ifjg0AAAD4C6/fJZ89e7bi4+NlsVjUpUsXbdq0qdRzCwoKNG3aNCUkJMhisaht27ZatWrVWecdOnRIgwcPVp06dRQaGqo2bdroq6++qsy3UemsdGwAAAAAqIj83KJ/hpzp2MjLt7v2LUEUNgAAAOAfgrz5y5cuXaqxY8dq7ty56tKli9LT05WUlKTdu3erXr16Z50/adIkvf7663rllVeUmJioTz75RP369dOGDRvUvn17SdIff/yhbt266eqrr9bHH3+sunXras+ePapVq1ZVvz2PYsYGAAAGZ7FIzi94WCzejQWAMTlnbPxpKSrnMlSBASYFB5q8ERUAAKgM5BcwOK8WNtLS0jRixAilpqZKkubOnasPP/xQ8+fP1/jx4886f/HixXrkkUeUnJwsSbr77rv1n//8R7NmzdLrr78uSZo5c6YaNmyoBQsWuJ7XuHHjc8ZhtVpltVpdP2dnZ1f4vXmas7ARTGEDAABjCgyUOnXydhQAjMzVsXFmKaq8gqLChiUoQCYThQ0AAAyD/AIG57W75Pn5+dqyZYt69ux5JpiAAPXs2VMbN24s8TlWq1WWv1QYQ0NDtW7dOtfPK1euVMeOHfXPf/5T9erVU/v27fXKK6+cM5YZM2YoKirKtTVs2LAC76xy5DNjAwAAAEBFlLQUVUFRnsF8DQAAAPgTr90lP3bsmGw2m2JiYtyOx8TEKDMzs8TnJCUlKS0tTXv27JHdbtfq1au1YsUKHT582HXO3r17NWfOHDVr1kyffPKJ7r77bt17771atGhRqbFMmDBBJ06ccG0HDx70zJv0oPziGRtmChsAABhTfr709NNFW36+t6MBYETOpahCwl2HXB0bFDYAADAW8gsYnFeXoiqvZ599ViNGjFBiYqJMJpMSEhKUmpqq+fPnu86x2+3q2LGjpk+fLklq3769vvvuO82dO1dDhw4t8XXNZrPMZnOVvIcLRccGAAAGV1AgPfxw0f7IkVJIiHfjAWA8+TlF/ww+U9g4XVzYMAeTZwAAYCjkFzA4r316jY6OVmBgoLKystyOZ2VlKTY2tsTn1K1bV++++65yc3O1f/9+7dq1SxEREWrSpInrnPr166tVq1Zuz2vZsqUOHDjg+TdRhQpsDA8HAAAAUAH5zo6NPy9FVVTYCKVjAwAAAH7Ea3fJQ0JC1KFDB2VkZLiO2e12ZWRkqGvXrud8rsViUVxcnAoLC7V8+XL17dvX9Vi3bt20e/dut/N/+OEHNWrUyLNvoIpZ6dgAAAAAcKFshZLNWrTvNjycGRsAAADwP15dimrs2LEaOnSoOnbsqM6dOys9PV25ublKTU2VJA0ZMkRxcXGaMWOGJOnLL7/UoUOH1K5dOx06dEhTpkyR3W7Xw862Kkn333+/Lr/8ck2fPl39+/fXpk2b9PLLL+vll1/2ynv0FJaiAgAAAHDBCnLP7Aef6diwFjpnbJBnAAAAwH94tbAxYMAAHT16VI899pgyMzPVrl07rVq1yjVQ/MCBAwoIOPMBOy8vT5MmTdLevXsVERGh5ORkLV68WDVr1nSd06lTJ73zzjuaMGGCpk2bpsaNGys9PV0pKSlV/fY8yjk8PJilqAAAAACUl3MZKlOgFHRmvqBreHgQHRsAAADwH14fHj569GiNHj26xMfWrFnj9nP37t21Y8eO877mDTfcoBtuuMET4fkMOjYAAAAAXLD84o6NkHDJZHIdPp3v7NigsAEAAAD/wV1yP+EsbJjp2AAAAABQXgV/Kmz8SV4hMzYAAADgf7zesYGyKbDRsQEAgKFZLNJnn53ZBwBPcnZs/Gm+hvSnpaiYsQEAgLGQX8DgKGz4CZaiAgDA4AIDpR49vB0FAKNyztgI+Wthg44NAAAMifwCBsddcj9hdXZssBQVAAAAgPJyLUUV4XaYjg0AAAD4Izo2/ISzYyOYjg0AAIypoEB6+eWi/TvukIKDvRsPAGM5z1JUoXRsAABgLOQXMDgKG37CtRQVHRsAABhTfr40enTR/rBhJB4APCu/lOHhro4NChsAABgK+QUMjrvkfoIZGwAAAAAuWKmFjaI8w0xhAwAAAH6Eu+R+oqB4xoaZwgYAAACA8iooHh7+16WoCos7NsgzAAAA4Ef49Oon8m10bAAAAAC4QCxFBQAAAAPhLrmfODNjg4QDAAAAQDmVUtg4XbwUFcPDAQAA4E8obPgJZmwAAAAAuGDOpaj+Utiw0rEBAAAAP8Rdcj9hLS5sBAeavBwJAAAAAL/j7Nj464wNV2GD1BAAAAD+I8jbAaBsmLEBAIDBmc3SBx+c2QcATyp1xkZRnkHHBgAABkN+AYPjLrmfcC5FZaawAQCAMQUFSddfX7QF8d0ToCJmz56t+Ph4WSwWdenSRZs2bSr13IKCAk2bNk0JCQmyWCxq27atVq1aVaHX9EmlFTYK6dgAAMCQyC9gcHx69RMFNoaHAwAAAOezdOlSjR07VpMnT9bWrVvVtm1bJSUl6ciRIyWeP2nSJL300kt6/vnntWPHDt11113q16+fvv766wt+TZ8UVkeqUV+yRLkdPp3PjA0AAAD4HwobfoLh4QAAGFxBgbRwYdFWUODtaAC/lZaWphEjRig1NVWtWrXS3LlzFRYWpvnz55d4/uLFizVx4kQlJyerSZMmuvvuu5WcnKxZs2Zd8GtKktVqVXZ2ttvmVbe8JT2wS2p8leuQw+FwzfKjsAEAgMGQX8DguEvuB+x2hwrtDkkUNgAAMKz8fCk1tWjLz/d2NIBfys/P15YtW9SzZ0/XsYCAAPXs2VMbN24s8TlWq1UWi8XtWGhoqNatW3fBrylJM2bMUFRUlGtr2LBhRd5apXAWNSQKGwAAGA75BQyOu+R+wDk4XJKCA01ejAQAAADwXceOHZPNZlNMTIzb8ZiYGGVmZpb4nKSkJKWlpWnPnj2y2+1avXq1VqxYocOHD1/wa0rShAkTdOLECdd28ODBCr47z8srsLn2LXyBCgAAAH6ET69+4M/fpKJjAwAAAPCcZ599Vs2aNVNiYqJCQkI0evRopaamKiCgYp+7zWazIiMj3TZfc7q4sBEUYFJQIHkGAAAA/AefXv1A/p8LGyQcAAAAQImio6MVGBiorKwst+NZWVmKjY0t8Tl169bVu+++q9zcXO3fv1+7du1SRESEmjRpcsGv6S/yCoryjFCWoQIAAICf4S65HygoXooqJDBAJhNLUQEAAAAlCQkJUYcOHZSRkeE6ZrfblZGRoa5du57zuRaLRXFxcSosLNTy5cvVt2/fCr+mr3MuRWWmsAEAAAA/E+TtAHB+zo4NlqECAAAAzm3s2LEaOnSoOnbsqM6dOys9PV25ublKTU2VJA0ZMkRxcXGaMWOGJOnLL7/UoUOH1K5dOx06dEhTpkyR3W7Xww8/XObX9FfOwoYlmDwDAAAA/oXChh9wDg+nsAEAAACc24ABA3T06FE99thjyszMVLt27bRq1SrX8O8DBw64zc/Iy8vTpEmTtHfvXkVERCg5OVmLFy9WzZo1y/ya/sq5FJWFjg0AAAD4GQobfsDVscF8DQAAjMtslt5++8w+gAs2evRojR49usTH1qxZ4/Zz9+7dtWPHjgq9pr+iYwMAAAMjv4DBUdjwA9biwkZwEPM1AAAwrKAg6Z//9HYUAKoRZ2GD4eEAABgQ+QUMjq/m+AE6NgAAAAB4Wl6hs2ODwgYAAAD8Cx0bfuDMjA0SDgAADKuwUHrnnaL9fv2KvmEFAJXIOWPDTJ4BAIDxkF/A4Lii/UBBIcPDAQAwPKtV6t+/aD8nh8QDQKVjxgYAAAZGfgGD4xOsH3B2bJhZigoAAACAh5wuYCkqAAAA+CfulPuBfDo2AAAAAHiYcykqhocDAADA33Cn3A84CxvBgSYvRwIAAADAKKwsRQUAAAA/xSdYP2C10bEBAAAAwLPyWIoKAAAAfoo75X7gzFJUJBwAAAAAPMO5FBWFDQAAAPgbCht+oMDZscHwcAAAAAAe4hwebqYzHAAAAH4myNsB4PwYHg4AQDUQEiItWHBmHwAqmXMpqtAQOjYAADAc8gsYHIUNP+AsbPBNKgAADCw4WBo2zNtRAKhG8orzDAtL3gIAYDzkFzA47pT7gXyGhwMAAADwMIaHAwAAwF/RseEHnB0bwYEmL0cCAAAqTWGh9MknRftJSVIQH9MAVC6rq7DBF6gAADAc8gsYHFe0H7A6Z2wE8k0qAAAMy2qVbrihaD8nh8QDQKU7TccGAADGRX4Bg+OrOX6A4eEAAAAAPC2voHjGBoUNAAAA+BnulPuBAmZsAAAAAPCwPJaiAgAAgJ/iE6wfoGMDAAAAgKcxPBwAAAD+ijvlfiC/uGPDHMhfFwAAAADPyCtkKSoAAAD4J+6U+wFnx0ZwkMnLkQAAAAAwApvd4cozLHSGAwAAwM/wCdYPuJaiCuSbVAAAAAAqzlpoc+2HhpBnAAAAwL8EeTsAnJ+V4eEAABhfSIj0wgtn9gGgEuUV2F37liAKGwAAGA75BQyOwoYfKGB4OAAAxhccLI0a5e0oAFQTzsHhIYEBCghgyVsAAAyH/AIGx51yP+AcHh7C8HAAAAAAHnC6uLBhDibHAAAAgP+hY8MP5NOxAQCA8dls0uefF+1feaXEbC0AlcjZsWEJ5r81AAAYEvkFDI7Chh9wFjbMFDYAADCuvDzp6quL9nNypPBw78YDwNCcMzZCKWwAAGBM5BcwOO6U+wHnUlTBLEUFAAAAwAOsro4NcgwAAAD4Hz7F+gGWogIAAADgSXmFLEUFAAAA/8Wdcj9AYQMAAACAJ53OL8oxLEEUNgAAAOB/uFPu4xwOh2spqhCWogIAAADgAa7h4SEUNgAAAOB/uFPu4wpsDtc+HRsAAAAAPMG1FBU5BgAAAPwQn2J9nLNbQ5LMJB0AAAAAPCCvoHgpKmZsAAAAwA8FeTsAnJtzvoYkBbMUFQAAxhUcLD311Jl9AKhErqWogskxAAAwJPILGByFDR/nLGwEBpgUGGDycjQAAKDShIRIDz3k7SgAVBNnCht0bAAAYEjkFzA4vp7j45yFDQaHAwAAAPAUZ2EjlMIGAAAA/BAdGz7OOWODweEAABiczSZt3Vq0f9llUiA3GwFUHueMDTOFDQAAjIn8AgZHYcPHuTo2KGwAAGBseXlS585F+zk5Uni4d+MBYGjM2AAAwODIL2BwfIr1ca6ODZaiAgAAAOAhecVfoLIE8e1NAAAA+B/ulvs4Z8eGmY4NAAAAAB5yOp/h4QAAAPBf3C33cc7CRjAdGwAAAAA8xFpYPDw8hDwDAAAA/odPsT4u31aUcDBjAwAAAICnuGZssBQVAAAA/BB3y31cfqFDEoUNAAAAAJ6TV1A8Y4OlqAAAAOCHuFvu4xgeDgAAAMDTnB0b5mDyDAAAAPifIG8HgHNzztigYwMAAIMLDpYmTz6zDwCV6HQBw8MBADA08gsYHIUNH0dhAwCAaiIkRJoyxdtRAKgmnEtRhVLYAADAmMgvYHDcLfdx+YUMDwcAAADgWVY6NgAAAODH6NjwcczYAACgmrDbpZ07i/ZbtpQC+H8/gMqTV+gsbPDfGgAADIn8AgbnE1f07NmzFR8fL4vFoi5dumjTpk2lnltQUKBp06YpISFBFotFbdu21apVq9zOmTJlikwmk9uWmJhY2W+jUriWoqKwAQCAsZ0+LV1ySdF2+rS3owFgYIU2uwpsDkmSJYiODQAADIn8Agbn9bvlS5cu1dixYzV58mRt3bpVbdu2VVJSko4cOVLi+ZMmTdJLL72k559/Xjt27NBdd92lfv366euvv3Y7r3Xr1jp8+LBrW7duXVW8HY/LL044WIoKAAAAgCfkFX95SmIpKgAAAPgnr98tT0tL04gRI5SamqpWrVpp7ty5CgsL0/z580s8f/HixZo4caKSk5PVpEkT3X333UpOTtasWbPczgsKClJsbKxri46OLjUGq9Wq7Oxst81XMDwcAAAAgCflFc/XkCQzeQYAAAD8kFc/xebn52vLli3q2bOn61hAQIB69uypjRs3lvgcq9Uqi8Xidiw0NPSsjow9e/aoQYMGatKkiVJSUnTgwIFS45gxY4aioqJcW8OGDSvwrjyLwgYAAAAAT3IWNsxBAQoIMHk5GgAAAKD8vHq3/NixY7LZbIqJiXE7HhMTo8zMzBKfk5SUpLS0NO3Zs0d2u12rV6/WihUrdPjwYdc5Xbp00cKFC7Vq1SrNmTNH+/bt05VXXqmTJ0+W+JoTJkzQiRMnXNvBgwc99yYrKN9WlHQwYwMAAACAJ+QVFH15imWoAAAA4K+CvB1AeT377LMaMWKEEhMTZTKZlJCQoNTUVLelq3r37u3av/TSS9WlSxc1atRIb7/9tm677bazXtNsNstsNldJ/OVFxwYAAAAAT3J2bFiCyTEAAADgn7z6STY6OlqBgYHKyspyO56VlaXY2NgSn1O3bl29++67ys3N1f79+7Vr1y5FRESoSZMmpf6emjVrqnnz5vrxxx89Gn9VcBU26NgAAAAA4AFnCht0bAAAAMA/efVueUhIiDp06KCMjAzXMbvdroyMDHXt2vWcz7VYLIqLi1NhYaGWL1+uvn37lnpuTk6OfvrpJ9WvX99jsVeVAptDEh0bAAAYXnCw9OCDRVtwsLejAWBgzqWoQilsAABgXOQXMDivL0U1duxYDR06VB07dlTnzp2Vnp6u3NxcpaamSpKGDBmiuLg4zZgxQ5L05Zdf6tChQ2rXrp0OHTqkKVOmyG636+GHH3a95oMPPqg+ffqoUaNG+vXXXzV58mQFBgZq0KBBXnmPFWFlKSoAAKqHkBDp6ae9HQWAasA1PJzCBgAAxkV+AYPzemFjwIABOnr0qB577DFlZmaqXbt2WrVqlWug+IEDBxQQcOamfl5eniZNmqS9e/cqIiJCycnJWrx4sWrWrOk655dfftGgQYP022+/qW7durriiiv0xRdfqG7dulX99ios38ZSVAAAAAA8J6+weCkqvjwFAAAAP+X1woYkjR49WqNHjy7xsTVr1rj93L17d+3YseOcr/fWW295KjSvyy9OOujYAADA4Ox26cCBov2LL5YC+H8/gMpxOp8ZGwAAGB75BQzOJwobKF0+S1EBAFA9nD4tNW5ctJ+TI4WHezceAIaVV5xjWILJMQAAMCzyCxgcn2R9HEtRAQAAAPAka/GMDYaHAwAAwF9xt9zH0bEBAAAAwJOcw8NZigoAAAD+irvlPq7A5pBEYQMAAACAZ+QVOJeiorABAAAA/8Tdch/n6thgKSoAAAAAHnC6uGPDzIwNAAAA+Ck+yfo4K0tRAQAAAPAg11JUQXRsAAAAwD9xt9zH5RcWJR0UNgAAAAB4gnMpqtAQChsAAADwT0HeDgDnlm9jKSoAAKqFoCBp5Mgz+wBQSfIKnR0b5BgAABgW+QUMjqvax+WzFBUAANWD2SzNnu3tKABUA1bnUlQMDwcAwLjIL2Bw3C33YTa7Q3ZH0T4dGwAAAAA84TSFDQAAAPg5OjZ8mLNbQ6JjAwAAw3M4pGPHivajoyWTybvxADAs54wNSzA5BgAAhkV+AYOjsOHDKGwAAFCNnDol1atXtJ+TI4WHezceAIaVR8cGAADGR34Bg+NuuQ+z2ooSDpNJCgqgqgoAAACg4ihsAAAAwN9R2PBhrsHhgQEy0S4GAAAAwAPOLEVFYQMAAAD+icKGD/tzYQMAAAAAPOFMxwZ5BgAAAPwTn2R9WL6tuLDBfA0AAACgzGbPnq34+HhZLBZ16dJFmzZtOuf56enpatGihUJDQ9WwYUPdf//9ysvLcz1us9n06KOPqnHjxgoNDVVCQoIef/xxORyOyn4rlcJV2AiiYwMAAAD+ieHhPqygsChRorABAAAAlM3SpUs1duxYzZ07V126dFF6erqSkpK0e/du1XMO0PyTJUuWaPz48Zo/f74uv/xy/fDDDxo2bJhMJpPS0tIkSTNnztScOXO0aNEitW7dWl999ZVSU1MVFRWle++9t6rfYoXlFXeGh4ZQ2AAAAIB/4o65D8svHh5OYQMAAAAom7S0NI0YMUKpqalq1aqV5s6dq7CwMM2fP7/E8zds2KBu3brplltuUXx8vK677joNGjTIrctjw4YN6tu3r66//nrFx8fr5ptv1nXXXXfeThBfVGCzy2Yv+gIVHRsAAADwV9wx92FWZmwAAFB9BAVJQ4cWbUE01QIXIj8/X1u2bFHPnj1dxwICAtSzZ09t3LixxOdcfvnl2rJli6tIsXfvXn300UdKTk52OycjI0M//PCDJGn79u1at26devfuXWosVqtV2dnZbpsvcC5DJUlmZmwAAGBc5BcwOK5qH+YaHk7HBgAAxmc2SwsXejsKwK8dO3ZMNptNMTExbsdjYmK0a9euEp9zyy236NixY7riiivkcDhUWFiou+66SxMnTnSdM378eGVnZysxMVGBgYGy2Wx64oknlJKSUmosM2bM0NSpUz3zxjzodHFhw2SSzOQZAAAYF/kFDI5Psj7MWdgIpmMDAAAAqBRr1qzR9OnT9eKLL2rr1q1asWKFPvzwQz3++OOuc95++2298cYbWrJkibZu3apFixbpmWee0aJFi0p93QkTJujEiROu7eDBg1Xxds7LWlCUY1iCAmUymbwcDQAAAHBh6NjwYfk2OjYAAKg2HA7p1Kmi/bCwoq9TAyiX6OhoBQYGKisry+14VlaWYmNjS3zOo48+qltvvVW33367JKlNmzbKzc3VHXfcoUceeUQBAQF66KGHNH78eA0cONB1zv79+zVjxgwNHTq0xNc1m80ym80efHee4VyKysIyVAAAGBv5BQyOT7M+rKC4sEGLOAAA1cCpU1JERNHmTEAAlEtISIg6dOigjIwM1zG73a6MjAx17dq1xOecOnVKAQHun7cDA4uGajscjnOeY7fbPRl+lchzdmwEMzgcAABDI7+AwdGx4cPyGR4OAAAAlMvYsWM1dOhQdezYUZ07d1Z6erpyc3OVmpoqSRoyZIji4uI0Y8YMSVKfPn2Ulpam9u3bq0uXLvrxxx/16KOPqk+fPq4CR58+ffTEE0/o4osvVuvWrfX1118rLS1Nw4cP99r7vFB5hc6ODQobAAAA8F8UNnwYw8MBAACA8hkwYICOHj2qxx57TJmZmWrXrp1WrVrlGih+4MABt+6LSZMmyWQyadKkSTp06JDq1q3rKmQ4Pf/883r00Uc1cuRIHTlyRA0aNNCdd96pxx57rMrfX0Wdzi8qbNAVDgAAAH9GYcOHWSlsAAAAAOU2evRojR49usTH1qxZ4/ZzUFCQJk+erMmTJ5f6ejVq1FB6errS09M9GKV3OGdshIbQsQEAAAD/xR1zH+YaHs5SVAAAAAA8IK/4y1OWIAobAAAA8F/cMfdhzqWogunYAAAAAOABzo4NSzA5BgAAAPwXn2Z9GMPDAQAAAHiStYDh4QAAAPB/zNjwYQXFS1Ex2A8AgGogMFC6+eYz+wBQCU5T2AAAoHogv4DBUdjwYfkMDwcAoPqwWKRly7wdBQCDyysonrFBYQMAAGMjv4DBccfchzE8HAAAAIAnMWMDAAAARsCnWR9mpWMDAAAAgAfRsQEAAAAj4I65D3MuRRVMxwYAAMaXmyuZTEVbbq63owFgUK4ZG0EUNgAAMDTyCxgcd8x9GDM2AAAAAHiSlaWoAAAAYAB8mvVhBTYKGwAAAAA8J6+wqLARGkLHBgAAAPwXd8x9mHN4uJnCBgAAAAAPcM3YYCkqAAAA+DHumPsw11JUzNgAAAAA4AF5xUtRmVmKCgAAAH6MT7M+jBkbAAAAADzJNTw8mI4NAAAA+C/umPswK4UNAAAAAB7kWoqKwgYAAAD8WJC3A0DpnDM2glmKCgAA4wsMlJKTz+wDQCWwFndshFLYAADA2MgvYHAUNnwYS1EBAFCNWCzShx96OwoABpfnWoqKHAMAAEMjv4DB8WnWhxXYGB4OAAAAwHPyClmKCgAAAP6Pjg0f5uzYMNOxAQAAfITNZlNBQYG3w0AVCQ4OViBLFxjK6fzijo0g/l4BAED5kQ+gIjyZX1DY8GEsRQUAQDWSmyvVq1e0f+SIFB7u3Xj+wuFwKDMzU8ePH/d2KKhiNWvWVGxsrEwmk7dDQQU5HA7lFbIUFQAA1YKH8wvyAXiKp/ILChs+zDk8nMIGAADVxKlT3o6gVM4kpl69egoLC+MmdzXgcDh06tQpHTlyRJJUv359L0eEisq32eVwFO1bQujYAADA8DyYX5APoKI8nV9Q2PBRdrtDBbairCOYGRsAAMCLbDabK4mpU6eOt8NBFQoNDZUkHTlyRPXq1WNZKj+XV2B37bMUFQAAKCvyAXiKJ/ML7pj7KGe3hkTHBgAA8C7nGrphYWFejgTe4Px7Zy1l/2ctKFqGKsAkBQfyLUsAAFA25APwJE/lF9wx91EFfy5s0LEBAAB8AO3m1RN/78ZxusA5XyOQv1cAAFBufH6AJ3jqOuKOuY9yDg6XKGwAAAAAqDjnUlSWYJahAgAAgH/jjrmPci5FFRxoUkAA1VAAAABfEB8fr/T0dG+HAVyQvOKOjVAKGwAAABeMnMA3UNjwUc6ODbo1AACoJgICpO7di7YA/v9fUSaT6ZzblClTLuh1N2/erDvuuMMjMb755psKDAzUqFGjznps4cKFqlmzZonPM5lMevfdd92OLV++XD169FBUVJQiIiJ06aWXatq0afr99989EiuMwVnYMAfz3xgAAAyP/MKnc4IePXqUGFNhYaEkacWKFbruuutUp04dmUwmbdu27byveerUKU2YMEEJCQmyWCyqW7euunfvrvfee69Csfqq6nlV+wFXYYPB4QAAVA+hodKaNUVbaKi3o/F7hw8fdm3p6emKjIx0O/bggw+6znU4HK4E4nzq1q3rsaGJ8+bN08MPP6w333xTeXl5F/w6jzzyiAYMGKBOnTrp448/1nfffadZs2Zp+/btWrx4sUdihTHkFecYliA6NgAAMDzyC5/PCUaMGOEWz+HDhxUUFCRJys3N1RVXXKGZM2eW+fXuuusurVixQs8//7x27dqlVatW6eabb9Zvv/1W4VhLk5+fX2mvfT7cNfdR1kLnUlT8FQEAAN/icDh0Kr/QK5vD4ShTjLGxsa4tKipKJpPJ9fOuXbtUo0YNffzxx+rQoYPMZrPWrVunn376SX379lVMTIwiIiLUqVMn/ec//3F73b+2nZtMJr366qvq16+fwsLC1KxZM61cufK88e3bt08bNmzQ+PHj1bx5c61YsaJcfwdOmzZt0vTp0zVr1iw9/fTTuvzyyxUfH69rr71Wy5cv19ChQy/odWFMp/Odw8PJMQAAQMV4Kycoaz4g+X5OEBYW5hZjbGys67Fbb71Vjz32mHr27Fnm97ty5UpNnDhRycnJio+PV4cOHXTPPfdo+PDhrnOsVqvGjRunhg0bymw2q2nTppo3b57r8bVr16pz584ym82qX7++xo8f71bw6dGjh0aPHq0xY8YoOjpaSUlJkqTvvvtOvXv3VkREhGJiYnTrrbfq2LFjZY79QgRV6qvjghXY6NgAAAC+6XSBTa0e+8Qrv3vHtCSFhXjmI+z48eP1zDPPqEmTJqpVq5YOHjyo5ORkPfHEEzKbzXrttdfUp08f7d69WxdffHGprzN16lQ99dRTevrpp/X8888rJSVF+/fvV+3atUt9zoIFC3T99dcrKipKgwcP1rx583TLLbeU+z288cYbioiI0MiRI0t8vLTlrFA9WQudhQ06NgAAQMV4KyfwZD4geTcn8LTY2Fh99NFH+sc//qEaNWqUeM6QIUO0ceNGPffcc2rbtq327dvnKkAcOnRIycnJGjZsmF577TXt2rVLI0aMkMVicVu2a9GiRbr77ru1fv16SdLx48f197//Xbfffrv+9a9/6fTp0xo3bpz69++v//73v5X2frlr7qNYigoAgGomN1eqW7doy831djTVwrRp03TttdcqISFBtWvXVtu2bXXnnXfqkksuUbNmzfT4448rISHhvN+2GjZsmAYNGqSmTZtq+vTpysnJ0aZNm0o93263a+HChRo8eLAkaeDAgVq3bp327dtX7vewZ88eNWnSRMHBweV+LqofhocDAFCNkF+UibdyAkl68cUXFRER4doeeOCBCr2Xl19+WRs2bFCdOnXUqVMn3X///a7igyT98MMPevvttzV//nz169dPTZo00TXXXKMBAwa44mnYsKFeeOEFJSYm6sYbb9TUqVM1a9Ys2e121+s0a9ZMTz31lFq0aKEWLVrohRdeUPv27TV9+nQlJiaqffv2mj9/vj777DP98MMPFXpP50LHho/KtzE8HACAaqeSW3U9JTQ4UDumJXntd3tKx44d3X7OycnRlClT9OGHH+rw4cMqLCzU6dOndeDAgXO+zqWXXuraDw8PV2RkpI4cOVLq+atXr1Zubq6Sk5MlSdHR0br22ms1f/58Pf744+V6D+VpxQfyCopnbFDYAACgeqjE/MJbOYGnv6DhrZxAklJSUvTII4+4fq5ot/VVV12lvXv36osvvtCGDRuUkZGhZ599VlOnTtWjjz6qbdu2KTAwUN27dy/x+Tt37lTXrl1lMplcx7p166acnBz98ssvro6VDh06uD1v+/bt+uyzzxQREXHWa/70009q3rx5hd5XaShs+Chnx4aZjg0AAOBjTCaTR9u/vSU8PNzt5wcffFCrV6/WM888o6ZNmyo0NFQ333zzeQfi/bVbwmQyuX2j6a/mzZun33//XaF/GuJot9v1zTffaOrUqQoICFBkZKRyc3Nlt9sVEHDm8+Dx48clSVFRUZKk5s2ba926dSooKKBrA+fl7NgwM2MDAABUEDmBu/LmBFLRZ/qmTZteWODniOPKK6/UlVdeqXHjxun//u//NG3aNI0bN84t/6iIv/6Z5eTkqE+fPiUOOq9fv75HfmdJ+ETro1iKCgAAoGqtX79ew4YNU79+/dSmTRvFxsbq559/9ujv+O233/Tee+/prbfe0rZt21zb119/rT/++EOffvqpJKlFixYqLCzUtm3b3J6/detWSXJ96+mWW25RTk6OXnzxxRJ/n7MQAkhFa2FLdGwAAACUpipygqrUqlUrFRYWKi8vT23atJHdbtfatWtLPLdly5bauHGjW1f4+vXrVaNGDV100UWl/o7LLrtM33//veLj49W0aVO37a9FEE/irrmPci5FFcxSVAAAAFWiWbNmWrFihbZt26bt27frlltuOe+3rMpr8eLFqlOnjvr3769LLrnEtbVt21bJycmaN2+eJKl169a67rrrNHz4cGVkZGjfvn1atWqVRo4cqQEDBiguLk6S1KVLFz388MN64IEH9PDDD2vjxo3av3+/MjIy9M9//lOLFi3yaPzwb66lqIIobAAAAJSkKnKCsvj999+1bds27dixQ5K0e/dubdu2TZmZmaU+p0ePHnrppZe0ZcsW/fzzz/roo480ceJEXX311YqMjFR8fLyGDh2q4cOH691339W+ffu0Zs0avf3225KkkSNH6uDBg7rnnnu0a9cuvffee5o8ebLGjh3r1kX+V6NGjdLvv/+uQYMGafPmzfrpp5/0ySefKDU1VTabzbN/MH/CXXMfZaVjAwAAoEqlpaWpVq1auvzyy9WnTx8lJSXpsssu8+jvcA7q+/O6tU433XSTVq5cqWPFayEvXbpU3bt315133qnWrVvr3nvvVd++ffXqq6+6PW/mzJlasmSJvvzySyUlJal169YaO3asLr30Ug0dOtSj8cO/uYaHh5BjAAAAlKQqcoKyWLlypdq3b6/rr79ekjRw4EC1b99ec+fOLfU5SUlJWrRoka677jq1bNlS99xzj5KSklyFC0maM2eObr75Zo0cOVKJiYkaMWKEcouHy8fFxemjjz7Spk2b1LZtW91111267bbbNGnSpHPG2qBBA61fv142m03XXXed2rRpozFjxqhmzZrnLIhUlMnBxMGzZGdnKyoqSidOnFBkZKRXYnjjy/165J3vdF2rGL08pOP5nwAAAPxbbq7kHLaWkyNVYstueeXl5Wnfvn1q3LixLBaLt8NBFTvX378vfG72F77wZzVhxTd6c9NBPXBtc91zTTOvxAAAAKqIB/ML8gF4kqfyC/+f8GJQzNgAAKCaCQiQOnY8sw8AHuZaiooZGwAAGB/5BQyOwoaPorABAEA1Exoqbd7s7SgAGNjpfOfwcHIMAAAMj/wCBscnWh/lLGyYKWwAAAAA8IC8wqLChpmODQAAAPg57pr7qHxbccdGIH9FAAAAACrONTycwgYAAAD8HHfNfZSzYyOYwgYAANXDqVNSfHzRduqUt6MBYEDM2AAAoBohv4DBMWPDR7k6NliKCgCA6sHhkPbvP7MPAB7m7NhgxgYAANUA+QUMjk+0Porh4QAAAAA86Uxhg44NAAAA+DfumvsoChsAAAAAPMm5FBUzNgAAAODvfOKu+ezZsxUfHy+LxaIuXbpo06ZNpZ5bUFCgadOmKSEhQRaLRW3bttWqVatKPf/JJ5+UyWTSmDFjKiHyysPwcAAAAACelFfIUlQAAAAwBq9/ol26dKnGjh2ryZMna+vWrWrbtq2SkpJ05MiREs+fNGmSXnrpJT3//PPasWOH7rrrLvXr109ff/31Wedu3rxZL730ki699NLKfhse5+zYMNOxAQAA4DU9evTwuy/IAKVxLkVlDqJjAwAAoKzICXyT1++ap6WlacSIEUpNTVWrVq00d+5chYWFaf78+SWev3jxYk2cOFHJyclq0qSJ7r77biUnJ2vWrFlu5+Xk5CglJUWvvPKKatWqVRVvxaOchY1gOjYAAADKrU+fPurVq1eJj33++ecymUz65ptvPPb7Tp8+rdq1ays6OlpWq/Wsx00mk959992zjg8bNkw33nij27Eff/xRqampuuiii2Q2m9W4cWMNGjRIX331lcfiRfXjcDhcS1ExYwMAAFQHVZUTLFy4UCaT6azt1VdflSQdPnxYt9xyi5o3b66AgIAyF0neeecd/e1vf1NUVJRq1Kih1q1bU2D5E6/eNc/Pz9eWLVvUs2dP17GAgAD17NlTGzduLPE5VqtVFovF7VhoaKjWrVvndmzUqFG6/vrr3V67NFarVdnZ2W6bt7mWoqJjAwCA6sFkklq1KtpMJm9H4/duu+02rV69Wr/88stZjy1YsEAdO3b0aFfv8uXL1bp1ayUmJpZYwCirr776Sh06dNAPP/ygl156STt27NA777yjxMREPfDAAx6LF9WPtfiLUxJLUQEAUC2QX1RpThAZGanDhw+7bSkpKZKK7j3XrVtXkyZNUtu2bcv0ehkZGRowYIBuuukmbdq0SVu2bNETTzyhgoICj8RbEpvNJrvdfv4TfYRXP9EeO3ZMNptNMTExbsdjYmKUmZlZ4nOSkpKUlpamPXv2yG63a/Xq1VqxYoUOHz7sOuett97S1q1bNWPGjDLFMWPGDEVFRbm2hg0bXvib8hCGhwMAUM2EhUnff1+0hYV5O5pzczik/FzvbA5HmUK84YYbVLduXS1cuNDteE5OjpYtW6bbbrtNv/32mwYNGqS4uDiFhYWpTZs2evPNNy/oj2TevHkaPHiwBg8erHnz5l3QazgcDg0bNkzNmjXT559/ruuvv14JCQlq166dJk+erPfee++CXheQzixDJdGxAQBAtVDZ+YW3coIy5gNS1eYEJpNJsbGxbltoaKgkKT4+Xs8++6yGDBmiqKioMr3e+++/r27duumhhx5SixYt1Lx5c914442aPXv2Wed16tRJFotF0dHR6tevn+uxP/74Q0OGDFGtWrUUFham3r17a8+ePa7HFy5cqJo1a2rlypVq1aqVzGazDhw4IKvVqgcffFBxcXEKDw9Xly5dtGbNmnL/mVS2IG8HUF7PPvusRowYocTERJlMJiUkJCg1NdW1dNXBgwd13333afXq1Wd1dpRmwoQJGjt2rOvn7Oxsrxc3GB4OAAB8VsEpaXoD7/zuib9KIeHnPS0oKEhDhgzRwoUL9cgjj8hU/C21ZcuWyWazadCgQcrJyVGHDh00btw4RUZG6sMPP9Stt96qhIQEde7cucwh/fTTT9q4caNWrFghh8Oh+++/X/v371ejRo3K9da2bdum77//XkuWLFFAwNmfAWvWrFmu1wP+zLkMVVCAieVuAQBAxXkrJyhjPiBVbU7gabGxsVqyZIm+++47XXLJJSWe8+GHH6pfv3565JFH9Nprryk/P18fffSR6/Fhw4Zpz549WrlypSIjIzVu3DglJydrx44dCg4OliSdOnVKM2fO1Kuvvqo6deqoXr16Gj16tHbs2KG33npLDRo00DvvvKNevXrp22+/VbNmzark/ZeFVz/RRkdHKzAwUFlZWW7Hs7KyFBsbW+Jz6tatq3fffVe5ubnav3+/du3apYiICDVp0kSStGXLFh05ckSXXXaZgoKCFBQUpLVr1+q5555TUFCQbDbbWa9pNpsVGRnptnkbHRsAAAAVM3z4cP30009au3at69iCBQt00003KSoqSnFxcXrwwQfVrl07NWnSRPfcc4969eqlt99+u1y/Z/78+erdu7dq1aql2rVrKykpSQsWLCh3vM5vTyUmJpb7ucD5ODs26NYAAADVSVXlBCdOnFBERIRrK+3edlndc8896tSpk9q0aaP4+HgNHDhQ8+fPd5vn98QTT2jgwIGaOnWqWrZsqbZt22rChAmS5CpovPrqq7ryyivVtm1bvfHGGzp06JDb0rkFBQV68cUXdfnll6tFixY6duyYFixYoGXLlunKK69UQkKCHnzwQV1xxRUXlONUJq92bISEhKhDhw7KyMhwDU202+3KyMjQ6NGjz/lci8WiuLg4FRQUaPny5erfv78k6ZprrtG3337rdm5qaqoSExM1btw4BQb6xwd5ChsAAFQzp05JnToV7W/e7NvLUQWHFX1Tylu/u4wSExN1+eWXa/78+erRo4d+/PFHff7555o2bZqkojVkp0+frrfffluHDh1Sfn6+rFarwsrxZ2+z2bRo0SI9++yzrmODBw/Wgw8+qMcee6zEzovSOMrRVg+U12lXYYP8AgCAaqGy8wtv5QTlyAekqskJJKlGjRraunWr6+fy5AElCQ8P14cffqiffvpJn332mb744gs98MADevbZZ7Vx40aFhYVp27ZtGjFiRInP37lzp4KCgtSlSxfXsTp16qhFixbauXOn61hISIjbnJFvv/1WNptNzZs3d3s9q9WqOnXqVOg9eZrXl6IaO3ashg4dqo4dO6pz585KT09Xbm6uUlNTJUlDhgxRXFyca17Gl19+qUOHDqldu3Y6dOiQpkyZIrvdrocfflhS0UX01/ac8PBw1alTp9S2HV/kXIrKTGEDAIDqweGQduw4s+/LTKYyt39722233aZ77rlHs2fP1oIFC5SQkKDu3btLkp5++mk9++yzSk9PV5s2bRQeHq4xY8YoPz+/zK//ySef6NChQxowYIDbcZvNpoyMDF177bWSij6jnjhx4qznHz9+3LXOrjN52LVrl9q3b39B7xcojbNjwxzkH1/0AgAAFVTZ+QU5gZuAgAA1bdrU47EnJCQoISFBt99+ux555BE1b95cS5cuVWpqqmuGR0WEhoa6luiSiuaPBAYGasuWLWc1CERERFT493mS1++aDxgwQM8884wee+wxtWvXTtu2bdOqVatcA8UPHDjgNhg8Ly9PkyZNUqtWrdSvXz/FxcVp3bp1hltz2Nmxwfq3AAAAF65///4KCAjQkiVL9Nprr2n48OGuD+7r169X3759NXjwYLVt21ZNmjTRDz/8UK7XnzdvngYOHKht27a5bQMHDnQbIt6iRQtt2bLF7bk2m03bt293FTTatWunVq1aadasWbLb7Wf9ruPHj5fz3QNnOGdshIZQ2AAAANVLZecEVSU+Pl5hYWHKzc2VJF166aXKyMgo8dyWLVuqsLBQX375pevYb7/9pt27d6tVq1al/o727dvLZrPpyJEjatq0qdtW0eW1PM3rHRuSNHr06FKXnvrrxPXu3btrh7PaWEa+OLX9fApsLEUFAABQURERERowYIAmTJig7OxsDRs2zPVYs2bN9O9//1sbNmxQrVq1lJaWpqysrHN+0P+zo0eP6v3339fKlSvP6gweMmSI+vXrp99//121a9fW2LFjddtttykxMVHXXnutcnNz9fzzz+uPP/7Q7bffLkkymUxasGCBevbsqSuvvFKPPPKIEhMTlZOTo/fff1+ffvqp29rAQHnkFbIUFQAAqJ4qMycoq23btkkq6og4evSotm3bppCQkFJ/z5QpU3Tq1CklJyerUaNGOn78uJ577jkVFBS4usInT56sa665RgkJCRo4cKAKCwv10Ucfady4cWrWrJn69u2rESNG6KWXXlKNGjU0fvx4xcXFqW/fvqXG2bx5c6WkpGjIkCGaNWuW2rdvr6NHjyojI0OXXnqprr/+eo/+uVQEn2p9lNU5Y4OODQAAgAq57bbb9McffygpKUkNGjRwHZ80aZIuu+wyJSUlqUePHoqNjXXNfSuL1157TeHh4brmmmvOeuyaa65RaGioXn/9dUnSoEGD9Oqrr2r+/Pnq0KGDevXqpczMTP3vf/9zdSpLUufOnfXVV1+padOmGjFihFq2bKn/9//+n77//nulp6df8J8BYHXO2GApKgAAUA1VVk5QVu3bt1f79u21ZcsWLVmyRO3bt1dycnKp53fv3l179+7VkCFDlJiYqN69eyszM1OffvqpWrRoIUnq0aOHli1bppUrV6pdu3b6+9//rk2bNrleY8GCBerQoYNuuOEGde3aVQ6HQx999JGCg4PPGeuCBQs0ZMgQPfDAA2rRooVuvPFGbd68WRdffLFn/jA8xORgSuFZsrOzFRUVpRMnTigyMtIrMbSY9LGshXatG3e1Lqrlw8NDAQCAZ+TmSs41S3NypHDfWa82Ly9P+/btU+PGjWWxWLwdDqrYuf7+feFzs7/w9p/VO1//ovuXbtcVTaP1+u1dzv8EAADg3zyYX5APwJM8lV/QDuCDHA6Ha3g4S1EBAAAAqCjnjA2WogIAAIAR+MSMDbgrtDvk7KMxB9IqDgBAtWAySY0andkHAA/Kcy5FFUx+AQBAtUB+AYOjsOGD8ovna0hScBD/4QEAoFoIC5N+/tnbUQAwqDMdGxQ2AACoFsgvYHD0IfugPxc2GB4OAAAAoKLOdGyQXwAAAMD/8anWBxUUz9cIMElBFDYAAAAAVJCrsBFExwYAAAD8H3fNfZC1kMHhAABUO6dPS506FW2nT3s7GgAGw4wNAACqGfILGBwzNnxQfnHHBstQAQBQjdjt0ldfndkHAA9yztgIDaGwAQBAtUB+AYPjzrkPynd1bJB0AAAAAKi4vMKijg0zXeEAAAAwAD7V+iBnYYOkAwAAAIAnsBQVAAAAjIQ75z7IuRRVcKDJy5EAAADASOLj45Wenu7tMOAFp4uXoqKwAQAAUL0ZJSegsOGDChgeDgAAUGHDhg2TyWRybXXq1FGvXr30zTffeOx3TJkyRe3atSvTeX+OxbklJiZ6LBbgXM50bJBjAACA6oOcwLj4VOuDrDYKGwAAAJ7Qq1cvHT58WIcPH1ZGRoaCgoJ0ww03eCWW1q1bu2JxbuvWrfNKLKh+rMWFjVA6NgAAQDVDTmBM3Dn3QfF1wjX22uYa1Plib4cCAACqUnR00eYvcnNL3/Lyyn7u6dNlO/cCmM1mxcbGKjY2Vu3atdP48eN18OBBHT161HXOwYMH1b9/f9WsWVO1a9dW37599fPPP7seX7NmjTp37qzw8HDVrFlT3bp10/79+7Vw4UJNnTpV27dvd33bauHChaXGEhQU5IrFuUX/6e87Pj5ejz/+uAYNGqTw8HDFxcVp9uzZbq9x4MAB9e3bVxEREYqMjFT//v2VlZXlds7777+vTp06yWKxKDo6Wv369XN7/NSpUxo+fLhq1Kihiy++WC+//PIF/MnC36R0aaR7r2mmJnUjvB0KAACoKlWRX1RlTnCByAmMmRNQ2PBBjaPDde81zZTSpZG3QwEAAFUlPFw6erRoCw/3djRlExFR+nbTTe7n1qtX+rm9e7ufGx9f8nkVlJOTo9dff11NmzZVnTp1JEkFBQVKSkpSjRo19Pnnn2v9+vWKiIhQr169lJ+fr8LCQt14443q3r27vvnmG23cuFF33HGHTCaTBgwYoAceeMDtW1cDBgyoUIxPP/202rZtq6+//lrjx4/Xfffdp9WrV0uS7Ha7+vbtq99//11r167V6tWrtXfvXrff+eGHH6pfv35KTk7W119/rYyMDHXu3Nntd8yaNUsdO3bU119/rZEjR+ruu+/W7t27KxQ3fF//Tg019trmahztJ/99AQAAFVNV+UVV5gQeQE5QxAg5QZC3AwAAAAAqywcffKCI4iQoNzdX9evX1wcffKCAgKLv9yxdulR2u12vvvqqTCaTJGnBggWqWbOm1qxZo44dO+rEiRO64YYblJCQIElq2bKl6/UjIiJc37o6n2+//dYVi9PgwYM1d+5c18/dunXT+PHjJUnNmzfX+vXr9a9//UvXXnutMjIy9O2332rfvn1q2LChJOm1115T69attXnzZnXq1ElPPPGEBg4cqKlTp7pes23btm6/Mzk5WSNHjpQkjRs3Tv/617/02WefqUWLFmX4EwUAAAD8CzmBMXMCChsAAAC4MDk5pT8W+Jd1/I8cKf3cgL80Ef+p5buirr76as2ZM0eS9Mcff+jFF19U7969tWnTJjVq1Ejbt2/Xjz/+qBo1arg9Ly8vTz/99JOuu+46DRs2TElJSbr22mvVs2dP9e/fX/Xr1y93LC1atNDKlSvdjkVGRrr93LVr17N+Tk9PlyTt3LlTDRs2dCUwktSqVSvVrFlTO3fuVKdOnbRt2zaNGDHinHFceumlrn2TyaTY2FgdOdffDwAAAFAacoJyISfwHAobAAAAvuD06TPt1x9/LIWGejeesihPS3tlnXvelwpX06ZNXT+/+uqrioqK0iuvvKL/+7//U05Ojjp06KA33njjrOfWrVtXUtG3te69916tWrVKS5cu1aRJk7R69Wr97W9/K1csISEhbrFUhtAyXDfBwcFuP5tMJtnt9soKCQAAAN5QVfkFOUG5YiEn8BxmbAAAAPgCu11au7Zo87MPlP7EZDIpICBAp4uHE1522WXas2eP6tWrp6ZNm7ptUVFRrue1b99eEyZM0IYNG3TJJZdoyZIlkooSE5vN5rH4vvjii7N+dra5t2zZUgcPHtTBgwddj+/YsUPHjx9Xq1atJBV98yojI8Nj8fir2bNnKz4+XhaLRV26dNGmTZvOeX56erpatGih0NBQNWzYUPfff7/y/jLs8tChQxo8eLDq1Kmj0NBQtWnTRl999VVlvg0AAIALR35RKnICY6CwAQAAAMOyWq3KzMxUZmamdu7cqXvuuUc5OTnq06ePJCklJUXR0dHq27evPv/8c+3bt09r1qzRvffeq19++UX79u3ThAkTtHHjRu3fv1+ffvqp9uzZ40os4uPjtW/fPm3btk3Hjh2T1WotNZbCwkJXLM4tKyvL7Zz169frqaee0g8//KDZs2dr2bJluu+++yRJPXv2VJs2bZSSkqKtW7dq06ZNGjJkiLp3766OHTtKkiZPnqw333xTkydP1s6dO/Xtt99q5syZlfFH67OWLl2qsWPHavLkydq6davatm2rpKSkUlvrlyxZovHjx7v+zObNm6elS5dq4sSJrnP++OMPdevWTcHBwfr444+1Y8cOzZo1S7Vq1aqqtwUAAIALRE5gzJyApagAAABgWKtWrXKtfVujRg0lJiZq2bJl6tGjhyQpLCxM//vf/zRu3Dj94x//0MmTJxUXF6drrrlGkZGROn36tHbt2qVFixbpt99+U/369TVq1CjdeeedkqSbbrpJK1as0NVXX63jx49rwYIFGjZsWImxfP/992etw2s2m906Ax544AF99dVXmjp1qiIjI5WWlqakpCRJRd8se++993TPPffoqquuUkBAgHr16qXnn3/e9fwePXpo2bJlevzxx/Xkk08qMjJSV111laf+OP1CWlqaRowYodTUVEnS3Llz9eGHH2r+/PmuIYx/tmHDBnXr1k233HKLpKLEdNCgQfryyy9d58ycOVMNGzbUggULXMcaN258zjisVqtbUpudnV2h9wUAAIALQ05gzJzA5HA4HN4OwtdkZ2crKipKJ06cOGt4CwAAQKXIzZUiIor2c3I8uqZsReXl5Wnfvn1q3LixLBaLt8MxrPj4eI0ZM0ZjxozxdihuzvX372ufm/Pz8xUWFqZ///vfuvHGG13Hhw4dquPHj+u999476zlLlizRyJEj9emnn6pz587au3evrr/+et16662uro1WrVopKSlJv/zyi9auXau4uDiNHDnynEMZp0yZoqlTp5513Ff+rAAAgMF5ML8gH6g6vpoTeJKn8guWogIAAABgCMeOHZPNZlNMTIzb8ZiYGGVmZpb4nFtuuUXTpk3TFVdcoeDgYCUkJKhHjx5uS1Ht3btXc+bMUbNmzfTJJ5/o7rvv1r333qtFixaVGsuECRN04sQJ1/bndZABAAAAVAyFDQAAAADV1po1azR9+nS9+OKL2rp1q1asWKEPP/xQjz/+uOscu92uyy67TNOnT1f79u11xx13aMSIEZo7d26pr2s2mxUZGem2AQAAAPAMZmwAAAD4irAwb0cAL/r555+9HYLfi46OVmBg4FkDGLOyshQbG1vicx599FHdeuutuv322yVJbdq0UW5uru644w498sgjCggIUP369dWqVSu357Vs2VLLly+vnDcCAADgCeQXfoecoOzo2AAAAPAF4eFF6+Dm5vrUfA3An4SEhKhDhw7KyMhwHbPb7crIyFDXrl1LfM6pU6cUEOCeFgUGBkqSnOMIu3Xrpt27d7ud88MPP6hRo0aeDB8AAMBzyC9gcHRsAAAAoEycN3lRvfjb3/vYsWM1dOhQdezYUZ07d1Z6erpyc3OVmpoqSRoyZIji4uI0Y8YMSVKfPn2Ulpam9u3bq0uXLvrxxx/16KOPqk+fPq4Cx/3336/LL79c06dPV//+/bVp0ya9/PLLevnll732PgEAAKqav30uhG/y1HVEYQMAAADnFBwcLKnom+2hoaFejgZV7dSpU5LOXAe+bsCAATp69Kgee+wxZWZmql27dlq1apVroPiBAwfcOjQmTZokk8mkSZMm6dChQ6pbt6769OmjJ554wnVOp06d9M4772jChAmaNm2aGjdurPT0dKWkpFT5+wMAAKhq5APwJE/lFyYHpbazZGdnKyoqSidOnGDIHwAAqBp5edJNNxXtL18uWSzejecvDh8+rOPHj6tevXoKCwuTyWTydkioZA6HQ6dOndKRI0dUs2ZN1a9f/6xz+NxcdvxZAQCAKuXh/IJ8ABXl6fyCjg0AAABfYLNJH310Zt/HOAcvHzlyxMuRoKrVrFmz1MHbAAAA8FEezi/IB+ApnsovKGwAAADgvEwmk+rXr6969eqpoKDA2+GgigQHB7vmTAAAAKD6Ih+AJ3gyv6CwAQAAgDILDAzkRjcAAABQTZEPwFcEnP8UAAAAAAAAAAAA30BhAwAAAAAAAAAA+A0KGwAAAAAAAAAAwG8wY6MEDodDkpSdne3lSAAAQLWRm3tmPztbstm8FwtQRnxeLjtyDAAAUKXIL+CHnJ+VnZ+dz4XCRglOnjwpSWrYsKGXIwEAANVSgwbejgCAh5FjAAAAryG/gJ85efKkoqKiznmOyVGW8kc1Y7fb9euvv6pGjRoymUyV9nuys7PVsGFDHTx4UJGRkZX2e2AMXC8oD64XlAfXC8qLawZOzlQiMjKyUj83G0FV5Bj8u4ny4HpBeXHNoDy4XlAeXC9wcjgcOnnypBo0aKCAgHNP0aBjowQBAQG66KKLquz3RUZG8i8tyozrBeXB9YLy4HpBeXHNAGVXlTkG/26iPLheUF5cMygPrheUB9cLJJ23U8OJ4eEAAAAAAAAAAMBvUNgAAAAAAAAAAAB+g8KGF5nNZk2ePFlms9nbocAPcL2gPLheUB5cLygvrhnAN/HvJsqD6wXlxTWD8uB6QXlwveBCMDwcAAAAAAAAAAD4DTo2AAAAAAAAAACA36CwAQAAAAAAAAAA/AaFDQAAAAAAAAAA4DcobAAAAAAAAAAAAL9BYcNLZs+erfj4eFksFnXp0kWbNm3ydkjwATNmzFCnTp1Uo0YN1atXTzfeeKN2797tdk5eXp5GjRqlOnXqKCIiQjfddJOysrK8FDF8yZNPPimTyaQxY8a4jnG94K8OHTqkwYMHq06dOgoNDVWbNm301VdfuR53OBx67LHHVL9+fYWGhqpnz57as2ePFyOGt9hsNj366KNq3LixQkNDlZCQoMcff1wOh8N1DtcL4FvIMVAScgxUBDkGzof8AmVFfgFPo7DhBUuXLtXYsWM1efJkbd26VW3btlVSUpKOHDni7dDgZWvXrtWoUaP0xRdfaPXq1SooKNB1112n3Nxc1zn333+/3n//fS1btkxr167Vr7/+qn/84x9ejBq+YPPmzXrppZd06aWXuh3nesGf/fHHH+rWrZuCg4P18ccfa8eOHZo1a5Zq1arlOuepp57Sc889p7lz5+rLL79UeHi4kpKSlJeX58XI4Q0zZ87UnDlz9MILL2jnzp2aOXOmnnrqKT3//POuc7heAN9BjoHSkGPgQpFj4HzIL1Ae5BfwOAeqXOfOnR2jRo1y/Wyz2RwNGjRwzJgxw4tRwRcdOXLEIcmxdu1ah8PhcBw/ftwRHBzsWLZsmeucnTt3OiQ5Nm7c6K0w4WUnT550NGvWzLF69WpH9+7dHffdd5/D4eB6wdnGjRvnuOKKK0p93G63O2JjYx1PP/2069jx48cdZrPZ8eabb1ZFiPAh119/vWP48OFux/7xj384UlJSHA4H1wvga8gxUFbkGCgLcgyUBfkFyoP8Ap5Gx0YVy8/P15YtW9SzZ0/XsYCAAPXs2VMbN270YmTwRSdOnJAk1a5dW5K0ZcsWFRQUuF0/iYmJuvjii7l+qrFRo0bp+uuvd7suJK4XnG3lypXq2LGj/vnPf6pevXpq3769XnnlFdfj+/btU2Zmpts1ExUVpS5dunDNVEOXX365MjIy9MMPP0iStm/frnXr1ql3796SuF4AX0KOgfIgx0BZkGOgLMgvUB7kF/C0IG8HUN0cO3ZMNptNMTExbsdjYmK0a9cuL0UFX2S32zVmzBh169ZNl1xyiSQpMzNTISEhqlmzptu5MTExyszM9EKU8La33npLW7du1ebNm896jOsFf7V3717NmTNHY8eO1cSJE7V582bde++9CgkJ0dChQ13XRUn/j+KaqX7Gjx+v7OxsJSYmKjAwUDabTU888YRSUlIkiesF8CHkGCgrcgyUBTkGyor8AuVBfgFPo7AB+KhRo0bpu+++07p167wdCnzUwYMHdd9992n16tWyWCzeDgd+wG63q2PHjpo+fbokqX379vruu+80d+5cDR061MvRwde8/fbbeuONN7RkyRK1bt1a27Zt05gxY9SgQQOuFwDwU+QYOB9yDJQH+QXKg/wCnsZSVFUsOjpagYGBysrKcjuelZWl2NhYL0UFXzN69Gh98MEH+uyzz3TRRRe5jsfGxio/P1/Hjx93O5/rp3rasmWLjhw5ossuu0xBQUEKCgrS2rVr9dxzzykoKEgxMTFcL3BTv359tWrVyu1Yy5YtdeDAAUlyXRf8PwqS9NBDD2n8+PEaOHCg2rRpo1tvvVX333+/ZsyYIYnrBfAl5BgoC3IMlAU5BsqD/ALlQX4BT6OwUcVCQkLUoUMHZWRkuI7Z7XZlZGSoa9euXowMvsDhcGj06NF655139N///leNGzd2e7xDhw4KDg52u352796tAwcOcP1UQ9dcc42+/fZbbdu2zbV17NhRKSkprn2uF/xZt27dtHv3brdjP/zwgxo1aiRJaty4sWJjY92umezsbH355ZdcM9XQqVOnFBDg/lExMDBQdrtdEtcL4EvIMXAu5BgoD3IMlAf5BcqD/AIe5+3p5dXRW2+95TCbzY6FCxc6duzY4bjjjjscNWvWdGRmZno7NHjZ3Xff7YiKinKsWbPGcfjwYdd26tQp1zl33XWX4+KLL3b897//dXz11VeOrl27Orp27erFqOFLunfv7rjvvvtcP3O94M82bdrkCAoKcjzxxBOOPXv2ON544w1HWFiY4/XXX3ed8+STTzpq1qzpeO+99xzffPONo2/fvo7GjRs7Tp8+7cXI4Q1Dhw51xMXFOT744APHvn37HCtWrHBER0c7Hn74Ydc5XC+A7yDHQGnIMVBR5BgoDfkFyoP8Ap5GYcNLnn/+ecfFF1/sCAkJcXTu3NnxxRdfeDsk+ABJJW4LFixwnXP69GnHyJEjHbVq1XKEhYU5+vXr5zh8+LD3goZP+WvSwfWCv3r//fcdl1xyicNsNjsSExMdL7/8stvjdrvd8eijjzpiYmIcZrPZcc011zh2797tpWjhTdnZ2Y777rvPcfHFFzssFoujSZMmjkceecRhtVpd53C9AL6FHAMlIcdARZFj4FzIL1BW5BfwNJPD4XB4p1cEAAAAAAAAAACgfJixAQAAAAAAAAAA/AaFDQAAAAAAAAAA4DcobAAAAAAAAAAAAL9BYQMAAAAAAAAAAPgNChsAAAAAAAAAAMBvUNgAAAAAAAAAAAB+g8IGAAAAAAAAAADwGxQ2AAAAAAAAAACA36CwAQAwNJPJpHfffdfbYQAAAAAwAPILAPANFDYAAJVm2LBhMplMZ229evXydmgAAAAA/Az5BQDAKcjbAQAAjK1Xr15asGCB2zGz2eylaAAAAAD4M/ILAIBExwYAoJKZzWbFxsa6bbVq1ZJU1MY9Z84c9e7dW6GhoWrSpIn+/e9/uz3/22+/1d///neFhoaqTp06uuOOO5STk+N2zvz589W6dWuZzWbVr19fo0ePdnv82LFj6tevn8LCwtSsWTOtXLmyct80AAAAgEpBfgEAkChsAAC87NFHH9VNN92k7du3KyUlRQMHDtTOnTslSbm5uUpKSlKtWrW0efNmLVu2TP/5z3/cEos5c+Zo1KhRuuOOO/Ttt99q5cqVatq0qdvvmDp1qvr3769vvvlGycnJSklJ0e+//16l7xMAAABA5SO/AIDqweRwOBzeDgIAYEzDhg3T66+/LovF4nZ84sSJmjhxokwmk+666y7NmTPH9djf/vY3XXbZZXrxxRf1yiuvaNy4cTp48KDCw8MlSR999JH69OmjX3/9VTExMYqLi1Nqaqr+7//+r8QYTCaTJk2apMcff1xSUTITERGhjz/+mLV4AQAAAD9CfgEAcGLGBgCgUl199dVuiYUk1a5d27XftWtXt8e6du2qbdu2SZJ27typtm3bupIOSerWrZvsdrt2794tk8mkX3/9Vddcc805Y7j00ktd++Hh4YqMjNSRI0cu9C0BAAAA8BLyCwCARGEDAFDJwsPDz2rd9pTQ0NAynRccHOz2s8lkkt1ur4yQAAAAAFQi8gsAgMSMDQCAl33xxRdn/dyyZUtJUsuWLbV9+3bl5ua6Hl+/fr0CAgLUokUL1ahRQ/Hx8crIyKjSmAEAAAD4JvILAKge6NgAAFQqq9WqzMxMt2NBQUGKjo6WJC1btkwdO3bUFVdcoTfeeEObNm3SvHnzJEkpKSmaPHmyhg4dqilTpujo0aO65557dOuttyomJkaSNGXKFN11112qV6+eevfurZMnT2r9+vW65557qvaNAgAAAKh05BcAAInCBgCgkq1atUr169d3O9aiRQvt2rVLkjR16lS99dZbGjlypOrXr68333xTrVq1kiSFhYXpk08+0X333adOnTopLCxMN910k9LS0lyvNXToUOXl5elf//qXHnzwQUVHR+vmm2+uujcIAAAAoMqQXwAAJMnkcDgc3g4CAFA9mUwmvfPOO7rxxhu9HQoAAAAAP0d+AQDVBzM2AAAAAAAAAACA36CwAQAAAAAAAAAA/AZLUQEAAAAAAAAAAL9BxwYAAAAAAAAAAPAbFDYAAAAAAAAAAIDfoLABAAAAAAAAAAD8BoUNAAAAAAAAAADgNyhsAAAAAAAAAAAAv0FhAwAAAAAAAAAA+A0KGwAAAAAAAAAAwG9Q2AAAAAAAAAAAAH7j/wP8szHTlu4i0AAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/PiT_metrics.csv\n", "Training completed at epoch 74 with best validation loss of 0.0915\n", "PiT training time: 7h 2m 6s\n" ] } ], "source": [ "# ============================ Train PiT Model ============================ #\n", "start_time_pit = time.perf_counter() # Start timing for PiT model\n", "\n", "print(f'\\n=== Training PiT ===')\n", "model_name = 'PiT'\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='last_n_blocks', last_n=6)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_pit = time.perf_counter()\n", "print(f\"PiT training time: {format_time(end_time_pit - start_time_pit)}\")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Training MLP-Mixer ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 09:49:25,197 INFO:Loading pretrained weights from Hugging Face hub (timm/mixer_b16_224.goog_in21k_ft_in1k)\n", "2025-01-16 09:49:25,484 INFO:[timm/mixer_b16_224.goog_in21k_ft_in1k] Safe alternative available for 'pytorch_model.bin' (as 'model.safetensors'). Loading weights using safetensors.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Model wrapped in DataParallel with device_ids [0, 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [1/100]\n", "Train Loss: 0.2621, Train Acc: 87.07%, Train AUC: 0.9559, Train F1: 0.8718\n", "Val Loss: 0.1256, Val Acc: 95.70%, Val AUC: 0.9894, Val F1: 0.9571\n", "Best model saved at epoch 1 with Val Loss: 0.1256\n", "Epoch 1 time: 4m 22.32s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [2/100]\n", "Train Loss: 0.1749, Train Acc: 92.12%, Train AUC: 0.9812, Train F1: 0.9216\n", "Val Loss: 0.1423, Val Acc: 95.50%, Val AUC: 0.9914, Val F1: 0.9545\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 2 time: 4m 54.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [3/100]\n", "Train Loss: 0.1515, Train Acc: 93.19%, Train AUC: 0.9859, Train F1: 0.9321\n", "Val Loss: 0.0777, Val Acc: 97.40%, Val AUC: 0.9962, Val F1: 0.9740\n", "Best model saved at epoch 3 with Val Loss: 0.0777\n", "Epoch 3 time: 4m 43.16s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [4/100]\n", "Train Loss: 0.1379, Train Acc: 93.95%, Train AUC: 0.9884, Train F1: 0.9396\n", "Val Loss: 0.0828, Val Acc: 96.90%, Val AUC: 0.9952, Val F1: 0.9691\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 4 time: 4m 38.12s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [5/100]\n", "Train Loss: 0.1264, Train Acc: 94.58%, Train AUC: 0.9903, Train F1: 0.9458\n", "Val Loss: 0.0707, Val Acc: 97.50%, Val AUC: 0.9963, Val F1: 0.9749\n", "Best model saved at epoch 5 with Val Loss: 0.0707\n", "Epoch 5 time: 4m 52.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [6/100]\n", "Train Loss: 0.1213, Train Acc: 94.82%, Train AUC: 0.9910, Train F1: 0.9482\n", "Val Loss: 0.1052, Val Acc: 95.90%, Val AUC: 0.9964, Val F1: 0.9602\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 6 time: 4m 45.49s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [7/100]\n", "Train Loss: 0.1160, Train Acc: 94.99%, Train AUC: 0.9918, Train F1: 0.9499\n", "Val Loss: 0.0746, Val Acc: 97.40%, Val AUC: 0.9963, Val F1: 0.9741\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 7 time: 4m 40.62s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [8/100]\n", "Train Loss: 0.1113, Train Acc: 95.25%, Train AUC: 0.9925, Train F1: 0.9525\n", "Val Loss: 0.0688, Val Acc: 97.50%, Val AUC: 0.9970, Val F1: 0.9754\n", "Best model saved at epoch 8 with Val Loss: 0.0688\n", "Epoch 8 time: 4m 46.95s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [9/100]\n", "Train Loss: 0.1083, Train Acc: 95.36%, Train AUC: 0.9928, Train F1: 0.9536\n", "Val Loss: 0.0781, Val Acc: 97.00%, Val AUC: 0.9966, Val F1: 0.9706\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 9 time: 5m 5.93s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [10/100]\n", "Train Loss: 0.1037, Train Acc: 95.57%, Train AUC: 0.9934, Train F1: 0.9557\n", "Val Loss: 0.0795, Val Acc: 97.30%, Val AUC: 0.9970, Val F1: 0.9727\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 10 time: 4m 50.25s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [11/100]\n", "Train Loss: 0.1018, Train Acc: 95.73%, Train AUC: 0.9937, Train F1: 0.9574\n", "Val Loss: 0.0772, Val Acc: 96.90%, Val AUC: 0.9972, Val F1: 0.9697\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 11 time: 4m 41.52s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [12/100]\n", "Train Loss: 0.1005, Train Acc: 95.76%, Train AUC: 0.9938, Train F1: 0.9576\n", "Val Loss: 0.0701, Val Acc: 97.00%, Val AUC: 0.9980, Val F1: 0.9706\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 12 time: 4m 52.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [13/100]\n", "Train Loss: 0.0967, Train Acc: 95.97%, Train AUC: 0.9943, Train F1: 0.9597\n", "Val Loss: 0.0947, Val Acc: 96.40%, Val AUC: 0.9970, Val F1: 0.9650\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 13 time: 4m 48.72s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [14/100]\n", "Train Loss: 0.0957, Train Acc: 95.95%, Train AUC: 0.9944, Train F1: 0.9595\n", "Val Loss: 0.0537, Val Acc: 98.20%, Val AUC: 0.9983, Val F1: 0.9819\n", "Best model saved at epoch 14 with Val Loss: 0.0537\n", "Epoch 14 time: 4m 52.51s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [15/100]\n", "Train Loss: 0.0898, Train Acc: 96.26%, Train AUC: 0.9951, Train F1: 0.9626\n", "Val Loss: 0.0708, Val Acc: 97.20%, Val AUC: 0.9978, Val F1: 0.9724\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 15 time: 4m 53.56s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [16/100]\n", "Train Loss: 0.0913, Train Acc: 96.30%, Train AUC: 0.9949, Train F1: 0.9630\n", "Val Loss: 0.0628, Val Acc: 97.90%, Val AUC: 0.9980, Val F1: 0.9791\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 16 time: 4m 38.15s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [17/100]\n", "Train Loss: 0.0898, Train Acc: 96.19%, Train AUC: 0.9951, Train F1: 0.9620\n", "Val Loss: 0.0587, Val Acc: 97.80%, Val AUC: 0.9987, Val F1: 0.9782\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 17 time: 4m 58.79s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [18/100]\n", "Train Loss: 0.0892, Train Acc: 96.29%, Train AUC: 0.9952, Train F1: 0.9630\n", "Val Loss: 0.0479, Val Acc: 98.10%, Val AUC: 0.9980, Val F1: 0.9811\n", "Best model saved at epoch 18 with Val Loss: 0.0479\n", "Epoch 18 time: 4m 51.92s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [19/100]\n", "Train Loss: 0.0869, Train Acc: 96.37%, Train AUC: 0.9954, Train F1: 0.9637\n", "Val Loss: 0.0569, Val Acc: 98.10%, Val AUC: 0.9986, Val F1: 0.9812\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 19 time: 4m 35.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [20/100]\n", "Train Loss: 0.0846, Train Acc: 96.45%, Train AUC: 0.9956, Train F1: 0.9645\n", "Val Loss: 0.0567, Val Acc: 97.90%, Val AUC: 0.9986, Val F1: 0.9792\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 20 time: 4m 30.83s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [21/100]\n", "Train Loss: 0.0827, Train Acc: 96.53%, Train AUC: 0.9958, Train F1: 0.9653\n", "Val Loss: 0.1792, Val Acc: 93.60%, Val AUC: 0.9963, Val F1: 0.9397\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 21 time: 4m 48.82s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [22/100]\n", "Train Loss: 0.0820, Train Acc: 96.57%, Train AUC: 0.9959, Train F1: 0.9657\n", "Val Loss: 0.0474, Val Acc: 98.30%, Val AUC: 0.9990, Val F1: 0.9831\n", "Best model saved at epoch 22 with Val Loss: 0.0474\n", "Epoch 22 time: 5m 9.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [23/100]\n", "Train Loss: 0.0822, Train Acc: 96.53%, Train AUC: 0.9959, Train F1: 0.9653\n", "Val Loss: 0.0628, Val Acc: 97.70%, Val AUC: 0.9978, Val F1: 0.9773\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 23 time: 5m 3.42s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [24/100]\n", "Train Loss: 0.0815, Train Acc: 96.60%, Train AUC: 0.9960, Train F1: 0.9661\n", "Val Loss: 0.0394, Val Acc: 98.40%, Val AUC: 0.9990, Val F1: 0.9840\n", "Best model saved at epoch 24 with Val Loss: 0.0394\n", "Epoch 24 time: 4m 42.90s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [25/100]\n", "Train Loss: 0.0799, Train Acc: 96.69%, Train AUC: 0.9961, Train F1: 0.9670\n", "Val Loss: 0.0462, Val Acc: 98.00%, Val AUC: 0.9988, Val F1: 0.9801\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 25 time: 4m 48.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [26/100]\n", "Train Loss: 0.0780, Train Acc: 96.79%, Train AUC: 0.9963, Train F1: 0.9679\n", "Val Loss: 0.0506, Val Acc: 98.30%, Val AUC: 0.9985, Val F1: 0.9830\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 26 time: 4m 39.99s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [27/100]\n", "Train Loss: 0.0787, Train Acc: 96.67%, Train AUC: 0.9962, Train F1: 0.9668\n", "Val Loss: 0.1007, Val Acc: 96.60%, Val AUC: 0.9972, Val F1: 0.9670\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 27 time: 4m 38.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [28/100]\n", "Train Loss: 0.0766, Train Acc: 96.84%, Train AUC: 0.9964, Train F1: 0.9685\n", "Val Loss: 0.0563, Val Acc: 97.80%, Val AUC: 0.9987, Val F1: 0.9783\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 28 time: 4m 36.35s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [29/100]\n", "Train Loss: 0.0734, Train Acc: 96.98%, Train AUC: 0.9967, Train F1: 0.9698\n", "Val Loss: 0.0726, Val Acc: 97.30%, Val AUC: 0.9977, Val F1: 0.9735\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 29 time: 4m 23.19s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [30/100]\n", "Train Loss: 0.0758, Train Acc: 96.84%, Train AUC: 0.9965, Train F1: 0.9684\n", "Val Loss: 0.0340, Val Acc: 98.50%, Val AUC: 0.9994, Val F1: 0.9850\n", "Best model saved at epoch 30 with Val Loss: 0.0340\n", "Epoch 30 time: 4m 45.03s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [31/100]\n", "Train Loss: 0.0750, Train Acc: 96.85%, Train AUC: 0.9966, Train F1: 0.9685\n", "Val Loss: 0.0423, Val Acc: 98.70%, Val AUC: 0.9990, Val F1: 0.9870\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 31 time: 4m 31.94s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [32/100]\n", "Train Loss: 0.0727, Train Acc: 97.02%, Train AUC: 0.9968, Train F1: 0.9703\n", "Val Loss: 0.0547, Val Acc: 97.80%, Val AUC: 0.9990, Val F1: 0.9783\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 32 time: 4m 37.75s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [33/100]\n", "Train Loss: 0.0718, Train Acc: 96.99%, Train AUC: 0.9969, Train F1: 0.9699\n", "Val Loss: 0.0417, Val Acc: 98.60%, Val AUC: 0.9993, Val F1: 0.9861\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 33 time: 4m 32.93s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [34/100]\n", "Train Loss: 0.0717, Train Acc: 96.97%, Train AUC: 0.9969, Train F1: 0.9697\n", "Val Loss: 0.0436, Val Acc: 98.20%, Val AUC: 0.9982, Val F1: 0.9820\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 34 time: 4m 40.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [35/100]\n", "Train Loss: 0.0721, Train Acc: 96.99%, Train AUC: 0.9968, Train F1: 0.9699\n", "Val Loss: 0.0579, Val Acc: 97.90%, Val AUC: 0.9974, Val F1: 0.9791\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 35 time: 4m 33.26s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [36/100]\n", "Train Loss: 0.0706, Train Acc: 97.05%, Train AUC: 0.9969, Train F1: 0.9705\n", "Val Loss: 0.0589, Val Acc: 97.60%, Val AUC: 0.9990, Val F1: 0.9757\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 36 time: 4m 28.66s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [37/100]\n", "Train Loss: 0.0612, Train Acc: 97.44%, Train AUC: 0.9977, Train F1: 0.9745\n", "Val Loss: 0.0368, Val Acc: 98.90%, Val AUC: 0.9985, Val F1: 0.9891\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 37 time: 4m 51.44s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [38/100]\n", "Train Loss: 0.0570, Train Acc: 97.66%, Train AUC: 0.9980, Train F1: 0.9766\n", "Val Loss: 0.0314, Val Acc: 98.70%, Val AUC: 0.9995, Val F1: 0.9870\n", "Best model saved at epoch 38 with Val Loss: 0.0314\n", "Epoch 38 time: 4m 53.65s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [39/100]\n", "Train Loss: 0.0560, Train Acc: 97.71%, Train AUC: 0.9981, Train F1: 0.9771\n", "Val Loss: 0.0284, Val Acc: 98.80%, Val AUC: 0.9996, Val F1: 0.9880\n", "Best model saved at epoch 39 with Val Loss: 0.0284\n", "Epoch 39 time: 5m 0.09s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [40/100]\n", "Train Loss: 0.0556, Train Acc: 97.68%, Train AUC: 0.9981, Train F1: 0.9768\n", "Val Loss: 0.0296, Val Acc: 98.80%, Val AUC: 0.9995, Val F1: 0.9880\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 40 time: 4m 33.28s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [41/100]\n", "Train Loss: 0.0544, Train Acc: 97.74%, Train AUC: 0.9982, Train F1: 0.9774\n", "Val Loss: 0.0351, Val Acc: 98.80%, Val AUC: 0.9995, Val F1: 0.9881\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 41 time: 4m 49.46s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [42/100]\n", "Train Loss: 0.0540, Train Acc: 97.72%, Train AUC: 0.9982, Train F1: 0.9773\n", "Val Loss: 0.0282, Val Acc: 98.70%, Val AUC: 0.9996, Val F1: 0.9870\n", "Best model saved at epoch 42 with Val Loss: 0.0282\n", "Epoch 42 time: 4m 54.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [43/100]\n", "Train Loss: 0.0529, Train Acc: 97.81%, Train AUC: 0.9983, Train F1: 0.9781\n", "Val Loss: 0.0301, Val Acc: 98.80%, Val AUC: 0.9996, Val F1: 0.9880\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 43 time: 4m 44.60s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [44/100]\n", "Train Loss: 0.0530, Train Acc: 97.86%, Train AUC: 0.9983, Train F1: 0.9786\n", "Val Loss: 0.0250, Val Acc: 98.90%, Val AUC: 0.9997, Val F1: 0.9891\n", "Best model saved at epoch 44 with Val Loss: 0.0250\n", "Epoch 44 time: 4m 29.36s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [45/100]\n", "Train Loss: 0.0514, Train Acc: 97.94%, Train AUC: 0.9984, Train F1: 0.9794\n", "Val Loss: 0.0349, Val Acc: 98.90%, Val AUC: 0.9995, Val F1: 0.9891\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 45 time: 4m 44.31s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [46/100]\n", "Train Loss: 0.0524, Train Acc: 97.87%, Train AUC: 0.9983, Train F1: 0.9787\n", "Val Loss: 0.0269, Val Acc: 98.90%, Val AUC: 0.9996, Val F1: 0.9890\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 46 time: 4m 32.00s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [47/100]\n", "Train Loss: 0.0502, Train Acc: 97.91%, Train AUC: 0.9985, Train F1: 0.9791\n", "Val Loss: 0.0280, Val Acc: 99.00%, Val AUC: 0.9996, Val F1: 0.9901\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 47 time: 4m 46.27s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [48/100]\n", "Train Loss: 0.0518, Train Acc: 97.81%, Train AUC: 0.9984, Train F1: 0.9781\n", "Val Loss: 0.0308, Val Acc: 98.50%, Val AUC: 0.9995, Val F1: 0.9850\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 48 time: 4m 58.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [49/100]\n", "Train Loss: 0.0496, Train Acc: 97.96%, Train AUC: 0.9985, Train F1: 0.9796\n", "Val Loss: 0.0241, Val Acc: 99.00%, Val AUC: 0.9997, Val F1: 0.9900\n", "Best model saved at epoch 49 with Val Loss: 0.0241\n", "Epoch 49 time: 4m 34.41s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [50/100]\n", "Train Loss: 0.0511, Train Acc: 97.88%, Train AUC: 0.9984, Train F1: 0.9789\n", "Val Loss: 0.0261, Val Acc: 98.70%, Val AUC: 0.9996, Val F1: 0.9870\n", "No improvement in validation loss for 1 epochs.\n", "Epoch 50 time: 4m 59.84s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [51/100]\n", "Train Loss: 0.0504, Train Acc: 97.92%, Train AUC: 0.9984, Train F1: 0.9792\n", "Val Loss: 0.0318, Val Acc: 98.50%, Val AUC: 0.9995, Val F1: 0.9850\n", "No improvement in validation loss for 2 epochs.\n", "Epoch 51 time: 4m 54.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [52/100]\n", "Train Loss: 0.0501, Train Acc: 97.91%, Train AUC: 0.9985, Train F1: 0.9791\n", "Val Loss: 0.0274, Val Acc: 98.50%, Val AUC: 0.9996, Val F1: 0.9850\n", "No improvement in validation loss for 3 epochs.\n", "Epoch 52 time: 5m 10.58s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [53/100]\n", "Train Loss: 0.0500, Train Acc: 97.96%, Train AUC: 0.9985, Train F1: 0.9796\n", "Val Loss: 0.0279, Val Acc: 98.90%, Val AUC: 0.9996, Val F1: 0.9891\n", "No improvement in validation loss for 4 epochs.\n", "Epoch 53 time: 4m 53.05s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [54/100]\n", "Train Loss: 0.0502, Train Acc: 97.89%, Train AUC: 0.9985, Train F1: 0.9789\n", "Val Loss: 0.0315, Val Acc: 98.90%, Val AUC: 0.9996, Val F1: 0.9891\n", "No improvement in validation loss for 5 epochs.\n", "Epoch 54 time: 4m 55.80s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [55/100]\n", "Train Loss: 0.0492, Train Acc: 97.94%, Train AUC: 0.9985, Train F1: 0.9794\n", "Val Loss: 0.0266, Val Acc: 98.80%, Val AUC: 0.9996, Val F1: 0.9880\n", "No improvement in validation loss for 6 epochs.\n", "Epoch 55 time: 4m 45.77s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [56/100]\n", "Train Loss: 0.0484, Train Acc: 98.00%, Train AUC: 0.9986, Train F1: 0.9800\n", "Val Loss: 0.0274, Val Acc: 98.90%, Val AUC: 0.9996, Val F1: 0.9891\n", "No improvement in validation loss for 7 epochs.\n", "Epoch 56 time: 4m 34.07s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [57/100]\n", "Train Loss: 0.0488, Train Acc: 97.95%, Train AUC: 0.9985, Train F1: 0.9795\n", "Val Loss: 0.0287, Val Acc: 98.90%, Val AUC: 0.9996, Val F1: 0.9891\n", "No improvement in validation loss for 8 epochs.\n", "Epoch 57 time: 4m 47.40s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [58/100]\n", "Train Loss: 0.0475, Train Acc: 98.03%, Train AUC: 0.9986, Train F1: 0.9803\n", "Val Loss: 0.0278, Val Acc: 98.90%, Val AUC: 0.9996, Val F1: 0.9891\n", "No improvement in validation loss for 9 epochs.\n", "Epoch 58 time: 5m 1.54s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [59/100]\n", "Train Loss: 0.0492, Train Acc: 97.99%, Train AUC: 0.9985, Train F1: 0.9799\n", "Val Loss: 0.0282, Val Acc: 98.80%, Val AUC: 0.9996, Val F1: 0.9881\n", "No improvement in validation loss for 10 epochs.\n", "Epoch 59 time: 4m 36.55s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [60/100]\n", "Train Loss: 0.0465, Train Acc: 98.09%, Train AUC: 0.9987, Train F1: 0.9810\n", "Val Loss: 0.0289, Val Acc: 98.90%, Val AUC: 0.9996, Val F1: 0.9891\n", "No improvement in validation loss for 11 epochs.\n", "Epoch 60 time: 4m 50.71s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [61/100]\n", "Train Loss: 0.0478, Train Acc: 98.04%, Train AUC: 0.9986, Train F1: 0.9804\n", "Val Loss: 0.0295, Val Acc: 98.80%, Val AUC: 0.9996, Val F1: 0.9881\n", "No improvement in validation loss for 12 epochs.\n", "Epoch 61 time: 5m 7.11s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [62/100]\n", "Train Loss: 0.0480, Train Acc: 98.03%, Train AUC: 0.9986, Train F1: 0.9803\n", "Val Loss: 0.0291, Val Acc: 98.90%, Val AUC: 0.9996, Val F1: 0.9891\n", "No improvement in validation loss for 13 epochs.\n", "Epoch 62 time: 4m 58.86s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [63/100]\n", "Train Loss: 0.0481, Train Acc: 98.02%, Train AUC: 0.9986, Train F1: 0.9803\n", "Val Loss: 0.0288, Val Acc: 98.80%, Val AUC: 0.9996, Val F1: 0.9881\n", "No improvement in validation loss for 14 epochs.\n", "Epoch 63 time: 4m 22.97s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [64/100]\n", "Train Loss: 0.0491, Train Acc: 97.97%, Train AUC: 0.9985, Train F1: 0.9797\n", "Val Loss: 0.0281, Val Acc: 98.90%, Val AUC: 0.9996, Val F1: 0.9891\n", "No improvement in validation loss for 15 epochs.\n", "Epoch 64 time: 4m 56.69s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [65/100]\n", "Train Loss: 0.0480, Train Acc: 98.00%, Train AUC: 0.9986, Train F1: 0.9800\n", "Val Loss: 0.0290, Val Acc: 98.80%, Val AUC: 0.9995, Val F1: 0.9880\n", "No improvement in validation loss for 16 epochs.\n", "Epoch 65 time: 4m 29.96s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [66/100]\n", "Train Loss: 0.0464, Train Acc: 98.06%, Train AUC: 0.9987, Train F1: 0.9806\n", "Val Loss: 0.0303, Val Acc: 98.90%, Val AUC: 0.9995, Val F1: 0.9891\n", "No improvement in validation loss for 17 epochs.\n", "Epoch 66 time: 4m 58.68s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [67/100]\n", "Train Loss: 0.0477, Train Acc: 98.09%, Train AUC: 0.9986, Train F1: 0.9810\n", "Val Loss: 0.0306, Val Acc: 98.80%, Val AUC: 0.9995, Val F1: 0.9881\n", "No improvement in validation loss for 18 epochs.\n", "Epoch 67 time: 5m 10.08s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [68/100]\n", "Train Loss: 0.0481, Train Acc: 97.99%, Train AUC: 0.9986, Train F1: 0.9799\n", "Val Loss: 0.0281, Val Acc: 98.80%, Val AUC: 0.9996, Val F1: 0.9881\n", "No improvement in validation loss for 19 epochs.\n", "Epoch 68 time: 4m 48.88s\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ " " ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch [69/100]\n", "Train Loss: 0.0473, Train Acc: 98.07%, Train AUC: 0.9986, Train F1: 0.9807\n", "Val Loss: 0.0293, Val Acc: 98.80%, Val AUC: 0.9996, Val F1: 0.9881\n", "No improvement in validation loss for 20 epochs.\n", "Early stopping triggered after 20 epochs of no improvement.\n", "Total training time for MLP-Mixer: 5h 29m 36s\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Metrics saved to results/learning_curves/MLP-Mixer_metrics.csv\n", "Training completed at epoch 49 with best validation loss of 0.0241\n", "MLP-Mixer training time: 5h 29m 38s\n" ] } ], "source": [ "# ============================ Train MLP-Mixer Model ============================ #\n", "start_time_mixer = time.perf_counter() # Start timing for MLP-Mixer model\n", "\n", "print(f'\\n=== Training MLP-Mixer ===')\n", "model_name = 'MLP-Mixer'\n", "model = initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode='last_n_blocks', last_n=6)\n", "best_model = train_model(model, model_name, train_loader, val_loader, num_epochs=100, patience=20)\n", "models[model_name] = best_model\n", "\n", "end_time_mixer = time.perf_counter()\n", "print(f\"MLP-Mixer training time: {format_time(end_time_mixer - start_time_mixer)}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 🧐 Evaluation of models (from .pth files) on test datasets, including ensemble" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:19:02,647 INFO:ROC curves will be saved to the directory: 'results/roc_curves'\n", "2025-01-16 15:19:02,647 INFO:Seaborn confusion matrices will be saved to the directory: 'results/confusion_matrices'\n", "2025-01-16 15:19:02,649 INFO:Using device: cuda\n", "2025-01-16 15:19:02,649 INFO:Number of GPUs available: 2\n", "2025-01-16 15:19:03,082 INFO:Initialized model: ViT\n", "2025-01-16 15:19:03,363 INFO:Initialized model: MLP-Mixer\n", "Some weights of CvtForImageClassification were not initialized from the model checkpoint at microsoft/cvt-21 and are newly initialized because the shapes did not match:\n", "- classifier.weight: found shape torch.Size([1000, 384]) in the checkpoint and torch.Size([2, 384]) in the model instantiated\n", "- classifier.bias: found shape torch.Size([1000]) in the checkpoint and torch.Size([2]) in the model instantiated\n", "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n", "2025-01-16 15:19:05,338 INFO:Initialized model: CvT\n", "2025-01-16 15:19:05,794 INFO:Initialized model: Swin\n", "2025-01-16 15:19:06,144 INFO:Initialized model: CaiT\n", "2025-01-16 15:19:06,585 INFO:Initialized model: DeiT\n", "2025-01-16 15:19:07,063 INFO:Initialized model: DeiT3\n", "2025-01-16 15:19:07,366 INFO:Initialized model: Twins_SVT\n", "2025-01-16 15:19:07,600 INFO:Initialized model: Twins_PCPVT\n", "2025-01-16 15:19:07,810 INFO:Initialized model: PiT\n", "2025-01-16 15:19:07,810 ERROR:Model Ensemble not recognized.\n", "2025-01-16 15:19:07,811 ERROR:Model Random not recognized.\n", "2025-01-16 15:19:07,811 INFO:\n", "=== Evaluating ViT on Test Datasets ===\n", "/tmp/ipykernel_444257/1849592376.py:359: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-01-16 15:19:07,953 INFO:Loaded model weights from ViT_best.pth\n", "2025-01-16 15:19:07,954 INFO: === Dataset: a ===\n", "2025-01-16 15:19:09,293 INFO:Total samples: 3181\n", "2025-01-16 15:19:19,381 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:19:19,453 INFO: === Dataset: b ===\n", "2025-01-16 15:19:20,787 INFO:Total samples: 3181\n", "2025-01-16 15:19:32,360 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:19:32,431 INFO: === Dataset: c ===\n", "2025-01-16 15:19:33,761 INFO:Total samples: 3181\n", "2025-01-16 15:19:46,020 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:19:46,089 INFO: === Dataset: d ===\n", "2025-01-16 15:19:47,415 INFO:Total samples: 3181\n", "2025-01-16 15:20:00,307 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:20:00,373 INFO: === Dataset: e ===\n", "2025-01-16 15:20:00,750 INFO:Total samples: 911\n", "2025-01-16 15:20:04,423 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:20:04,494 INFO: === Dataset: f ===\n", "2025-01-16 15:20:09,827 INFO:Total samples: 12911\n", "2025-01-16 15:21:01,010 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:21:01,079 INFO: === Dataset: g ===\n", "2025-01-16 15:21:03,548 INFO:Total samples: 6000\n", "2025-01-16 15:21:27,066 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:21:27,133 INFO: === Dataset: h ===\n", "2025-01-16 15:21:29,634 INFO:Total samples: 6000\n", "2025-01-16 15:21:53,532 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:21:53,599 INFO: === Dataset: i ===\n", "2025-01-16 15:21:56,110 INFO:Total samples: 6000\n", "2025-01-16 15:22:18,745 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:22:18,811 INFO: === Dataset: j ===\n", "2025-01-16 15:22:21,306 INFO:Total samples: 6000\n", "2025-01-16 15:22:43,983 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:22:44,054 INFO: === Dataset: k ===\n", "2025-01-16 15:22:46,568 INFO:Total samples: 6000\n", "2025-01-16 15:23:08,956 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:23:09,023 INFO: === Dataset: l ===\n", "2025-01-16 15:23:16,887 INFO:Total samples: 18911\n", "2025-01-16 15:24:23,446 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/ViT_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:24:23,514 INFO:Model ViT evaluation completed in 315.70 seconds.\n", "2025-01-16 15:24:23,515 INFO:\n", "=== Evaluating MLP-Mixer on Test Datasets ===\n", "/tmp/ipykernel_444257/1849592376.py:359: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-01-16 15:24:23,638 INFO:Loaded model weights from MLP-Mixer_best.pth\n", "2025-01-16 15:24:23,638 INFO: === Dataset: a ===\n", "2025-01-16 15:24:24,956 INFO:Total samples: 3181\n", "2025-01-16 15:24:33,137 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:24:33,207 INFO: === Dataset: b ===\n", "2025-01-16 15:24:34,526 INFO:Total samples: 3181\n", "2025-01-16 15:24:42,747 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:24:42,817 INFO: === Dataset: c ===\n", "2025-01-16 15:24:44,134 INFO:Total samples: 3181\n", "2025-01-16 15:24:51,994 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:24:52,065 INFO: === Dataset: d ===\n", "2025-01-16 15:24:53,571 INFO:Total samples: 3181\n", "2025-01-16 15:25:01,341 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:25:01,409 INFO: === Dataset: e ===\n", "2025-01-16 15:25:01,794 INFO:Total samples: 911\n", "2025-01-16 15:25:04,323 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:25:04,396 INFO: === Dataset: f ===\n", "2025-01-16 15:25:09,749 INFO:Total samples: 12911\n", "2025-01-16 15:25:40,507 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:25:40,578 INFO: === Dataset: g ===\n", "2025-01-16 15:25:43,063 INFO:Total samples: 6000\n", "2025-01-16 15:25:57,435 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:25:57,503 INFO: === Dataset: h ===\n", "2025-01-16 15:26:00,001 INFO:Total samples: 6000\n", "2025-01-16 15:26:14,483 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:26:14,550 INFO: === Dataset: i ===\n", "2025-01-16 15:26:17,048 INFO:Total samples: 6000\n", "2025-01-16 15:26:31,289 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:26:31,356 INFO: === Dataset: j ===\n", "2025-01-16 15:26:33,844 INFO:Total samples: 6000\n", "2025-01-16 15:26:47,967 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:26:48,034 INFO: === Dataset: k ===\n", "2025-01-16 15:26:50,512 INFO:Total samples: 6000\n", "2025-01-16 15:27:04,576 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:27:04,649 INFO: === Dataset: l ===\n", "2025-01-16 15:27:12,492 INFO:Total samples: 18911\n", "2025-01-16 15:27:56,595 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/MLP-Mixer_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:27:56,663 INFO:Model MLP-Mixer evaluation completed in 213.15 seconds.\n", "2025-01-16 15:27:56,664 INFO:\n", "=== Evaluating CvT on Test Datasets ===\n", "/tmp/ipykernel_444257/1849592376.py:359: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-01-16 15:27:56,760 INFO:Loaded model weights from CvT_best.pth\n", "2025-01-16 15:27:56,760 INFO: === Dataset: a ===\n", "2025-01-16 15:27:58,103 INFO:Total samples: 3181\n", "2025-01-16 15:28:04,246 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:28:04,314 INFO: === Dataset: b ===\n", "2025-01-16 15:28:05,656 INFO:Total samples: 3181\n", "2025-01-16 15:28:12,062 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:28:12,131 INFO: === Dataset: c ===\n", "2025-01-16 15:28:13,455 INFO:Total samples: 3181\n", "2025-01-16 15:28:19,582 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:28:19,650 INFO: === Dataset: d ===\n", "2025-01-16 15:28:20,977 INFO:Total samples: 3181\n", "2025-01-16 15:28:27,097 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:28:27,163 INFO: === Dataset: e ===\n", "2025-01-16 15:28:27,545 INFO:Total samples: 911\n", "2025-01-16 15:28:29,815 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:28:29,884 INFO: === Dataset: f ===\n", "2025-01-16 15:28:35,242 INFO:Total samples: 12911\n", "2025-01-16 15:28:58,133 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:28:58,201 INFO: === Dataset: g ===\n", "2025-01-16 15:29:00,684 INFO:Total samples: 6000\n", "2025-01-16 15:29:11,600 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:29:11,666 INFO: === Dataset: h ===\n", "2025-01-16 15:29:14,155 INFO:Total samples: 6000\n", "2025-01-16 15:29:25,030 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:29:25,100 INFO: === Dataset: i ===\n", "2025-01-16 15:29:27,589 INFO:Total samples: 6000\n", "2025-01-16 15:29:38,507 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:29:38,574 INFO: === Dataset: j ===\n", "2025-01-16 15:29:41,117 INFO:Total samples: 6000\n", "2025-01-16 15:29:51,855 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:29:51,928 INFO: === Dataset: k ===\n", "2025-01-16 15:29:54,467 INFO:Total samples: 6000\n", "2025-01-16 15:30:05,340 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:30:05,407 INFO: === Dataset: l ===\n", "2025-01-16 15:30:13,353 INFO:Total samples: 18911\n", "2025-01-16 15:30:46,005 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CvT_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:30:46,073 INFO:Model CvT evaluation completed in 169.41 seconds.\n", "2025-01-16 15:30:46,073 INFO:\n", "=== Evaluating Swin on Test Datasets ===\n", "/tmp/ipykernel_444257/1849592376.py:359: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-01-16 15:30:46,239 INFO:Loaded model weights from Swin_best.pth\n", "2025-01-16 15:30:46,239 INFO: === Dataset: a ===\n", "2025-01-16 15:30:47,566 INFO:Total samples: 3181\n", "2025-01-16 15:30:59,217 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:30:59,287 INFO: === Dataset: b ===\n", "2025-01-16 15:31:00,612 INFO:Total samples: 3181\n", "2025-01-16 15:31:12,619 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABgEAAAJOCAYAAACeMadaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAADdQklEQVR4nOzdd3yN9///8edJJJFIjBgxaytqFaU2RRWl2tolRO1NaY0aNaJolRpNqRmlVj+lpUrVil2jqJbaFTOxIjQhub5/+OZwJMghyZWTPO6/27n9ct7nGs9z5PvpdfK63u+XxTAMQwAAAAAAAAAAIMVxMjsAAAAAAAAAAABIHBQBAAAAAAAAAABIoSgCAAAAAAAAAACQQlEEAAAAAAAAAAAghaIIAAAAAAAAAABACkURAAAAAAAAAACAFIoiAAAAAAAAAAAAKRRFAAAAAAAAAAAAUiiKAAAAAAAAAAAApFAUAQCkSJs2bZLFYtGmTZvMjgIkitT6Ox7zvpcvX252FAAAEE8p9bpl4sSJKlCggJydnVWmTJkEP3779u2VL1++BD+uo3LU36OaNWuqRIkSZscAkMpRBABgmkOHDqlp06bKmzev0qZNq1y5cqlu3bqaOnWq2dHilC9fPlksFusjXbp0qlChghYsWPDYfc6ePauuXbsqX758cnNzU7Zs2dSkSRNt27btsftcunRJAwYMUNGiReXh4aF06dKpXLlyGjNmjK5fvx6vrAcOHFCbNm2UJ08eubm5ydvbW3Xq1NHcuXMVFRVl71tPNbZv366RI0fG+3N+Vv7+/vrhhx8S9RxPsmbNGo0cOdK08z/K7M8DAAA43rW5JEVFRWnu3LmqWbOmvL295ebmpnz58snPz0+///57op573bp1+vDDD1WlShXNnTtX/v7+iXq+pHT69Gnrd54xY8bEuc17770ni8UiT0/PZzrHokWLNHny5OdICQCwh8UwDMPsEABSn+3bt6tWrVp64YUX1K5dO2XPnl3//vuvdu7cqRMnTuj48ePPdfzo6GhFRkbK1dVVTk4JU+/Mly+fMmXKpA8++ECSdOHCBX3zzTc6duyYZs6cqU6dOtlsv23bNjVo0ECS1LFjRxUvXlwXL17UvHnzdOLECU2ZMkW9evWy2WfPnj1q0KCBbt26pTZt2qhcuXKSpN9//13fffedKleurHXr1j0x5zfffKOuXbvKx8dHbdu2VeHChRUWFqYNGzZo9erVGjNmjIYMGZIgn0lK89lnn2ngwIE6depUot515enpqaZNm2revHnPfIxNmzapVq1a2rhxo2rWrGnXvj179tT06dOVXC4B7Pk8Yt73smXL1LRp08QPBwBAKuCI1+Z37tzRO++8o7Vr16p69epq1KiRvL29dfr0aS1dulTHjh3T2bNnlTt37gQ536MGDRqkiRMn6s6dO3J1dU2Uc9y9e1fR0dFyc3NLlOM/zunTp5U/f36lTZtWBQoU0J9//mnzenh4uHx8fBQVFSVnZ2fdunXL7nO8+eabOnz4sE6fPh3vfRLj9ygp1KxZUyEhITp8+LDZUQCkYmnMDgAgdRo7dqwyZMigPXv2KGPGjDavXb58+bmP7+TkpLRp0z73cR6VK1cutWnTxvq8ffv2KlCggL744gubIsC1a9fUtGlTubu7a9u2bSpYsKD1tf79+6tevXrq27evypUrp8qVK0uSrl+/rrffflvOzs7av3+/ihYtanPusWPHatasWU/Mt3PnTnXt2lWVKlXSmjVr5OXlZX2tb9+++v333xPs4jM8PFzp0qVLkGMBAADAPI54bT5w4ECtXbtWX3zxhfr27Wvz2ogRI/TFF18k6PkedfnyZbm7uydaAUCSXFxcEu3Y8dGgQQN9//33+uOPP1S6dGnr+MqVKxUZGak33nhDv/32W6Ln+O+//6x/+E+M73gAkBo4TukUQIpy4sQJvfTSS7G+ZEhStmzZrD+/8847Klu2rM3rjRo1ksVi0apVq6xju3btksVi0c8//ywp7vUiY9ZiPHLkiGrVqiUPDw/lypVLEyZMeOb3kTVrVhUtWlQnTpywGf/666918eJFTZw40aYAIEnu7u6aP3++LBaLRo0aZbNPcHCwJk2aFKsAIEk+Pj76+OOPn5jnk08+kcVi0bfffmtTAIhRvnx5tW/fXtLj19SMmf778F3Z7du3l6enp06cOKEGDRrIy8tL7733nnr27ClPT0/dvn071rlatWql7Nmz2yw/9PPPP6tatWpKly6dvLy81LBhw1h3Fj3OyZMn1axZM3l7e8vDw0OvvvqqVq9ebbNNzHtaunSpxo4dq9y5cytt2rSqXbv2U+9gGzlypAYOHChJyp8/v3UK9MN3Jy1cuFDlypWTu7u7vL291bJlS/377782x/nnn3/07rvvKnv27EqbNq1y586tli1b6saNG5Iki8Wi8PBw6++AxWKx/ps8zrlz59SkSROlS5dO2bJlU79+/RQRERFru61bt6pZs2Z64YUX5Obmpjx58qhfv366c+eOdZv27dtr+vTp1iwxjxifffaZKleurMyZM8vd3V3lypWLc/399evXq2rVqsqYMaM8PT314osvxpphEhERoREjRqhQoULWPB9++KFN9mf5PKT70/+HDBmi7NmzK126dGrcuHGsfwsAABA/jnZtfu7cOX399deqW7durAKAJDk7O2vAgAE2swD279+v+vXrK3369PL09FTt2rW1c+dOm/3mzZsni8Wibdu2qX///sqaNavSpUunt99+W1euXLFuZ7FYNHfuXIWHh1uvX+bNmxfndfTD+zy8HGNYWJj69u1rs2xo3bp1tW/fPus2cfUECA8P1wcffGBd9vPFF1/UZ599FmuGp8ViUc+ePfXDDz+oRIkScnNz00svvaS1a9c+9fONUalSJeXPn1+LFi2yGf/222/1xhtvyNvbO9Y+K1euVMOGDZUzZ065ubmpYMGCGj16tM13gpo1a2r16tU6c+aM9fOLeZ8xvyvfffedPv74Y+XKlUseHh66efNmrN+jv/76S+7u7vL19bXJEBQUJGdnZ3300UdPfY+//fab9ftJxowZ9dZbb+mvv/6y2WbkyJGyWCw6fvy42rdvr4wZMypDhgzy8/OL83vQ4+zdu1eVK1eWu7u78ufPr4CAgHjvCwDPi5kAAEyRN29e7dixQ4cPH35ik6Rq1app5cqVunnzptKnTy/DMLRt2zY5OTlp69ataty4saT7f/x0cnJSlSpVnnjea9eu6Y033tA777yj5s2ba/ny5froo49UsmRJ1a9f3+73ce/ePZ07d06ZMmWyGf/xxx+VNm1aNW/ePM798ufPr6pVq+q3337TnTt35O7urlWrVsnd3f2Zlzi5ffu2NmzYoOrVq+uFF154pmM8yb1791SvXj1VrVpVn332mTw8PJQvXz5Nnz5dq1evVrNmzWyy/Pjjj2rfvr2cnZ0lSYGBgWrXrp3q1aun8ePH6/bt2/rqq69UtWpV7d+//4nL71y6dEmVK1fW7du31bt3b2XOnFnz589X48aNtXz5cr399ts223/66adycnLSgAEDdOPGDU2YMEHvvfeedu3a9dhzvPPOOzp27JgWL16sL774QlmyZJF0v9Aj3b9DbtiwYWrevLk6duyoK1euaOrUqapevbr279+vjBkzKjIyUvXq1VNERIR69eql7NmzKzg4WD/99JOuX7+uDBkyKDAwUB07dlSFChXUuXNnSYpVKHrYnTt3VLt2bZ09e1a9e/dWzpw5FRgYGOddV8uWLdPt27fVrVs3Zc6cWbt379bUqVN17tw5LVu2TJLUpUsXnT9/XuvXr1dgYGCsY0yZMkWNGzfWe++9p8jISH333Xdq1qyZfvrpJzVs2FCS9Oeff+rNN99UqVKlNGrUKLm5uen48eM2vS6io6PVuHFjBQUFqXPnzipWrJgOHTqkL774QseOHbP2ALD384gxduxYWSwWffTRR7p8+bImT56sOnXq6MCBA3J3d3/q/gAA4AFHuzb/+eefde/ePbVt2zZe7+/PP/9UtWrVlD59en344YdycXHR119/rZo1a2rz5s2qWLGizfa9evVSpkyZNGLECJ0+fVqTJ09Wz549tWTJEkn3r19mzpyp3bt365tvvpEk6+ze+OratauWL1+unj17qnjx4goNDVVQUJD++uuvWIWWGIZhqHHjxtq4caPef/99lSlTRr/88osGDhyo4ODgWLMfgoKC9P3336t79+7y8vLSl19+qXfffVdnz55V5syZ45WzVatWWrhwoT799FNZLBaFhIRo3bp1CgwMjLOgMG/ePHl6eqp///7y9PTUb7/9puHDh+vmzZuaOHGiJGno0KG6ceOGzp07Z838aG+B0aNHy9XVVQMGDFBEREScMy6KFSum0aNHa+DAgWratKkaN26s8PBwtW/fXkWLFrW54Souv/76q+rXr68CBQpo5MiRunPnjqZOnaoqVapo3759sb6fNG/eXPnz59e4ceO0b98+ffPNN8qWLZvGjx//1M/x2rVratCggZo3b65WrVpp6dKl6tatm1xdXdWhQ4en7g8Az80AABOsW7fOcHZ2NpydnY1KlSoZH374ofHLL78YkZGRNtvt2bPHkGSsWbPGMAzDOHjwoCHJaNasmVGxYkXrdo0bNzZefvll6/ONGzcakoyNGzdax2rUqGFIMhYsWGAdi4iIMLJnz268++67T82cN29e4/XXXzeuXLliXLlyxTh06JDRtm1bQ5LRo0cPm20zZsxolC5d+onH6927tyHJOHjwoGEYhpEpU6an7vMkf/zxhyHJ6NOnT7y2j+szMgzDOHXqlCHJmDt3rnWsXbt2hiRj0KBBNttGR0cbuXLlivX5LV261JBkbNmyxTAMwwgLCzMyZsxodOrUyWa7ixcvGhkyZIg1/qi+ffsakoytW7dax8LCwoz8+fMb+fLlM6KiomzeU7FixYyIiAjrtlOmTDEkGYcOHXrieSZOnGhIMk6dOmUzfvr0acPZ2dkYO3aszfihQ4eMNGnSWMf3799vSDKWLVv2xPOkS5fOaNeu3RO3iTF58mRDkrF06VLrWHh4uFGoUKFY/363b9+Otf+4ceMMi8VinDlzxjrWo0cP43GXAI8eIzIy0ihRooTx2muvWce++OILQ5Jx5cqVx+YODAw0nJycbP7NDMMwAgICDEnGtm3brGP2fB4x/8a5cuUybt68aR2P+Z2bMmVKvI4DAAAecLRr8379+hmSjP3798fr/TVp0sRwdXU1Tpw4YR07f/684eXlZVSvXt06NnfuXEOSUadOHSM6OtrmfM7Ozsb169etY+3atTPSpUtnc564rqNjSDJGjBhhfZ4hQ4ZY3yEe1a5dOyNv3rzW5z/88IMhyRgzZozNdk2bNjUsFotx/Phxm/O5urrajMV8X5g6deoTzxvzPiZOnGgcPnzY5jp8+vTphqenpxEeHh7nZxDX9WiXLl0MDw8P47///rOONWzY0Oa9xYj5XSlQoECsY8X1exQVFWVUrVrV8PHxMUJCQowePXoYadKkMfbs2fPE92gYhlGmTBkjW7ZsRmhoqHXsjz/+MJycnAxfX1/r2IgRIwxJRocOHWz2f/vtt43MmTM/9Twxv+uff/65dSwiIsJ6/kf/7wwAEgPLAQEwRd26dbVjxw41btxYf/zxhyZMmKB69eopV65cNlOJX375ZXl6emrLli2S7t9VlDt3bvn6+mrfvn26ffu2DMNQUFCQqlWr9tTzenp62qzp7+rqqgoVKujkyZPxyr1u3TplzZpVWbNmVcmSJRUYGCg/Pz/rXS0xwsLC4lyO52Exr9+8edP6/z9tnyeJOc7zHONpunXrZvPcYrGoWbNmWrNmjU1DsCVLlihXrlyqWrWqpPtLx1y/fl2tWrVSSEiI9eHs7KyKFStq48aNTzzvmjVrVKFCBevxpPv/lp07d9bp06d15MgRm+39/Pxs7haK+d2I77/zo77//ntFR0erefPmNvmzZ8+uwoULW/NnyJBBkvTLL7/YNTX4SdasWaMcOXLYzBDx8PCw3jX/sIfvgA8PD1dISIgqV64swzC0f//+eJ3v4WNcu3ZNN27cULVq1WympscsFbBy5UpFR0fHeZxly5apWLFiKlq0qM1n9tprr0nSU//Nn8bX19fmd71p06bKkSOH1qxZ81zHBQAgNXK0a3N7rnujoqK0bt06NWnSRAUKFLCO58iRQ61bt1ZQUJD1eDE6d+5ss1xitWrVFBUVpTNnzjz1fPGVMWNG7dq1S+fPn4/3PmvWrJGzs7N69+5tM/7BBx/IMAzr8ksx6tSpYzPDslSpUkqfPr1d18QvvfSSSpUqpcWLF0uSFi1apLfeekseHh5xbv/wtWRYWJhCQkJUrVo13b59W3///Xe8z9uuXbt4ze50cnLSvHnzdOvWLdWvX18zZszQ4MGDVb58+Sfud+HCBR04cEDt27e3WdaoVKlSqlu3bpzXlF27drV5Xq1aNYWGhsb6/YlLmjRp1KVLF+tzV1dXdenSRZcvX9bevXufuj8APC+KAABM88orr+j777/XtWvXtHv3bg0ePFhhYWFq2rSp9Y+6zs7OqlSpkrZu3Srp/heNatWqqWrVqoqKitLOnTt15MgRXb16NV5fNHLnzm1zQS9JmTJl0rVr1+KVuWLFilq/fr3Wrl2rzz77TBkzZtS1a9diTU/18vJSWFjYE48V83rMl5f06dM/dZ8nSZ8+vc1xE1qaNGls1lWN0aJFC925c8f6BfHWrVtas2aNmjVrZv2s//nnH0nSa6+9Zi2ixDzWrVv31IZzZ86c0YsvvhhrvFixYtbXH/bockgxyzXF99/5Uf/8848Mw1DhwoVj5f/rr7+s+fPnz6/+/fvrm2++UZYsWVSvXj1Nnz7d2g/gWZw5c0aFChWK9Xsb1+dx9uxZ6xcZT09PZc2aVTVq1JCkeGf46aef9Oqrrypt2rTy9vZW1qxZ9dVXX9ns36JFC1WpUkUdO3aUj4+PWrZsqaVLl9oUBP755x/9+eefsT6vIkWKSHr+JoOFCxe2eW6xWFSoUCGbHg4AACD+HOna3J7r3itXruj27duPvZaMjo6O1Vcooa8l4zJhwgQdPnxYefLkUYUKFTRy5Min/nH+zJkzypkzZ6ziR3yviSX7vvvEaN26tZYtW6bjx49r+/btat269WO3/fPPP/X2228rQ4YMSp8+vbJmzWot9NhzTZw/f/54b1uwYEGNHDlSe/bs0UsvvaRhw4Y9dZ+Yz+pxvxchISEKDw+3GX+e34ucOXMqXbp0NmMx18VcvwJICvQEAGA6V1dXvfLKK3rllVdUpEgR+fn5admyZRoxYoQkqWrVqho7dqz+++8/bd26VUOHDlXGjBlVokQJbd26VT4+PpIUry8aMevTP8p4pJHW42TJkkV16tSRJNWrV09FixbVm2++qSlTpqh///7W7YoVK6b9+/crIiJCbm5ucR7r4MGDcnFxsf4xs2jRojpw4IAiIyPjXPPyaQoVKqQ0adLo0KFD8dr+0S9cMR5u2vUwNzc3OTnFrh2/+uqrypcvn5YuXarWrVvrxx9/1J07d9SiRQvrNjF/HA4MDFT27NljHSNNmoT9z9Hz/js/Kjo62trcLq5jP7yG6eeff6727dtr5cqVWrdunXr37q1x48Zp586dcRZREkpUVJTq1q2rq1ev6qOPPlLRokWVLl06BQcHq3379o+9Y/9hMWv5Vq9eXTNmzFCOHDnk4uKiuXPn2jSEc3d315YtW7Rx40atXr1aa9eu1ZIlS/Taa69p3bp1cnZ2VnR0tEqWLKlJkybFea48efIk2HsHAAAJxxGuzYsWLSpJOnTokMqUKWPHu4ufZ81lz/V18+bNVa1aNf3vf//TunXrNHHiRI0fP17ff//9M/Uqi0tCXRO3atVKgwcPVqdOnZQ5c2a9/vrrcW53/fp11ahRQ+nTp9eoUaNUsGBBpU2bVvv27dNHH30Ur+vRGPb2eFq3bp0k6fz58woNDY3zO8fzSujvGACQlCgCAEhWYqZtXrhwwTpWrVo1RUZGavHixQoODrZ+oahevbr1i0aRIkWsXziSUsOGDVWjRg35+/urS5cu1rs73nzzTe3YsUPLli2zmeIc4/Tp09q6davq1KljvcBt1KiRduzYoRUrVqhVq1Z2Z/Hw8NBrr72m3377Tf/+++9T/8gac+fK9evXbcafZZpz8+bNNWXKFN28eVNLlixRvnz59Oqrr1pfj5mGnC1bNmsRxR558+bV0aNHY43HTCnOmzev3ceMy+O+uBUsWFCGYSh//vzWO3aepGTJkipZsqQ+/vhjbd++XVWqVFFAQIDGjBnzxPPEJW/evDp8+LAMw7DZ79HP49ChQzp27Jjmz58vX19f6/j69etjHfNx51+xYoXSpk2rX375xaZ4NXfu3FjbOjk5qXbt2qpdu7YmTZokf39/DR06VBs3brROPf/jjz9Uu3btp75fez6PGDGzS2IYhqHjx4+rVKlSdh8LAADELblem9evX1/Ozs5auHDhU5sDZ82aVR4eHo+9lnRyckqwmxPsvb7OkSOHunfvru7du+vy5csqW7asxo4d+9giQN68efXrr7/GWno0oa+JH/XCCy+oSpUq2rRpk7p16/bYG3g2bdqk0NBQff/996pevbp1/NSpU7G2fZbrv8cJCAjQ+vXrNXbsWI0bN05dunTRypUrn7hPzGf1uN+LLFmyxLpz/3mcP39e4eHhNsc8duyYJMVqQAwAiYHlgACYYuPGjXHeMRGz9uLD0zIrVqwoFxcXjR8/Xt7e3nrppZck3f8CsnPnTm3evDledxollo8++kihoaGaNWuWdaxLly7Kli2bBg4cGGta73///Sc/Pz8ZhqHhw4dbx7t27aocOXLogw8+sF4QPuzy5cvWPyI/zogRI2QYhtq2bWuzRn+MvXv3av78+ZLuX/g6Oztb13SNMWPGjKe/6Ue0aNFCERERmj9/vtauXavmzZvbvF6vXj2lT59e/v7+unv3bqz9r1y58sTjN2jQQLt379aOHTusY+Hh4Zo5c6by5cun4sWL2505LjEX5Y9+cXvnnXfk7OysTz75JNbvrWEYCg0NlXR/fdp79+7ZvF6yZEk5OTkpIiLC5jyPnuNxGjRooPPnz2v58uXWsdu3b2vmzJk228XcmfRwPsMwNGXKlHi/T2dnZ1ksFpu71U6fPq0ffvjBZrurV6/GOmbMXXgx77N58+YKDg62+b+LGHfu3LGZXm3P5xFjwYIFNksALF++XBcuXEiwO+cAAEhNHO3aPE+ePOrUqZPWrVunqVOnxno9Ojpan3/+uc6dOydnZ2e9/vrrWrlypc2yK5cuXdKiRYtUtWpV6/JCzyt9+vTKkiXLU6+vo6KiYi2Nky1bNuXMmdPmmvFRDRo0UFRUlKZNm2Yz/sUXX8hisSTqddCYMWM0YsQI9erV67HbxHU9GhkZGef3i3Tp0j3XkpkxTp06pYEDB+rdd9/VkCFD9Nlnn2nVqlVasGDBE/fLkSOHypQpo/nz59tchx4+fFjr1q1TgwYNnjvbw+7du6evv/7a+jwyMlJff/21smbNqnLlyiXouQAgLswEAGCKXr166fbt23r77bdVtGhRRUZGavv27da7yP38/Kzbenh4qFy5ctq5c6caNWpkvWukevXqCg8PV3h4uKlFgPr166tEiRKaNGmSevToIRcXF2XOnFnLly9Xw4YNVbZsWXXs2FHFixfXxYsXNW/ePB0/flxTpkxR5cqVrcfJlCmT/ve//6lBgwYqU6aM2rRpY70g3LdvnxYvXqxKlSo9MUvlypU1ffp0de/eXUWLFlXbtm1VuHBhhYWFadOmTVq1apW1kJAhQwY1a9ZMU6dOlcViUcGCBfXTTz8901rtZcuWVaFChTR06FBFRETYLAUk3f9C9NVXX6lt27YqW7asWrZsqaxZs+rs2bNavXq1qlSpEuvLzMMGDRqkxYsXq379+urdu7e8vb01f/58nTp1SitWrIhzmaJnEfN5Dx06VC1btpSLi4saNWqkggULasyYMRo8eLBOnz6tJk2ayMvLS6dOndL//vc/de7cWQMGDNBvv/2mnj17qlmzZipSpIju3bunwMBAOTs7691337U5z6+//qpJkyYpZ86cyp8/vypWrBhnpk6dOmnatGny9fXV3r17lSNHDgUGBsZqxla0aFEVLFhQAwYMUHBwsNKnT68VK1bEuUZpzPvs3bu36tWrJ2dnZ7Vs2VINGzbUpEmT9MYbb6h169a6fPmypk+frkKFCungwYPW/UeNGqUtW7aoYcOGyps3ry5fvqwZM2Yod+7c1ubNbdu21dKlS9W1a1dt3LhRVapUUVRUlP7++28tXbpUv/zyi/XuQns+jxje3t6qWrWq/Pz8dOnSJU2ePFmFChVSp06dnvbPDAAAHuGI1+aff/65Tpw4od69e+v777/Xm2++qUyZMuns2bNatmyZ/v77b7Vs2VLS/T9gr1+/XlWrVlX37t2VJk0aff3114qIiNCECRMSNFfHjh316aefqmPHjipfvry2bNkS6wafsLAw5c6dW02bNlXp0qXl6empX3/9VXv27NHnn3/+2GM3atRItWrV0tChQ3X69GmVLl1a69at08qVK9W3b1+bJsAJrUaNGtZeU49TuXJlZcqUSe3atVPv3r1lsVgUGBgYZ4GpXLlyWrJkifr3769XXnlFnp6eatSokV2ZDMNQhw4d5O7urq+++krS/ZuxVqxYoT59+qhOnTrKmTPnY/efOHGi6tevr0qVKun999/XnTt3NHXqVGXIkEEjR460K8vT5MyZU+PHj9fp06dVpEgRLVmyRAcOHNDMmTPl4uKSoOcCgDgZAGCCn3/+2ejQoYNRtGhRw9PT03B1dTUKFSpk9OrVy7h06VKs7QcOHGhIMsaPH28zXqhQIUOSceLECZvxjRs3GpKMjRs3Wsdq1KhhvPTSS7GO3a5dOyNv3rxPzZw3b16jYcOGcb42b948Q5Ixd+5cm/FTp04ZnTp1Ml544QXDxcXFyJIli9G4cWNj69atjz3P+fPnjX79+hlFihQx0qZNa3h4eBjlypUzxo4da9y4ceOpOQ3DMPbu3Wu0bt3ayJkzp+Hi4mJkypTJqF27tjF//nwjKirKut2VK1eMd9991/Dw8DAyZcpkdOnSxTh8+HCs99KuXTsjXbp0Tzzn0KFDDUlGoUKFHrvNxo0bjXr16hkZMmQw0qZNaxQsWNBo37698fvvvz/1PZ04ccJo2rSpkTFjRiNt2rRGhQoVjJ9++inW8SUZy5Ytsxk/depUnP8+cRk9erSRK1cuw8nJyZBknDp1yvraihUrjKpVqxrp0qUz0qVLZxQtWtTo0aOHcfToUcMwDOPkyZNGhw4djIIFCxpp06Y1vL29jVq1ahm//vqrzTn+/vtvo3r16oa7u7shyWjXrt0TM505c8Zo3Lix4eHhYWTJksXo06ePsXbt2li/40eOHDHq1KljeHp6GlmyZDE6depk/PHHH7He+71794xevXoZWbNmNSwWi/Hw5cDs2bONwoULG25ubkbRokWNuXPnGiNGjLDZZsOGDcZbb71l5MyZ03B1dTVy5sxptGrVyjh27JhN7sjISGP8+PHGSy+9ZLi5uRmZMmUyypUrZ3zyySc2v8v2fB4x/8aLFy82Bg8ebGTLls1wd3c3GjZsaJw5c+aJnyMAAIibI16bG8b9a5pvvvnGqFatmpEhQwbDxcXFyJs3r+Hn52fs37/fZtt9+/YZ9erVMzw9PQ0PDw+jVq1axvbt2222mTt3riHJ2LNnz1PzP+76+Pbt28b7779vZMiQwfDy8jKaN29uXL582ZBkjBgxwjAMw4iIiDAGDhxolC5d2vDy8jLSpUtnlC5d2pgxY8ZTP4uwsDCjX79+1uv8woULGxMnTjSio6NttpNk9OjRI1a+vHnzPvXaM+baeeLEiU/cLq7PYNu2bcarr75quLu7Gzlz5jQ+/PBD45dffon1+d26dcto3bq1kTFjRkOS9X0+7nr+4ddijjNlyhRDkrFixQqb7c6ePWukT5/eaNCgwRPzG4Zh/Prrr0aVKlUMd3d3I3369EajRo2MI0eO2GwTcy185coVm/GY35eHvy/EJeZ3/ffffzcqVapkpE2b1sibN68xbdq0p+YDgIRiMQw6mAAAAAAAAAAAkBLREwAAAAAAAAAAgBSKIgAAAAAAAAAAACkURQAAAAAAAAAAAFIoigAAAAAAAAAAAKRQFAEAAAAAAAAAAEihKAIAAAAAAAAAAJBCpTE7QFKLjo7W+fPn5eXlJYvFYnYcAAAAIMUwDEOSlD59eq61AQAAgGQi1RUBzp8/rzx58pgdAwAAAEixbty4ofTp05sdI1G51x1vdgQAkCSdXtHf7AgAIEnySe9idgQb7i/3TJLz3Nk/LUnO8zxSXRHAy8tLkvTvv/+m+C8mAAAAQFK6efMmN9wAAAAAyUyqKwLETEtOnz49RQAAAAAAAAAASIkstMONwScBAAAAAAAAAEAKlepmAgAAAAAAAAAAUrj/XxEGzAQAAAAAAAAAACDFYiYAAAAAAAAAACBloSeAFZ8EAAAAAAAAAAApFDMBAAAAAAAAAAApCz0BrJgJAAAAAAAAAABACsVMAAAAAAAAAABAykJPACs+CQAAAAAAAAAAUihmAgAAAAAAAAAAUhZ6AlgxEwAAAAAAAAAAgBSKmQAAAAAAAAAAgJSFngBWfBIAAAAAAAAAAKRQzAQAAAAAAAAAAKQs9ASwYiYAAAAAAAAAAAApFDMBAAAAAAAAAAApCz0BrEz9JLZs2aJGjRopZ86cslgs+uGHH566z6ZNm1S2bFm5ubmpUKFCmjdvXqLnBAAAAAAAAADAEZlaBAgPD1fp0qU1ffr0eG1/6tQpNWzYULVq1dKBAwfUt29fdezYUb/88ksiJwUAAAAAAAAAOAyLJWkeDsDU5YDq16+v+vXrx3v7gIAA5c+fX59//rkkqVixYgoKCtIXX3yhevXqJVZMAAAAAAAAAAAckkP1BNixY4fq1KljM1avXj317dv3sftEREQoIiLC+vzmzZuJFQ8AAADJVNCyI1o4fJPuhEWaHSXBGYYhy//fgZQpu6cm/97R5EQAAABAMkBPACuHKgJcvHhRPj4+NmM+Pj66efOm7ty5I3d391j7jBs3Tp988klSRQQAAEAytHD4Jp37O9TsGAkqWlE6oS36T2EqqcZmxwEAAACQTDlUEeBZDB48WP3797c+v3nzpvLkyWNiIgAAACS1mBkATk4WZcrhaXKa53fj7mUFXftWoXfPSpIKeJfSC+4llSm74783AAAAIEE4yHr9ScGhigDZs2fXpUuXbMYuXbqk9OnTxzkLQJLc3Nzk5uaWFPEAAIBS9rIrcFzXLtySJGXK4an55/qaG+Y5REdHa8aMGfrww8m6c/eOJMnZ2VmNhr6k/v37mhsOAAAAQLLkUEWASpUqac2aNTZj69evV6VKlUxKBAAAHpUSl11ByuHu5Wp2hGcWHBwsPz8/rV+/3jpWpEgRBQYGqkKFCiYmAwAAAJIhegJYmVoEuHXrlo4fP259furUKR04cEDe3t564YUXNHjwYAUHB2vBggWSpK5du2ratGn68MMP1aFDB/32229aunSpVq9ebdZbAACkQNzJ/nxi7rhOKcuuIOVw93JVm9E1zY7xTBYvXqzu3bvr+vXr1rGePXtq/Pjx8vDwMC8YAAAAgGTP1CLA77//rlq1almfx6zd365dO82bN08XLlzQ2bNnra/nz59fq1evVr9+/TRlyhTlzp1b33zzjerVq5fk2QEAKRd3sieMnEW8FfBXd7NjAA7t9u3b6tChg5YsWWIdy5Url+bMmaPXX3/dxGQAAABAMsdMACtTiwA1a9aUYRiPfX3evHlx7rN///5ETAUASO1SWgNRMzjyHddAcpI2bVqFhj4oSrZq1UrTp09XpkyZTEwFAAAAwJE4VE8AAACeR3yX+UkpDUQBOD4nJyfNnTtXNWrUkL+/v1q0aGF2JAAAAMAxOFnMTpBsUAQAAKQa9i7z48gNRAE4pp07d+revXuqWrWqdSx37tw6evSo0qTh0h0AAACA/fgmAQBwWPY28LWnYS3L2QBISpGRkRo1apTGjRunXLly6eDBg8qYMaP1dQoAAAAAgJ2SaU+A6dOna+LEibp48aJKly6tqVOnqkKFCo/dfvLkyfrqq6909uxZZcmSRU2bNtW4ceOUNm3aeJ+TbxMAAIf1rA18aVgLIDk5cuSI2rZtq3379kmS/v33X3355ZcaPny4yckAAAAAJKQlS5aof//+CggIUMWKFTV58mTVq1dPR48eVbZs2WJtv2jRIg0aNEhz5sxR5cqVdezYMbVv314Wi0WTJk2K93kpAgAAHNazNPDlDn8AyUV0dLSmTJmiwYMHKyIiQtL9O/5Hjhypjz76yOR0AAAAgIOzJL+eAJMmTVKnTp3k5+cnSQoICNDq1as1Z84cDRo0KNb227dvV5UqVdS6dWtJUr58+dSqVSvt2rXLrvNSBAAAOJSHlwCigS8AR3X27Fm1b99eGzdutI4VL15cgYGBKlu2rInJAAAAACSGyMhI7d27V4MHD7aOOTk5qU6dOtqxY0ec+1SuXFkLFy7U7t27VaFCBZ08eVJr1qxR27Zt7To3RQAAgEOJawkgGvgCcBSGYSgwMFC9evXSzZs3reP9+vXT2LFj5e7ubmI6AAAAIAVJop4AERER1pm9Mdzc3OTm5mYzFhISoqioKPn4+NiM+/j46O+//47z2K1bt1ZISIiqVq0qwzB07949de3aVUOGDLErI0UAAICVvY12zfBoc1+W9wHgSC5cuKBu3brp9u3bkqQ8efJo/vz5qlWrlsnJAAAAADyLcePG6ZNPPrEZGzFihEaOHPncx960aZP8/f01Y8YMVaxYUcePH1efPn00evRoDRs2LN7HoQgAALB61ka7ZqC5LwBHlDNnTn322Wfq3r27fH199eWXXypDhgxmxwIAAABSniTqCTB48GD179/fZuzRWQCSlCVLFjk7O+vSpUs245cuXVL27NnjPPawYcPUtm1bdezYUZJUsmRJhYeHq3Pnzho6dKicnOI324EiAADA6lka7ZqBu/8BOIqwsDA5OzvLw8PDOta1a1cVL15cNWrUMDEZAAAAgIQQ19I/cXF1dVW5cuW0YcMGNWnSRJIUHR2tDRs2qGfPnnHuc/v27Vh/6Hd2dpZ0f6nR+KIIAACpQHyX+aHRLgAknKCgIPn6+qphw4aaOnWqddxisVAAAAAAABJbEvUEsEf//v3Vrl07lS9fXhUqVNDkyZMVHh4uPz8/SZKvr69y5cqlcePGSZIaNWqkSZMm6eWXX7YuBzRs2DA1atTIWgyID4oAAJAK2LvMD412AeDZRUREaPjw4Zo4caIMw9C0adPUuHFj1a1b1+xoAAAAAEzUokULXblyRcOHD9fFixdVpkwZrV271tos+OzZszZ3/n/88ceyWCz6+OOPFRwcrKxZs6pRo0YaO3asXeelCAAAqYA9y/yw1A4APLuDBw+qbdu2OnjwoHWsatWqKliwoImpAAAAgFQoiXoC2Ktnz56PXf5n06ZNNs/TpEmjESNGaMSIEc91TooAAJCCPG7ZH5b5AYDEFRUVpc8//1zDhg1TZOT9/w12cXHRmDFj9MEHH9g1VRcAAAAAEhJFAABIQZ627A/L/ABAwjt16pR8fX0VFBRkHStZsqQCAwNVunRpE5MBAAAAqVgy7AlgFooAAJACxMwAOH/sqqS4l/1hmR8ASHh//PGHqlatqlu37s+4slgsGjhwoEaNGiU3NzeT0wEAAAAARQAASBEenQGQs4i3Av7qbmIiAEgdSpQoodKlS2vbtm3Kly+fFixYoGrVqpkdCwAAAEAy7QlgBuZEAEAK8HDj39xFM3PHPwAkEWdnZ82fP1/dunXTwYMHKQAAAAAASHaYCQAADiau5r8PN/5lBgAAJI4bN26ob9++6ty5sypVqmQdL1iwoGbMmGFiMgAAAACx0BPAiiIAADiYJzX/pfEvACSOjRs3qn379jp79qyCgoJ04MABpUuXzuxYAAAAAPBUFAEAIBmJ6y7/R8Xc9f9o818a/wJAwvvvv/80ZMgQffHFF9axS5cu6Y8//lDlypVNTAYAAADgiegJYEURAACSkSfd5f8omv8CQOLat2+f2rZtqyNHjljHatasqXnz5ilv3rwmJgMAAACA+KMIAADJyMMNfh++y/9R3PUPAInn3r17Gj9+vEaOHKl79+5Jktzc3DRu3Dj16dNHTk6sLQoAAAAke/QEsKIIAAAmeVqD3/nn+pqUDABSrxMnTqhNmzbauXOndezll19WYGCgXnrpJROTAQAAAMCzoQgAACahwS8AJD937tzRvn37JElOTk4aPHiwhg8fLldX/ncZAAAAcCjMBLCiCAAAiexxzX5p8AsAyU+JEiU0duxYff3111qwYIEqVapkdiQAAAAAeC4UAQAgkT2t2S8NfgHAPD/99JPq1q0rNzc361i/fv3UrVs3pUuXzsRkAAAAAJ6LxWJ2gmSDOREAkMgebvabOZeXzSN30czc9Q8AJrh27Zpat26tRo0aacSIETavOTs7UwAAAAAAHJ3FKWkeDoCZAACQAB635I9Es18ASG7Wr18vPz8/BQcHS5ImTJigdu3aqVixYiYnAwAAAICERxEAABLA05b8kWj2CwBmu337tj766CNNmzbNOpYxY0ZNnz5dRYsWNTEZAAAAgATHckBWFAEApEpPunP/WTyuyW8Mmv0CgLn27NmjNm3a6NixY9axunXras6cOcqdO7eJyQAAAAAgcVEEAJAqxefO/WdBk18ASF7u3r2rsWPHasyYMYqKipIkubu7a8KECerevbucnBxjDU8AAAAAdnKQ9fqTAkUAAKnSw81647pz/1lwtz8AJD8zZ87UJ598Yn3+yiuvKDAwUC+++KKJqQAAAAAg6VAEAJDixbX0D816ASB16Ny5s+bMmaM//vhDw4YN05AhQ+Ti4mJ2LAAAAACJjZ4AVhQBAKR4T1r6h2a9AJCy3LlzR+7u7tbnLi4u+vbbbxUWFqZXXnnFxGQAAAAAYA6KAABSpIfv/n9c016W7wGAlMMwDH377bfq37+/1q1bpzJlylhfK1q0qHnBAAAAAJjCwkwAK4oAAFKkuO7+p2kvAKRMoaGh6tq1q5YvXy5JatOmjX7//XelTZvW5GQAAAAAYD6KAABSpEcb/3LXPwCkTGvWrNH777+vixcvWsdefvll3b17lyIAAAAAkIoxE+ABigAAUjQa/wJAynTr1i0NGDBAX3/9tXXM29tbX3/9tZo2bWpiMgAAAABIXigCAAAAwKHs2LFDbdu21YkTJ6xj9evX1+zZs5UjRw4TkwEAAABINpgIYEURAIBDe7gB8MNimgEDAFKWadOmqU+fPoqOjpYkeXh4aNKkSercuTPTfQEAAAAgDhQBADi0uBoAP8zdyzUJ0wAAElvFihWtf+yvVKmSFixYoEKFCpmcCgAAAEByw01CD1AEAODQHm0A/DCaAQNAyvPKK69o1KhRkqQPP/xQadJwOQsAAAAAT8K3JgDJxuOW9nmSmGV/aAAMACnP6dOnNWnSJE2aNMnmj/1DhgwxMRUAAAAAR8BMgAcoAgBINp62tM+TsOwPAKQchmFo3rx56tOnj8LCwpQ1a1YNGzbM7FgAAAAA4JAoAgBIMk+70z/mrv64lvZ5Epb9AYCU4/Lly+rcubNWrlxpHVuwYIEGDhyotGnTmpgMAAAAgCNhJsADFAEAJJn43umfs4i3Av7qngSJAADJyapVq9SpUyddvnzZOubn56fJkydTAAAAAACAZ0QRAECSeVIT3xjc1Q8Aqc/NmzfVr18/zZkzxzqWNWtWzZw5U02aNDEvGAAAAACHxUyABygCAEhyNPEFAMTYsmWL2rVrp9OnT1vHGjdurFmzZilbtmzmBQMAAACAFIIiAAAAAEyzcuVKawHA09NTU6ZMkZ+fH3ftAAAAAHg+fKWwoggAAAAA04wdO1Zr165V5syZNX/+fOXPn9/sSAAAAACQolAEAJCggpYd0cLhm6zr/z/s2oVbJiQCACQXUVFR2r9/v8qXL28dS5s2rdavXy8fHx85OzubmA4AAABASsLs4gcoAgBIUAuHb9K5v0OfuI27l2sSpQEAJBcnTpyQr6+v9u3bp3379qlYsWLW13LmzGliMgAAAABI2SgCAKnUk+7Yfx4xd/s7OVmUKYdnrNfdvVzVZnTNBD0nACD5MgxDs2bNUv/+/RUeHi5Jat++vXbu3MmdOQAAAAASDd83HqAIAKRS8blj/3nkLOKtgL+6J9rxAQDJ38WLF9WxY0etXr3aOlagQAFNmjSJC3IAAAAASCIUAYBUKmYGwOPu2H8e3O0PAFixYoW6dOmi0NAHBefOnTvr888/l6dnwv53BwAAAAAexY1HD1AEAFIIe5f3iVm2J1MOT80/1zcRkwEAUpPr16+rd+/eCgwMtI75+Pho9uzZatiwoYnJAAAAACB1oggApBDPurwPTXoBAAmpSZMm2rx5s/X5u+++q4CAAGXJksXEVAAAAABSG2YCPEARAHAQT7vT/2kNeePCsj0AgIQ2evRo1ahRQ15eXpo2bZratGnDxTcAAAAAmIgiAOAg4nunPw15AQBJKTo6Wk5OTtbn1apV06xZs1S3bl298MILJiYDAAAAkKpxL5IVRQDAQcSnkS939gMAksq9e/fk7++voKAgrV271qYQ8P7775uYDAAAAADwMIoAQDIQn6a+NPIFACQXx44dU9u2bbV7925J0uTJk9W/f3+TUwEAAADAAyxL+gBFACAZsKepL418AQBmMQxDM2bM0MCBA3Xnzh1JkrOzs/VnAAAAAEDyQxEAMFHMDIDzx65KenpTX5b7AQCYJTg4WB06dNC6deusY0WKFNGCBQtUsWJFE5MBAAAAQGzMBHiAIgBgokdnANDUFwCQHH333Xfq3r27rl27Zh3r0aOHJkyYIA8PDxOTAQAAAACehiIAYKKHm/3mLOLNXf4AgGQlKipKbdq00XfffWcdy5kzp+bOnavXX3/dxGQAAAAA8GTMBHiAIgBgkqBlRxQaHCbpfrNfZgAAAJIbZ2dnpU+f3vq8ZcuWmj59ury9vU1MBQAAAACwB0UAwCQLh2+y/kyzXwBAcvX5559r//796t+/v1q2bGl2HAAAAACIHyYCWFEEAJJATAPgmOV/JOnahVvWn1kGCACQHOzcuVPnzp1T06ZNrWOenp7atWsXU2nh0Pbt2ycXFxeVLFlSkrRy5UrNnTtXxYsX18iRI+Xqyg0ZAAAASLmczA4ApAYxDYBDg8Osj+hoQ5KUu2hmVW1a3OSEAIDU7O7duxo2bJiqVKkiPz8/nTx50uZ1CgBwdF26dNGxY8ckSSdPnlTLli3l4eGhZcuW6cMPPzQ5HQAAABKDxWJJkocjoAgAJIGHGwBnzuVlfeQumplZAAAAUx05ckSvvvqqxowZo+joaN26dUuTJk0yOxaQoI4dO6YyZcpIkpYtW6bq1atr0aJFmjdvnlasWGFuOAAAACCRsRwQEIe4lu95HjFL/2TK4an55/omyDEBAHge0dHR+vLLLzVo0CBFRERIktKkSaMRI0Zo0KBBJqcDEpZhGIqOjpYk/frrr3rzzTclSXny5FFISIiZ0QAAAJBIHOUu/aRAEQCIQ8zyPQmNBsAAgOTg7Nmzat++vTZu3GgdK1asmAIDA1WuXDkTkwGJo3z58hozZozq1KmjzZs366uvvpIknTp1Sj4+PianAwAAABIXRQCkCvbe2R9z576Tk0WZcngmSAZ3L1eW/gEAmMowDAUGBqpXr166efOmdbxv377y9/eXu7u7iemAxDN58mS99957+uGHHzR06FAVKlRIkrR8+XJVrlzZ5HQAAABIDMwEeIAiAFKFZ72zP2cRbwX81T0REgEAkPRu3bqlwYMHWwsAefLk0bx58/Taa6+ZnAxIXKVKldKhQ4dijU+cOFHOzs4mJAIAAEBqNX36dE2cOFEXL15U6dKlNXXqVFWoUCHObWvWrKnNmzfHGm/QoIFWr14d73NSBECq8HBj3vje2c+d+wCAlMbLy0tz5szRG2+8IV9fX02ZMkUZM2Y0OxaQZCIjI3X58mVrf4AYL7zwgkmJAAAAkFiS40yAJUuWqH///goICFDFihU1efJk1atXT0ePHlW2bNlibf/9998rMvLByiahoaEqXbq0mjVrZtd5KQIgRXjacj805gUApEZhYWH677//lDVrVutYvXr1tH//fpUpU8a8YEASO3bsmN5//31t377dZtwwDFksFkVFRZmUDAAAAKnJpEmT1KlTJ/n5+UmSAgICtHr1as2ZM0eDBg2Ktb23t7fN8++++04eHh4UAZA6xXe5HxrzAgBSi6CgIPn6+qpo0aJavXq1zV0wFACQ2vj5+SlNmjT66aeflCNHjmR5VxgAAAASWDK75IuMjNTevXs1ePBg65iTk5Pq1KmjHTt2xOsYs2fPVsuWLZUuXTq7zk0RAA7p0Tv/49PIl+V9AACpQUREhEaMGKEJEybIMAydOnVKs2bNUufOnc2OBpjmwIED2rt3r4oWLWp2FAAAAKQwERERioiIsBlzc3OTm5ubzVhISIiioqLk4+NjM+7j46O///77qefZvXu3Dh8+rNmzZ9udkSIAHNLj7vynkS8AIDU7dOiQ2rRpo4MHD1rHqlSpojp16piYCjBf8eLFFRISYnYMAAAAJKGkmv05btw4ffLJJzZjI0aM0MiRIxP0PLNnz1bJkiUf20T4SZwSNMkzmD59uvLly6e0adOqYsWK2r179xO3nzx5sl588UW5u7srT5486tevn/77778kSovk4uFGv5lzeSlzLi/lLpqZO/0BAKlSVFSUJk6cqPLly1sLAC4uLvr000+1efNmFShQwOSEgLnGjx+vDz/8UJs2bVJoaKhu3rxp8wAAAACe1eDBg3Xjxg2bx8NL/sTIkiWLnJ2ddenSJZvxS5cuKXv27E88R3h4uL777ju9//77z5TR1JkA9nZDXrRokQYNGqQ5c+aocuXKOnbsmNq3by+LxaJJkyaZ8A6Q0J7W4DcGjX4BALjv1KlTateunbZu3WodK1mypAIDA1W6dGkTkwHJR8xsmNq1a9uM0xgYAAAg5UqqmQBxLf0TF1dXV5UrV04bNmxQkyZNJEnR0dHasGGDevbs+cR9ly1bpoiICLVp0+aZMppaBLC3G/L27dtVpUoVtW7dWpKUL18+tWrVSrt27UrS3Eg88W3wG4NGvwCA1Ozs2bMqVaqUbt26Xxy3WCwaMGCARo8eHa+LUCC12Lhxo9kRAAAAAPXv31/t2rVT+fLlVaFCBU2ePFnh4eHWv4/7+voqV65cGjdunM1+s2fPVpMmTZQ5c+ZnOq9pRYBn6YZcuXJlLVy4ULt371aFChV08uRJrVmzRm3btk2q2EhEQcuOWAsAT2rwG4NGvwCA1O6FF17QW2+9pW+//Vb58uXTggULVK1aNbNjAclOjRo1zI4AAACAJJZUMwHs0aJFC125ckXDhw/XxYsXVaZMGa1du9baLPjs2bNycrJdwf/o0aMKCgrSunXrnvm8phUBnqUbcuvWrRUSEqKqVavKMAzdu3dPXbt21ZAhQx57nke7M7PmZ/K1cPgm6880+AUAIH6mTZum7Nmza8SIEfLy8jI7DpBsbd26VV9//bVOnjypZcuWKVeuXAoMDFT+/PlVtWpVs+MBAAAglejZs+djl//ZtGlTrLEXX3xRhmE81zlNbwxsj02bNsnf318zZszQvn379P3332v16tUaPXr0Y/cZN26cMmTIYH3kyZMnCRPDHg/3AeAOfwAAbN24cUPt27fXd999ZzOeMWNGffbZZxQAgCdYsWKF6tWrJ3d3d+3bt896k9CNGzfk7+9vcjoAAAAkCksSPRyAaUWAZ+mGPGzYMLVt21YdO3ZUyZIl9fbbb8vf31/jxo1TdHR0nPs82p3533//TfD3gucTtOyIuhabYW32mzmXl6o2LW5yKgAAko9NmzapVKlSmj9/vrp166bg4GCzIwEOZcyYMQoICNCsWbPk4uJiHa9SpYr27dtnYjIAAAAg8ZlWBHi4G3KMmG7IlSpVinOf27dvx1oTydnZWZIeOyXCzc1N6dOnt3kgeYlpBhwdff/fkGa/AADc999//+mDDz5QrVq1dPbsWUlSVFSU/vzzT5OTAY7l6NGjql69eqzxDBky6Pr160kfCAAAAInOYrEkycMRmNYTQLK/G3KjRo00adIkvfzyy6pYsaKOHz+uYcOGqVGjRtZiABxPzDJATk4W5SzizVJAAABI2r9/v9q0aaMjR45Yx2rWrKl58+Ypb968JiYDHE/27Nl1/Phx5cuXz2Y8KChIBQoUMCcUAAAAkERMLQLY2w35448/lsVi0ccff6zg4GBlzZpVjRo10tixY816C4iHoGVHtHD4Jps1/x8WswxQphyeNAMGAKR69+7d0/jx4zVy5Ejdu3dP0v2Zjf7+/urbt2+sWZEAnq5Tp07q06eP5syZI4vFovPnz2vHjh0aMGCAhg0bZnY8AAAAJAJHuUs/KViM520t7GBu3rypDBky6MaNGywNlES6Fpuhc3+HPnW73EUzUwQAAKRqZ86cUatWrbRjxw7rWJkyZbRw4UK99NJLJiYD4ie5XmsbhmHtJXb79m1J94trAwYM0OjRo5/pmO51xydkRKQAXRq/rH7NKsrHO50Onbis/tN/1e9HLzx2+55vl1enRmWUJ1t6hd64o/9tPaphszcr4m7UMx8TqdPpFf3NjoBk5vuli/Xdwrm6GhqigoVfVJ+BQ1T8pZJxbvvj/5brlzWrdPLEcUnSi0WLq1OPPjbbG4ahOV9P148/LNetW2EqWepl9R80THleYHYqbPmkd3n6Rkkob+8fk+Q8Z75slCTneR7cSoZE9/ByP5lzecX5yF00M8sAAQBSvbRp0+qff/6RJDk5OWno0KHatWsXBQDgOVksFg0dOlRXr17V4cOHtXPnTl25ckUjRozQ+fPnzY6HFKBpjaIa3+U1jV24TZW6zdPBk5e1alxzZc3oEef2LWoV0+iONeQfuE1l3v9GXSf9rKY1i2pUhxrPfEwAkKQN637W9MkT1L5jN30TuEyFCr+oAb266NrVuG/O3L93j2q/3kBTvpqjr+YsVDaf7BrQs7OuXL5k3WbRgjlaseRbfTB4uL6eu0hp3d01oFcXRUREJNXbAp4JPQEeMHU5IKQumXJ4av65vmbHAAAg2fLx8dHMmTP14YcfasGCBapUqZLZkYAUxdXVVcWLF7c+/+OPP1S2bFlFRUU9YS/g6Xq/+4rm/vyHAn85JEnqNeUX1a9YUO3qldRnS3bF2v7Vl3Jpx5/ntGTjX5Kks5duaunGv/RK0ZzPfEwAkKSlixbozSZN1aDx25KkDwYP145tW7R61f/Upn3HWNsPH2M7s+3Djz/R5o3rtXfPTr3R8C0ZhqFliwPVtkNnVavxmiRp6Cf+alKvhoI2b1Dt1xsk/psCnpGj/IE+KTATAAAAwCQrVqxQSEiIzdjbb7+tw4cPUwAAAAfhksZJLxfJrt/2nbGOGYb0277TqlA8V5z77PwzWC8Xzq7yL+aQJOXLnkH1KhTU2t0nnvmYAHD37l0d+/uIyld41Trm5OSkchVe1Z+H/ojXMSL++0/37t1T+vQZJEkXgs/pamiIyld4cG3q6emlYi+V0uGD8TsmAPMxEwCJJqYhcEzjXwAAcN+1a9fUo0cPLV68WE2bNtXSpUtt7lJxc3MzMR0AwB5ZMngojbOTLl8Ltxm/fO22XsyTOc59lmz8S5kzeGjDF+/JYpFc0jhr5o/7NXHxzmc+JgDcuH5NUVFRyuRt+78T3t6Zdfb0qXgdI2DqJGXJklXl/v+P/qGh929YyZT5kWNmzqyroSGx9geSFSYCWFEEQKJZOHyTTUNgdy9XE9MAAJA8rF+/Xn5+fgoODpYkLV++XFu2bFGNGjWesicAs0RERMRa99iIvieLE1+n8Gyqlcqjga1eVZ+p67Tnr/MqmCuTPuteRxfeq6xPv91udjwAqdTCed9ow/qf9WXAXG5KAVIYrlqRIGLu+o9pAizJOgPAycminEW8afwLAEjVbt++rY8++kjTpk2zjmXMmFHTp09X9erVTUwGpFwHDx584utHjx6N13HGjRunTz75xGbMOX9tuRSs+8zZkHKE3Lite1HRypYpnc14tkweuvjInfwxRrSvpsW//ql5P9//Hf3zdIg80rpoet83NH7R9mc6JgBkyJhJzs7OsZoAX70aKu/MWZ647+LAuVo0f7YmTZ+lgoVftI5n/v/9roWGKkuWrA+OGRqqQkVejHUcIDmhJ8ADFAGQIB696/9hOYt4K+Cv7kmcCACA5GPPnj1q27atzR8c69Spo7lz5yp37twmJgNStjJlyshiscgwjFivxYzH58vh4MGD1b9/f5uxbG9PTbCccGx370Vr/7GLqvVyXv24/R9JksUi1Xo5nwJW7o1zH3c3F0U/8nsZHW38/76WZzomALi4uKhI0eLau2eXqtWsLUmKjo7Wvj279HazVo/db9GCOQqcM1OfTf1aRYuXsHktR67c8s6cRXv37FThF4tKksJv3dJffx5Uk6bNE+/NAEhQFAGQIGJmADg5WZQph6d13N3LlRkAAIBU6+7duxo7dqzGjBmjqKgoSVLatGk1YcIE9ejRQ05OTiYnBFK2U6fit/7x07i5ucVaFoGlgPCwL1fs0awPG2rvsYv6/egF9Xy7vDzSumjBL4ckSd982FDnQ8I0fM4WSdKancfV+91X9Mfxy9r993kVzJlJw9tV05qdx63FgKcdEwDi0ry1r8Z9MlQvFntJxV4qoWWLF+rOnTtq0KiJJGnsiMHKkjWbuvTsJ0n6dv5szfl6moaNmaDsOXIpNOT+Ov/uHh7y8PCQxWJRs1ZttWDOTOXOk1c5cuXS7IBpypwlm6rWqG3W2wTihZkAD3DliucWtOyIQoPDJEmZcnhq/rm+5gYCACCZ+Omnn2yWEHnllVe0YMECFS1a1MRUQOqRN29esyMglVi++W9lyeih4e2qyidTOh08cVlvDVmqy9dvS5LyZEtvc+f/p99ul2HcXxYoZxZPhdy4o9U7j2vk/xcJ4nNMAIhL7dfr6/r1a5rz9TRdDQ1RoSJF9dmXAdblgC5dvCCL5cGNKCtXLNHdu3c1/KN+Nsdp36mbOnTuIUlq7dtB/925o8/8R+rWrTCVLF1Wn30ZQN8AwIFYjLjmxqZgN2/eVIYMGXTjxg2lT5/e7DgpQtdiM6xLAeUumpmlfwAA+H+GYeidd97Rjz/+qGHDhmnIkCFycXExOxaQaBzhWrtkyZJas2aN8uTJ81zHca87PoESAcDzOb2i/9M3AoAk4JM+eX3XKTTg5yQ5z/HP6ifJeZ4HMwFglyc1AJbE0j8AgFTt+vXrypgxo/W5xWLRzJkzdfr0ab3yyivmBQNgdfr0ad29e9fsGAAAAECSYSFa2CWmAXBocJj1EbNmZe6imVW1aXGTEwIAkPQMw9DChQuVL18+/fjjjzavZc2alQIAAAAAACQxi8WSJA9HwEwA2IUGwAAA2AoNDVXXrl21fPlySVLHjh11+PBhZc2a1eRkAOJSrVo1ubu7mx0DAAAASDIUAfBEjy7/E7P0Dw2AAQCQfv75Z3Xo0EEXL160jtWtW5d1/4FkbM2aNWZHAAAAQBJwkJv0kwRFADxRzPI/j3L3cjUhDQAAycOtW7c0YMAAff3119Yxb29vBQQEqFmzZiYmA/A4//zzjzZu3KjLly8rOjra5rXhw4eblAoAAABIfBQB8ERxLf/D0j8AgNRsx44datu2rU6cOGEdq1+/vmbPnq0cOXKYmAzA48yaNUvdunVTlixZlD17dpu1Wy0WC0UAAACAFMhR1utPChQBEC8s/wMAgLRgwQL5+flZ7yL28PDQpEmT1LlzZy4wgWRszJgxGjt2rD766COzowAAAABJjiIAAABAPNWqVUteXl66ceOGKlWqpAULFqhQoUJmxwLwFNeuXWOpLgAAgFSG+7QecDI7AJKnoGVH1LXYDGsjYAAAIOXJk0czZszQ2LFjtWXLFgoAgINo1qyZ1q1bZ3YMAAAAwBTMBECcHm0ITCNgAEBqc/r0aQ0dOlQzZsxQhgwZrOOtW7c2MRWAZ1GoUCENGzZMO3fuVMmSJeXi4mLzeu/evU1KBgAAgMTi5MRUgBgUARCnhxsC5yziTSNgAECqYRiG5s2bpz59+igsLEwuLi6aN2+e2bEAPIeZM2fK09NTmzdv1ubNm21es1gsFAEAAACQolEEwBNlyuGpgL+6mx0DAIAkcfnyZXXu3FkrV660jm3atElXr16Vt7e3ickAPI9Tp06ZHQEAAABJjJ4AD9ATAAAAQNKqVatUsmRJmwJA+/btdfDgQQoAQApiGIYMwzA7BgAAAJBkKAIAAIBU7ebNm3r//ff11ltv6fLly5KkLFmy6H//+5/mzp2r9OnTm5wQQEJYsGCBSpYsKXd3d7m7u6tUqVIKDAw0OxYAAAASicViSZKHI2A5IAAAkGpt3bpVvr6+On36tHWsUaNGmjVrlnx8fMwLBiBBTZo0ScOGDVPPnj1VpUoVSVJQUJC6du2qkJAQ9evXz+SEAAAAQOKhCAAbQcuOaOHwTbp24ZbZUQAASHQHDx60FgA8PT01ZcoU+fn5OczdHADiZ+rUqfrqq6/k6+trHWvcuLFeeukljRw5kiIAAABACsTXugcoAsDGwuGbdO7vUOtzdy9XE9MAAJC4unfvrlWrVunOnTuaP3++8ufPb3YkAIngwoULqly5cqzxypUr68KFCyYkAgAAAJIOPQFg405YpCTJycmi3EUzq83omuYGAgAggURFRWn9+vU2YxaLRUuWLNHGjRspAAApWKFChbR06dJY40uWLFHhwoVNSAQAAIDERk+AB5gJAOsSQHfCIq3LAGXK4amAv7qbnAwAgIRx4sQJ+fr6avv27Vq/fr3q1KljfS1jxozmBQOQJD755BO1aNFCW7ZssfYE2LZtmzZs2BBncQAAAABISZgJAOsSQKHBYYqONiSxDBAAIGUwDEMzZ85U6dKltX37dklSx44dFRkZaXIyAEnp3Xff1a5du5Q5c2b98MMP+uGHH5QlSxbt3r1bb7/9ttnxAAAAkAiYCfAAMwFgswRQphyecvdyZRkgAIDDu3Dhgjp27Kg1a9ZYxwoUKKAFCxbI1ZViN5DalCtXTt9++63ZMQAAAIAkRxEAVplyeGr+ub5mxwAA4LktX75cXbt2VWjog2b3nTp10ueffy4vLy8TkwFISk5OTk+9O8tisejevXtJlAgAAABJxUFu0k8SFAEAAECKcf36dfXq1UsLFy60jvn4+Oibb77Rm2++aWIyAGb43//+99jXduzYoS+//FLR0dFJmAgAAABIehQBUqGHGwFLsjYDBgDA0XXq1EnLly+3Pn/nnXcUEBCgrFmzmpgKgFneeuutWGNHjx7VoEGD9OOPP+q9997TqFGjTEgGAACAxOYo6/UnBRoDp0IPNwKmGTAAICUZN26cPDw8lD59ei1YsEDLly+nAABAknT+/Hl16tRJJUuW1L1793TgwAHNnz9fefPmNTsaAAAAkKiYCZAKPdoIWBLNgAEADikyMtKmyW+hQoW0ZMkSlSpVSi+88IKJyQAkFzdu3JC/v7+mTp2qMmXKaMOGDapWrZrZsQAAAJDImAjwAEWAVCZo2RGFBodJohEwAMBx3bt3T/7+/lq6dKl2794tDw8P62us/Q8gxoQJEzR+/Hhlz55dixcvjnN5IAAAACClowiQyiwcvsn6M8v/AAAc0dGjR+Xr66vdu3dLkj788ENNmzbN5FQAkqNBgwbJ3d1dhQoV0vz58zV//vw4t/v++++TOBkAAAASGz0BHqAIkAo83Aj44SbALP8DAHAkhmFoxowZGjhwoO7cuSNJcnZ2VubMmWUYBhd4AGLx9fXlfxsAAACQ6lEESAViGgE/LHfRzKratLhJiQAAsE9wcLD8/Py0fv1661iRIkW0YMECVaxY0cRkAJKzefPmmR0BAAAAJuFekAeczA6AxPdwI+DMubyUu2hmZgEAABzG4sWLVaJECZsCQI8ePbR//34KAAAAAAAAPAUzAVIRGgEDAByJYRhq3769FixYYB3LmTOn5s6dq9dff93EZAAAAACA5I5lIR9gJgAAAEiWLBaLihd/sHRdy5YtdejQIQoAAAAAAADYgZkAKVzQsiMKDQ4zOwYAAM9kwIAB2r59u1q1aqWWLVuaHQcAAAAA4CCYCPAARYAUbuHwTdaf3b1czQsCAMBT7Ny5U3v27FGvXr2sY87Ozlq5cqWJqQAAAAAAcGwUAVK4mKbAkmgGDABIliIjIzV69Gj5+/tLksqVK6fKlSubnAoAAAAA4MjoCfAAPQFSicy5vFS1afGnbwgAQBI6cuSIKlWqpDFjxig6OlrR0dGaNm2a2bEAAAAAAEgxKAIAAIAkFx0drcmTJ6ts2bLat2+fJClNmjQaPXq0FixYYHI6AAAAAICjs1iS5uEIWA4IAAAkqbNnz6p9+/bauHGjdaxYsWIKDAxUuXLlTEwGAAAAAEDKw0wAAACQJAzD0IIFC1SyZEmbAkDfvn21d+9eCgAAAAAAgARjsViS5OEImAkAAACSxL179/TFF1/o5s2bkqQ8efJo3rx5eu2110xOBgAAAABAysVMgBQsaNkRhQaHmR0DAABJkouLiwIDA+Xm5qa2bdvq4MGDFAAAAAAAAImCngAPMBMgBVs4fJP1Z3cvV/OCAABSpbCwMF25ckUFChSwjpUoUUJ//vmnChYsaGIyAAAAAABSD2YCpGB3wiKtP7cZXdO8IACAVCcoKEilS5dWkyZNFBERYfMaBQAAAAAAQGKjJ8ADFAFSgcy5vFS1aXGzYwAAUoGIiAgNGjRI1atX16lTp3To0CGNGjXK7FgAAAAAAKRaFAEAAECCOHTokCpUqKDx48fLMAxJUpUqVfT++++bnAwAAAAAkNok154A06dPV758+ZQ2bVpVrFhRu3fvfuL2169fV48ePZQjRw65ubmpSJEiWrNmjV3npAgAAACeS1RUlCZOnKjy5cvr4MGDku43Af7000+1efNmm54AAAAAAACkVkuWLFH//v01YsQI7du3T6VLl1a9evV0+fLlOLePjIxU3bp1dfr0aS1fvlxHjx7VrFmzlCtXLrvOS2NgAADwzE6dOqV27dpp69at1rGSJUsqMDBQpUuXNjEZAAAAACA1S47r9U+aNEmdOnWSn5+fJCkgIECrV6/WnDlzNGjQoFjbz5kzR1evXtX27dvl4uIiScqXL5/d52UmQAoVtOyIQoPDzI4BAEjBrl+/rrJly1oLABaLRQMHDtSePXsoAAAAAAAA8JDIyEjt3btXderUsY45OTmpTp062rFjR5z7rFq1SpUqVVKPHj3k4+OjEiVKyN/fX1FRUXadmyJACrVw+Cbrz+5eruYFAQCkWBkzZlSvXr0k3b8TYdOmTZowYYLc3NxMTgYAAAAASO0sFkuSPCIiInTz5k2bR0RERKw8ISEhioqKko+Pj824j4+PLl68GOd7OHnypJYvX66oqCitWbNGw4YN0+eff64xY8bY9VlQBEih7oRFWn9uM7qmeUEAAClKTMPfGMOGDdOoUaP0xx9/qHr16ialAgAAAADAHOPGjVOGDBlsHuPGjUuQY0dHRytbtmyaOXOmypUrpxYtWmjo0KEKCAiw6zj0BEjhMufyUtWmxc2OAQBwcDdu3FCfPn1UpEgRDRkyxDru4uKiYcOGmZgMAAAAAIDYkqolwODBg9W/f3+bsbhmyGfJkkXOzs66dOmSzfilS5eUPXv2OI+dI0cOubi4yNnZ2TpWrFgxXbx4UZGRkXJ1jd8KMMwEAAAAT7Rp0yaVKlVK8+fP14gRI7R//36zIwEAAAAAkCy4ubkpffr0No+4igCurq4qV66cNmzYYB2Ljo7Whg0bVKlSpTiPXaVKFR0/flzR0dHWsWPHjilHjhzxLgBIFAFSJJoCAwASwn///acPPvhAtWrV0tmzZyVJ7u7u1p8BAAAAAEiukqongD369++vWbNmaf78+frrr7/UrVs3hYeHy8/PT5Lk6+urwYMHW7fv1q2brl69qj59+ujYsWNavXq1/P391aNHD7vOy3JAKRBNgQEAz2v//v1q06aNjhw5Yh2rWbOm5s2bp7x585qYDAAAAAAAx9SiRQtduXJFw4cP18WLF1WmTBmtXbvW2iz47NmzcnJ6cN9+njx59Msvv6hfv34qVaqUcuXKpT59+uijjz6y67wUAVIgmgIDAJ7VvXv3NH78eI0cOVL37t2TdH9qo7+/v/r27WtzMQIAAAAAQHKVVD0B7NWzZ0/17Nkzztc2bdoUa6xSpUrauXPnc52TIkAK8/BSQDQFBgDY4/z582ratKl27NhhHStTpowCAwNVokQJE5MBAAAAAIBnxe18KQxLAQEAnlWmTJl07do1SZKTk5OGDBmiXbt2UQAAAAAAADic5NgTwCwUAVKQoGVHdO7vUOtzlgICANjD3d1dgYGBKlq0qLZu3aqxY8fK1ZWCMgAAAADA8VgsSfNwBCwHlII8PAsgd9HMLAUEAHiiZcuWqVSpUnrxxRetY+XLl9fhw4fl7OxsYjIAAAAAAJBQnmsmwH///ZdQOZAAaAgMAIiPa9eu6b333lPz5s3l6+trbQAcgwIAAAAAAMDROVksSfJwBHYXAaKjozV69GjlypVLnp6eOnnypCRp2LBhmj17doIHhP1oCAwAeJxff/1VJUuW1KJFiyRJu3fv1v/+9z+TUwEAAAAAgMRidxFgzJgxmjdvniZMmGCzTnCJEiX0zTffJGg4AACQMG7fvq3evXurbt26Cg4OliRlzJhR3377rZo2bWpyOgAAAAAAEhY9AR6wuwiwYMECzZw5U++9957NcgGlS5fW33//naDhAADA89uzZ4/Kli2rqVOnWsfq1KmjQ4cOqXXr1rI4ylULAAAAAACwm91FgODgYBUqVCjWeHR0tO7evZsgoWC/oGVHFBocZnYMAEAycvfuXY0cOVKVKlXS0aNHJUlp06bVl19+qV9++UW5c+c2OSEAAAAAAInDYrEkycMR2F0EKF68uLZu3RprfPny5Xr55ZcTJBTst3D4JuvP7l6uj98QAJBq7N27V6NGjVJUVJQk6ZVXXtH+/fvVq1cvOTnZfQkAAAAAAAAcUBp7dxg+fLjatWun4OBgRUdH6/vvv9fRo0e1YMEC/fTTT4mREfFwJyzS+nOb0TXNCwIASDZeffVV9evXT1OmTNGwYcM0ZMgQubi4mB0LAAAAAIBE5+QYN+knCbtvA3zrrbf0448/6tdff1W6dOk0fPhw/fXXX/rxxx9Vt27dxMgIO2TO5aWqTYubHQMAYIKLFy8qOjraZmzs2LHavXu3RowYQQEAAAAAAIBU6JnWAqhWrZrWr1+vy5cv6/bt2woKCtLrr7+e0NkAAEA8GIahb7/9VkWLFrVp/ivd7wFQtmxZk5IBAAAAAGAOegI8YHcRoECBAgoNDY01fv36dRUoUCBBQgEAgPgJDQ1V8+bN1aZNG924cUODBg3SX3/9ZXYsAAAAAACQTNjdE+D06dPWBoMPi4iIUHBwcIKEAgAAT7dmzRq9//77unjxonXs3XffVY4cOUxMBQAAAACA+RzkJv0kEe8iwKpVq6w///LLL8qQIYP1eVRUlDZs2KB8+fLZHWD69OmaOHGiLl68qNKlS2vq1KmqUKHCY7e/fv26hg4dqu+//15Xr15V3rx5NXnyZDVo0MDucwMA4Ihu3bqlAQMG6Ouvv7aOeXt7KyAgQM2aNTMxGQAAAAAASG7iXQRo0qSJpPtrKbVr187mNRcXF+XLl0+ff/65XSdfsmSJ+vfvr4CAAFWsWFGTJ09WvXr1dPToUWXLli3W9pGRkapbt66yZcum5cuXK1euXDpz5owyZsxo13kBAHBU27dvl6+vr06cOGEdq1+/vmbPns0MAAAAAAAA/p9FTAWIEe8iQHR0tCQpf/782rNnj7JkyfLcJ580aZI6deokPz8/SVJAQIBWr16tOXPmaNCgQbG2nzNnjq5evart27fLxcVFkp5p9gEAAI7ohx9+0Lvvvmv9b7KHh4cmTZqkzp07O0wzIgAAAAAAkLTsbgx86tSpBCkAREZGau/evapTp86DME5OqlOnjnbs2BHnPqtWrVKlSpXUo0cP+fj4qESJEvL394+zR0FqErTsiEKDw8yOAQBIZLVr11bevHklSZUqVdIff/yhLl26UAAAAAAAAOARTpakeTgCuxsDS1J4eLg2b96ss2fPKjIy0ua13r17x+sYISEhioqKko+Pj824j4+P/v777zj3OXnypH777Te99957WrNmjY4fP67u3bvr7t27GjFiRJz7REREKCIiwvr85s2b8crnSBYO32T92d3L1bwgAIBE5eXlpfnz52vr1q368MMPlSbNM/1nHAAAAAAApCJ2//Vg//79atCggW7fvq3w8HB5e3srJCREHh4eypYtW7yLAM8iOjpa2bJl08yZM+Xs7Kxy5copODhYEydOfGwRYNy4cfrkk08SLZPZgpYd0bm/Q63P24yuaV4YAECCOX36tHr16qWpU6faLH1XrVo1VatWzbxgAAAAAAA4AGbNP2D3ckD9+vVTo0aNdO3aNbm7u2vnzp06c+aMypUrp88++yzex8mSJYucnZ116dIlm/FLly4pe/bsce6TI0cOFSlSRM7OztaxYsWK6eLFi7FmJMQYPHiwbty4YX38+++/8c7oCB6eBZC7aGZVbVrcvDAAgOdmGIbmzp2rUqVK6aefflL79u2tPQAAAAAAAADsZXcR4MCBA/rggw/k5OQkZ2dnRUREKE+ePJowYYKGDBkS7+O4urqqXLly2rBhg3UsOjpaGzZsUKVKleLcp0qVKjp+/LjNH0OOHTumHDlyyNU17mVw3NzclD59eptHSnIn7EHxg1kAAODYLl++rLffflsdOnRQWNj9Xi+nT59OcQVsAAAAAAASm8WSNA9HYHcRwMXFRU5O93fLli2bzp49K0nKkCGD3X+k6N+/v2bNmqX58+frr7/+Urdu3RQeHi4/Pz9Jkq+vrwYPHmzdvlu3brp69ar69OmjY8eOafXq1fL391ePHj3sfRspwsMNgTPn8mIWAAA4sJUrV6pEiRJauXKldax9+/Y6ePCgtRkwAAAAAACAvezuCfDyyy9rz549Kly4sGrUqKHhw4crJCREgYGBKlGihF3HatGiha5cuaLhw4fr4sWLKlOmjNauXWttFnz27FlrwUGS8uTJo19++UX9+vVTqVKllCtXLvXp00cfffSRvW8jRaAhMAA4vps3b6pfv36aM2eOdSxLliyaNWuWmjRpYl4wAAAAAAAcmJOj3KafBOwuAvj7+1uXKBg7dqx8fX3VrVs3FS5cWLNnz7Y7QM+ePdWzZ884X9u0aVOssUqVKmnnzp12nyclYikgAHBs27ZtU5s2bXT69GnrWKNGjTRr1ixrQRwAAAAAAOB52F0EKF++vPXnbNmyae3atQkaCPZjKSAAcEw3b960FgA8PT01ZcoU+fn5ycLdCgAAAAAAPBe+Wj9gd0+Ax9m3b5/efPPNhDocAAApXv369dWlSxdVq1ZNBw8eVIcOHSgAAAAAAACABGVXEeCXX37RgAEDNGTIEJ08eVKS9Pfff6tJkyZ65ZVXFB0dnSghAQBwdFFRUVqyZIkMw7AZnzx5sjZu3Kj8+fOblAwAAAAAgJTHYrEkycMRxLsIMHv2bNWvX1/z5s3T+PHj9eqrr2rhwoWqVKmSsmfPrsOHD2vNmjWJmRUAAId04sQJVa9eXS1btozVPydt2rRydnY2KRkAAAAAAEjp4l0EmDJlisaPH6+QkBAtXbpUISEhmjFjhg4dOqSAgAAVK1YsMXPiIUHLjqhrsRm6duGW2VEAAE9gGIZmzpyp0qVLa/v27ZKkDz74QDdu3DA5GQAAAAAAKZvFkjQPRxDvIsCJEyfUrFkzSdI777yjNGnSaOLEicqdO3eihUPcFg7fpHN/hyo6+v6SEu5eriYnAgA86uLFi2rUqJG6dOmi8PBwSVKBAgW0Zs0aZciQweR0AAAAAAAgtUgT3w3v3LkjDw8PSffXU3Jzc1OOHDkSLRge705YpCTJycminEW81WZ0TXMDAQBsLF++XF27dlVoaKh1rFOnTpo0aZI8PT1NTAYAAAAAQOrg5Ci36SeBeBcBJOmbb76x/vHi3r17mjdvnrJkyWKzTe/evRMuHWIJWnZEocFhkqRMOTwV8Fd3kxMBAGJcv35dvXr10sKFC61jPj4+mj17tho2bGhiMgAAAAAAkFrFuwjwwgsvaNasWdbn2bNnV2BgoM02FouFIkAiWzh8k/VnlgECgORl+PDhNgWAd999VwEBAbEK5gAAAAAAIHExD+CBeBcBTp8+nYgxEF8xSwFJYhkgAEhmRo4cqRUrVujWrVuaNm2a2rRpIwvTDwEAAAAAgInsWg4IyUfmXF6q2rS42TEAIFW7deuWzRr/3t7eWrFihXLmzKkXXnjBxGQAAAAAAKRu3JT3gJPZAQAAcDT37t3TqFGjVKhQIV24cMHmtVdffZUCAAAAAAAASDaYCeBAHm4KDAAwx7Fjx9S2bVvt3r1bkvT+++9r9erV3GEAAAAAAEAy4sTXdCtmAjgQmgIDgHkMw9D06dNVpkwZawHA2dlZ5cuXV1RUlMnpAAAAAAAA4sZMAAdCU2AAMEdwcLD8/Py0fv1661jhwoUVGBioihUrmpgMAAAAAADEhRn7DzzTTIATJ07o448/VqtWrXT58mVJ0s8//6w///wzQcMhbjQFBoCks3jxYpUoUcKmANCjRw/t37+fAgAAAAAAAEj27C4CbN68WSVLltSuXbv0/fff69atW5KkP/74QyNGjEjwgAAAmKVHjx5q3bq1rl+/LknKmTOnfvnlF02bNk3p0qUzNxwAAAAAAHgsiyVpHo7A7iLAoEGDNGbMGK1fv16urg/WpX/ttde0c+fOBA0HAICZXnvtNevPLVu21KFDh/T666+bmAgAAAAAAMA+dvcEOHTokBYtWhRrPFu2bAoJCUmQUAAAJAfvvvuuevbsqSpVqqhly5ZmxwEAAAAAAPFET4AH7J4JkDFjRl24cCHW+P79+5UrV64ECQUAQFLbtWuXPvroo1jjU6dOpQAAAAAAAAAclt0zAVq2bKmPPvpIy5Ytk8ViUXR0tLZt26YBAwbI19c3MTICAJBo7t69q1GjRsnf31/R0dEqU6aMWrVqZXYsAEh1Vq1aFe9tGzdunIhJAAAAkBI4MRHAyu4igL+/v3r06KE8efIoKipKxYsXV1RUlFq3bq2PP/44MTICAJAojhw5orZt22rfvn3WsQULFqhly5ZMGwSAJNakSZN4bWexWBQVFZW4YQAAAIAUxO4igKurq2bNmqVhw4bp8OHDunXrll5++WUVLlw4MfIBAJDgoqOjNWXKFA0ePFgRERGSpDRp0mjEiBEaNGgQBQAAMEF0dLTZEQAAAJCC8N3+AbuLAEFBQapatapeeOEFvfDCC4mRCQCARHP27Fm1b99eGzdutI4VK1ZMgYGBKleunInJAAAAAAAAEp7dRYDXXntNuXLlUqtWrdSmTRsVL148MXIBAJCgDMNQYGCgevXqpZs3b1rH+/btK39/f7m7u5uYDgDwqPDwcG3evFlnz55VZGSkzWu9e/c2KRUAAAAcBfMAHrC7CHD+/Hl99913Wrx4sT799FOVKlVK7733nlq1aqXcuXMnRkYAABLEihUrrAWAPHnyaN68eXrttddMTgUAeNT+/fvVoEED3b59W+Hh4fL29lZISIg8PDyULVs2igAAAACAHZzs3SFLlizq2bOntm3bphMnTqhZs2aaP3++8uXLxx9SAADJlsVi0cyZM5U1a1a1bdtWBw8e5L9bAJBM9evXT40aNdK1a9fk7u6unTt36syZMypXrpw+++wzs+MBAADAAThZLEnycAR2FwEelj9/fg0aNEiffvqpSpYsqc2bNydULjwiaNkRhQaHmR0DABzGrVu3tH//fpsxHx8fHTx4UAsWLFDGjBnNCQYAeKoDBw7ogw8+kJOTk5ydnRUREaE8efJowoQJGjJkiNnxAAAAAIfyzEWAbdu2qXv37sqRI4dat26tEiVKaPXq1QmZDQ9ZOHyT9Wd3L1fzggCAAwgKClLp0qVVv359hYSE2LyWPXt2k1IBAOLLxcVFTk73v6pky5ZNZ8+elSRlyJBB//77r5nRAAAA4CAslqR5OAK7iwCDBw9W/vz59dprr+ns2bOaMmWKLl68qMDAQL3xxhuJkRGS7oQ9aIbWZnRN84IAQDIWERGhQYMGqXr16jp58qQuXbqkfv36mR0LAGCnl19+WXv27JEk1ahRQ8OHD9e3336rvn37qkSJEianAwAAAByL3Y2Bt2zZooEDB6p58+bKkiVLYmTCIx5eCihzLi9VbVrc5EQAkPwcOnRIbdq00cGDB61jVapU0ciRI80LBQB4Jv7+/goLu3/9O3bsWPn6+qpbt24qXLiw5syZY3I6AAAAOAKLo9ymnwTsLgJs27YtMXLgCVgKCAAeLyoqSpMmTdLHH3+syMj7s6ZcXFw0atQoDRw4UM7OziYnBADYq3z58tafs2XLprVr15qYBgAAAHBs8SoCrFq1SvXr15eLi4tWrVr1xG0bN26cIMHwAEsBAUDcTp06pXbt2mnr1q3WsRIlSigwMFBlypQxLxgAAAAAADAVEwEeiFcRoEmTJrp48aKyZcumJk2aPHY7i8WiqKiohMqGR7AUEAA8EBkZqWrVqik4OFjS/f8GDRgwQKNHj5abm5vJ6QAAzyN//vxPnL598uTJJEwDAAAAOLZ4FQGio6Pj/BkAALO4urpq7Nixat++vfLly6f58+erevXqZscCACSAvn372jy/e/eu9u/fr7Vr12rgwIHmhAIAAIBDcWIqgJXdPQEWLFigFi1axLrLMjIyUt999518fX0TLFxqF7TsiBYO36RrF26ZHQUAkoWoqCibNf59fX0VHh6uNm3aKH369CYmAwAkpD59+sQ5Pn36dP3+++9JnAYAAABIONOnT9fEiRN18eJFlS5dWlOnTlWFChXi3HbevHny8/OzGXNzc9N///1n1zmd7A3p5+enGzduxBoPCwuLFQjPZ+HwTTr3d6iiow1JNAUGkHrduHFD7du3V+fOnW3GLRaLunfvTgEAAFKJ+vXra8WKFWbHAAAAgAOwWJLmYY8lS5aof//+GjFihPbt26fSpUurXr16unz58mP3SZ8+vS5cuGB9nDlzxu7Pwu4igGEYca7Pee7cOWXIkMHuAHi8mIbATk4W5S6amabAAFKlTZs2qVSpUpo/f77mzJmjlStXmh0JAGCS5cuXy9vb2+wYAAAAwDOZNGmSOnXqJD8/PxUvXlwBAQHy8PDQnDlzHruPxWJR9uzZrQ8fHx+7zxvv5YBefvllWSwWWSwW1a5dW2nSPNg1KipKp06d0htvvGF3ADxdphyeCviru9kxACBJ/ffffxo6dKgmTZpkHfPy8rJ7yhsAwPHEfPeIYRiGLl68qCtXrmjGjBkmJgMAAICjiOtGdjNFRkZq7969Gjx4sHXMyclJderU0Y4dOx67361bt5Q3b15FR0erbNmy8vf310svvWTXueNdBGjSpIkk6cCBA6pXr548PT2tr7m6uipfvnx699137To5AABx2b9/v9q0aaMjR45Yx2rUqKF58+YpX7585gUDACSJt956y+ZLm5OTk7JmzaqaNWuqaNGiJiYDAAAAbEVERCgiIsJmzM3NLVZP3ZCQEEVFRcW6k9/Hx0d///13nMd+8cUXNWfOHJUqVUo3btzQZ599psqVK+vPP/9U7ty5450x3kWAESNGSJLy5cunFi1aKG3atPE+CQAA8XHv3j2NHz9eI0eO1L179yTd/w+nv7+/+vbtKycnu1exAwA4oJEjR5od4amu/fyR2REAQJKU6ZWeZkcAAEnSnf3TzI5gI6n+gjBu3Dh98sknNmMjRoxIkGvaSpUqqVKlStbnlStXVrFixfT1119r9OjR8T5OvIsAMdq1a2fvLgAAPNXVq1fVsGFD7dy50zpWpkwZBQYGqkSJEiYmAwAkNWdnZ124cEHZsmWzGQ8NDVW2bNkUFRVlUjIAAAA4iqRaDmjw4MHq37+/zdijswAkKUuWLHJ2dtalS5dsxi9duqTs2bPH61wuLi56+eWXdfz4cbsyxqsg4u3trZCQEElSpkyZ5O3t/dgHAADPImPGjNal5pycnDRkyBDt2rWLAgAApEKGYcQ5HhERIVdX1yROAwAAADyem5ub0qdPb/OIqwjg6uqqcuXKacOGDdax6OhobdiwweZu/yeJiorSoUOHlCNHDrsyxmsmwBdffCEvLy/rz8mtqQIAwPE5OTlpzpw5eueddzRlyhRVrlzZ7EgAgCT25ZdfSrp/19Y333xj04csKipKW7ZsoScAAAAA4sUpGf4Ju3///mrXrp3Kly+vChUqaPLkyQoPD5efn58kydfXV7ly5dK4ceMkSaNGjdKrr76qQoUK6fr165o4caLOnDmjjh072nXeeBUBHl4CqH379nadAACAuCxbtkzZsmVTjRo1rGN58uTR7t27KTYDQCr1xRdfSLo/EyAgIEDOzs7W11xdXZUvXz4FBASYFQ8AAAB4Li1atNCVK1c0fPhwXbx4UWXKlNHatWutzYLPnj1r0w/x2rVr6tSpky5evKhMmTKpXLly2r59u4oXL27Xee3uCbBv3z65uLioZMmSkqSVK1dq7ty5Kl68uEaOHMn0XADAE127dk09e/bUokWLlCdPHh06dEgZMmSwvk4BAABSr1OnTkmSatWqpe+//16ZMmUyOREAAAAcVXKcCSBJPXv2VM+ecTd137Rpk83zL774wnqjzPOwu0lyly5ddOzYMUnSyZMn1aJFC3l4eGjZsmX68MMPnzsQACDl+vXXX1WyZEktWrRIkvTvv//q22+/NTkVACC52bhxIwUAAAAAIIHYXQQ4duyYypQpI+n+Ug41atTQokWLNG/ePK1YsSKh8wEAUoDbt2+rd+/eqlu3roKDgyVJGTJk0MKFC9WtWzeT0wEAkpt3331X48ePjzU+YcIENWvWzIREAAAAcDQWiyVJHo7A7iKAYRiKjo6WdP+OzgYNGki6v45zSEhIwqYDADi8PXv2qGzZspo6dap1rHbt2jp06JDee+89h/kPJgAg6WzZssX6PeNh9evX15YtW0xIBAAAADguu4sA5cuX15gxYxQYGKjNmzerYcOGku6v3xnTwAAAgLt372rkyJGqVKmSjh49KklKmzatvvzyS61bt0558uQxOSEAILm6detWnL3GXFxcdPPmTRMSAQAAwNE4WZLm4QjsLgJMnjxZ+/btU8+ePTV06FAVKlRIkrR8+XJVrlw5wQMCABzTv//+q4kTJyoqKkrS/SLy/v371atXL5tO9wAAPKpkyZJasmRJrPHvvvtOxYsXNyERAAAA4LjS2LtDqVKldOjQoVjjEydOlLOzc4KEAgA4vgIFCmjixInq3bu3Pv74Yw0dOlQuLi5mxwIAOIBhw4bpnXfe0YkTJ/Taa69JkjZs2KBFixZp+fLlJqcDAACAI2D14QfsLgLE2Lt3r/766y9JUvHixVW2bNkECwUpaNkRhQaHmR0DAOLt3Llz8vb2loeHh3WsW7duqlmzJndtAgDs0qhRI/3www/y9/fX8uXL5e7urtKlS+u3336Tt7e32fEAAAAAh2J3EeDy5ctq0aKFNm/erIwZM0qSrl+/rlq1aum7775T1qxZEzpjqrRw+Cbrz+5esddDBYDkwjAMLVq0SD169JCvr6++/PJL62sWi4UCAADgmTRs2NDaf+zmzZtavHixBgwYoL1791qXmgMAAAAex4mpAFZ2L8rcq1cv3bp1S3/++aeuXr2qq1ev6vDhw7p586Z69+6dGBlTpTthkdaf24yuaV4QAHiC0NBQtWjRQm3atNGNGzc0depUbdiwwexYAIAUYsuWLWrXrp1y5sypzz//XK+99pp27txpdiwAAADAodg9E2Dt2rX69ddfVaxYMetY8eLFNX36dL3++usJGg5S5lxeqtqUu2gBJD8///yzOnTooIsXL1rH3nvvPZaHAwA8l4sXL2revHmaPXu2bt68qebNmysiIkI//PADs8sAAAAQb3bf/Z6C2f1ZREdHx9nY0cXFRdHR0QkSCgCQfN26dUtdu3ZVgwYNrAUAb29vLV26VAsXLlSmTJlMTggAcFSNGjXSiy++qIMHD2ry5Mk6f/68pk6danYsAAAAwKHZPRPgtddeU58+fbR48WLlzJlTkhQcHKx+/fqpdu3aCR4QAJB87NixQ23bttWJEyesY/Xr19c333xj/W8CAADP6ueff1bv3r3VrVs3FS5c2Ow4AAAAcGC0BHjA7pkA06ZN082bN5UvXz4VLFhQBQsWVP78+XXz5k3u0gGAFGzLli2qWrWqtQDg4eGhgIAArV69mgIAACBBBAUFKSwsTOXKlVPFihU1bdo0hYSEmB0LAAAAcGh2zwTIkyeP9u3bpw0bNuivv/6SJBUrVkx16tRJ8HAAgOSjSpUqqlSpkrZt26ZKlSppwYIFKlSokNmxAAApyKuvvqpXX31VkydP1pIlSzRnzhz1799f0dHRWr9+vfLkySMvLy+zYwIAAMABODEVwMquIsCSJUu0atUqRUZGqnbt2urVq1di5QIAJDPOzs6aP3++li1bpgEDBihNGrvryAAAxEu6dOnUoUMHdejQQUePHtXs2bP16aefatCgQapbt65WrVpldkQAAADAYcR7OaCvvvpKrVq10u+//65//vlHPXr00MCBAxMzGwDAJGfOnFGdOnW0c+dOm/GCBQtq0KBBFAAAAEnmxRdf1IQJE3Tu3DktXrzY7DgAAABwEBZL0jwcQbyLANOmTdOIESN09OhRHThwQPPnz9eMGTMSMxsAIIkZhqF58+apZMmS2rBhg9q2bavw8HCzYwEAIGdnZzVp0oRZAAAAAICd4l0EOHnypNq1a2d93rp1a927d08XLlxIlGCpWdCyIwoNDjM7BoBU5vLly3rnnXfk5+ensLD7/xsUGRmpM2fOmJwMAAAAAADAPk6WpHk4gngXASIiIpQuXboHOzo5ydXVVXfu3EmUYKnZwuGbrD+7e7maFwRAqrFq1SqVLFlSP/zwg3Wsffv2OnTokIoXL25eMAAAAAAAADwXuxZ1HjZsmDw8PKzPIyMjNXbsWGXIkME6NmnSpIRLl0rdCYu0/txmdE3zggBI8W7evKl+/fppzpw51rEsWbJo5syZevvtt01MBgAAAAAA8OycHGXB/iQQ7yJA9erVdfToUZuxypUr6+TJk9bnFj7YBJU5l5eqNuUOXACJY/fu3WrRooVOnz5tHWvUqJFmzZolHx8f84IBAAAAAAAgwcS7CLBp06ZEjAEASGoeHh46f/68JMnT01NTpkyRn58fBV0AAAAAAODw+PPGA/HuCQAASFlKlCihsWPHqlq1ajp48KA6dOhAAQAAAAAAACCFoQgAAKlAVFSUZs6cqYiICJvxfv36aePGjcqfP79JyQAAAAAAABKekyVpHo6AIgAApHAnTpxQjRo11KVLF40cOdLmNWdnZzk7O5sTDAAAAAAAAImOIgAApFCGYWjmzJkqXbq0tm3bJkn67LPP9O+//5qcDAAAAAAAIHFZkuj/OQKKAACQAl28eFGNGjVSly5dFB4eLkkqUKCANm7cqDx58picDgAAAAAAAEnlmYoAW7duVZs2bVSpUiUFBwdLkgIDAxUUFJSg4VKjoGVHFBocZnYMAA5sxYoVKlGihFavXm0d69Spkw4cOKCqVauamAwAAAAAACBp0BPgAbuLACtWrFC9evXk7u6u/fv3W5tM3rhxQ/7+/gkeMLVZOHyT9Wd3L1fzggBwONevX5evr6+aNm2q0NBQSZKPj49++uknzZw5U15eXiYnBAAAAAAAQFKzuwgwZswYBQQEaNasWXJxcbGOV6lSRfv27UvQcKlN0LIjOvd3qPV5m9E1zQsDwOF8/fXXCgwMtD5/9913dfjwYTVs2NDEVAAAAAAAAEmPmQAP2F0EOHr0qKpXrx5rPEOGDLp+/XpCZEq1Hp4FkLtoZlVtWty8MAAcTr9+/VS2bFmlT59eCxYs0LJly5QlSxazYwEAAAAAAMBEaezdIXv27Dp+/Ljy5ctnMx4UFKQCBQokVK5U6U5YpPVnZgEAeJqQkBCbP/K7urrqu+++k5ubm1544QUTkwEAAAAAAJjLYnGQ2/STgN0zATp16qQ+ffpo165dslgsOn/+vL799lsNGDBA3bp1S4yMqU7mXF7MAgDwWPfu3dPo0aOVN29eHThwwOa1woULUwAAAAAAAACAld0zAQYNGqTo6GjVrl1bt2/fVvXq1eXm5qYBAwaoV69eiZERAPD/jh07Jl9fX+3atUuS1LZtW+3Zs0dp06Y1ORkAAAAAAEDy4Sjr9ScFu4sAFotFQ4cO1cCBA3X8+HHdunVLxYsXl6enZ2LkAwBIMgxDX331lQYMGKA7d+5IkpydnfX222/L2dnZ5HQAAAAAAABIruxeDiiGq6urihcvrgoVKjx3AWD69OnKly+f0qZNq4oVK2r37t3x2u+7776TxWJRkyZNnuv8AJCcBQcH64033lCPHj2sBYDChQtr27ZtGjVqlFxcXExOCAAAAAAAkLxYLEnzcAR2zwSoVavWE5sq/Pbbb3Ydb8mSJerfv78CAgJUsWJFTZ48WfXq1dPRo0eVLVu2x+53+vRpDRgwQNWqVbPrfADgSL777jt1795d165ds451795dEyZMULp06UxMBgAAAAAAAEdg90yAMmXKqHTp0tZH8eLFFRkZqX379qlkyZJ2B5g0aZI6deokPz8/FS9eXAEBAfLw8NCcOXMeu09UVJTee+89ffLJJypQoIDd5wQARzB48GC1atXKWgDImTOn1q5dq+nTp1MAAAAAAAAAeAIniyVJHo7A7pkAX3zxRZzjI0eO1K1bt+w6VmRkpPbu3avBgwdbx5ycnFSnTh3t2LHjsfuNGjVK2bJl0/vvv6+tW7c+8RwRERGKiIiwPr9586ZdGQHALO+8844mTpyoqKgotWzZUtOnT5e3t7fZsQAAAAAAAOBA7C4CPE6bNm1UoUIFffbZZ/HeJyQkRFFRUfLx8bEZ9/Hx0d9//x3nPkFBQZo9e7YOHDgQr3OMGzdOn3zySbwzAUBy8corr2j8+PHKlSuXWrZsaXYcAAAAAAAAh+HkGDfpJ4lnbgz8qB07diht2rQJdbg4hYWFqW3btpo1a5ayZMkSr30GDx6sGzduWB///vtvomYEgGexa9cutWnTRvfu3bMZ/+CDDygAAAAAAAAA4JnZPRPgnXfesXluGIYuXLig33//XcOGDbPrWFmyZJGzs7MuXbpkM37p0iVlz5491vYnTpzQ6dOn1ahRI+tYdHS0JClNmjQ6evSoChYsaLOPm5ub3Nzc7MoFAEnl7t27Gj16tPz9/RUVFaWi/9fenYdVUf7/H38dQBYFUVMRlcRdCxEVNTW3XFssNZfcQDQzt0zUXHL3o6ilWWmaK65pVpalYUpSbl933MNcSXPfEBdQzvn90c9TJ9BAgeHg89E118W5556Z19B0Opz33PeUK6dhw4YZHQsAAAAAAMCu2cl0/ZkizSMBPD09bZZ8+fKpXr16WrNmjUaOHJmmfTk7O6tKlSqKjIy0tpnNZkVGRqpGjRrJ+pcrV0779+9XdHS0dXn11VdVv359RUdHy8fHJ62nAwCGOXTokJ577jmNHTtWSUlJkqSIiAjrzwAAAAAAAMDjStNIgKSkJIWEhKhChQrKmzdvugQIDQ1VcHCwAgMDVa1aNU2dOlU3b95USEiIJCkoKEhFihRRWFiYXF1d5efnZ7N9njx5JClZOwBkVWazWZ988okGDx5sfXC5k5OTRowYoSFDhsjR0dHghAAAAAAAAPbNQQwFuC9NRQBHR0c1btxYhw8fTrciQNu2bXXx4kWNGDFC586dU0BAgCIiIqwPC46NjZWDQ7o9ugAADBUbG6uQkBD9/PPP1rZy5cpp8eLFqlKlioHJAAAAAAAAkB2l+ZkAfn5+On78uIoXL55uIXr37q3evXunuC4qKuqh24aHh6dbDgDISIsXL1avXr0UFxdnbXv33Xc1fvx4ubm5GZgMAAAAAAAge+GZAH9L8y32//vf/zRgwAD98MMPOnv2rOLi4mwWAEDKdu/ebX2f9PHxUWRkpD766CMKAAAAAAAAAMgwqR4JMGbMGPXv318vvfSSJOnVV1+V6R/lFIvFIpPJxAMtH9GmFYd0+cwNo2MAyEDjx4/X2rVrFRgYqI8//tj6TBMAAAAAAACkLwdGAliluggwevRovf3229qwYUNG5nliLR4RZf3ZzcPZuCAA0kV8fLy2b9+uF154wdrm6uqqLVu2yNPT08BkAAAAAAAAeJKkughgsVgkSXXr1s2wME+y2zcSrT93HFvPuCAAHtvmzZsVFBSkP//8U3v27FG5cuWs6ygAAAAAAAAAZDwHHgpglaZnApj4xWW4p4p46PlWzxgdA8AjSEhI0JAhQ1SnTh0dP35cd+7cUY8ePYyOBQAAAAAAgCdYqkcCSFKZMmX+sxBw5cqVxwoEAPZo//796tixo/bt22dtq1mzpubMmWNgKgAAAAAAgCcT97P/LU1FgNGjRzOVRQbgocCA/UpKStKUKVM0bNgwJSb+Na1Xjhw5NGbMGA0cOFCOjo4GJwQAAAAAAMCTLE1FgDfeeEMFCxbMqCxPLB4KDNinEydOKDg4WBs3brS2+fn5adGiRQoICDAuGAAAAAAAwBOOZwL8LdXPBOB5ABmHhwID9sdisah58+bWAoDJZNLAgQO1c+dOCgAAAAAAAADIMlJdBLBYLBmZA+KhwIA9MZlMmjZtmkwmk3x9fRUVFaVJkybJxcXF6GgAAAAAAABPPJMpcxZ7kOrpgMxmc0bmAIAs786dO3J1dbW+rl27tr788ks1btxYuXPnNjAZAAAAAAAAkLJUjwQAgCdVXFycQkJC9OKLLyYriLZq1YoCAAAAAAAAQBbjkEmLPbCXnABgiKioKPn7+ys8PFxRUVH6+OOPjY4EAAAAAAAApBpFAABIwZ07d9S/f3+98MILOnXqlCTJw8ND+fPnNzgZAAAAAAAA/ovJZMqUxR6k+pkAAPCk2LNnjzp16qSDBw9a2+rWravw8HD5+voaFwwAAAAAAABII0YCAMD/d+/ePY0fP17Vq1e3FgBcXFw0efJk/fzzzxQAAAAAAAAA7IQpk5a0mj59unx9feXq6qrq1atr+/btqdpu2bJlMplMat68eZqPyUgAANBf0/+88MIL2rp1q7UtICBAixYtkp+fn4HJAAAAAAAAkFYOWXCqnuXLlys0NFQzZ85U9erVNXXqVDVp0kQxMTEqWLDgA7c7efKkBgwYoNq1az/ScRkJAACSXF1dVaFCBUmSg4ODhg4dqm3btlEAAAAAAAAAQLqYMmWKunXrppCQED3zzDOaOXOmcubMqXnz5j1wm6SkJHXo0EGjR49WiRIlHum4FAEA4P+bPHmymjRpoo0bN2rcuHFydnY2OhIAAAAAAAAeQWZNB5SQkKC4uDibJSEhIVmexMRE7dq1Sw0bNrS2OTg4qGHDhjYzU/zbmDFjVLBgQXXt2vWRfxcUAQA8kVasWKGlS5fatLm7uysiIkI1a9Y0KBUAAAAAAADsSVhYmDw9PW2WsLCwZP0uXbqkpKQkeXl52bR7eXnp3LlzKe5706ZNmjt3rmbPnv1YGXkmAIAnytWrV9WnTx8tWbJE7u7uqlGjhooXL250LAAAAAAAAKSjzHokwJAhQxQaGmrT5uLi8tj7vXHjhjp16qTZs2crf/78j7UvigAAnhjr169X586ddebMGUlSfHy8Fi9erOHDhxucDAAAAAAAAPbIxcUlVV/658+fX46Ojjp//rxN+/nz51WoUKFk/Y8dO6aTJ0+qWbNm1jaz2SxJcnJyUkxMjEqWLJmqjEwHBCDbu3Xrlt555x01atTIWgDw9PTU4sWLNWzYMIPTAQAAAAAAIL2ZTKZMWVLL2dlZVapUUWRkpLXNbDYrMjJSNWrUSNa/XLly2r9/v6Kjo63Lq6++qvr16ys6Olo+Pj6pPjYjAQBkazt27FCnTp0UExNjbWvQoIHmz5+fpjdLAAAAAAAA4HGEhoYqODhYgYGBqlatmqZOnaqbN28qJCREkhQUFKQiRYooLCxMrq6u8vPzs9k+T548kpSs/b9QBACQLd29e1fjxo3T//73PyUlJUmSXF1dNWnSJPXq1UsODgyEAgAAAAAAyK6y4jc/bdu21cWLFzVixAidO3dOAQEBioiIsD4sODY2NkO+s6IIACBbio+P1+zZs60FgMDAQC1atEjlypUzOBkAAAAAAACeVL1791bv3r1TXBcVFfXQbcPDwx/pmFmxIAIAjy1v3ryaN2+enJycNGrUKG3ZsoUCAAAAAAAAwBMiqz0TwEiMBACQLZw+fVpOTk42T1Nv0qSJjh07pqefftrAZAAAAAAAAIBxGAkAwK5ZLBYtWbJEfn5+6tq1qywWi816CgAAAAAAAABPHlMmLfaAIoDBNq04pMtnbhgdA7BLly9fVtu2bdWxY0ddv35da9aseeS50QAAAAAAAIDsiOmADLZ4RJT1ZzcPZ+OCAHbmxx9/VNeuXXX27FlrW/v27dW8eXPjQgEAAAAAACBLsJf5+jMDIwEMdvtGovXnjmPrGRcEsBPx8fHq0aOHXnrpJWsBIF++fFq+fLmWLFmivHnzGpwQAAAAAAAAyDoYCZBFPFXEQ8+3esboGECWtnXrVnXq1EnHjh2ztjVt2lRz585V4cKFDUwGAAAAAACArIS73/9GEQCAXTh06JCef/55mc1mSVLOnDk1efJkde/eneFdAAAAAAAAwANQEDEQDwUGUu+ZZ55Ru3btJEnPPfecoqOj9fbbb1MAAAAAAAAAQDImkylTFnvASAAD8VBg4MHMZrMcHGzrlNOmTVOVKlXUp08fOTnx9gUAAAAAAAD8F0YCGIiHAgMpO3XqlBo0aKBly5bZtOfJk0f9+vWjAAAAAAAAAICHMmXSYg8oAmQBPBQY+IvFYtGCBQvk7++vqKgo9ezZU2fOnDE6FgAAAAAAAGC3KAIAyBIuXryo119/XZ07d1ZcXJwkycPDQ+fOnTM4GQAAAAAAAOyNyZQ5iz2gCADAcKtWrZKfn59WrlxpbQsODta+fftUpUoVA5MBAAAAAAAA9o2JtQEY5saNG3r33Xc1b948a1v+/Pk1a9YstWjRwsBkAAAAAAAAsGcOdjNjf8ajCADAENHR0WrRooVOnjxpbWvWrJlmz54tLy8v44IBAAAAAAAA2QhFAACG8Pb2Vnx8vCTJ3d1dH3/8sUJCQmSyl8nUAAAAAAAAkGXxFdPfeCYAAEN4eXlp1qxZql27tvbt26cuXbpQAAAAAAAAAADSGUUAABkuKSlJU6dO1eXLl23aW7RooaioKBUvXtygZAAAAAAAAMiOTJn0jz2gCAAgQx0/flx169ZVv3791KNHD1ksFpv1Dg68DQEAAAAAAAAZhW/fAGQIi8Wi2bNny9/fX5s3b5YkffXVV9q7d6/ByQAAAAAAAJDdmUyZs9gDigAA0t25c+f06quv6q233tLNmzclScWLF9evv/6qgIAAY8MBAAAAAAAATxAnowMAyF6++eYbvfXWWzbz/3fr1k2TJ0+Wh4eHgckAAAAAAADwpHCwk/n6MwNFAADp4vr16+rTp48WLVpkbfPy8tKcOXP0yiuvGJgMAAAAAAAAeHJRBACQLlavXm1TAGjZsqVmzpypAgUKGJgKAAAAAAAATyJ7ma8/M/BMAADpol27dmrevLly586tBQsW6KuvvqIAAAAAAAAAABiMkQAAHklsbKyefvpp62uTyaRZs2bp9u3bNu0AAAAAAABAZmMkwN8YCQAgTe7du6f//e9/KlmypL7//nubdQUKFKAAAAAAAAAAAGQhjAQAkGpHjhxRUFCQtm3bJkl68803deDAAab9AQAAAAAAQJZiEkMB7mMkAID/ZLFY9NlnnykgIMBaAHBwcNBbb70lT09Pg9MBAAAAAAAAeBBGAgB4qDNnzqhr165au3atta106dJauHChnnvuOQOTAQAAAAAAAClzYCCAFSMBADzQsmXLVKFCBZsCQM+ePbVnzx4KAAAAAAAAAIAdYCQAgBRNmjRJgwYNsr729vbW/Pnz1aRJEwNTAQAAAAAAAP+NZwL8jZEAAFLUrl0763z/bdu21YEDBygAAAAAAAAAAHaGkQAAUuTj46NZs2YpKSlJ7dq1MzoOAAAAAAAAkGomBgJYMRIAgLZt26bGjRsrLi7Opr1NmzYUAAAAQLaTlJSk6OhoXb161egoAAAAQIajCAA8we7evasRI0aoVq1aWrdunfr27Wt0JAAAgHT37rvvau7cuZL+KgDUrVtXlStXlo+Pj6KioowNBwAAgAxhyqR/7AFFAOAJdejQIT333HMaO3askpKSrG23bt0yOBkAAED6+uqrr1SxYkVJ0vfff68TJ07ot99+U79+/fT+++8bnA4AAADIWBQBgCeM2WzW1KlTVblyZe3evVuS5OTkpDFjxmjz5s3KmTOnwQkBAADS16VLl1SoUCFJ0po1a9S6dWuVKVNGXbp00f79+w1OBwAAgIzgYMqcxR7wYGDgCRIbG6uQkBD9/PPP1rZy5cpp0aJFCgwMNDAZAABAxvHy8tKhQ4fk7e2tiIgIzZgxQ5J069YtOTo6GpwOAAAAyFgUAYAnxBdffKG3337b5uG/ffv2VVhYmNzc3AxMBgAAkLFCQkLUpk0beXt7y2QyqWHDhpKkbdu2qVy5cganAwAAQEawl/n6MwNFAOAJceXKFWsBoGjRogoPD1eDBg0MTgUAAJDxRo0aJT8/P/3xxx9q3bq1XFxcJEmOjo4aPHiwwekAAACAjEURAHhC9OzZU6tWrZKXl5c++eQT5cmTx+hIAAAAmaZVq1bJ2oKDgw1Iguxq2dIlWjB/ri5duqgyZctp8NDhquDvn2Lfo0d/12effqLDhw7qzz/PaOCgIeoY1Nmmz4zpn2rmZ9Ns2nyLF9d3P0Rk1CkAyCa6t6mjfsEN5PVUbu0/ckahE1do58FTD+zfu309dWtdWz6F8urytZtauX6Phn+6SgmJ9yRJ73d/ScPefslmm5gT5xTQ8n8Zeh7A4zIxEMCKIgCQDcXHx+vHH39U69atrW0mk0nfffedXF1dDUwGAABgjMjISEVGRurChQsym8026+bNm2dQKmQXET+u0YeTwjRs5GhVqFBRSxYtUI/uXfXdDxF66qmnkvW/c/u2ivoUVaMmTfXhxLAH7rdkqdKaNWe+9bWjE8+wAPBwrRpX1sT+LdRn3HLtOHBSvdvX16rPeqli8zG6eDU+Wf+2TQM19p3X9PaoJdq697hKFyuo2WM6ySJp0ORvrP0OHv1TL7/9qfX1vSRzsn0ByLocjA4AIH1t3rxZFStWVJs2bRQZGWmzjgIAAAB4Eo0ePVqNGzdWZGSkLl26pKtXr9oswONatGC+WrZqo+YtXlfJUqU0bORoubq66ttvvk6xv18Ff4UOGKQXX3pZzs7OD9yvk6Oj8hcoYF3y5s2XUacAIJt4p+MLmv/NFi1a9X/67fg59Rm3TLfvJCq4eY0U+z9Xsbi2Rh/X8oidij17RZH/95u+jNipwGeL2fS7l2TW+cs3rMvlazcz43SAx2LKpMUeMBIAyCYSEhI0atQoTZo0yXp3W58+fXTgwAE5OFDvAwAAT66ZM2cqPDxcnTp1MjoKsqG7iYk6fOigunbrbm1zcHDQc8/V1L69ex5r36diT6lhvefl7OKiihUD9M67/eVduPDjRgaQTeVwclSl8j76YN5P1jaLxaKft8Womn/xFLf5v70n9MbLVRX4bDHtPHhKvkWeUpNaz2rp6u02/Uo9XUDHfxqnOwl3tW3fCY34dJX+OEchHbAXFAGAbGD//v3q2LGj9u3bZ22rWbOmFi5cSAEAAAA88RITE1WzZk2jYyCbunrtqpKSkpJN+/PUU0/pxInjj7zfCv7+GjsuTL6+xXXx4kV9PmO6QoI66OvvvleuXO6PGxtANpQ/r7ucnBx14coNm/YLl+NU1tcrxW2WR+zUU3lzKXJ+P5lkUo4cjpq1YqNNIWHHgZN6a8RiHTl1XoXye+r97i9q/bx+qtJqnOJvJWToOQGPw4GHAljx7SBgx5KSkvTBBx8oMDDQWgDIkSOHwsLC9Ouvv6pkyZIGJwQAADDem2++qaVLlz7y9gkJCYqLi7NZEhL40gMZ6/naddW4yYsqU7acaj1fW9NmzNKNG3FaG/Gj0dEAZCO1q5TWwC5N1DdsuWq0n6i2obP04vPPanC3ptY+P20+pG/W79GB3//U+q2H1bz3DHm6u+n1xpUNTA4gLRgJANipEydOKDg4WBs3brS2+fn5adGiRQoICDAuGAAAQBZz584dzZo1S+vXr5e/v79y5Mhhs37KlCkP3T4sLEyjR4+2aXt/+EgNGzEqvaPCDuXNk1eOjo66fPmyTfvly5eVP3/+dDtO7ty5VayYr/6IjU23fQLIXi5djde9e0kqmM/Dpr3gU7l17nJcituM7Pmyvli9XeErt0r66wHAOd1cNH1YO02cs1YWiyXZNtfjb+to7AWV9CmQ/icBpCPGAfyNkQCAnerRo4e1AGAymTRgwADt2LGDAgAAAMC/7Nu3TwEBAXJwcNCBAwe0Z88e6xIdHf2f2w8ZMkTXr1+3WQYOGpLxwWEXcjg7q/wzz2rb/221tpnNZm3btlX+FSul23Fu3bypP/74Q/kL8KUbgJTdvZekPYf/UP3qZa1tJpNJ9auV0fZ9J1Lcxs3VWWaz7Rf9958z+KCZVHK5Oat40fw6d+l6+gQHkOEYCQDYqWnTpikgIEAFChTQggULVKdOHaMjAQAAZEkbNmx4rO1dXFzk4uJi03bn3mPtEtlMp+AQDR86SM8+6ye/Cv5avGiBbt++reYtWkqS3h/yngoW9FLffv0l/fUw4WPHjv31891EXbhwXr8dPqycOXPq6WLFJEmTP5iouvXqy7twYV28cEEzpn8qR0cHvfjSK8acJAC78MninzV7TCftOhSrnQdOqnf7+srp5qKF3/2fJGnO2E7688J1jfh0lSRpza8H9E7H+tobc1rb959USZ8CGtHjFa35db+1OBDWr4VW/7pfsX9eUeGCnhr29stKMpv1ZcQuw84TSBWGAlhRBADsxPXr1+Xp6Wl9XapUKf3www+qXLmycufObWAyAAAA+3D06FEdO3ZMderUkZubmywWi0w8MA7poOmLL+nqlSv6bNonunTposqWK6/PPp+jp/7/dEDnzp6Vg+nvgfgXLl5Q21bNra8XzJ+nBfPnKbBqNc0NXyRJOn/+nAYPDNW1a9eUN18+VapcRYuWfql8+fJl6rkBsC9f/bRb+fO6a0SPl+X1lIf2xZzRa72mWx8W7FMon82d/xPmRMhisWhkz1dUuKCnLl2N1+pfD2jUtO+tfYp45dHCsBDl88ypS1fjtSX6uOoGTdalq/GZfn4AHo3JktLkXtlYXFycPD09df36dcO/OA0uOlWXz9zQU0U8tOD0u4ZmQdYVFxenvn37asuWLdqzZ49y5sxpdCQAAIAUZaXP2v90+fJltWnTRhs2bJDJZNLvv/+uEiVKqEuXLsqbN68mT56c5n0yEgBAVpG3am+jIwCAJOn2nmlGR7Cx7VjmTFlVvaTnf3cyGM8EALKwqKgo+fv7Kzw8XEeOHNF7771ndCQAAAC7069fP+XIkUOxsbE2N1S0bdtWERERBiYDAAAAMh7TAQFZ0J07d/T+++/ro48+0v3BOh4eHqpSpYrByQAAAOzPTz/9pLVr16po0aI27aVLl9apU6cMSgUAAICMxKyPf8sSIwGmT58uX19fubq6qnr16tq+ffsD+86ePVu1a9dW3rx5lTdvXjVs2PCh/QF7s2fPHgUGBmrKlCnWAkCdOnW0b98+hYSEGJwOAADA/ty8eTPFKRWvXLmS7IG/AAAAQHZjeBFg+fLlCg0N1ciRI7V7925VrFhRTZo00YULF1LsHxUVpXbt2mnDhg3aunWrfHx81LhxY505cyaTkwPp6969exo/fryqV6+ugwcPSpKcnZ314YcfasOGDfL19TU2IAAAgJ2qXbu2Fi5caH1tMplkNps1adIk1atXz7hgAAAAyDCmTFrsgeHTAU2ZMkXdunWz3uE8c+ZMrV69WvPmzdPgwYOT9V+yZInN6zlz5ujrr79WZGSkgoKCMiUzkN7MZrMaNWqkqKgoa1tAQIAWLVokPz8/44IBAABkA5MmTVKDBg20c+dOJSYm6r333tPBgwd15coVbd682eh4AAAAyAj28g19JjB0JEBiYqJ27dqlhg0bWtscHBzUsGFDbd26NVX7uHXrlu7evat8+fKluD4hIUFxcXE2C5DVODg46MUXX7T+PHToUG3bto0CAAAAQDrw8/PTkSNH9Pzzz+u1117TzZs31bJlS23fvl0TJ040Oh4AAACQoQwdCXDp0iUlJSXJy8vLpt3Ly0u//fZbqvYxaNAgFS5c2KaQ8E9hYWEaPXr0Y2cFMlr//v118OBBde/eXTVr1jQ6DgAAQLbi6emp999/36Zt7969mjt3rmbNmmVQKgAAAGQUE0MBrAx/JsDjmDBhgpYtW6aVK1fK1dU1xT5DhgzR9evXrcsff/yRySmB5FasWJHsrjNHR0ctWLCAAgAAAAAAAACAdGNoESB//vxydHTU+fPnbdrPnz+vQoUKPXTbDz/8UBMmTNBPP/0kf3//B/ZzcXFR7ty5bRbAKFevXlXHjh3Vpk0bDR06VFu2bDE6EgAAAAAAAJDtmEyZs6TV9OnT5evrK1dXV1WvXl3bt29/YN9vvvlGgYGBypMnj3LlymV9hmhaGVoEcHZ2VpUqVRQZGWltM5vNioyMVI0aNR643aRJkzR27FhFREQoMDAwM6ICj239+vWqUKGC9eHWZrNZX3/9tcGpAAAAAAAAAGSG5cuXKzQ0VCNHjtTu3btVsWJFNWnSRBcuXEixf758+fT+++9r69at2rdvn0JCQhQSEqK1a9em6biGPhNAkkJDQxUcHKzAwEBVq1ZNU6dO1c2bNxUSEiJJCgoKUpEiRRQWFiZJmjhxokaMGKGlS5fK19dX586dkyS5u7vL3d3dsPMAHuTWrVsaPHiwPv30U2ubp6enpk2bpg4dOhiYDAAAIHtr2bLlQ9dfu3Ytc4IAAAAg02XFJwJMmTJF3bp1s373PXPmTK1evVrz5s3T4MGDk/WvV6+ezeu+fftqwYIF2rRpk5o0aZLq4xpeBGjbtq0uXryoESNG6Ny5cwoICFBERIT1YcGxsbFycPh7wMKMGTOUmJioVq1a2exn5MiRGjVqVGZGB/7Tjh071KlTJ8XExFjbGjRooPnz58vHx8fAZAAAANmfp6fnf64PCgrKpDQAAADIjhISEpSQkGDT5uLiIhcXF5u2xMRE7dq1S0OGDLG2OTg4qGHDhtq6det/Hsdisejnn39WTExMsmeN/hfDiwCS1Lt3b/Xu3TvFdVFRUTavT548mfGBgMd07949jRs3TmPHjlVSUpIkydXVVRMnTlTv3r1tClsAAADIGPPnzzc6AgAAAIySSUMBwsLCNHr0aJu2lG5Yv3TpkpKSkqw3v9/n5eWl33777YH7v379uooUKaKEhAQ5Ojrqs88+U6NGjdKUMUsUAYDsxmw267vvvrMWAKpUqaLFixerXLlyBicDAAAAAAAAkF6GDBmi0NBQm7Z/jwJ4HB4eHoqOjlZ8fLwiIyMVGhqqEiVKJJsq6GEoAgAZwNnZWYsWLVL16tU1YMAAvf/++8qRI4fRsQAAAAAAAIAngimThgKkNPVPSvLnzy9HR0edP3/epv38+fMqVKjQA7dzcHBQqVKlJEkBAQE6fPiwwsLC0lQEYE4SIB2cPn3aZt5/SXr22Wd18uRJjRo1igIAAAAAAAAA8ARzdnZWlSpVFBkZaW0zm82KjIxUjRo1Ur0fs9mc7BkE/4WRAMBjsFgsWrp0qXr16qVixYpp+/btNpW//PnzG5gOAAAAAAAAeDKZMumZAGkRGhqq4OBgBQYGqlq1apo6dapu3rypkJAQSVJQUJCKFCmisLAwSX89byAwMFAlS5ZUQkKC1qxZo0WLFmnGjBlpOi5FAOARXb58WT169NCKFSskSfv27dOkSZM0fPhwg5MBAAAAAAAAyGratm2rixcvasSIETp37pwCAgIUERFhfVhwbGysHBz+nrzn5s2b6tmzp06fPi03NzeVK1dOixcvVtu2bdN0XJPFYrGk65lkcXFxcfL09NT169eVO3duQ7MEF52qy2du6KkiHlpw+l1DsyBtfvzxR3Xt2lVnz561trVv317Tpk1T3rx5DUwGAABgnKz0WTuj3blndAIA+Eveqr2NjgAAkqTbe6YZHcHG3tgbmXKcik97ZMpxHgfPBADSID4+Xj169NBLL71kLQDkzZtXy5cv15IlSygAAAAAAAAAAMhSmA4ISKWtW7eqU6dOOnbsmLWtadOmmjt3rgoXLmxgMgAAAAAAAAA2suAzAYxCEcAgm1Yc0uUzmTMkBY/v7NmzqlevnhITEyVJOXPm1OTJk9W9e3eZsuJTRgAAAAAAAABATAdkmMUjoqw/u3k4GxcEqeLt7a1BgwZJkp577jlFR0fr7bffpgAAAAAAAAAAZEGmTPrHHjASwCC3byRaf+44tp5xQZAis9ksi8UiR0dHa9vw4cNVtGhRdenSRU5O/KcDAAAAAAAAIOtjJIDBnirioedbPWN0DPzDqVOn9MILL2jSpEk27Tly5NBbb71FAQAAAAAAAADI4kymzFnsAUUA4P+zWCwKDw9XhQoV9Msvv2jkyJGKjo42OhYAAAAAAAAAPDJuaQYkXbx4Ud27d9fKlSutbd7e3rp9+7aBqQAAAAAAAAA8Cju5ST9TMBIAT7xVq1bJz8/PpgAQHBysffv2qUaNGgYmAwAAAAAAAIDHw0gAPLFu3Lihd999V/PmzbO25c+fX7NmzVKLFi0MTAYAAAAAAADgsTAUwIoiAJ5IMTExatq0qU6ePGlta9asmWbPni0vLy/jggEAAAAAAABAOqIIgCfS008/LVdXV0mSu7u7pk6dqi5dushkL4/0BgAAAAAAAPBAJoYCWPFMADyR3NzctGjRItWvX1979+5V165dKQAAAAAAAAAAyHYoAiDbS0pK0gcffKAjR47YtAcGBurnn39WiRIlDEoGAAAAAAAAICOYTJmz2AOKAMjWjh8/rrp16+q9995Tp06ddO/ePaMjAQAAAAAAAECmoQiAbMlisWj27Nny9/fX5s2bJUk7duzQL7/8YnAyAAAAAAAAABnNlEmLPaAIgGzn3Llzatasmd566y3dvHlTklS8eHH9+uuvatCggcHpAAAAAAAAACDzUARAtvL111/Lz89Pq1evtrZ169ZNe/fu1fPPP29gMgAAAAAAAACZhqEAVk5GBwDSw/Xr19WnTx8tWrTI2ubl5aU5c+bolVdeMTAZAAAAAAAAABiHIgCyhb1792rx4sXW1y1bttTMmTNVoEABA1MBAAAAAAAAMILJXm7TzwRMB4RsoU6dOurXr59y586tBQsW6KuvvqIAAAAAAAAAAOCJRxEAdunw4cMym802bePGjdP+/fsVFBQkk4lKHwAAAAAAAPCkMpkyZ7EHFAFgV+7du6f//e9/8vf317Rp02zWubq66umnnzYoGQAAAAAAAABkPRQBYDeOHDmi559/XsOHD9e9e/c0aNAgHTlyxOhYAAAAAAAAALIYUyYt9oAiALI8i8Wizz77TAEBAdq2bZskycHBQQMGDJCvr6+x4QAAAAAAAAAgC3MyOsCTaNOKQ7p85obRMezCmTNn1KVLF/3000/WttKlS2vhwoV67rnnDEwGAAAAAAAAIMuyl9v0MwEjAQyweESU9Wc3D2fjgmRxy5YtU4UKFWwKAD179tSePXsoAAAAAAAAAABAKjASwAC3byRaf+44tp5xQbKw2bNn66233rK+9vb21vz589WkSRMDUwEAAAAAAACwByaGAlgxEsBATxXx0POtnjE6Rpb0xhtvqHjx4pKktm3b6sCBAxQAAAAAAAAAACCNGAmALMFischk+rs65+HhoUWLFik2Nlbt2rUzMBkAAAAAAAAAe2NiIIAVIwFguG3btqlatWo6deqUTXutWrUoAAAAAAAAAADAY6AIAMPcvXtXI0aMUK1atbRz50517txZZrPZ6FgAAAAAAAAA7JwpkxZ7wHRAMMThw4fVqVMn7dq1y9p269YtXblyRfnz5zcwGQAAAAAAAABkH4wEQKYym836+OOPVblyZWsBwMnJSWPGjNHmzZspAAAAAAAAAAB4fAwFsGIkADJNbGysQkJC9PPPP1vbypUrp0WLFikwMNDAZAAAAAAAAACQPTESAJniq6++UoUKFWwKAH379tXu3bspAAAAAAAAAABIV6ZM+sceMBIAmSJXrlyKi4uTJBUtWlTh4eFq0KCBwakAAAAAAAAAIHujCIBM8eKLL6p79+66deuWPvnkE+XJk8foSAAAAAAAAACyKZN93KSfKSgCIN3Fx8drwYIF6tmzp0z/+K9t+vTpcnR0NDAZAAAAAAAAADxZKAIgXW3evFlBQUE6fvy4XF1d1bVrV+s6CgAAAAAAAAAAMgMDAf7Gg4GRLhITEzVkyBDVqVNHx48flyQNGzZMd+7cMTgZAAAAAAAAADy5GAmAx7Z//3516tRJe/futbbVrFlTCxculKurq4HJAAAAAAAAADyRGApgxUgAPLKkpCR98MEHCgwMtBYAcuTIobCwMP36668qWbKkwQkBAAAAAAAA4MnGSAA8khMnTig4OFgbN260tvn5+WnRokUKCAgwLhgAAAAAAACAJ56JoQBWjATAI/nf//5nLQCYTCYNGDBAO3bsoAAAAAAAAAAAAFkIIwHwSD744ANFRETI2dlZCxYsUJ06dYyOBAAAAAAAAACSJBMDAawoAiBVzp8/Ly8vL+vrfPnyac2aNSpevLhy585tYDIAAAAAAAAAwIMwHRAeKi4uTiEhIXrmmWd09uxZm3UVK1akAAAAAAAAAAAgyzFl0mIPKALggX755Rf5+/srPDxcV65cUdeuXWWxWIyOBQAAAAAAAABIJYoASObOnTsaMGCA6tevr1OnTkmSPDw81KZNG4OTAQAAAAAAAMB/M5kyZ7EHPBMANvbs2aNOnTrp4MGD1rY6depowYIF8vX1NS4YAAAAAAAAAKSanXxDnwkYCQBJ0r179zR+/HhVr17dWgBwdnbWhx9+qA0bNlAAAAAAAAAAAAA7xEgASJJatmyp77//3vo6ICBAixYtkp+fn4GpAAAAAAAAACDt7GWqnszASABIkoKCgiRJDg4OGjp0qLZt20YBAAAAAAAAAADsHCMBIElq1aqVhgwZoldeeUU1a9Y0Og4AAAAAAAAAPDIGAvyNkQBPoK+++kq9evVK1j5+/HgKAAAAAAAAAACQjTAS4Aly7do19e7dW0uWLJEk1a5dW2+88YbBqQAAAAAAAAAgffFMgL8xEuAJsX79elWoUMFaAJCkn3/+2cBEAAAAAAAAAICMRhEgm7t165beeecdNWrUSKdPn5YkeXp6avHixfr8888NTgcAAAAAAAAA6c+USf/YA6YDysZ27NihoKAg/fbbb9a2Bg0aaP78+fLx8TEwGQAAAAAAAAAgMzASIBtKSkrS6NGjVaNGDWsBwNXVVR9//LF++uknCgAAAAAAAAAAsjdTJi12gCJANuTg4KBdu3YpKSlJklSlShXt2bNH77zzjhwc+FcOAAAAAAAAAEaYPn26fH195erqqurVq2v79u0P7Dt79mzVrl1befPmVd68edWwYcOH9n8QvhHOhkwmk2bPni1vb2+NHDlSW7duVbly5YyOBQAAAAAAAACZIisOBFi+fLlCQ0M1cuRI7d69WxUrVlSTJk104cKFFPtHRUWpXbt22rBhg7Zu3SofHx81btxYZ86cSdNxTRaLxZLGrHYtLi5Onp6eun79unLnzm1IhuCiU3X5zA09VcRDC06/+9j7O336tGJjY1WzZk2b9vj4eLm7uz/2/gEAAIDUyAqftTPLnXtGJwCAv+St2tvoCAAgSbq9Z5rREWycj7ubKcfxyp0j1X2rV6+uqlWratq0v35XZrNZPj4+6tOnjwYPHvyf2yclJSlv3ryaNm2agoKCUn1cRgLYMYvFoqVLl6pChQpq2bKlLl26ZLOeAgAAAAAAAACAJ5HJlDlLQkKC4uLibJaEhIRkeRITE7Vr1y41bNjQ2ubg4KCGDRtq69atqTqnW7du6e7du8qXL1+afhcUAezU5cuX9cYbb6hDhw66du2azp8/r2HDhhkdCwAAAAAAAACeGGFhYfL09LRZwsLCkvW7dOmSkpKS5OXlZdPu5eWlc+fOpepYgwYNUuHChW0KCanhlKbeyBIiIiLUpUsXnT171trWvn37FC8uAAAAAAAAAHjSmNI8Y/+jGTJkiEJDQ23aXFxc0v04EyZM0LJlyxQVFSVXV9c0bUsRwI7cvHlTAwYM0MyZM61tefPm1cyZM9WmTRsDkwEAAAAAAADAk8fFxSVVX/rnz59fjo6OOn/+vE37+fPnVahQoYdu++GHH2rChAlav369/P3905yR6YDsxNatWxUQEGBTAGjatKkOHDhAAQAAAAAAAAAA/smUSUsqOTs7q0qVKoqMjLS2mc1mRUZGqkaNGg/cbtKkSRo7dqwiIiIUGBiY+gP+AyMB7EB8fLxefvllXb16VZKUM2dOTZ48Wd27d5fJlDnDWgAAyGhJSUm6e/eu0TEAPISjo6OcnJz4DAoAAAA8gtDQUAUHByswMFDVqlXT1KlTdfPmTYWEhEiSgoKCVKRIEeu07xMnTtSIESO0dOlS+fr6Wp8d4O7uLnd391QflyKAHXB3d9dHH32kzp0767nnntPChQtVunRpo2MBAJBu4uPjdfr0aVksFqOjAPgPOXPmlLe3t5ydnY2OAgAAADxQVrxtpW3btrp48aJGjBihc+fOKSAgQBEREdaHBcfGxsrB4e/Je2bMmKHExES1atXKZj8jR47UqFGjUn1cigBZkNlsVkJCgtzc3KxtQUFBcnNzU8uWLeXkxL82AED2kZSUpNOnTytnzpwqUKAAdxgDWZTFYlFiYqIuXryoEydOqHTp0jZ/oAAAAAD4b71791bv3r1TXBcVFWXz+uTJk+lyTL5NzmJOnTqlzp07q2TJkpozZ4613WQyMfc/ACBbunv3riwWiwoUKGBTAAeQ9bi5uSlHjhw6deqUEhMT5erqanQkAAAAIEXcX/Y3bt3JIiwWixYsWCB/f39FRUVp7ty5WrVqldGxAADINIwAAOwDd/8DAAAA9iVLfIKfPn26fH195erqqurVq2v79u0P7b9ixQqVK1dOrq6uqlChgtasWZNJSTPGxYsX9frrr6tz586Ki4uTJD399NPy9PQ0OBkAAAAAAAAA2B9TJv1jDwwvAixfvlyhoaEaOXKkdu/erYoVK6pJkya6cOFCiv23bNmidu3aqWvXrtqzZ4+aN2+u5s2b68CBA5mcPH18//338vPz08qVK61twcHB2rdvn+rWrWtgMgAAAAAAAACAvTO8CDBlyhR169ZNISEheuaZZzRz5kzlzJlT8+bNS7H/xx9/rKZNm2rgwIEqX768xo4dq8qVK2vatGmZnPzx3FOCtlxdpldffdVa8MifP7+++eYbhYeHMwoAAABkWzExMSpUqJBu3LhhdBT8w6FDh1S0aFHdvHnT6CgAAADAYzOZMmexB4YWARITE7Vr1y41bNjQ2ubg4KCGDRtq69atKW6zdetWm/6S1KRJkwf2z4puJl3Tr/pMR29ts7a98sor2r9/v1q0aGFgMgAAkFqdO3eWyWSSyWRSjhw5VLx4cb333nu6c+dOsr4//PCD6tatKw8PD+XMmVNVq1ZVeHh4ivv9+uuvVa9ePXl6esrd3V3+/v4aM2aMrly5ksFnlHmGDBmiPn36yMPDI9m6cuXKycXFRefOnUu2ztfXV1OnTk3WPmrUKAUEBNi0nTt3Tn369FGJEiXk4uIiHx8fNWvWTJGRkel1Gil6lGkrp0+frvLly8vNzU1ly5bVwoULbdYfPHhQr7/+unx9fWUymVL8Hdxf9++lV69e1j716tVLtv7tt9+2rn/mmWf03HPPacqUKY/+CwAAAACQ5RhaBLh06ZKSkpLk5eVl0+7l5ZXiH37SX3/QpaV/QkKC4uLibBaj5XTIrZzKK0lyd3fXnDlztGrVKhUqVMjgZAAAIC2aNm2qs2fP6vjx4/roo4/0+eefa+TIkTZ9Pv30U7322muqVauWtm3bpn379umNN97Q22+/rQEDBtj0ff/999W2bVtVrVpVP/74ow4cOKDJkydr7969WrRoUaadV2JiYobtOzY2Vj/88IM6d+6cbN2mTZt0+/ZttWrVSgsWLHjkY5w8eVJVqlTRzz//rA8++ED79+9XRESE6tevb/OleHp7lGkrZ8yYoSFDhmjUqFE6ePCgRo8erV69eun777+39rl165ZKlCihCRMmPPDz4o4dO3T27Fnrsm7dOklS69atbfp169bNpt+kSZNs1oeEhGjGjBm6d+/eo/4aAAAAAGQxTkYHyGhhYWEaPXq00TFsmEwOqqgWOuL6o37Z+71KlChhdCQAAPAIXFxcrF/K+vj4qGHDhlq3bp0mTpwoSfrjjz/Uv39/vfvuuxo/frx1u/79+8vZ2VnvvPOOWrdurerVq2v79u0aP368pk6dqr59+1r7+vr6qlGjRrp27doDc5w+fVoDBw7U2rVrlZCQoPLly2v69OmqXr26OnfurGvXrunbb7+19n/33XcVHR2tqKgoSX/dIe7n5ycnJyctXrxYFSpUkLe3t5KSkrR8+XLrdnfv3pW3t7emTJmioKAgmc1mTZw4UbNmzdK5c+dUpkwZDR8+XK1atXpg1i+//FIVK1ZUkSJFkq2bO3eu2rdvr7p166pv374aNGjQQ3//D9KzZ0+ZTCZt375duXLlsrY/++yz6tKlyyPtMzX+OW2lJI0dO1br1q3TtGnTNHPmzBS3WbRokbp37662bdtKkkqUKKEdO3Zo4sSJatasmSSpatWqqlq1qiRp8ODBKe6nQIECNq8nTJigkiVLJnvGVM6cOR9640mjRo105coV/fLLL2rQoEEqzhoAAABAVmdoESB//vxydHTU+fPnbdrPnz//wD9OChUqlKb+Q4YMUWhoqPV1XFycfHx8HjP548lbyF1SUVUo1I8CAAAAKXg3cI6unovP9OPmLeSuqTvffKRtDxw4oC1btqhYsWLWtq+++kp3795Ndse/JHXv3l1Dhw7VF198oerVq2vJkiVyd3dXz549U9x/njx5UmyPj49X3bp1VaRIEevIwt27d8tsNqcp/4IFC9SjRw9t3rxZknT06FG1bt1a8fHxcnd3lyStXbtWt27dsk5fGBYWpsWLF2vmzJkqXbq0fv31V3Xs2FEFChRI9uXzfRs3blRgYGCy9hs3bmjFihXatm2bypUrp+vXr2vjxo2qXbt2ms7jypUrioiI0Lhx42wKAPc96PcoSUuWLFH37t0fuv8ff/zxgZm2bt1q87lT+mvayn8WYP4tISFBrq6uNm1ubm7avn277t69qxw5cjw0T0oSExO1ePFihYaGyvSvSUqXLFmixYsXq1ChQmrWrJmGDx+unDlzWtc7OzsrICBAGzdupAgAAAAAu2Yv8/VnBkOLAM7OzqpSpYoiIyPVvHlzSZLZbFZkZKR69+6d4jY1atRQZGSk3n33XWvbunXrVKNGjRT7u7i4yMXFJb2jP5ZH/XIBAIAnxdVz8bp8Jus/NPaHH36Qu7u77t27p4SEBDk4OGjatGnW9UeOHJGnp6e8vb2Tbevs7KwSJUroyJEjkqTff/9dJUqUSPOXvkuXLtXFixe1Y8cO5cuXT5JUqlSpNJ9L6dKlbaaGKVmypHLlyqWVK1eqU6dO1mO9+uqr8vDwUEJCgsaPH6/169dbP4eVKFFCmzZt0ueff/7AIsCpU6dSLAIsW7ZMpUuX1rPPPitJeuONNzR37tw0FwGOHj0qi8WicuXKpWk7SXr11VdVvXr1h/ZJaQTDfWmdtlL6q0gwZ84cNW/eXJUrV9auXbs0Z84c3b17V5cuXUrx2vkv3377ra5du5ZsyqX27durWLFiKly4sPbt26dBgwYpJiZG33zzjU2/woUL69SpU2k+LgAAAICsyfDpgEJDQxUcHKzAwEBVq1ZNU6dO1c2bNxUSEiJJCgoKUpEiRRQWFiZJ6tu3r+rWravJkyfr5Zdf1rJly7Rz507NmjXLyNMAAADp6K9Rc1n/uPXr19eMGTN08+ZNffTRR3JyctLrr7/+SMe2WCyPtF10dLQqVapkLQA8qipVqti8dnJyUps2bbRkyRJ16tRJN2/e1Hfffadly5ZJ+uvL9lu3bqlRo0Y22yUmJqpSpUoPPM7t27eT3fkuSfPmzVPHjh2trzt27Ki6devq008/TfEBwg/yqL9HSfLw8EjTsdLD8OHDde7cOT333HOyWCzy8vJScHCwJk2aJAeHR3t819y5c/Xiiy+qcOHCNu1vvfWW9ef7Uz41aNBAx44dU8mSJa3r3NzcdOvWrUc7IQAAACCLMImhAPcZXgRo27atLl68qBEjRujcuXMKCAhQRESE9S6q2NhYmz+AatasqaVLl2rYsGEaOnSoSpcurW+//VZ+fn5GnQIAAEhn9jJqLleuXNa77ufNm6eKFStq7ty56tq1qySpTJkyun79uv78889kX8gmJibq2LFjql+/vrXvpk2b0jwFjJub20PXOzg4JPti/O7duymey7916NBBdevW1YULF7Ru3Tq5ubmpadOmkv6ahkiSVq9enezu+IeNwsyfP7+uXr1q03bo0CH93//9n7Zv327zHICkpCQtW7ZM3bp1kyTlzp1b169fT7bPa9euydPTU9JfIxpMJpN+++23B2Z4kMedDiit01ZKf/37mzdvnj7//HOdP39e3t7emjVrljw8PJLN858ap06d0vr165Pd3Z+S+6Mejh49alMEuHLlis1rAAAAAPbt0W4vSme9e/fWqVOnlJCQoG3bttkMw46KilJ4eLhN/9atWysmJkYJCQk6cOCAXnrppUxODAAAYMvBwUFDhw7VsGHDdPv2bUnS66+/rhw5cmjy5MnJ+s+cOVM3b95Uu3btJP01VUt8fLw+++yzFPf/oAcD+/v7Kzo6WleuXElxfYECBXT27Fmbtujo6FSdU82aNeXj46Ply5dryZIlat26tbVA8cwzz8jFxUWxsbEqVaqUzfKw5y9VqlRJhw4dsmmbO3eu6tSpo7179yo6Otq6hIaGau7cudZ+ZcuW1a5du5Ltc/fu3SpTpowkKV++fGrSpImmT5+umzdvJuv7sAcsv/rqqzbHT2lJaSqj++5PW/lPD5u28p9y5MihokWLytHRUcuWLdMrr7zySCMB5s+fr4IFC+rll1/+z773r4N/Tzl04MCBh47mAAAAAOyByZQ5iz0wfCQAAABAdtG6dWsNHDhQ06dP14ABA/T0009r0qRJ6t+/v1xdXdWpUyflyJFD3333nYYOHar+/ftbb36oXr263nvvPfXv319nzpxRixYtVLhwYR09elQzZ87U888/r759+yY7Zrt27TR+/Hg1b95cYWFh8vb21p49e1S4cGHVqFFDL7zwgj744AMtXLhQNWrU0OLFi9P0JW/79u01c+ZMHTlyRBs2bLC2e3h4aMCAAerXr5/MZrOef/55Xb9+XZs3b1bu3LkVHByc4v6aNGmiN998U0lJSXJ0dNTdu3e1aNEijRkzJtnIzjfffFNTpkzRwYMH9eyzz6pfv36qXbu2xo0bp5YtWyopKUlffPGFtm7dalM8mT59umrVqqVq1appzJgx8vf3171797Ru3TrNmDFDhw8fTjHb404HlJppK4cMGaIzZ85o4cKFkv56bsT27dtVvXp1Xb16VVOmTNGBAwe0YMEC6zaJiYnWwkliYqLOnDmj6Ohoubu72zz/wWw2a/78+QoODpaTk+3H/GPHjmnp0qV66aWX9NRTT2nfvn3q16+f6tSpI39/f2u/kydP6syZM2rYsOEj/x4AAAAAZC1ZYiQAAABAduDk5KTevXtr0qRJ1rvQ3333Xa1cuVIbN25UYGCg/Pz8tHTpUs2YMUMffvihzfYTJ07U0qVLtW3bNjVp0kTPPvusQkND5e/v/8Av1Z2dnfXTTz+pYMGCeumll1ShQgVNmDBBjo6Okv760n348OF67733VLVqVd24cUNBQUGpPqcOHTro0KFDKlKkiGrVqmWzbuzYsRo+fLjCwsJUvnx5NW3aVKtXr1bx4sUfuL8XX3xRTk5OWr9+vSRp1apVunz5slq0aJGsb/ny5VW+fHnraICaNWvqxx9/1I8//qhatWqpXr162rJliyIjI20KCCVKlNDu3btVv3599e/fX35+fmrUqJEiIyM1Y8aMVJ97Wt2ftnLWrFmqWLGivvrqq2TTVp49e1axsbHW10lJSZo8ebIqVqyoRo0a6c6dO9qyZYt8fX2tff78809VqlRJlSpV0tmzZ/Xhhx+qUqVKevNN22mz1q9fr9jYWHXp0iVZNmdnZ61fv16NGzdWuXLl1L9/f73++uv6/vvvbfp98cUXaty4sYoVK5ZOvxUAAADAGKZMWuyByfI4T0+zQ3FxcfL09NT169eVO3duo+MAAPDEu3Pnjk6cOKHixYun+MBYZD/Tp0/XqlWrtHbtWqOj4B8SExNVunRpLV26NFnB558e9t/sk/RZ+849oxMAwF/yVu1tdAQAkCTd3jPN6Ag2btwxZ8pxPFyz/n32TAcEAACATNW9e3ddu3ZNN27ceKzpd5C+YmNjNXTo0IcWAAAAAAC7YS+36WcCigAAAADIVE5OTnr//feNjoF/uf9gZwAAAADZC0UAAAAAAAAAAEC2YmIogFXWn7AIAAAAAAAAAAA8EkYCAACALMFisRgdAUAq8N8qAAAA7IGJgQBWjAQAAACGcnR0lCQlJiYanARAaty6dUuSlCNHDoOTAAAAAEgNRgIAAABDOTk5KWfOnLp48aJy5MghBwfuUQCyIovFolu3bunChQvKkyePtYAHAAAAZEUMBPgbRQAAAGAok8kkb29vnThxQqdOnTI6DoD/kCdPHhUqVMjoGAAAAABSiSIAAAAwnLOzs0qXLs2UQEAWlyNHDkYAAAAAwD4wFMCKIgAAAMgSHBwc5OrqanQMAAAAAACyFYoAAAAAAAAAAIBsxcRQACuevAcAAAAAAAAAQDbFSAAAAAAAAAAAQLZiYiCA1RNXBLBYLJKkuLg4g5MAAAAA2QufsQEAAICsx2S5/634E+L06dPy8fExOgYAAACQbV2/fl25c+c2OgaQpSUkJCgsLExDhgyRi4uL0XEAPMF4PwKyvyeuCGA2m/Xnn3/Kw8NDJoPGhMTFxcnHx0d//PEHfxxBEtcEkuOawL9xTeDfuCbwT1nlerj/p0Xu3LkN+6wN2Iu4uDh5enpSNANgON6PgOzviZsOyMHBQUWLFjU6hqS//jjizRX/xDWBf+OawL9xTeDfuCbwT1wPAAAAAP7NwegAAAAAAAAAAAAgY1AEAAAAAAAAAAAgm6IIYAAXFxeNHDmSh63AimsC/8Y1gX/jmsC/cU3gn7geAPvDf7cAsgrej4Ds74l7MDAAAAAAAAAAAE8KRgIAAAAAAAAAAJBNUQQAAAAAAAAAACCboggAAAAAAAAAAEA2RREgg0yfPl2+vr5ydXVV9erVtX379of2X7FihcqVKydXV1dVqFBBa9asyaSkyCxpuSZmz56t2rVrK2/evMqbN68aNmz4n9cQ7E9a3yfuW7ZsmUwmk5o3b56xAZHp0npNXLt2Tb169ZK3t7dcXFxUpkwZ/v+RjaT1epg6darKli0rNzc3+fj4qF+/frpz504mpUVG+/XXX9WsWTMVLlxYJpNJ33777X9uExUVpcqVK8vFxUWlSpVSeHh4hucE7FHnzp1lMpk0YcIEm/Zvv/1WJpMpQ4998uRJmUwmRUdHZ+hxADwZOnfuzN+JAFJEESADLF++XKGhoRo5cqR2796tihUrqkmTJrpw4UKK/bds2aJ27dqpa9eu2rNnj5o3b67mzZvrwIEDmZwcGSWt10RUVJTatWunDRs2aOvWrfLx8VHjxo115syZTE6OjJLWa+K+kydPasCAAapdu3YmJUVmSes1kZiYqEaNGunkyZP66quvFBMTo9mzZ6tIkSKZnBwZIa3Xw9KlSzV48GCNHDlShw8f1ty5c7V8+XINHTo0k5Mjo9y8eVMVK1bU9OnTU9X/xIkTevnll1W/fn1FR0fr3Xff1Ztvvqm1a9dmcFLAPrm6umrixIm6evWq0VEAAADSnwXprlq1apZevXpZXyclJVkKFy5sCQsLS7F/mzZtLC+//LJNW/Xq1S3du3fP0JzIPGm9Jv7t3r17Fg8PD8uCBQsyKiIy2aNcE/fu3bPUrFnTMmfOHEtwcLDltddey4SkyCxpvSZmzJhhKVGihCUxMTGzIiITpfV66NWrl+WFF16waQsNDbXUqlUrQ3PCGJIsK1eufGif9957z/Lss8/atLVt29bSpEmTDEwG2Kfg4GDLK6+8YilXrpxl4MCB1vaVK1da/vkn81dffWV55plnLM7OzpZixYpZPvzwQ5v9FCtWzDJu3DhLSEiIxd3d3eLj42P5/PPPH3rsEydOWCRZ9uzZk+L6pKQky/jx4y2+vr4WV1dXi7+/v2XFihXW9Rs2bLBIsqxfv95SpUoVi5ubm6VGjRqW3377zdonOjraUq9ePYu7u7vFw8PDUrlyZcuOHTvS8isCYCce9nfi/v37LU2bNrXkypXLUrBgQUvHjh0tFy9etK6vW7eupU+fPpaBAwda8ubNa/Hy8rKMHDnSut5sNltGjhxp8fHxsTg7O1u8vb0tffr0yeAzApBeGAmQzhITE7Vr1y41bNjQ2ubg4KCGDRtq69atKW6zdetWm/6S1KRJkwf2h315lGvi327duqW7d+8qX758GRUTmehRr4kxY8aoYMGC6tq1a2bERCZ6lGti1apVqlGjhnr16iUvLy/5+flp/PjxSkpKyqzYyCCPcj3UrFlTu3btsk4ZdPz4ca1Zs0YvvfRSpmRG1sPnSyBtHB0dNX78eH366ac6ffp0svW7du1SmzZt9MYbb2j//v0aNWqUhg8fnmyarcmTJyswMFB79uxRz5491aNHD8XExDxyrrCwMC1cuFAzZ87UwYMH1a9fP3Xs2FG//PKLTb/3339fkydP1s6dO+Xk5KQuXbpY13Xo0EFFixbVjh07tGvXLg0ePFg5cuR45EwA7M+1a9f0wgsvqFKlStq5c6ciIiJ0/vx5tWnTxqbfggULlCtXLm3btk2TJk3SmDFjtG7dOknS119/rY8++kiff/65fv/9d3377beqUKGCEacD4BE4GR0gu7l06ZKSkpLk5eVl0+7l5aXffvstxW3OnTuXYv9z585lWE5knke5Jv5t0KBBKly4cLI/5mGfHuWa2LRpk+bOnct8sdnUo1wTx48f188//6wOHTpozZo1Onr0qHr27Km7d+9q5MiRmREbGeRRrof27dvr0qVLev7552WxWHTv3j29/fbbTAf0BHvQ58u4uDjdvn1bbm5uBiUDsq4WLVooICBAI0eO1Ny5c23WTZkyRQ0aNNDw4cMlSWXKlNGhQ4f0wQcfqHPnztZ+L730knr27Cnpr8/wH330kTZs2KCyZcumOU9CQoLGjx+v9evXq0aNGpKkEiVKaNOmTfr8889Vt25da99x48ZZXw8ePFgvv/yy7ty5I1dXV8XGxmrgwIEqV66cJKl06dJpzgLAvk2bNk2VKlXS+PHjrW3z5s2Tj4+Pjhw5ojJlykiS/P39rX9LlC5dWtOmTVNkZKQaNWqk2NhYFSpUSA0bNlSOHDn09NNPq1q1aoacD4C0YyQAkMVNmDBBy5Yt08qVK+Xq6mp0HBjgxo0b6tSpk2bPnq38+fMbHQdZhNlsVsGCBTVr1ixVqVJFbdu21fvvv6+ZM2caHQ0GiIqK0vjx4/XZZ59p9+7d+uabb7R69WqNHTvW6GgAYFcmTpyoBQsW6PDhwzbthw8fVq1atWzaatWqpd9//91mFJ6/v7/1Z5PJpEKFClmf5/Liiy/K3d1d7u7uevbZZ/8zy9GjR3Xr1i01atTIup27u7sWLlyoY8eO2fT953G9vb0lyXrc0NBQvfnmm2rYsKEmTJiQbFsA2d/evXu1YcMGm/eS+4XBf74n/PO9RPrr/eT+e0nr1q11+/ZtlShRQt26ddPKlSt17969zDsJAI+FkQDpLH/+/HJ0dNT58+dt2s+fP69ChQqluE2hQoXS1B/25VGuifs+/PBDTZgwQevXr0/2P2PYr7ReE8eOHdPJkyfVrFkza5vZbJYkOTk5KSYmRiVLlszY0MhQj/I+4e3trRw5csjR0dHaVr58eZ07d06JiYlydnbO0MzIOI9yPQwfPlydOnXSm2++KUmqUKGCbt68qbfeekvvv/++HBy47+NJ86DPl7lz52YUAPAQderUUZMmTTRkyBCbO/xT69/T7JhMJuvntjlz5uj27dsp9ktJfHy8JGn16tUqUqSIzToXF5cHHtdkMkn6+/PiqFGj1L59e61evVo//vijRo4cqWXLlqlFixZpOTUAdiw+Pl7NmjXTxIkTk627XziUHv4e5uPjo5iYGK1fv17r1q1Tz5499cEHH+iXX35hijHADvAXYTpzdnZWlSpVFBkZaW0zm82KjIy0DuH8txo1atj0l6R169Y9sD/sy6NcE5I0adIkjR07VhEREQoMDMyMqMgkab0mypUrp/379ys6Otq6vPrqq6pfv76io6Pl4+OTmfGRAR7lfaJWrVo6evSo9UO5JB05ckTe3t4UAOzco1wPt27dSvZF//0CkcViybiwyLL4fAk8ugkTJuj777+3eYZG+fLltXnzZpt+mzdvVpkyZWwK8g9TpEgRlSpVSqVKlVKxYsX+s/8zzzwjFxcXxcbGWre7v6T181+ZMmXUr18//fTTT2rZsqXmz5+fpu0B2LfKlSvr4MGD8vX1TfZ+kitXrlTvx83NTc2aNdMnn3yiqKgobd26Vfv378/A5ADSCyMBMkBoaKiCg4MVGBioatWqaerUqbp586ZCQkIkSUFBQSpSpIjCwsIkSX379lXdunU1efJkvfzyy1q2bJl27typWbNmGXkaSEdpvSYmTpyoESNGaOnSpfL19bU+H+L+sD3Yv7RcE66urvLz87PZPk+ePJKUrB32K63vEz169NC0adPUt29f9enTR7///rvGjx+vd955x8jTQDpJ6/XQrFkzTZkyRZUqVVL16tV19OhRDR8+XM2aNUv1l1PI2uLj43X06FHr6xMnTig6Olr58uXT008/rSFDhujMmTNauHChJOntt9/WtGnT9N5776lLly76+eef9eWXX2r16tVGnQJgNypUqKAOHTrok08+sbb1799fVatW1dixY9W2bVtt3bpV06ZN02effZYux0zp4cHPPvusBgwYoH79+slsNuv555/X9evXtXnzZuXOnVvBwcH/ud/bt29r4MCBatWqlYoXL67Tp09rx44dev3119MlN4Cs5/r168meJffWW29p9uzZateund577z3ly5dPR48e1bJlyzRnzpxUfV4MDw9XUlKSqlevrpw5c2rx4sVyc3NLVVETgPEoAmSAtm3b6uLFixoxYoTOnTungIAARUREWB/OFhsba3O3Xs2aNbV06VINGzZMQ4cOVenSpfXtt9/y5V42ktZrYsaMGUpMTFSrVq1s9jNy5EiNGjUqM6Mjg6T1mkD2l9ZrwsfHR2vXrlW/fv3k7++vIkWKqG/fvho0aJBRp4B0lNbrYdiwYTKZTBo2bJjOnDmjAgUKqFmzZho3bpxRp4B0tnPnTtWvX9/6OjQ0VJIUHBys8PBwnT17VrGxsdb1xYsX1+rVq9WvXz99/PHHKlq0qObMmaMmTZpkenbAHo0ZM0bLly+3vq5cubK+/PJLjRgxQmPHjpW3t7fGjBnzSFMGpeSNN95I1vbHH39o7NixKlCggMLCwnT8+HHlyZNHlStXTvWD3x0dHXX58mUFBQXp/Pnzyp8/v1q2bKnRo0enS24AWU9UVJQqVapk09a1a1dt3rxZgwYNUuPGjZWQkKBixYqpadOmqf67M0+ePJowYYJCQ0OVlJSkChUq6Pvvv9dTTz2VEacBIJ2ZLIwRBwAAAAAAAAAgW+I2UwAAAAAAAAAAsimKAAAAAAAAAAAAZFMUAQAAAAAAAAAAyKYoAgAAAAAAAAAAkE1RBAAAAAAAAAAAIJuiCAAAAAAAAAAAQDZFEQAAAAAAAAAAgGyKIgAAAAAAAAAAANkURQAAyObCw8OVJ08eo2M8MpPJpG+//fahfTp37qzmzZtnSh4AAADAKP/+3FuvXj29++67mZ4jKipKJpNJ165dy/RjAwDSjiIAANiBzp07y2QyJVuOHj1qdDSFh4db8zg4OKho0aIKCQnRhQsX0mX/Z8+e1YsvvihJOnnypEwmk6Kjo236fPzxxwoPD0+X4z3IqFGjrOfp6OgoHx8fvfXWW7py5Uqa9kPBAgAAIPv55+d1Z2dnlSpVSmPGjNG9e/cy9LjffPONxo4dm6q+fHEPAE8uJ6MDAABSp2nTppo/f75NW4ECBQxKYyt37tyKiYmR2WzW3r17FRISoj///FNr16597H0XKlToP/t4eno+9nFS49lnn9X69euVlJSkw4cPq0uXLrp+/bqWL1+eKccHAABA1nX/83pCQoLWrFmjXr16KUeOHBoyZIhNv8TERDk7O6fLMfPly5cu+wEAZG+MBAAAO+Hi4qJChQrZLI6OjpoyZYoqVKigXLlyycfHRz179lR8fPwD97N3717Vr19fHh4eyp07t6pUqaKdO3da12/atEm1a9eWm5ubfHx89M477+jmzZsPzWYymVSoUCEVLlxYL774ot555x2tX79et2/fltls1pgxY1S0aFG5uLgoICBAERER1m0TExPVu3dveXt7y9XVVcWKFVNYWJjNvu9PB1S8eHFJUqVKlWQymVSvXj1JtnfXz5o1S4ULF5bZbLbJ+Nprr6lLly7W1999950qV64sV1dXlShRQqNHj/7PO7WcnJxUqFAhFSlSRA0bNlTr1q21bt066/qkpCR17dpVxYsXl5ubm8qWLauPP/7Yun7UqFFasGCBvvvuO+udYlFRUZKkP/74Q23atFGePHmUL18+vfbaazp58uRD8wAAACDruP95vVixYurRo4caNmyoVatWWT+rjhs3ToULF1bZsmUl/ffnv6SkJIWGhipPnjx66qmn9N5778lisdgc89/TASUkJGjQoEHy8fGRi4uLSpUqpblz5+rkyZOqX7++JClv3rwymUzq3LmzJMlsNissLMz6GbZixYr66quvbI6zZs0alSlTRm5ubqpfvz6fUwHAzlAEAAA75+DgoE8++UQHDx7UggUL9PPPP+u99957YP8OHTqoaNGi2rFjh3bt2qXBgwcrR44ckqRjx46padOmev3117Vv3z4tX75cmzZtUu/evdOUyc3NTWazWffu3dPHH3+syZMn68MPP9S+ffvUpEkTvfrqq/r9998lSZ988olWrVqlL7/8UjExMVqyZIl8fX1T3O/27dslSevXr9fZs2f1zTffJOvTunVrXb58WRs2bLC2XblyRREREerQoYMkaePGjQoKClLfvn116NAhff755woPD9e4ceNSfY4nT57U2rVrbe7iMpvNKlq0qFasWKFDhw5pxIgRGjp0qL788ktJ0oABA9SmTRs1bdpUZ8+e1dmzZ1WzZk3dvXtXTZo0kYeHhzZu3KjNmzfL3d1dTZs2VWJiYqozAQAAIOtwc3OzfpaLjIxUTEyM1q1bpx9++CFVn/8mT56s8PBwzZs3T5s2bdKVK1e0cuXKhx4zKChIX3zxhT755BMdPnxYn3/+udzd3eXj46Ovv/5akhQTE6OzZ89ab1YJCwvTwoULNXPmTB08eFD9+vVTx44d9csvv0j6q1jRsmVLNWvWTNHR0XrzzTc1ePDgjPq1AQAyggUAkOUFBwdbHB0dLbly5bIurVq1SrHvihUrLE899ZT19fz58y2enp7W1x4eHpbw8PAUt+3atavlrbfesmnbuHGjxcHBwXL79u0Ut/n3/o8cOWIpU6aMJTAw0GKxWCyFCxe2jBs3zmabqlWrWnr27GmxWCyWPn36WF544QWL2WxOcf+SLCtXrrRYLBbLiRMnLJIse/bssekTHBxsee2116yvX3vtNUuXLl2srz///HNL4cKFLUlJSRaLxWJp0KCBZfz48Tb7WLRokcXb2zvFDBaLxTJy5EiLg4ODJVeuXBZXV1eLJIsky5QpUx64jcVisfTq1cvy+uuvPzDr/WOXLVvW5neQkJBgcXNzs6xdu/ah+wcAAIDx/vkZz2w2W9atW2dxcXGxDBgwwBIcHGzx8vKyJCQkWPun5vOft7e3ZdKkSdb1d+/etRQtWtTms2TdunUtffv2tVgsFktMTIxFkmXdunUpZtywYYNFkuXq1avWtjt37lhy5sxp2bJli03frl27Wtq1a2exWCyWIUOGWJ555hmb9YMGDUq2LwBA1sUzAQDATtSvX18zZsywvs6VK5ekv+6KDwsL02+//aa4uDjdu3dPd+7c0a1bt5QzZ85k+wkNDdWbb76pRYsWWae0KVmypKS/pgrat2+flixZYu1vsVhkNpt14sQJlS9fPsVs169fl7u7u8xms+7cuaPnn39ec+bMUVxcnP7880/VqlXLpn+tWrW0d+9eSX9N5dOoUSOVLVtWTZs21SuvvKLGjRs/1u+qQ4cO6tatmz777DO5uLhoyZIleuONN+Tg4GA9z82bN9vc+Z+UlPTQ35sklS1bVqtWrdKdO3e0ePFiRUdHq0+fPjZ9pk+frnnz5ik2Nla3b99WYmKiAgICHpp37969Onr0qDw8PGza79y5o2PHjj3CbwAAAACZ7YcffpC7u7vu3r0rs9ms9u3ba9SoUerVq5cqVKhgM4L0vz7/Xb9+XWfPnlX16tWt65ycnBQYGJhsSqD7oqOj5ejoqLp166Y689GjR3Xr1i01atTIpj0xMVGVKlWSJB0+fNgmhyTVqFEj1ccAABiPIgAA2IlcuXKpVKlSNm0nT57UK6+8oh49emjcuHHKly+fNm3apK5duyoxMTHFL7NHjRql9u3ba/Xq1frxxx81cuRILVu2TC1atFB8fLy6d++ud955J9l2Tz/99AOzeXh4aPfu3XJwcJC3t7fc3NwkSXFxcf95XpUrV9aJEyf0448/av369WrTpo0aNmyYbB7StGjWrJksFotWr16tqlWrauPGjfroo4+s6+Pj4zV69Gi1bNky2baurq4P3K+zs7P138GECRP08ssva/To0Ro7dqwkadmyZRowYIAmT56sGjVqyMPDQx988IG2bdv20Lzx8fGqUqWKTfHlvqzy8GcAAAA83P2bdpydnVW4cGE5Of39lcv9G3juy4jPf/c/g6fF/WeJrV69WkWKFLFZ5+Li8kg5AABZD0UAALBju3btktls1uTJk613ud+ff/5hypQpozJlyqhfv35q166d5s+frxYtWqhy5co6dOhQsmLDf3FwcEhxm9y5c6tw4cLavHmzzR1JmzdvVrVq1Wz6tW3bVm3btlWrVq3UtGlTXblyRfny5bPZ3/27p5KSkh6ax9XVVS1bttSSJUt09OhRlS1bVpUrV7aur1y5smJiYtJ8nv82bNgwvfDCC+rRo4f1PGvWrKmePXta+/z7Tn5nZ+dk+StXrqzly5erYMGCyp0792NlAgAAgDFSumnnQVLz+c/b21vbtm1TnTp1JEn37t3Trl27bD7X/lOFChVkNpv1yy+/qGHDhsnWp/RZ+plnnpGLi4tiY2MfOIKgfPnyWrVqlU3b//3f//33SQIAsgweDAwAdqxUqVK6e/euPv30Ux0/flyLFi3SzJkzH9j/9u3b6t27t6KionTq1Clt3rxZO3bssE7zM2jQIG3ZskW9e/dWdHS0fv/9d3333XdpfjDwPw0cOFATJ07U8uXLFRMTo8GDBys6Olp9+/aVJE2ZMkVffPGFfvvtNx05ckQrVqxQoUKFlCdPnmT7KliwoNzc3BQREaHz58/r+vXrDzxuhw4dtHr1as2bN8/6QOD7RowYoYULF2r06NE6ePCgDh8+rGXLlmnYsGFpOrcaNWrI399f48ePlySVLl1aO3fu1Nq1a3XkyBENHz5cO3bssNnG19dX+/btU0xMjC5duqS7d++qQ4cOyp8/v1577TVt3LhRJ06cUFRUlN555x2dPn06TZkAAACQ9aXm81/fvn01YcIEffvtt/rtt9/Us2dPXbt27YH79PX1VXBwsLp06aJvv/3Wus/7NwkVK1ZMJpNJP/zwgy5evKj4+Hh5eHhowIAB6tevnxYsWKBjx45p9+7d+vTTT7VgwQJJ0ttvv63ff/9dAwcOVExMjJYuXarw8PCM/hUBANIRRQAAsGMVK1bUlClTNHHiRPn5+WnJkiUKCwt7YH9HR0ddvnxZQUFBKlOmjNq0aaMXX3xRo0ePliT5+/vrl19+0ZEjR1S7dm1VqlRJI0aMUOHChR854zvvvKPQ0FD1799fFSpUUEREhFatWqXSpUtL+msqoUmTJikwMFBVq1bVyZMntWbNGuvIhn9ycnLSJ598os8//1yFCxfWa6+99sDjvvDCC8qXL59iYmLUvn17m3VNmjTRDz/8oJ9++klVq1bVc889p48++kjFihVL8/n169dPc+bM0R9//KHu3burZcuWatu2rapXr67Lly/bjAqQpG7duqls2bIKDAxUgQIFtHnzZuXMmVO//vqrnn76abVs2VLly5dX165ddefOHUYGAAAAZEOp+fzXv39/derUScHBwdapJlu0aPHQ/c6YMUOtWrVSz549Va5cOXXr1k03b96UJBUpUkSjR4/W4MGD5eXlZb3RZ+zYsRo+fLjCwsJUvnx5NW3aVKtXr1bx4sUl/TUt6Ndff61vv/1WFStW1MyZM603wQAA7IPJ8qAnygAAAAAAAAAAALvGSAAAAAAAAAAAALIpigAAAAAAAAAAAGRTFAEAAAAAAAAAAMimKAIAAAAAAAAAAJBNUQQAAAAAAAAAACCboggAAAAAAAAAAEA2RREAAAAAAAAAAIBsiiIAAAAAAAAAAADZFEUAAAAAAAAAAACyKYoAAAAAAAAAAABkUxQBAAAAAAAAAADIpigCAAAAAAAAAACQTf0/Z8NrijnLblsAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:31:12,687 INFO: === Dataset: c ===\n", "2025-01-16 15:31:14,004 INFO:Total samples: 3181\n", "2025-01-16 15:31:26,117 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:31:26,185 INFO: === Dataset: d ===\n", "2025-01-16 15:31:27,512 INFO:Total samples: 3181\n", "2025-01-16 15:31:39,472 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:31:39,538 INFO: === Dataset: e ===\n", "2025-01-16 15:31:39,917 INFO:Total samples: 911\n", "2025-01-16 15:31:43,660 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:31:43,728 INFO: === Dataset: f ===\n", "2025-01-16 15:31:49,085 INFO:Total samples: 12911\n", "2025-01-16 15:32:35,809 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABgEAAAJOCAYAAACeMadaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAADsHUlEQVR4nOzdd3xO5//H8fedyBRJBIktZu1dao9SRam2du2i9iqtUaNKfNEqVa1SM6pVo6WlRtUepbYqaqZF7Bkkkvv8/vBz9G6ChCQn4/V8PO7H95zrrPd9S785dz7nui6bYRiGAAAAAAAAAABAiuNkdQAAAAAAAAAAAJAwKAIAAAAAAAAAAJBCUQQAAAAAAAAAACCFoggAAAAAAAAAAEAKRREAAAAAAAAAAIAUiiIAAAAAAAAAAAApFEUAAAAAAAAAAABSKIoAAAAAAAAAAACkUBQBAAAAAAAAAABIoSgCAEjR1q9fL5vNpvXr11sdBUgQqfln/Pz582rcuLEyZMggm82miRMnWh0JAAA8Rkq9bxk/frzy5MkjZ2dnlSxZMt7P365dOwUGBsb7eZOr5PxzFBwcrIIFC8rFxUW+vr5WxwGQilAEAGC5AwcOqHHjxsqVK5fc3d2VLVs21a5dW5MnT7Y6WowCAwNls9nMV9q0aVWuXDnNnTv3kceEhISoS5cuCgwMlJubm/z9/dWoUSNt2bLlkcecP39e/fv3V8GCBeXp6am0adOqTJkyGjVqlK5duxarrHv37lWrVq2UI0cOubm5yc/PT7Vq1dKsWbMUFRUV17eeamzdulUjRoyI9ef8tIKCgvTDDz8k6DUeZ8WKFRoxYoRl1/+vuH4effv21apVqzRo0CAFBwfr5ZdfTrhwAACkEsnt3lySoqKiNGvWLFWvXl1+fn5yc3NTYGCg2rdvr99//z1Br7169Wq9++67qlSpkmbNmqWgoKAEvV5iOnXqlPmdZ9SoUTHu8+abb8pms8nLy+uprjF//vxU8yDH4cOH1a5dO+XNm1fTp0/XtGnTrI4EIBWxGYZhWB0CQOq1detW1ahRQzlz5lTbtm2VOXNm/f3339q+fbuOHz+uY8eOPdP57Xa7IiIi5OrqKien+Kl7BgYGKn369HrnnXckSefOndNXX32lo0ePatq0aerUqZPD/lu2bFG9evUkSR07dlThwoUVGhqq2bNn6/jx45o0aZJ69uzpcMzOnTtVr1493bp1S61atVKZMmUkSb///ru+/fZbVaxYUatXr35szq+++kpdunRRQECAWrdurfz58+vmzZtau3atli9frlGjRmnw4MHx8pmkNB999JEGDBigkydPJuhTV15eXmrcuLFmz5791OdYv369atSooXXr1ql69epxOrZHjx6aMmWKksqtQFw/j8yZM6tWrVqaN29ewgYDACCVSI735nfu3NHrr7+ulStXqmrVqmrQoIH8/Px06tQpfffddzp69KhCQkKUPXv2eLnefw0cOFDjx4/XnTt35OrqmiDXuHfvnux2u9zc3BLk/I9y6tQp5c6dW+7u7sqTJ4/++OMPh+1hYWEKCAhQVFSUnJ2ddevWrThf45VXXtHBgwd16tSpWB+TED9HiWHq1Knq2rWr/vrrL+XLl8/qOABSmTRWBwCQuo0ePVo+Pj7auXNntO6QFy5ceObzOzk5yd3d/ZnP81/ZsmVTq1atzPV27dopT548+uSTTxyKAFevXlXjxo3l4eGhLVu2KG/evOa2fv36qU6dOurTp4/KlCmjihUrSpKuXbum1157Tc7OztqzZ48KFizocO3Ro0dr+vTpj823fft2denSRRUqVNCKFSuULl06c1ufPn30+++/6+DBg8/0GTwQFhamtGnTxsu5gLi4cOEC3agBAIhHyfHefMCAAVq5cqU++eQT9enTx2Hb8OHD9cknn8Tr9f7rwoUL8vDwSLACgCS5uLgk2Lljo169elqyZIn27dunEiVKmO1Lly5VRESEXn75Zf36668JnuPu3bvmH/4T4jteQnvw3xD3rwCskHxKpgBSpOPHj6tIkSIx3gj5+/uby6+//rpKly7tsL1Bgway2WxatmyZ2fbbb7/JZrPp559/lhTzeJHVq1dX0aJFdejQIdWoUUOenp7Kli2bxo0b99TvI1OmTCpYsKCOHz/u0P7ll18qNDRU48ePdygASJKHh4fmzJkjm82mkSNHOhxz5swZTZgwIVoBQJICAgL0/vvvPzbPBx98IJvNpq+//tqhAPBA2bJl1a5dO0mPHlPzQffffz+V3a5dO3l5een48eOqV6+e0qVLpzfffFM9evSQl5eXbt++He1aLVq0UObMmR2GH/r5559VpUoVpU2bVunSpVP9+vWjPVn0KCdOnFCTJk3k5+cnT09PvfDCC1q+fLnDPg/e03fffafRo0cre/bscnd314svvvjEJ9hGjBihAQMGSJJy585tdoH+99NJ8+bNU5kyZeTh4SE/Pz81b95cf//9t8N5/vrrL73xxhvKnDmz3N3dlT17djVv3lzXr1+XJNlsNoWFhZk/Azabzfw3eZR//vlHjRo1Utq0aeXv76++ffsqPDw82n6bNm1SkyZNlDNnTrm5uSlHjhzq27ev7ty5Y+7Trl07TZkyxczy4PXARx99pIoVKypDhgzy8PBQmTJltGjRomjXWrNmjSpXrixfX195eXnpueeei9bDJDw8XMOHD1e+fPnMPO+++65D9rh8HrNnz5bNZpNhGJoyZUq07AAA4Okkt3vzf/75R19++aVq164drQAgSc7Ozurfv79DL4A9e/aobt268vb2lpeXl1588UVt377d4bgH9xpbtmxRv379lClTJqVNm1avvfaaLl68aO5ns9k0a9YshYWFmfcjs2fPjvE++t/H/Hs4xps3b6pPnz4Ow4bWrl1bu3fvNveJaU6AsLAwvfPOO+awn88995w++uijaD08bTabevTooR9++EFFixaVm5ubihQpopUrVz7x832gQoUKyp07t+bPn+/Q/vXXX+vll1+Wn59ftGOWLl2q+vXrK2vWrHJzc1PevHn14YcfOnwnqF69upYvX67Tp0+bn9+D9/ngZ+Xbb7/V+++/r2zZssnT01M3btyI9nP0559/ysPDQ23atHHIsHnzZjk7O+u999574nv89ddfze8nvr6+evXVV/Xnn3867DNixAjZbDYdO3ZM7dq1k6+vr3x8fNS+ffsYvwf9W2BgoIYPHy7p/nfH//4cAEBCoycAAEvlypVL27Zt08GDB1W0aNFH7lelShUtXbpUN27ckLe3twzD0JYtW+Tk5KRNmzapYcOGku7/8dPJyUmVKlV67HWvXr2ql19+Wa+//rqaNm2qRYsW6b333lOxYsVUt27dOL+PyMhI/fPPP0qfPr1D+48//ih3d3c1bdo0xuNy586typUr69dff9WdO3fk4eGhZcuWycPDQ40bN45zDkm6ffu21q5dq6pVqypnzpxPdY7HiYyMVJ06dVS5cmV99NFH8vT0VGBgoKZMmaLly5erSZMmDll+/PFHtWvXTs7OzpLuT4bVtm1b1alTR2PHjtXt27f1xRdfqHLlytqzZ89jh985f/68KlasqNu3b6tXr17KkCGD5syZo4YNG2rRokV67bXXHPb/3//+JycnJ/Xv31/Xr1/XuHHj9Oabb+q333575DVef/11HT16VN98840++eQTZcyYUdL9m3Xp/hNyQ4cOVdOmTdWxY0ddvHhRkydPVtWqVbVnzx75+voqIiJCderUUXh4uHr27KnMmTPrzJkz+umnn3Tt2jX5+PgoODhYHTt2VLly5dS5c2dJilYo+rc7d+7oxRdfVEhIiHr16qWsWbMqODg4xqeuFi5cqNu3b6tr167KkCGDduzYocmTJ+uff/7RwoULJUlvv/22zp49qzVr1ig4ODjaOSZNmqSGDRvqzTffVEREhL799ls1adJEP/30k+rXry9J+uOPP/TKK6+oePHiGjlypNzc3HTs2DGHuS7sdrsaNmyozZs3q3PnzipUqJAOHDigTz75REePHjXnAIjL51G1alUFBwerdevWql27drQvfAAA4Okkt3vzn3/+WZGRkWrdunWs3t8ff/yhKlWqyNvbW++++65cXFz05Zdfqnr16tqwYYPKly/vsH/Pnj2VPn16DR8+XKdOndLEiRPVo0cPLViwQNL9+5dp06Zpx44d+uqrryTJ7N0bW126dNGiRYvUo0cPFS5cWJcvX9bmzZv1559/Riu0PGAYhho2bKh169bprbfeUsmSJbVq1SoNGDBAZ86cidb7YfPmzVqyZIm6deumdOnS6dNPP9Ubb7yhkJAQZciQIVY5W7RooXnz5ul///ufbDabLl26pNWrVys4ODjGgsLs2bPl5eWlfv36ycvLS7/++quGDRumGzduaPz48ZKkIUOG6Pr16/rnn3/MzP+dW+DDDz+Uq6ur+vfvr/Dw8Bh7XBQqVEgffvihBgwYoMaNG6thw4YKCwtTu3btVLBgQYcHrmLyyy+/qG7dusqTJ49GjBihO3fuaPLkyapUqZJ2794d7ftJ06ZNlTt3bo0ZM0a7d+/WV199JX9/f40dO/aR15g4caLmzp2r77//Xl988YW8vLxUvHjxx+YCgHhlAICFVq9ebTg7OxvOzs5GhQoVjHfffddYtWqVERER4bDfzp07DUnGihUrDMMwjP379xuSjCZNmhjly5c392vYsKFRqlQpc33dunWGJGPdunVmW7Vq1QxJxty5c8228PBwI3PmzMYbb7zxxMy5cuUyXnrpJePixYvGxYsXjQMHDhitW7c2JBndu3d32NfX19coUaLEY8/Xq1cvQ5Kxf/9+wzAMI3369E885nH27dtnSDJ69+4dq/1j+owMwzBOnjxpSDJmzZpltrVt29aQZAwcONBhX7vdbmTLli3a5/fdd98ZkoyNGzcahmEYN2/eNHx9fY1OnTo57BcaGmr4+PhEa/+vPn36GJKMTZs2mW03b940cufObQQGBhpRUVEO76lQoUJGeHi4ue+kSZMMScaBAwcee53x48cbkoyTJ086tJ86dcpwdnY2Ro8e7dB+4MABI02aNGb7nj17DEnGwoULH3udtGnTGm3btn3sPg9MnDjRkGR89913ZltYWJiRL1++aP9+t2/fjnb8mDFjDJvNZpw+fdps6969u/GoW4H/niMiIsIoWrSoUbNmTbPtk08+MSQZFy9efGTu4OBgw8nJyeHfzDAMY+rUqYYkY8uWLWZbXD4PwzBi/G8OAAA8veR2b963b19DkrFnz55Yvb9GjRoZrq6uxvHjx822s2fPGunSpTOqVq1qts2aNcuQZNSqVcuw2+0O13N2djauXbtmtrVt29ZImzatw3Viuo9+QJIxfPhwc93Hx+eJ9zNt27Y1cuXKZa7/8MMPhiRj1KhRDvs1btzYsNlsxrFjxxyu5+rq6tD24PvC5MmTH3vdB+9j/PjxxsGDBx3uw6dMmWJ4eXkZYWFhMX4GMd2Pvv3224anp6dx9+5ds61+/foO7+2BBz8refLkiXaumH6OoqKijMqVKxsBAQHGpUuXjO7duxtp0qQxdu7c+dj3aBiGUbJkScPf39+4fPmy2bZv3z7DycnJaNOmjdk2fPhwQ5LRoUMHh+Nfe+01I0OGDE+8zoPjH3fvDAAJheGAAFiqdu3a2rZtmxo2bKh9+/Zp3LhxqlOnjrJly+bQlbhUqVLy8vLSxo0bJd1/qih79uxq06aNdu/erdu3b8swDG3evFlVqlR54nW9vLwcxvR3dXVVuXLldOLEiVjlXr16tTJlyqRMmTKpWLFiCg4OVvv27c2nWh64efNmjMPx/NuD7Tdu3DD/90nHPM6D8zzLOZ6ka9euDus2m01NmjTRihUrHCYEW7BggbJly6bKlStLuj90zLVr19SiRQtdunTJfDk7O6t8+fJat27dY6+7YsUKlStXzjyfdP/fsnPnzjp16pQOHTrksH/79u0dnhZ68LMR23/n/1qyZInsdruaNm3qkD9z5szKnz+/md/Hx0eStGrVqid2DY6tFStWKEuWLA49RDw9Pc2n5v/Nw8PDXA4LC9OlS5dUsWJFGYahPXv2xOp6/z7H1atXdf36dVWpUsWha/qDoQKWLl0qu90e43kWLlyoQoUKqWDBgg6fWc2aNSXpif/mAAAg8SS3e/O43PdGRUVp9erVatSokfLkyWO2Z8mSRS1bttTmzZvN8z3QuXNnhyEHq1SpoqioKJ0+ffqJ14stX19f/fbbbzp79mysj1mxYoWcnZ3Vq1cvh/Z33nlHhmGYwy89UKtWLYcelsWLF5e3t3ec7omLFCmi4sWL65tvvpEkzZ8/X6+++qo8PT1j3P/f95I3b97UpUuXVKVKFd2+fVuHDx+O9XXbtm3rcK5HcXJy0uzZs3Xr1i3VrVtXn3/+uQYNGqSyZcs+9rhz585p7969ateuncOwRsWLF1ft2rW1YsWKaMd06dLFYb1KlSq6fPlytJ8fAEhKKAIAsNzzzz+vJUuW6OrVq9qxY4cGDRqkmzdvqnHjxuYfdZ2dnVWhQgVt2rRJ0v0vGlWqVFHlypUVFRWl7du369ChQ7py5Uqsvmhkz5492hji6dOn19WrV2OVuXz58lqzZo1Wrlypjz76SL6+vrp69Wq07qnp0qXTzZs3H3uuB9sffHnx9vZ+4jGP4+3t7XDe+JYmTRqHcVUfaNasme7cuWN+Qbx165ZWrFihJk2amJ/1X3/9JUmqWbOmWUR58Fq9evUTJ5w7ffq0nnvuuWjthQoVMrf/23+HQ3owXFNs/53/66+//pJhGMqfP3+0/H/++aeZP3fu3OrXr5+++uorZcyYUXXq1NGUKVPM+QCexunTp5UvX75oP7cxfR4hISHmFxkvLy9lypRJ1apVk6RYZ/jpp5/0wgsvyN3dXX5+fsqUKZO++OILh+ObNWumSpUqqWPHjgoICFDz5s313XffORQE/vrrL/3xxx/RPq8CBQpIip9JBgEAQPxJTvfmcbnvvXjxom7fvv3Ie0m73R5tjqf4vpeMybhx43Tw4EHlyJFD5cqV04gRI574x/nTp08ra9as0Yofsb0nluL23eeBli1bauHChTp27Ji2bt2qli1bPnLfP/74Q6+99pp8fHzk7e2tTJkymYWeuNwT586dO9b75s2bVyNGjNDOnTtVpEgRDR069InHPPisHvVzcenSJYWFhTm0J8bPBQDEN+YEAJBkuLq66vnnn9fzzz+vAgUKqH379lq4cKE5gVLlypU1evRo3b17V5s2bdKQIUPk6+urokWLatOmTQoICJCkWH3ReDA+/X8Z/5lI61EyZsyoWrVqSZLq1KmjggUL6pVXXtGkSZPUr18/c79ChQppz549Cg8Pl5ubW4zn2r9/v1xcXJQ/f35JUsGCBbV3715FRETEOOblk+TLl09p0qTRgQMHYrX/oyZU/fekXf/m5uYmJ6foNeQXXnhBgYGB+u6779SyZUv9+OOPunPnjpo1a2bu8+CPw8HBwcqcOXO0c6RJE7+/lp713/m/7Ha7ObldTOf+9ximH3/8sdq1a6elS5dq9erV6tWrl8aMGaPt27fHWESJL1FRUapdu7auXLmi9957TwULFlTatGl15swZtWvX7pFP7P/bg7F8q1atqs8//1xZsmSRi4uLZs2a5TAhnIeHhzZu3Kh169Zp+fLlWrlypRYsWKCaNWtq9erVcnZ2lt1uV7FixTRhwoQYr5UjR454e+8AACD+JId784IFC0qSDhw4oJIlS8bh3cXO0+aKy/1106ZNVaVKFX3//fdavXq1xo8fr7Fjx2rJkiVPNVdZTOLrnrhFixYaNGiQOnXqpAwZMuill16Kcb9r166pWrVq8vb21siRI5U3b165u7tr9+7deu+992J1P/pAbHoB/Nvq1aslSWfPntXly5dj/M7xrOL7OwYAJAaKAACSpAfdNs+dO2e2ValSRREREfrmm2905swZ8wtF1apVzS8aBQoUML9wJKb69eurWrVqCgoK0ttvv620adNKkl555RVt27ZNCxcudOji/MCpU6e0adMm1apVy7zBbdCggbZt26bFixerRYsWcc7i6empmjVr6tdff9Xff//9xD+yPnhy5dq1aw7tT9PNuWnTppo0aZJu3LihBQsWKDAwUC+88IK5/UE3ZH9/f7OIEhe5cuXSkSNHorU/6FKcK1euOJ8zJo/64pY3b14ZhqHcuXObT7I/TrFixVSsWDG9//772rp1qypVqqSpU6dq1KhRj71OTHLlyqWDBw/KMAyH4/77eRw4cEBHjx7VnDlzHCbMXbNmTbRzPur6ixcvlru7u1atWuVQvJo1a1a0fZ2cnPTiiy/qxRdf1IQJExQUFKQhQ4Zo3bp1Ztfzffv26cUXX3zi+43L5wEAABJPUr03r1u3rpydnTVv3rwnTg6cKVMmeXp6PvJe0snJKd4eTojr/XWWLFnUrVs3devWTRcuXFDp0qU1evToRxYBcuXKpV9++SXa0KPxfU/8Xzlz5lSlSpW0fv16de3a9ZEP8Kxfv16XL1/WkiVLVLVqVbP95MmT0faNz/u/qVOnas2aNRo9erTGjBmjt99+W0uXLn3sMQ8+q0f9XGTMmNH8bgcAyRnDAQGw1Lp162J8YuLB2Iv/7pZZvnx5ubi4aOzYsfLz81ORIkUk3f8Csn37dm3YsCFWTxollPfee0+XL1/W9OnTzba3335b/v7+GjBgQLRuvXfv3lX79u1lGIaGDRtmtnfp0kVZsmTRO++8o6NHj0a7zoULF8w/Ij/K8OHDZRiGWrdu7TBG/wO7du3SnDlzJN2/8XV2djbHdH3g888/f/Kb/o9mzZopPDxcc+bM0cqVK9W0aVOH7XXq1JG3t7eCgoJ07969aMdfvHjxseevV6+eduzYoW3btpltYWFhmjZtmgIDA1W4cOE4Z47Jgxv9/35xe/311+Xs7KwPPvgg2s+tYRi6fPmypPvj00ZGRjpsL1asmJycnBQeHu5wnf9e41Hq1auns2fPatGiRWbb7du3NW3aNIf9HjyZ9O98hmFo0qRJsX6fzs7OstlsDk+rnTp1Sj/88IPDfleuXIl2zgdP4T14n02bNtWZM2cc/rt44M6dOw7dq+PyeQAAgPiX3O7Nc+TIoU6dOmn16tWaPHlytO12u10ff/yx/vnnHzk7O+ull17S0qVLderUKXOf8+fPa/78+apcubI5vNCz8vb2VsaMGZ94fx0VFRVtaBx/f39lzZrV4Z7xv+rVq6eoqCh99tlnDu2ffPKJbDZbvPUgiMmoUaM0fPhw9ezZ85H7xHQ/GhEREeP3i7Rp0z7TkJkPnDx5UgMGDNAbb7yhwYMH66OPPtKyZcs0d+7cxx6XJUsWlSxZUnPmzHG4Dz148KBWr16tevXqPXM2AEgK6AkAwFI9e/bU7du39dprr6lgwYKKiIjQ1q1bzafI27dvb+7r6empMmXKaPv27WrQoIH51EjVqlUVFhamsLAwS4sAdevWVdGiRTVhwgR1795dLi4uypAhgxYtWqT69eurdOnS6tixowoXLqzQ0FDNnj1bx44d06RJk1SxYkXzPOnTp9f333+vevXqqWTJkmrVqpXKlCkjSdq9e7e++eYbVahQ4bFZKlasqClTpqhbt24qWLCgWrdurfz58+vmzZtav369li1bZhYSfHx81KRJE02ePFk2m0158+bVTz/99FRjtZcuXVr58uXTkCFDFB4e7jAUkHT/C9EXX3yh1q1bq3Tp0mrevLkyZcqkkJAQLV++XJUqVYr2ZebfBg4cqG+++UZ169ZVr1695Ofnpzlz5ujkyZNavHhxjMMUPY0Hn/eQIUPUvHlzubi4qEGDBsqbN69GjRqlQYMG6dSpU2rUqJHSpUunkydP6vvvv1fnzp3Vv39//frrr+rRo4eaNGmiAgUKKDIyUsHBwXJ2dtYbb7zhcJ1ffvlFEyZMUNasWZU7d26VL18+xkydOnXSZ599pjZt2mjXrl3KkiWLgoODo03GVrBgQeXNm1f9+/fXmTNn5O3trcWLF8c4RumD99mrVy/VqVNHzs7Oat68uerXr68JEybo5ZdfVsuWLXXhwgVNmTJF+fLl0/79+83jR44cqY0bN6p+/frKlSuXLly4oM8//1zZs2c3J29u3bq1vvvuO3Xp0kXr1q1TpUqVFBUVpcOHD+u7777TqlWrzKcL4/J5AACA+Jcc780//vhjHT9+XL169dKSJUv0yiuvKH369AoJCdHChQt1+PBhNW/eXNL9P2CvWbNGlStXVrdu3ZQmTRp9+eWXCg8P17hx4+I1V8eOHfW///1PHTt2VNmyZbVx48ZoD/jcvHlT2bNnV+PGjVWiRAl5eXnpl19+0c6dO/Xxxx8/8twNGjRQjRo1NGTIEJ06dUolSpTQ6tWrtXTpUvXp08dhEuD4Vq1aNXOuqUepWLGi0qdPr7Zt26pXr16y2WwKDg6OscBUpkwZLViwQP369dPzzz8vLy8vNWjQIE6ZDMNQhw4d5OHhoS+++ELS/YexFi9erN69e6tWrVrKmjXrI48fP3686tatqwoVKuitt97SnTt3NHnyZPn4+GjEiBFxygIASZYBABb6+eefjQ4dOhgFCxY0vLy8DFdXVyNfvnxGz549jfPnz0fbf8CAAYYkY+zYsQ7t+fLlMyQZx48fd2hft26dIclYt26d2VatWjWjSJEi0c7dtm1bI1euXE/MnCtXLqN+/foxbps9e7YhyZg1a5ZD+8mTJ41OnToZOXPmNFxcXIyMGTMaDRs2NDZt2vTI65w9e9bo27evUaBAAcPd3d3w9PQ0ypQpY4wePdq4fv36E3MahmHs2rXLaNmypZE1a1bDxcXFSJ8+vfHiiy8ac+bMMaKiosz9Ll68aLzxxhuGp6enkT59euPtt982Dh48GO29tG3b1kibNu1jrzlkyBBDkpEvX75H7rNu3TqjTp06ho+Pj+Hu7m7kzZvXaNeunfH7778/8T0dP37caNy4seHr62u4u7sb5cqVM3766ado55dkLFy40KH95MmTMf77xOTDDz80smXLZjg5ORmSjJMnT5rbFi9ebFSuXNlImzatkTZtWqNgwYJG9+7djSNHjhiGYRgnTpwwOnToYOTNm9dwd3c3/Pz8jBo1ahi//PKLwzUOHz5sVK1a1fDw8DAkGW3btn1sptOnTxsNGzY0PD09jYwZMxq9e/c2Vq5cGe1n/NChQ0atWrUMLy8vI2PGjEanTp2Mffv2RXvvkZGRRs+ePY1MmTIZNpvN+PdtwYwZM4z8+fMbbm5uRsGCBY1Zs2YZw4cPd9hn7dq1xquvvmpkzZrVcHV1NbJmzWq0aNHCOHr0qEPuiIgIY+zYsUaRIkUMNzc3I3369EaZMmWMDz74wOFnOa6fhySje/fuj90HAADEXnK8NzeM+/c0X331lVGlShXDx8fHcHFxMXLlymW0b9/e2LNnj8O+u3fvNurUqWN4eXkZnp6eRo0aNYytW7c67DNr1ixDkrFz584n5n/U/fHt27eNt956y/Dx8THSpUtnNG3a1Lhw4YIhyRg+fLhhGIYRHh5uDBgwwChRooSRLl06I23atEaJEiWMzz///Imfxc2bN42+ffua9/n58+c3xo8fb9jtdof9HnW/lCtXrifeaz24dx4/fvxj94vpM9iyZYvxwgsvGB4eHkbWrFmNd99911i1alW0z+/WrVtGy5YtDV9fX0OS+T4fdT//720PzjNp0iRDkrF48WKH/UJCQgxvb2+jXr16j81vGIbxyy+/GJUqVTI8PDwMb29vo0GDBsahQ4cc9nlwL3zx4kWH9gc/L//+vhCTRx0PAInBZhjMXAIAAAAAAAAAQErEnAAAAAAAAAAAAKRQFAEAAAAAAAAAAEihKAIAAAAAAAAAAJBCUQQAAAAAAAAAACCFoggAAAAAAAAAAEAKRREAAAAAAAAAAIAUKo3VARKb3W7X2bNnlS5dOtlsNqvjAAAAACmGYRiSJG9vb+61AQAAgCQi1RUBzp49qxw5clgdAwAAAEixrl+/Lm9vb6tjJCiflsFWRwAASdKOCW9YHQEAJEnPZfa0OoIDj1I9EuU6d/Z8lijXeRaprgiQLl06SdLff/+d4r+YAAAAAInpxo0bPHADAAAAJDGprgjwoFuyt7c3RQAAAAAAAAAASIlsTIf7AJ8EAAAAAAAAAAApVKrrCQAAAAAAAAAASOH+f0QY0BMAAAAAAAAAAIAUi54AAAAAAAAAAICUhTkBTHwSAAAAAAAAAACkUPQEAAAAAAAAAACkLMwJYKInAAAAAAAAAAAAKRQ9AQAAAAAAAAAAKQtzApj4JAAAAAAAAAAASKHoCQAAAAAAAAAASFmYE8BETwAAAAAAAAAAAFIoegIAAAAAAAAAAFIW5gQw8UkAAAAAAAAAAJBC0RMAAAAAAAAAAJCyMCeAiZ4AAAAAAAAAAACkUPQEAAAAAAAAAACkLMwJYLL0k9i4caMaNGigrFmzymaz6YcffnjiMevXr1fp0qXl5uamfPnyafbs2QmeEwAAAAAAAACA5MjSIkBYWJhKlCihKVOmxGr/kydPqn79+qpRo4b27t2rPn36qGPHjlq1alUCJwUAAAAAAAAAJBs2W+K8kgFLhwOqW7eu6tatG+v9p06dqty5c+vjjz+WJBUqVEibN2/WJ598ojp16iRUTAAAgERzLzxSl8/etDoGkik3TxelD/CyOgYAAACAJCRZzQmwbds21apVy6GtTp066tOnzyOPCQ8PV3h4uLl+48aNhIoHAADwTM4dv6J3XpilG5duWx0FyYghQzbdfwKpXIP8GrasucWJAAAAgCSAOQFMyeqTCA0NVUBAgENbQECAbty4oTt37sR4zJgxY+Tj42O+cuTIkRhRAQAA4mzHT39RAECs2RWlv7ROB/Wj1VEAAAAAJGHJqifA0xg0aJD69etnrt+4cYNCAAAA/+9uWISWf/67zh2/anUUSDq577y5XKhidvnn8rEwDZKyCzfOaMG2T/X3lWOSpBpVXlSR7OWUt3QWi5MBAAAASUQyGa8/MSSrIkDmzJl1/vx5h7bz58/L29tbHh4eMR7j5uYmNze3xIgHAECys2r6Hs16d63VMRCDV/uWV+XGha2OgSTGbrfr888/15R33zN7wjo7O6t4I3/16/e6xekAAAAAJEXJqghQoUIFrVixwqFtzZo1qlChgkWJAACpze2b4bJHGVbHiDd/H75kdQTEwDujp4rXCLQ6BpKYM2fOqH379lqzZo3ZVqBAAQUHB6tcuXIWJgMAAACSIOYEMFlaBLh165aOHTtmrp88eVJ79+6Vn5+fcubMqUGDBunMmTOaO3euJKlLly767LPP9O6776pDhw769ddf9d1332n58uVWvQUAQCoypskibVn0p9UxEsw7wa8qVzF/q2NAUvbnMsrVPVk9q4EE9s0336hbt266du2a2dajRw+NHTtWnp6e1gUDAAAAkORZ+u3y999/V40aNcz1B2P3t23bVrNnz9a5c+cUEhJibs+dO7eWL1+uvn37atKkScqePbu++uor1alTJ9GzAwBSl8tnb6boAoAkFa6cUwGBvlbHAPAvt2/fVocOHbRgwQKzLVu2bJo5c6ZeeuklC5MBAAAASRw9AUyWFgGqV68uw3j0kAqzZ8+O8Zg9e/YkYCoAQGp0aMvf2rn8r0f+Xrp9PdxcTp/ZS3lKBiRWtIRns+mFVwtQAACSIHd3d12+fNlcb9GihaZMmaL06dNbmAoAAABAckI/cwBAqnfj8m0NrhmsyIioWO1frHouvfsNE3ACSHhOTk6aNWuWqlWrpqCgIDVr1szqSAAAAEDy4GSzOkGSQREAAJDqXTh9PdYFAEkq83LeBEwDIDXbvn27IiMjVblyZbMte/bsOnLkiNKk4dYdAAAAQNzxTQIAkOItGrdV34zYoPA7kU/c94VXC6hhn/KP3J4hWzply58hPuMBgCIiIjRy5EiNGTNG2bJl0/79++Xr62tupwAAAAAAxFESnRNgypQpGj9+vEJDQ1WiRAlNnjxZ5cqVe+T+EydO1BdffKGQkBBlzJhRjRs31pgxY+Tu7h7ra/JtAgCQ4i0euzVWBQBJCiweoOLVAxM2EAD8y6FDh9S6dWvt3r1bkvT333/r008/1bBhwyxOBgAAACA+LViwQP369dPUqVNVvnx5TZw4UXXq1NGRI0fk7+8fbf/58+dr4MCBmjlzpipWrKijR4+qXbt2stlsmjBhQqyvSxEAAJAi2e2Gdq86rlMHLuj2jfuT+rp5pFFg8UdP6Js5j6/qdimTWBEBpHJ2u12TJk3SoEGDFB5+//+n0qRJoxEjRui9996zOB0AAACQzNmS3pwAEyZMUKdOndS+fXtJ0tSpU7V8+XLNnDlTAwcOjLb/1q1bValSJbVs2VKSFBgYqBYtWui3336L03UpAgAAUqTdq45rRL1vHNqy5PPTx9s7WJQIAB4KCQlRu3bttG7dOrOtcOHCCg4OVunSpS1MBgAAACAhREREaNeuXRo0aJDZ5uTkpFq1amnbtm0xHlOxYkXNmzdPO3bsULly5XTixAmtWLFCrVu3jtO1KQIAAFKkUwcuRGsrUjWnBUkA4CHDMBQcHKyePXvqxo0bZnvfvn01evRoeXh4WJgOAAAASEESaU6A8PBws2fvA25ubnJzc3Nou3TpkqKiohQQ4DhCQUBAgA4fPhzjuVu2bKlLly6pcuXKMgxDkZGR6tKliwYPHhynjBQBAAAJ5sbl2/pfk8U6sTc00a8d8a85AN54t4LK1M2nolVzJXoOAPi3c+fOqWvXrrp9+7YkKUeOHJozZ45q1KhhcTIAAAAAT2PMmDH64IMPHNqGDx+uESNGPPO5169fr6CgIH3++ecqX768jh07pt69e+vDDz/U0KFDY30eigAAgASzdclh7V93yuoYKl0nL5P9AkgSsmbNqo8++kjdunVTmzZt9Omnn8rHx8fqWAAAAEDKk0hzAgwaNEj9+vVzaPtvLwBJypgxo5ydnXX+/HmH9vPnzytz5swxnnvo0KFq3bq1OnbsKEkqVqyYwsLC1LlzZw0ZMkROTrHr7UARAADwVKKi7Nq96rgun7n5yH32/XLSXE6f2Uue3q6JEc1Bkaq5VLQaPQAAWOPmzZtydnaWp6en2dalSxcVLlxY1apVszAZAAAAgPgQ09A/MXF1dVWZMmW0du1aNWrUSJJkt9u1du1a9ejRI8Zjbt++He0P/c7OzpLuDzUaWxQBAABP5fuPt2v2e2tjvX/HT2qrWvOiCZgIAJKWzZs3q02bNqpfv74mT55stttsNgoAAAAAQEJLpDkB4qJfv35q27atypYtq3LlymnixIkKCwtT+/btJUlt2rRRtmzZNGbMGElSgwYNNGHCBJUqVcocDmjo0KFq0KCBWQyIDYoAAICncuz3s3HaP3/ZrAmUBACSlvDwcA0bNkzjx4+XYRj67LPP1LBhQ9WuXdvqaAAAAAAs1KxZM128eFHDhg1TaGioSpYsqZUrV5qTBYeEhDg8+f/+++/LZrPp/fff15kzZ5QpUyY1aNBAo0ePjtN1bUZc+g2kADdu3JCPj4+uX78ub29vq+MAQJJ3NyxCE9sv07FdjpP7Xg29pfDb9yRJHcbXkpefxyPPUahCNuUolClBcwJAUrB//361bt1a+/fvN9sqV66sOXPmKE+ePBYmSxyp6V7bp2Ww1REAQJK0Y8IbVkcAAEnSc5k9n7xTIvKo81GiXOfOqv6Jcp1nQU8AAMBj/bbsqDYv/POR22026cV2JeSTMWn9sgeAxBQVFaWPP/5YQ4cOVUREhCTJxcVFo0aN0jvvvBOnrroAAAAAEJ8oAgAAHsluN/TbsqPmuoeXq1w9Hv7qcE7jpNodSlIAAJCqnTx5Um3atNHmzZvNtmLFiik4OFglSpSwMBkAAACQiiXBOQGsQhEAAPBIwe+v08Zv/zDX3578smq14w9aAPDAvn37VLlyZd26dUvS/Ul/BwwYoJEjR8rNzc3idAAAAAAgUQ4BADzSoc1/O6znLuFvURIASJqKFi1qPu0fGBioDRs2aOzYsRQAAAAAAKvZbInzSgboCQAAMIXfuafpfVbr2K5zkqR/Dl8yt41e20p5S2WxKhoAJEnOzs6aM2eOPv74Y40dO1bp0qWzOhIAAAAAOKAIAAAw7fjxqFZO2x2tPY2rs4pWzWVBIgBIOq5fv64+ffqoc+fOqlChgtmeN29eff755xYmAwAAABANcwKYKAIAQCp08e/rOnP0SrT2P7f+Yy7bbJLNySYXtzR6fUAFOafhlyeA1GvdunVq166dQkJCtHnzZu3du1dp06a1OhYAAAAAPBFFAABIZf7YHKJB1ebKbjceu1+fWQ31YlsmAQaQut29e1eDBw/WJ598YradP39e+/btU8WKFS1MBgAAAOCxksl4/YmBIgAApDJ7fzn5xAKAJGUvlDER0gBA0rV79261bt1ahw4dMtuqV6+u2bNnK1cuhkgDAAAAkDxQBACAFO5eRJTmDV2n47tDJUnnjl81t1VtXkRZ8qaPdkyB8tlU4PmsiZYRAJKSyMhIjR07ViNGjFBkZKQkyc3NTWPGjFHv3r3l5MTwaAAAAECSx5wAJooAAJDC7fzpqBaP2xbjtpc7l1bxGoGJGwgAkrDjx4+rVatW2r59u9lWqlQpBQcHq0iRIhYmAwAAAICnQxEAAFIQwzD0z5HLCr99z2w7uvNsjPs+Vz6bClXKkVjRACBZuHPnjnbv3i1JcnJy0qBBgzRs2DC5urpanAwAAABAnNATwEQRAABSkMmdftLqGXsfub371Hqq1rKoJMkznVsipQKA5KNo0aIaPXq0vvzyS82dO1cVKlSwOhIAAAAAPBPKIQCQgmxZfPix23MWySTPdG4UAADg//30008KDw93aOvbt6/27t1LAQAAAABIzmy2xHklA/QEAIBk5m5YhBaP26p/Dl+Ovu1WhCQpra+7qv//E/8PFCifVYUZ/gcAJElXr15V9+7d9c033+i9997T//73P3Obs7Oz0qZNa2E6AAAAAM+M4YBMFAEAIJlZN++Avhm56bH7ZMiWTl2n1E2kRACQvKxZs0bt27fXmTNnJEnjxo1T27ZtVahQIYuTAQAAAED8owgAAAno2oUw3Q2LiNdznj548bHbnZxsqtWuRLxeEwBSgtu3b+u9997TZ599Zrb5+vpqypQpKliwoIXJAAAAAMS7ZDJUT2KgCAAACeTrERv0zQcbE/Qa78xrpCJVcjq0eXi5Kp2fR4JeFwCSm507d6pVq1Y6evSo2Va7dm3NnDlT2bNntzAZAAAAACQsigAAkEB+nbs/wa+Rr3Rm+ef0SfDrAEByde/ePY0ePVqjRo1SVFSUJMnDw0Pjxo1Tt27d5OTEOKEAAABAisScACaKAAAQj3avPq7tPxyR3W7o+oUwSZKrexpVeO25eL9WqZfyKkehTPF+XgBISaZNm6YPPvjAXH/++ecVHBys556L//9fBgAAAICkiCIAAMSTm1fuaGSDBYqMiHJoT5fBQwPmv25RKgBI3Tp37qyZM2dq3759Gjp0qAYPHiwXFxerYwEAAABIaMwJYKIIAADxICrKrn+OXI5WAJCkyk0LW5AIAFKnO3fuyMPj4bwoLi4u+vrrr3Xz5k09//zzFiYDAAAAAGtQBACAZxR68qoGVQ/WxZDrZtsLrxZQyw+qycPLVVny+lmYDgBSB8Mw9PXXX6tfv35avXq1SpYsaW4rWLCgdcEAAAAAWMJGTwATsyMAwDPa/sMRhwKAJOUskkl5SmSmAAAAieDy5ctq2rSpWrdurYsXL6pVq1a6e/eu1bEAAAAAIEmgJwAAPKOT+86by3lKBui5F7KrQc9yFiYCgNRjxYoVeuuttxQaGmq2lSpVSvfu3ZO7u7uFyQAAAABYiZ4AD1EEAIBnYLcbWjtnv7neYnhVVWjEsBMAkNBu3bql/v3768svvzTb/Pz89OWXX6px48YWJgMAAACApIUiAAA8g3vhkQ7rhSvlsCgJAKQe27ZtU+vWrXX8+HGzrW7dupoxY4ayZMliYTIAAAAASQYdAUwUAQAgjpZ8tE1fD9+g8Nv3HNrzls4sn0xpLUoFAKnDZ599pt69e8tut0uSPD09NWHCBHXu3JnuvgAAAAAQA4oAABBHi8dtjVYAkKTMedJbkAYAUpfy5cubf+yvUKGC5s6dq3z58lmcCgAAAEBSw0NCD1EEAID/d2JfqPasPiHDePx+YdfDJUmu7mmUu0SAJMnH31PNh1ZJ6IgAkOo9//zzGjlypCTp3XffVZo03M4CAAAAwOPwrQkAJF2/dFvvlJ+pe+FRsT4mcx5ffby9QwKmAoDU7dSpU5owYYImTJjg8Mf+wYMHW5gKAAAAQHJAT4CHKAIAgKRzx67EqQAgSUWq5kqgNACQuhmGodmzZ6t37966efOmMmXKpKFDh1odCwAAAACSJYoAAFKdG5dv639NFuvE3lCzLSrSbi4//0p+1e5Q8rHn8PJ1V5GqORMqIgCkWhcuXFDnzp21dOlSs23u3LkaMGCA3N3dLUwGAAAAIDmhJ8BDFAEApDrbvj+i/etOPXJ7vjJZVPG1gokXCAAgSVq2bJk6deqkCxcumG3t27fXxIkTKQAAAAAAwFOiCAAg1bl+McxcTp/ZS57eruZ6lnx+eumtkhakAoDU68aNG+rbt69mzpxptmXKlEnTpk1To0aNrAsGAAAAINmiJ8BDFAEApDrzhq43lzt+UlvVmhe1LgwApHIbN25U27ZtderUKbOtYcOGmj59uvz9/a0LBgAAAAAphJPVAQAgsWXOk95czl82q4VJAABLly41CwBeXl6aMWOGfvjhBwoAAAAAAJ6NLZFeyQA9AQCkWFGRdn3a8Uf9selvh/aLIdfN5az5/BI7FgDgX0aPHq2VK1cqQ4YMmjNnjnLnzm11JAAAAABIUSgCAEix9q87pbVz9j9ye6acPomYBgAQFRWlPXv2qGzZsmabu7u71qxZo4CAADk7O1uYDgAAAEBKwpwAD1EEAJBk3L19T/t+OaF7EVHxcr4j28+Yy+5pXeTm6fKvdVe1GF41Xq4DAHiy48ePq02bNtq9e7d2796tQoUKmduyZmVoNgAAAABIKBQBACQJhmFoULU5+uv3cwly/pYjqun1/hUS5NwAgEczDEPTp09Xv379FBYWJklq166dtm/fzpM5AAAAABIM3zceoggAIEmIjIhKsAKAJOUuEZBg5wYAxCw0NFQdO3bU8uXLzbY8efJowoQJ3JADAAAAQCKhCAAgwZz567JmDfhFl/65+cR9DbthLmfOk171upWJtxy5iweoZC0mmgSAxLR48WK9/fbbunz5stnWuXNnffzxx/Ly8rIwGQAAAIDUgAePHqIIACDBLP3kN21fejTOx2XN76fX32HoHgBIjq5du6ZevXopODjYbAsICNCMGTNUv359C5MBAAAAQOpEEQDAMzEMQyf2hurmlbvRtoUcumQuOznZpFgUYH3906pBr+fjMyIAIBE1atRIGzZsMNffeOMNTZ06VRkzZrQwFQAAAIDUhp4AD1EEAPBM5g5Zp4Vjtjxxv69O9JB/Lt+EDwQAsNSHH36oatWqKV26dPrss8/UqlUrbr4BAAAAwEIUAQA8k92rjj9xH6/07vLxT5sIaQAAic1ut8vJyclcr1KliqZPn67atWsrZ86cFiYDAAAAkKrxLJKJIgCAGG1edEi/zNqnqHv2x+539ugVSZLNJjUdXDnadidnmyq8VlBuHi4JkhMAYI3IyEgFBQVp8+bNWrlypUMh4K233rIwGQAAAADg3ygCAIgm/M49TWy3THfD7sX6GDdPF7UeVSMBUwEAkoqjR4+qdevW2rFjhyRp4sSJ6tevn8WpAAAAAOAhhiV9yOnJuwBITaIi7Tq642ycCgBOzjY17F0uAVMBAJICwzA0ZcoUlSxZ0iwAODs7686dOxYnAwAAAAA8Cj0BAJiiouzqVWqaTh+8aLaVrpNXAxe+8djjnNM4MdwPAKRwZ86cUYcOHbR69WqzrUCBApo7d67Kly9vYTIAAAAAiI6eAA9RBABgOvvXFYcCgCRlK+Anz3RuFiUCACQF3377rbp166arV6+abd27d9e4cePk6elpYTIAAAAAwJNQBABgOrEn1FzO/lwGVW9VTHW7lLEwEQDASlFRUWrVqpW+/fZbsy1r1qyaNWuWXnrpJQuTAQAAAMDj0RPgIYoAAEyz3l1rLheuklPN369iYRoAgNWcnZ3l7e1trjdv3lxTpkyRn5+fhakAAAAAAHFBEQBIpa5fuq07N8Md2iLvRZnLVZsVTuxIAIAk6OOPP9aePXvUr18/NW/e3Oo4AAAAABA7dAQwUQQAUqFF47Zq7qBfZbcbMW5P6+uukrXyJHIqAIDVtm/frn/++UeNGzc227y8vPTbb7/RlRbJ2u7du+Xi4qJixYpJkpYuXapZs2apcOHCGjFihFxdXS1OCAAAACQcJ6sDAEh864L3P7IAIEk5CmVMxDQAAKvdu3dPQ4cOVaVKldS+fXudOHHCYTsFACR3b7/9to4ePSpJOnHihJo3by5PT08tXLhQ7777rsXpAAAAkBBsNluivJIDegIASYzdbmjNzL366/ezCXaNS//clCQ5p3FS5SaFHLZ5pHPTKz3KJti1AQBJy6FDh9S6dWvt3r1bknTr1i1NmDBBn332mcXJgPhz9OhRlSxZUpK0cOFCVa1aVfPnz9eWLVvUvHlzTZw40dJ8AAAAQEKiCAAkMfvWntTkTj8lyrXcvVw1YP7riXItAEDSYrfb9emnn2rgwIEKD78/R0yaNGk0fPhwDRw40OJ0QPwyDEN2u12S9Msvv+iVV16RJOXIkUOXLl2yMhoAAAASSHJ5Sj8xUAQAEtjd2/cUGRH15B3/X8gfFxMwjaP/9gIAAKQOISEhateundatW2e2FSpUSMHBwSpTpoyFyYCEUbZsWY0aNUq1atXShg0b9MUXX0iSTp48qYCAAIvTAQAAAAmLIgCQgBb+b4vmDV2vqEj7Ux3fYnhVVXjtuXhOdZ+bp4uy5c+QIOcGACRNhmEoODhYPXv21I0bN8z2Pn36KCgoSB4eHhamAxLOxIkT9eabb+qHH37QkCFDlC9fPknSokWLVLFiRYvTAQAAICHQE+AhigBAAlrx+e9PXQCQpALlsipPiczxmAgAkJrdunVLgwYNMgsAOXLk0OzZs1WzZk2LkwEJq3jx4jpw4EC09vHjx8vZ2dmCRAAAAEitpkyZovHjxys0NFQlSpTQ5MmTVa5cuRj3rV69ujZs2BCtvV69elq+fHmsr0kRAHhKJ/aFasuiPx/7R/4bl+9Iklzd06hY9VxxOn+BcllV+qW8z5QRAIB/S5cunWbOnKmXX35Zbdq00aRJk+Tr62t1LCDRRERE6MKFC+b8AA/kzJnTokQAAABIKEmxJ8CCBQvUr18/TZ06VeXLl9fEiRNVp04dHTlyRP7+/tH2X7JkiSIiIsz1y5cvq0SJEmrSpEmcrksRAHgK9yKiNOyl+bp2ISxW+6fP7KUPfm6ZwKkAAHB08+ZN3b17V5kyZTLb6tSpoz179qhkyZLWBQMS2dGjR/XWW29p69atDu2GYchmsykqKvbzNwEAAABPa8KECerUqZPat28vSZo6daqWL1+umTNnauDAgdH29/Pzc1j/9ttv5enpSREASAy3r9+NdQFAksrU5Yl+AEDi2rx5s9q0aaOCBQtq+fLlDk/BUABAatO+fXulSZNGP/30k7JkyZIknwoDAABAPEtit3wRERHatWuXBg0aZLY5OTmpVq1a2rZtW6zOMWPGDDVv3lxp06aN07UpAgBPsHTSbwoesk53w+7FuL1ghexqE1Tjkcd7erspbynG9QcAJI7w8HANHz5c48aNk2EYOnnypKZPn67OnTtbHQ2wzN69e7Vr1y4VLFjQ6igAAABIYcLDwxUeHu7Q5ubmJjc3N4e2S5cuKSoqSgEBAQ7tAQEBOnz48BOvs2PHDh08eFAzZsyIc0aKAMATLBm/7ZEFAEnK/lwGFa8emHiBAAB4hAMHDqhVq1bav3+/2VapUiXVqlXLwlSA9QoXLqxLly5ZHQMAAACJKLF6f44ZM0YffPCBQ9vw4cM1YsSIeL3OjBkzVKxYsUdOIvw4lhcB4jIbsiRNnDhRX3zxhUJCQpQxY0Y1btxYY8aMkbu7eyKmRnIXFWnXb8uO6Oyxq0/c99aV+5P7urg5K09Jxyf602fx0hvvVUyQjAAAxFZUVJQmTJig999/35w0ysXFRR9++KH69+8vZ2dnixMC1ho7dqzeffddBQUFqVixYnJxcXHY7u3tbVEyAAAAJHeDBg1Sv379HNr+2wtAkjJmzChnZ2edP3/eof38+fPKnPnxo4iEhYXp22+/1ciRI58qo6VFgLjOhjx//nwNHDhQM2fOVMWKFXX06FG1a9dONptNEyZMsOAdILlaO3e/Pn3rxzgdkzGHjz7e3iGBEgEA8HROnjyptm3batOmTWZbsWLFFBwcrBIlSliYDEg6HvSGefHFFx3amRgYAAAg5UqsngAxDf0TE1dXV5UpU0Zr165Vo0aNJEl2u11r165Vjx49HnvswoULFR4erlatWj1VRkuLAHGdDXnr1q2qVKmSWrZsKUkKDAxUixYt9NtvvyVqbiR/pw9ciPMxRavmTIAkAAA8vZCQEBUvXly3bt2SdP8mt3///vrwww9jdRMKpBbr1q2zOgIAAACgfv36qW3btipbtqzKlSuniRMnKiwszPz7eJs2bZQtWzaNGTPG4bgZM2aoUaNGypAhw1Nd17IiwNPMhlyxYkXNmzdPO3bsULly5XTixAmtWLFCrVu3TqzYSAEi7kZq6cSHhaO2Y2oq23OP/w8orY+bilbLldDRAACIk5w5c+rVV1/V119/rcDAQM2dO1dVqlSxOhaQ5FSrVs3qCAAAAEhkidUTIC6aNWumixcvatiwYQoNDVXJkiW1cuVKc7LgkJAQOTk5ORxz5MgRbd68WatXr37q61pWBHia2ZBbtmypS5cuqXLlyjIMQ5GRkerSpYsGDx78yOv8d3bmGzduxM8bQLK1Z80Jh/UXXi2gHIUyWZQGAIBn89lnnylz5swaPny40qVLZ3UcIMnatGmTvvzyS504cUILFy5UtmzZFBwcrNy5c6ty5cpWxwMAAEAq0aNHj0cO/7N+/fpobc8995wMw3imazo9eZekY/369QoKCtLnn3+u3bt3a8mSJVq+fLk+/PDDRx4zZswY+fj4mK8cOXIkYmIkJdcvhumX2fv027KjZlsaV2cKAACAZOH69etq166dvv32W4d2X19fffTRRxQAgMdYvHix6tSpIw8PD+3evdt8SOj69esKCgqyOB0AAAAShC2RXsmAZUWAp5kNeejQoWrdurU6duyoYsWK6bXXXlNQUJDGjBkju90e4zGDBg3S9evXzdfff/8d7+8FSZ/dbujdyrM1sf0yrf5qj9nefuyLjzkKAICkYf369SpevLjmzJmjrl276syZM1ZHApKVUaNGaerUqZo+fbpcXFzM9kqVKmn37t0WJgMAAAASnmVFgH/PhvzAg9mQK1SoEOMxt2/fjjYmkrOzsyQ9skuEm5ubvL29HV5Ife7eitCZo1eitRcol9WCNAAAxM7du3f1zjvvqEaNGgoJCZEkRUVF6Y8//rA4GZC8HDlyRFWrVo3W7uPjo2vXriV+IAAAACQ4m82WKK/kwLI5AaS4z4bcoEEDTZgwQaVKlVL58uV17NgxDR06VA0aNDCLAUh9vgvarF9m75M96tFjYxn2h9tyFs6oRu9UUJ6SAcpXOktiRAQAIM727NmjVq1a6dChQ2Zb9erVNXv2bOXKxWT1QFxkzpxZx44dU2BgoEP75s2blSdPHmtCAQAAAInE0iJAXGdDfv/992Wz2fT+++/rzJkzypQpkxo0aKDRo0db9RZgseuXbiv4/XWKy9wY2Qtm1EsdSiZYJgAAnkVkZKTGjh2rESNGKDIyUtL9no1BQUHq06dPtF6RAJ6sU6dO6t27t2bOnCmbzaazZ89q27Zt6t+/v4YOHWp1PAAAACSA5PKUfmKwtAggxW025DRp0mj48OEaPnx4IiRDchB27a5ZAEjj6ixPb7fH7u8bkFav9i2fCMkAAIi706dPq0WLFtq2bZvZVrJkSc2bN09FihSxMBmQvA0cOFB2u10vvviibt++rapVq8rNzU39+/dXz549rY6HFKJj7QLq9UoRBfh46GDIVQ2Ys0O7j1+Ocd+f3q+tKoWjz4W3as8/ajp+XbT2TzqUV4daBTRw7k59sfJwvGcHkLIs/36Bvv92jq5euazceQuoc+/3VKBQ0Rj3XfXjEq1b9ZNOnzwmScr3XCG17tQz2v5/nzqhOV9O0sF9uxUVFakcufJo0IcfKVMAIywAyYHlRQDgWURGRJnL1VsWVZ9ZDS1MAwDAs3F3d9dff/0lSXJyctKgQYM0bNgwubq6WpwMSN5sNpuGDBmiAQMG6NixY7p165YKFy4sd3d3nT17VlmzMk8Uns3rL+RSUKuy6jvzN/1+7JK61S2k7we+qDLvLNOlG3ej7d/6kw1ySfOwZ5efl5u2/O8V/fDb6Wj7vlI2h8rmy6izV24n6HsAkDJs+nWVZkz5WN36DVGBwkW1bOF8De/fTV/M+0G+6f2i7X9w7++q+uLLKli0hFxdXbV4/mwN799Vn81erAyZ/CVJ5878rYE9O6hWvUZq0b6rPNOmVcip43JxffyDmIDV6AnwEP3JkaxF3ntYBEjjyrwQAIDkLSAgQNOmTVO+fPm0efNmjRo1igIAEI9cXV1VuHBhlStXTl5eXvrjjz+UI0cOq2MhBeher7DmrPtLX284riNnrqvPjO26HR6l1tXyxrj/1bAIXbh+13zVKJZFt8Mj9cNvIQ77ZUnvoXFtn1enKZt1L8qeGG8FQDK39Lt5eumV11Wr3qvKGZhX3d4ZIjd3d/2y4ocY939naJDqvdZUefI/p+y5cqvHu8Nktxvat+s3c595X32mMuUrq33XPspboKCyZMuh8pWqx1hUAJISJgZ+iJ4ASFYi7kZqWp9VOvb7OUnS3bAIc5uzCzUtAEDysnjxYlWrVk0ZM2Y021577TXVq1dPbm48WQUAyYGLs5NK5vbThGUHzTbDkNYfPKfn82eK1TlaV8+nJdtP63Z4pNlms0nTulXWp8sP6fCZ6/GeG0DKc+/ePR07+qcav9nBbHNyclKJMuV1+I/9sTpHePhdRUVGKp23jyTJbrfr922b9VqLthrev5tO/HVYAVmyqfGbHfRClRoJ8j4AxD/+aopkZefyv7Tyy906tuucju06p38OPxxj0yMdT0oCAJKHq1evqmXLlmrcuLG6du0q4z8z3FMAAIDkI0M6N6VxdtKF63cc2i9ev6sAX48nHl86bwYVyZlec9b95dDet0FRRUbZNZU5AADE0o3rV2WPior2hL5v+gy6diXmOUr+a87USfLLmEklytyfT/H61Su6c+e2Fs+fpdLlKuqDj77QC1VqaMzQd3Rw7+/x/h6AeGVLpFcyQE8AJFlnj13RhdOOT7wc2vK3uWyzSTan+/+lZc3npxfbFE/UfAAAPI01a9aoffv2OnPmjCRp0aJF2rhxo6pVq2ZxMgCPEh4ervDwcIc2I+qebM4uFiVCStKmej4dDLnqMIlwydx+6vJyQVUdvNzCZABSm0Vfz9SmX1dp9KTpcv3/h1Lsxv2hyMpXqq5Xm7aSJOXJ/5wOH9ynn5cuUtGSZS3LCyD2KAIgSdq86JD+12TxY/fp+VUDvdShZOIEAgDgGd2+fVvvvfeePvvsM7PN19dXU6ZMUdWqVS1MBqRc+/c/fuiDI0eOxOo8Y8aM0QcffODQ5lq0kdyLvf7U2ZByXL4Zrsgou/x9HJ/6z+TjrvPX7jziqPs83dLo9QqBClq0z6G9wnP+yuTtrj8mP/wZS+PspNGtyqhr3UIq3vv7+HsDAFIMb5/0cnJ21rWrVxzar129LF+/DI899vtv52rx/Fka+fFU5c5bwOGczs5plCMwj8P+2XPl0aEDe+IvPJAAkst4/YmBIgCSpD2rTzxxnxwFH/8LDACApGLnzp1q3bq1wx8ca9WqpVmzZil79uwWJgNStpIlS8pms0UbckuS2R6bL4eDBg1Sv379HNqyd1oUbzmRvN2LsmvvySuqViSzlv9+v+eyzSZVK5JZ01c/vtDUqHxOuaVx1oLNjt9/vt18QusPhjq0LRn4ohZsPqF5G47H7xsAkGK4uLgoX4FC2rfrN3O8frvdrv27d6j+a80eedzi+bO1cN4MjRg/RfkLFol2zvwFC+tMyGmH9rN/n5Z/QJb4fxMAEgRFACQphmHo21GbtGr6w2rySx1LKX1AWof98j+fVQUr8EcTAEDSdu/ePY0ePVqjRo1SVFSUJMnd3V3jxo1T9+7d5eTE9ExAQjp58mS8nMfNzS3aXB0MBYR/m7LikL7oUkl7TlzWruOX1K1uIaV1T2P+wX5q14o6d+WOPljg+NRs6+r5tHzX37p6K8Kh/eqtiGht96LsOn/tjo6du5GwbwZAsvZq01aaOGaY8hUsrAIFi2rZovm6e+eOXqz7qiTpk9Hvyy+Tv9p27iVJWjx/lr6e+YX6Dw1SQOasunr5kiTJ3cNTHp6ekqTXmrfV+A/eU5ESpVWsVFnt3rFVO7ZtVNDE6da8SSCW6AnwEEUAJCl/bv1HXw/b4ND22jsvKEfBjBYlAgDg6f30008OQ4g8//zzmjt3rgoWLGhhKiD1yJUrl9URkEos2X5aGbzdNbhxCQX4eujA6at6/X+/6uKNu5Kk7BnSym53PCZfFm9VLBigRkG/WJAYQEpVpWYdXb92VfNnfqGrVy4rT77nNGL8FKX//+GALl4Ile1fD6L8vHShIu/d0/+GDXA4T/N2b6tl+y6SpApVa6prvyFa9PVMTf90nLLlzKWBI8ercPFSiffGADwTmxFT39gU7MaNG/Lx8dH169fl7e1tdZxUzW43FPLHBUXee3g3vP/XU5o54OFN8PP182vYj82o3AEAkiXDMPT666/rxx9/1NChQzV48GC5uPD0MFKu5HCvXaxYMa1YsUI5cuR4pvP4tAyOp0QA8Gx2THjD6ggAIEl6LrOn1REc5Ov/c6Jc59hHdRPlOs+CngCwzPCX52vPmkeP/d9iWBW9+UH1RMsDAMCzunbtmnx9fc11m82madOm6dSpU3r++eetCwbAdOrUKd27d8/qGAAAAECiYSBaWOL2jfDHFgAkKbB4QCKlAQDg2RiGoXnz5ikwMFA//vijw7ZMmTJRAAAAAACARGaz2RLllRzQEwAJbu8vJ/TL7H2K+tewP/cioszljNm9Vb5hAYdjAov764VXn0u0jAAAPK3Lly+rS5cuWrRokSSpY8eOOnjwoDJlymRxMgAxqVKlijw8PKyOAQAAACQaigBIUJH3ovS/pot16+rdR+4TWNxfXack/bGzAAD4r59//lkdOnRQaGio2Va7dm3G/QeSsBUrVlgdAQAAAIkgmTyknygoAiBBRdyJfGwBII2rs2q0KpaIiQAAeHa3bt1S//799eWXX5ptfn5+mjp1qpo0aWJhMgCP8tdff2ndunW6cOGC7Ha7w7Zhw4ZZlAoAAABIeBQBkKCiIh9+wSpSJafemdfIYXtaHzel9XFP5FQAADy9bdu2qXXr1jp+/LjZVrduXc2YMUNZsmSxMBmAR5k+fbq6du2qjBkzKnPmzA5jt9psNooAAAAAKVByGa8/MVAEQII6e+yKuXzpnxvyz+ljYRoAAJ7N3Llz1b59e/MpYk9PT02YMEGdO3fmBhNIwkaNGqXRo0frvffeszoKAAAAkOgoAiDBnNgbqul9VpvreUtltjANAADPrkaNGkqXLp2uX7+uChUqaO7cucqXL5/VsQA8wdWrVxmqCwAAIJXhOa2HnKwOgJRrTJPFOrztH3M9E70AAADJXI4cOfT5559r9OjR2rhxIwUAIJlo0qSJVq9e/eQdAQAAgBSIngBIMOdPXDWX07g6q1yD/BamAQAgbk6dOqUhQ4bo888/l4/Pw0J2y5YtLUwF4Gnky5dPQ4cO1fbt21WsWDG5uLg4bO/Vq5dFyQAAAJBQnJzoCvAARQAkiKhIu+x2Q5KUxsVJc8/2kXcGT4tTAQDwZIZhaPbs2erdu7du3rwpFxcXzZ492+pYAJ7BtGnT5OXlpQ0bNmjDhg0O22w2G0UAAAAApGgUAZAgju48ay57+rhTAAAAJAsXLlxQ586dtXTpUrNt/fr1unLlivz8/CxMBuBZnDx50uoIAAAASGTMCfAQcwIg3tnthtYF7zfXC5TLamEaAABiZ9myZSpWrJhDAaBdu3bav38/BQAgBTEMQ4ZhWB0DAAAASDQUARDvdv18TCu+2GWuBxbztzANAACPd+PGDb311lt69dVXdeHCBUlSxowZ9f3332vWrFny9va2OCGA+DB37lwVK1ZMHh4e8vDwUPHixRUcHGx1LAAAACQQm82WKK/kgOGAEO/+OXLZYb1k7TwWJQEA4PE2bdqkNm3a6NSpU2ZbgwYNNH36dAUEBFgXDEC8mjBhgoYOHaoePXqoUqVKkqTNmzerS5cuunTpkvr27WtxQgAAACDhUARAvNm5/C9N6vCjrl0IM9s6fFRLJV/MbWEqAAAebf/+/WYBwMvLS5MmTVL79u2TzdMcAGJn8uTJ+uKLL9SmTRuzrWHDhipSpIhGjBhBEQAAACAF4mvdQxQBEG+Wf/67QwFAkvKUzGxRGgAAnqxbt25atmyZ7ty5ozlz5ih3bgrXQEp07tw5VaxYMVp7xYoVde7cOQsSAQAAAImHIgCemmEY2r36hE7uOy9JOvOvYYDyl82iotVyqVj1XFbFAwDAQVRUlH799VfVrl3bbLPZbFqwYIHSpUsnZ2dnC9MBSEj58uXTd999p8GDBzu0L1iwQPnz57coFQAAABISPbwfogiAp7Zv7UkNf3l+jNvGbGgrd0+XRE4EAEDMjh8/rjZt2mjr1q1as2aNatWqZW7z9fW1LhiARPHBBx+oWbNm2rhxozknwJYtW7R27Vp99913FqcDAAAAEpaT1QGQfJ06cCHG9vxls8jNg/oSAMB6hmFo2rRpKlGihLZu3SpJ6tixoyIiIixOBiAxvfHGG/rtt9+UIUMG/fDDD/rhhx+UMWNG7dixQ6+99prV8QAAAJAAbDZborySA/5Si3jx2jsvqFClHHJxdVaxGoHJ5j8AAEDKde7cOXXs2FErVqww2/LkyaO5c+fK1dXVwmQArFCmTBl9/fXXVscAAAAAEh1FAMSLAuWyquJrBa2OAQCAJGnRokXq0qWLLl9+OF9Np06d9PHHHytdunQWJgOQmJycnJ74cIrNZlNkZGQiJQIAAEBi4RnlhygCINbuhUdq5/K/dOPyHUnS4W3/WJwIAABH165dU8+ePTVv3jyzLSAgQF999ZVeeeUVC5MBsML333//yG3btm3Tp59+KrvdnoiJAAAAgMRHEQCxNnPAL/px8k6rYwAA8EidOnXSokWLzPXXX39dU6dOVaZMmSxMBcAqr776arS2I0eOaODAgfrxxx/15ptvauTIkRYkAwAAQEJjuPKHmBgYsXbktzMxtttsUr4yWRI5DQAA0Y0ZM0aenp7y9vbW3LlztWjRIgoAACRJZ8+eVadOnVSsWDFFRkZq7969mjNnjnLlymV1NAAAACBB0RMAsXLr2l0d3XFWkuTkbFOPaQ+HVChUIZuy5PWzKhoAIBWLiIhwmOQ3X758WrBggYoXL66cOXNamAxAUnH9+nUFBQVp8uTJKlmypNauXasqVapYHQsAAAAJjI4AD1EEQKxsWfSnuWyPMvRSh5LWhQEApHqRkZEKCgrSd999px07dsjT09Pcxtj/AB4YN26cxo4dq8yZM+ubb76JcXggAAAAIKWjCIBHunD6mo7uvP/0/x+bQsz2krVyWxUJAAAdOXJEbdq00Y4dOyRJ7777rj777DOLUwFIigYOHCgPDw/ly5dPc+bM0Zw5c2Lcb8mSJYmcDAAAAAmNOQEeogiAGJ07fkVvF/hcdrsRbdvLnUtbkAgAkNoZhqHPP/9cAwYM0J07dyRJzs7OypAhgwzD4AYPQDRt2rTh/xsAAACQ6lEEQIwOb/snxgKAJOUq5p/IaQAAqd2ZM2fUvn17rVmzxmwrUKCA5s6dq/Lly1uYDEBSNnv2bKsjAAAAwCI8C/IQRQBEc+PybU1os9Rcf6HRcypcOYckqXClHMpRMKNV0QAAqdA333yjbt266dq1a2Zb9+7dNW7cOIe5AAAAAAAAQHQUARDNunkHZPyrE8Dz9fOrTsdS1gUCAKRKhmGoXbt2mjt3rtmWNWtWzZo1Sy+99JKFyQAAAAAASR3DQj7kZHUAJD03L99xWH+h0XMWJQEApGY2m02FCxc215s3b64DBw5QAAAAAAAAIA7oCYBovv1wk7k8clVL+WRkqAUAgDX69++vrVu3qkWLFmrevLnVcQAAAAAAyQQdAR6iCIBoMuX00cWQ65KkbAUyWJwGAJBabN++XTt37lTPnj3NNmdnZy1duvQxRwEAAAAAgMehCAAHJ/aGmgUASQoI9LUuDAAgVYiIiNCHH36ooKAgSVKZMmVUsWJFi1MBAAAAAJIz5gR4iDkB4GD2wF/N5Uw5vC1MAgBIDQ4dOqQKFSpo1KhRstvtstvt+uyzz6yOBQAAAABAikERAA6unb9lLtfv8byFSQAAKZndbtfEiRNVunRp7d69W5KUJk0affjhh5o7d67F6QAAAAAAyZ3Nljiv5IDhgPBIjd9lKAYAQPwLCQlRu3bttG7dOrOtUKFCCg4OVpkyZSxMBgAAAABAykNPAMTIxc3Z6ggAgBTGMAzNnTtXxYoVcygA9OnTR7t27aIAAAAAAACINzabLVFeyQE9AWDavOiQTuw9b3UMAEAKFRkZqU8++UQ3btyQJOXIkUOzZ89WzZo1LU4GAAAAAEDKRU8ASJKuX7qt8S2+N9ednPnRAADELxcXFwUHB8vNzU2tW7fW/v37KQAAAAAAABIEcwI8RE8ASJKuXwhTVKTdXH/prZLWhQEApAg3b97UxYsXlSdPHrOtaNGi+uOPP5Q3b14LkwEAAAAAkHrwuDckSSGHLprLz7+SX29/+rKFaQAAyd3mzZtVokQJNWrUSOHh4Q7bKAAAAAAAABIacwI8RBEAkqS/D10yl9O48GMBAHg64eHhGjhwoKpWraqTJ0/qwIEDGjlypNWxAAAAAABItfhrLyRJF/++YS6Xb/ichUkAAMnVgQMHVK5cOY0dO1aGYUiSKlWqpLfeesviZAAAAACA1CapzgkwZcoUBQYGyt3dXeXLl9eOHTseu/+1a9fUvXt3ZcmSRW5ubipQoIBWrFgRp2tSBIAkae3sfeayTyZPC5MAAJKbqKgojR8/XmXLltX+/fsl3Z8E+H//+582bNjgMCcAAAAAAACp1YIFC9SvXz8NHz5cu3fvVokSJVSnTh1duHAhxv0jIiJUu3ZtnTp1SosWLdKRI0c0ffp0ZcuWLU7XZWLgVC7s+l0ZhuQf6Ktzx65IkgpXzmFxKgBAcnHy5Em1bdtWmzZtMtuKFSum4OBglShRwsJkAAAAAIDULCmO1z9hwgR16tRJ7du3lyRNnTpVy5cv18yZMzVw4MBo+8+cOVNXrlzR1q1b5eLiIkkKDAyM83XpCZBKRUXZ9W6V2WrmO17N0483CwBuHmmU1sfd4nQAgOTg2rVrKl26tFkAsNlsGjBggHbu3EkBAAAAAACAf4mIiNCuXbtUq1Yts83JyUm1atXStm3bYjxm2bJlqlChgrp3766AgAAVLVpUQUFBioqKitO1KQKkUsd2ndOhzX9Ha8+Uy8eCNACA5MjX11c9e/aUdP9JhPXr12vcuHFyc3OzOBkAAAAAILWz2WyJ8goPD9eNGzccXuHh4dHyXLp0SVFRUQoICHBoDwgIUGhoaIzv4cSJE1q0aJGioqK0YsUKDR06VB9//LFGjRoVp8+C4YBSqah7dnM5INBX2QtmkFtaFzXsVc7CVACApM4wDIculUOHDpWLi4t69+4tb29vC5MBAAAAAJD4xowZow8++MChbfjw4RoxYsQzn9tut8vf31/Tpk2Ts7OzypQpozNnzmj8+PEaPnx4rM9DEQCq+EZBvfVRbatjAACSsOvXr6t3794qUKCABg8ebLa7uLho6NChFiYDAAAAACC6xJoSYNCgQerXr59DW0w95DNmzChnZ2edP3/eof38+fPKnDlzjOfOkiWLXFxc5OzsbLYVKlRIoaGhioiIkKura6wyMhwQAAB4rPXr16t48eKaM2eOhg8frj179lgdCQAAAACAJMHNzU3e3t4Or5iKAK6uripTpozWrl1rttntdq1du1YVKlSI8dyVKlXSsWPHZLc/HNXl6NGjypIlS6wLABJFgFTJbjc06tUFVscAACRxd+/e1TvvvKMaNWooJCREkuTh4WEuAwAAAACQVCXWnABx0a9fP02fPl1z5szRn3/+qa5duyosLEzt27eXJLVp00aDBg0y9+/atauuXLmi3r176+jRo1q+fLmCgoLUvXv3OF2X4YBSoZP7QnXj8h1zPV0GDwvTAACSoj179qhVq1Y6dOiQ2Va9enXNnj1buXLlsjAZAAAAAADJU7NmzXTx4kUNGzZMoaGhKlmypFauXGlOFhwSEiInp4fP7efIkUOrVq1S3759Vbx4cWXLlk29e/fWe++9F6frUgRIZe6GRejnqbsd2l56q5RFaQAASU1kZKTGjh2rESNGKDIyUtL9ro1BQUHq06ePw80IAAAAAABJVWLNCRBXPXr0UI8ePWLctn79+mhtFSpU0Pbt25/pmhQBUpng99dr5bSHRYBX+5aXr39aCxMBAJKKs2fPqnHjxtq2bZvZVrJkSQUHB6to0aIWJgMAAAAAAE+Lx/lSmVMHLjisF62a06IkAICkJn369Lp69aokycnJSYMHD9Zvv/1GAQAAAAAAkOwkxTkBrEJPgFRm39qT5vJH29qr4AvZLUwDAEhKPDw8FBwcrNatW2vGjBmqWLGi1ZEAAAAAAHgqyeTv84mCIkAqcuH0NYf1vKWzWBMEAJAkLFy4UMWLF9dzzz1ntpUtW1YHDx6Us7OzhckAAAAAAEB8eabhgO7evRtfOZAIwq6HO6y7uPIHHgBIja5evao333xTTZs2VZs2bcwJgB+gAAAAAAAASO6cbLZEeSUHcS4C2O12ffjhh8qWLZu8vLx04sQJSdLQoUM1Y8aMeA+I+BN1z24u1+9W1sIkAACr/PLLLypWrJjmz58vSdqxY4e+//57i1MBAAAAAICEEuciwKhRozR79myNGzdOrq6uZnvRokX11VdfxWs4xK/Ie1HmsrMLc0IDQGpy+/Zt9erVS7Vr19aZM2ckSb6+vvr666/VuHFji9MBAAAAABC/bLbEeSUHcf5L8Ny5czVt2jS9+eabDsMFlChRQocPH47XcIg/e9acUP8Ks8z1NAwFBACpxs6dO1W6dGlNnjzZbKtVq5YOHDigli1bypZc7loAAAAAAECcxbkIcObMGeXLly9au91u17179+IlFOLfNx9sdFhP6+NmURIAQGK5d++eRowYoQoVKujIkSOSJHd3d3366adatWqVsmfPbnFCAAAAAAAShs1mS5RXchDnIkDhwoW1adOmaO2LFi1SqVKl4iUU4t/V0FvmcuFKOVSjdXEL0wAAEsOuXbs0cuRIRUXdHw7u+eef1549e9SzZ085OTEsHAAAAAAAqUGauB4wbNgwtW3bVmfOnJHdbteSJUt05MgRzZ07Vz/99FNCZMQzMgxD545flSS5ebpo3OZ21gYCACSKF154QX379tWkSZM0dOhQDR48WC4uLlbHAgAAAAAgwTklj4f0E0WcHwN89dVX9eOPP+qXX35R2rRpNWzYMP3555/68ccfVbt27YTIiGd0L/zhhMDhtxmyCQBSqtDQUNntdoe20aNHa8eOHRo+fDgFAAAAAAAAUqGnGgugSpUqWrNmjS5cuKDbt29r8+bNeumll+I7G+JJxN1Iczl7wQwWJgEAJATDMPT111+rYMGCDpP/SvfnAChdurRFyQAAAAAAsAZzAjwU5yJAnjx5dPny5Wjt165dU548eeIlFOLXrpXHzGU3T54CBYCU5PLly2ratKlatWql69eva+DAgfrzzz+tjgUAAAAAAJKIOM8JcOrUKXOCwX8LDw/XmTNn4iUU4tedmxHmckCgr3VBAADxasWKFXrrrbcUGhpqtr3xxhvKkiWLhakAAAAAALBeMnlIP1HEugiwbNkyc3nVqlXy8fEx16OiorR27VoFBgbGOcCUKVM0fvx4hYaGqkSJEpo8ebLKlSv3yP2vXbumIUOGaMmSJbpy5Ypy5cqliRMnql69enG+dmqxavoec7ls/fwWJgEAxIdbt26pf//++vLLL802Pz8/TZ06VU2aNLEwGQAAAAAASGpiXQRo1KiRpPtjKbVt29Zhm4uLiwIDA/Xxxx/H6eILFixQv379NHXqVJUvX14TJ05UnTp1dOTIEfn7+0fbPyIiQrVr15a/v78WLVqkbNmy6fTp0/L19Y3TdVMb7wwe5rJfFi8LkwAAntXWrVvVpk0bHT9+3GyrW7euZsyYQQ8AAAAAAAD+n010BXgg1kUAu90uScqdO7d27typjBkzPvPFJ0yYoE6dOql9+/aSpKlTp2r58uWaOXOmBg4cGG3/mTNn6sqVK9q6datcXO6Pbf80vQ9Si32/ntSPn+7QXzvPmm0FymW1MBEA4Fn88MMPeuONN8zfyZ6enpowYYI6d+6cbCYjAgAAAAAAiSvOEwOfPHkyXgoAERER2rVrl2rVqvUwjJOTatWqpW3btsV4zLJly1ShQgV1795dAQEBKlq0qIKCgmKcowDSZ52Xa/vSo7px+Y7ZlsbF2cJEAIBn8eKLLypXrlySpAoVKmjfvn16++23KQAAAAAAAPAfTrbEeSUHcZ4YWJLCwsK0YcMGhYSEKCIiwmFbr169YnWOS5cuKSoqSgEBAQ7tAQEBOnz4cIzHnDhxQr/++qvefPNNrVixQseOHVO3bt107949DR8+PMZjwsPDFR4ebq7fuHEjVvlSgstnbprLNptU+61S8vR2szARAOBZpEuXTnPmzNGmTZv07rvvKk2ap/o1DgAAAAAAUpE4//Vgz549qlevnm7fvq2wsDD5+fnp0qVL8vT0lL+/f6yLAE/DbrfL399f06ZNk7Ozs8qUKaMzZ85o/PjxjywCjBkzRh988EGCZUqqoqLsirgbKUnKXjCDJu7qJHdPF4tTAQBi69SpU+rZs6cmT57sMPRdlSpVVKVKFeuCAQAAAACQDNBr/qE4DwfUt29fNWjQQFevXpWHh4e2b9+u06dPq0yZMvroo49ifZ6MGTPK2dlZ58+fd2g/f/68MmfOHOMxWbJkUYECBeTs/HBIm0KFCik0NDRaj4QHBg0apOvXr5uvv//+O9YZk7Ozf10xl/85fJkCAAAkE4ZhaNasWSpevLh++ukntWvXzpwDAAAAAAAAIK7iXATYu3ev3nnnHTk5OcnZ2Vnh4eHKkSOHxo0bp8GDB8f6PK6uripTpozWrl1rttntdq1du1YVKlSI8ZhKlSrp2LFjDn8MOXr0qLJkySJXV9cYj3Fzc5O3t7fDKyW7Fx6pBaM36au+q8224jUDrQsEAIi1Cxcu6LXXXlOHDh108+b9Id1OnTqVagrYAAAAAADEF5stcV7JQZyLAC4uLnJyun+Yv7+/QkJCJEk+Pj5x/iNFv379NH36dM2ZM0d//vmnunbtqrCwMLVv316S1KZNGw0aNMjcv2vXrrpy5Yp69+6to0ePavny5QoKClL37t3j+jZSrK1LDiv4/fXatfK42ZY5T3oLEwEAYmPp0qUqWrSoli5dara1a9dO+/fvNycDBgAAAAAAiKs4zwlQqlQp7dy5U/nz51e1atU0bNgwXbp0ScHBwSpatGicztWsWTNdvHhRw4YNU2hoqEqWLKmVK1eakwWHhISYBQdJypEjh1atWqW+ffuqePHiypYtm3r37q333nsvrm8jxfr3ZMCS5J7WRVWbFbYoDQDgSW7cuKG+fftq5syZZlvGjBk1ffp0NWrUyLpgAAAAAAAkY07J5TH9RBDnIkBQUJA5RMHo0aPVpk0bde3aVfnz59eMGTPiHKBHjx7q0aNHjNvWr18fra1ChQravn17nK+TWuxc/pe53O2LeqrRqpg8vGIeKgkAYK0tW7aoVatWOnXqlNnWoEEDTZ8+3SyIAwAAAAAAPIs4FwHKli1rLvv7+2vlypXxGgjPxtPbzVz2z+VDAQAAkrAbN26YBQAvLy9NmjRJ7du3l42nFQAAAAAAeCZ8tX4oznMCPMru3bv1yiuvxNfpEA/ylspsdQQAwGPUrVtXb7/9tqpUqaL9+/erQ4cOFAAAAAAAAEC8ilMRYNWqVerfv78GDx6sEydOSJIOHz6sRo0a6fnnn5fdbk+QkIi9yHsP/w3SuDpbmAQA8G9RUVFasGCBDMNwaJ84caLWrVun3LlzW5QMAAAAAICUx2azJcorOYh1EWDGjBmqW7euZs+erbFjx+qFF17QvHnzVKFCBWXOnFkHDx7UihUrEjIrniAq0q4bF8PMdWeXeOvoAQB4BsePH1fVqlXVvHnzaPPnuLu7y9mZoi0AAAAAAEgYsf4r8aRJkzR27FhdunRJ3333nS5duqTPP/9cBw4c0NSpU1WoUKGEzIknOLEvVO1yTNJfv58z21zoCQAAljIMQ9OmTVOJEiW0detWSdI777yj69evW5wMAAAAAICUzWZLnFdyEOsiwPHjx9WkSRNJ0uuvv640adJo/Pjxyp49e4KFQ+xt/u6QrobeMte9M3rK2YUiAABYJTQ0VA0aNNDbb7+tsLD7vbTy5MmjFStWyMfHx+J0AAAAAAAgtUgT2x3v3LkjT09PSffHU3Jzc1OWLFkSLBhi7+Lf1/Vd0BZzPZ2fh/rNfVVOTsmkFAUAKcyiRYvUpUsXXb582Wzr1KmTJkyYIC8vLwuTAQAAAACQOjgll8f0E0GsiwCS9NVXX5l/vIiMjNTs2bOVMWNGh3169eoVf+kQK5+0Xeaw/v7SpipSOadFaQAg9bp27Zp69uypefPmmW0BAQGaMWOG6tevb2EyAAAAAACQWsW6CJAzZ05Nnz7dXM+cObOCg4Md9rHZbBQBLPDPkYdPmvr6p1Xe0vTQAAArDBs2zKEA8MYbb2jq1KnRCuYAAAAAACBh0Q/goVgXAU6dOpWAMfC0juw4oytnb5rrX53oIXdPFwsTAUDqNWLECC1evFi3bt3SZ599platWslG90MAAAAAAGChOA0HhKRnzcy95nLG7N5yT+tqXRgASGVu3brlMMa/n5+fFi9erKxZsypnToZlAwAAAADAKjyU95CT1QHwbP7aedZcbjq4koVJACD1iIyM1MiRI5UvXz6dO3fOYdsLL7xAAQAAAAAAACQZ9ARIxm5dvaPju0PN9eI1A60LAwCpxNGjR9W6dWvt2LFDkvTWW29p+fLlPGEAAAAAAEAS4sTXdBM9AZKx0BPXHNYz50lvTRAASAUMw9CUKVNUsmRJswDg7OyssmXLKioqyuJ0AAAAAAAAMaMnQApRo1UxpXFxtjoGAKRIZ86cUfv27bVmzRqzLX/+/AoODlb58uUtTAYAAAAAAGJCj/2HnqonwPHjx/X++++rRYsWunDhgiTp559/1h9//BGv4RB7nj5uVkcAgBTpm2++UdGiRR0KAN27d9eePXsoAAAAAAAAgCQvzkWADRs2qFixYvrtt9+0ZMkS3bp1S5K0b98+DR8+PN4DAgBgle7du6tly5a6du2aJClr1qxatWqVPvvsM6VNm9bacAAAAAAA4JFstsR5JQdxLgIMHDhQo0aN0po1a+Tq6mq216xZU9u3b4/XcHi8E/vOP1wxrMsBAClVzZo1zeXmzZvrwIEDeumllyxMBAAAAAAAEDdxnhPgwIEDmj9/frR2f39/Xbp0KV5CIXYiIx5ORHk19JaFSQAgZXrjjTfUo0cPVapUSc2bN7c6DgAAAAAAiCXmBHgozj0BfH19de7cuWjte/bsUbZs2eIlFGLnr51nzeVyDQpYmAQAkr/ffvtN7733XrT2yZMnUwAAAAAAAADJVpx7AjRv3lzvvfeeFi5cKJvNJrvdri1btqh///5q06ZNQmTEI5z813BAaVyfao5nAEj17t27p5EjRyooKEh2u10lS5ZUixYtrI4FAKnOsmXLYr1vw4YNEzAJAAAAUgInOgKY4lwECAoKUvfu3ZUjRw5FRUWpcOHCioqKUsuWLfX+++8nREY8gndGT3O5eI1A64IAQDJ16NAhtW7dWrt37zbb5s6dq+bNm9NtEAASWaNGjWK1n81mU1RU1JN3BAAAACDpKYoArq6umj59uoYOHaqDBw/q1q1bKlWqlPLnz58Q+RBLbp4uVkcAgGTDbrdr0qRJGjRokMLDwyVJadKk0fDhwzVw4EAKAABgAbvdbnUEAAAApCB8t38ozkWAzZs3q3LlysqZM6dy5syZEJkAAEgwISEhateundatW2e2FSpUSMHBwSpTpoyFyQAAAAAAAOJfnIsANWvWVLZs2dSiRQu1atVKhQsXTohciIXdq45bHQEAkg3DMBQcHKyePXvqxo0bZnufPn0UFBQkDw8PC9MBAP4rLCxMGzZsUEhIiCIiIhy29erVy6JUAAAASC7oB/BQnIsAZ8+e1bfffqtvvvlG//vf/1S8eHG9+eabatGihbJnz54QGRGDqEjH7tLOLs4WJQGA5GPx4sVmASBHjhyaPXu2atasaXEqAMB/7dmzR/Xq1dPt27cVFhYmPz8/Xbp0SZ6envL396cIAAAAAMSBU1wPyJgxo3r06KEtW7bo+PHjatKkiebMmaPAwED+kJKI/lsEcGdOAAB4LJvNpmnTpilTpkxq3bq19u/fz+8tAEii+vbtqwYNGujq1avy8PDQ9u3bdfr0aZUpU0YfffSR1fEAAACQDDjZbInySg7iXAT4t9y5c2vgwIH63//+p2LFimnDhg3xlQtP8PvPx8zlYtVzWZgEAJKmW7duac+ePQ5tAQEB2r9/v+bOnStfX19rggEAnmjv3r1655135OTkJGdnZ4WHhytHjhwaN26cBg8ebHU8AAAAIFl56iLAli1b1K1bN2XJkkUtW7ZU0aJFtXz58vjMhsf4Y2OIuWyPMixMAgBJz+bNm1WiRAnVrVtXly5dctiWOXNmi1IBAGLLxcVFTk73v6r4+/srJOT+va+Pj4/+/vtvK6MBAAAgmbDZEueVHMS5CDBo0CDlzp1bNWvWVEhIiCZNmqTQ0FAFBwfr5ZdfToiM+I/bN8O1dOJv5nrjgRUtTAMASUd4eLgGDhyoqlWr6sSJEzp//rz69u1rdSwAQByVKlVKO3fulCRVq1ZNw4YN09dff60+ffqoaNGiFqcDAAAAkpc4Twy8ceNGDRgwQE2bNlXGjBkTIhOeYMP8gw7r6QO8LEoCAEnHgQMH1KpVK+3fv99sq1SpkkaMGGFdKADAUwkKCtLNmzclSaNHj1abNm3UtWtX5c+fXzNnzrQ4HQAAAJIDW3J5TD8RxLkIsGXLloTIgTi4dj7MYT13yQCLkgCA9aKiojRhwgS9//77ioiIkHR/GImRI0dqwIABcnZ2tjghACCuypYtay77+/tr5cqVFqYBAAAAkrdYFQGWLVumunXrysXFRcuWLXvsvg0bNoyXYHi0Td8dMpdHrGghZ+dnmt8ZAJKtkydPqm3bttq0aZPZVrRoUQUHB6tkyZLWBQMAAAAAAJaiI8BDsSoCNGrUSKGhofL391ejRo0euZ/NZlNUVFR8ZcMjZMrhrZA/LkqS0vl5WJwGAKwRERGhKlWq6MyZM5Lu/w7q37+/PvzwQ7m5uVmcDgDwLHLnzv3Y7tsnTpxIxDQAAABA8harIoDdbo9xGYkv8l6Udq08bq5nzpvewjQAYB1XV1eNHj1a7dq1U2BgoObMmaOqVataHQsAEA/69OnjsH7v3j3t2bNHK1eu1IABA6wJBQAAgGTFia4ApjjPCTB37lw1a9Ys2lOWERER+vbbb9WmTZt4C4foflt21GHd2ZkfZgCpR1RUlMMY/23atFFYWJhatWolb29vC5MBAOJT7969Y2yfMmWKfv/990ROAwAAAMSfKVOmaPz48QoNDVWJEiU0efJklStXLsZ9Z8+erfbt2zu0ubm56e7du3G6ZpwHk2/fvr2uX78erf3mzZvRAiH+XT5z02HdKz3DAQFI+a5fv6527dqpc+fODu02m03dunWjAAAAqUTdunW1ePFiq2MAAAAgGbDZEucVFwsWLFC/fv00fPhw7d69WyVKlFCdOnV04cKFRx7j7e2tc+fOma/Tp0/H+bOIcxHAMIwYx+f8559/5OPjE+cAiJtDm0PM5QHzX7MwCQAkjvXr16t48eKaM2eOZs6cqaVLl1odCQBgkUWLFsnPz8/qGAAAAMBTmTBhgjp16qT27durcOHCmjp1qjw9PTVz5sxHHmOz2ZQ5c2bzFRAQEOfrxno4oFKlSslms8lms+nFF19UmjQPD42KitLJkyf18ssvxzkA4sbT++EwTPYo5mcAkHLdvXtXQ4YM0YQJE8y2dOnSxbnLGwAg+Xnw3eMBwzAUGhqqixcv6vPPP7cwGQAAAJKLmB5kt1JERIR27dqlQYMGmW1OTk6qVauWtm3b9sjjbt26pVy5cslut6t06dIKCgpSkSJF4nTtWBcBGjVqJEnau3ev6tSpIy8vL3Obq6urAgMD9cYbb8Tp4oi70JPXzOUchTNZFwQAEtCePXvUqlUrHTp0yGyrVq2aZs+ercDAQOuCAQASxauvvurwpc3JyUmZMmVS9erVVbBgQQuTAQAAAI7Cw8MVHh7u0Obm5hZtTt1Lly4pKioq2pP8AQEBOnz4cIznfu655zRz5kwVL15c169f10cffaSKFSvqjz/+UPbs2WOdMdZFgOHDh0uSAgMD1axZM7m7u8f6Iog/+389ZS47MSkwgBQmMjJSY8eO1YgRIxQZGSnp/i/OoKAg9enTR05OcR7FDgCQDI0YMcLqCE90fm5rqyMAgCQp/fM9rI4AAJKkO3s+szqCg8T6C8KYMWP0wQcfOLQNHz48Xu5pK1SooAoVKpjrFStWVKFChfTll1/qww8/jPV5Yl0EeKBt27ZxPQTxKH1mL10NvSVJylXE3+I0ABB/rly5ovr162v79u1mW8mSJRUcHKyiRYtamAwAkNicnZ117tw5+fs73u9evnxZ/v7+ioqKsigZAAAAkovEGg5o0KBB6tevn0Pbf3sBSFLGjBnl7Oys8+fPO7SfP39emTNnjtW1XFxcVKpUKR07dixOGWNVEPHz89OlS5ckSenTp5efn98jX0hYDwoAflnTyTkNT8QCSDl8fX3NoeacnJw0ePBg/fbbbxQAACAVMgwjxvbw8HC5uromchoAAADg0dzc3OTt7e3wiqkI4OrqqjJlymjt2rVmm91u19q1ax2e9n+cqKgoHThwQFmyZIlTxlj1BPjkk0+ULl06czmpTaqQWty5FWEuXzl708IkABD/nJycNHPmTL3++uuaNGmSKlasaHUkAEAi+/TTTyXdf2rrq6++cpiHLCoqShs3bmROAAAAAMSKUxL8E3a/fv3Utm1blS1bVuXKldPEiRMVFham9u3bS5LatGmjbNmyacyYMZKkkSNH6oUXXlC+fPl07do1jR8/XqdPn1bHjh3jdN1YFQH+PQRQu3bt4nQBxJ974ZHmsld65mQAkLwtXLhQ/v7+qlatmtmWI0cO7dixg2IzAKRSn3zyiaT7PQGmTp0qZ2dnc5urq6sCAwM1depUq+IBAAAAz6RZs2a6ePGihg0bptDQUJUsWVIrV640JwsOCQlxmA/x6tWr6tSpk0JDQ5U+fXqVKVNGW7duVeHCheN03TjPCbB79265uLioWLFikqSlS5dq1qxZKly4sEaMGEH33AS086e/zOX8ZbNamAQAnt7Vq1fVo0cPzZ8/Xzly5NCBAwfk4+NjbqcAAACp18mTJyVJNWrU0JIlS5Q+fXqLEwEAACC5Soo9ASSpR48e6tEj5knd169f77D+ySefmA/KPIs4Dyr/9ttv6+jRo5KkEydOqFmzZvL09NTChQv17rvvPnMgPNrlfw8BlER/iAHgcX755RcVK1ZM8+fPlyT9/fff+vrrry1OBQBIatatW0cBAAAAAIgncS4CHD16VCVLlpR0fyiHatWqaf78+Zo9e7YWL14c3/nwCK90L2t1BACItdu3b6tXr16qXbu2zpw5I0ny8fHRvHnz1LVrV4vTAQCSmjfeeENjx46N1j5u3Dg1adLEgkQAAABIbmw2W6K8koM4FwEMw5Ddbpd0/4nOevXqSbo/jvOlS5fiNx0AINnbuXOnSpcurcmTJ5ttL774og4cOKA333wz2fzCBAAkno0bN5rfM/6tbt262rhxowWJAAAAgOQrzkWAsmXLatSoUQoODtaGDRtUv359SffH73wwgQESxq2rd62OAACxdu/ePY0YMUIVKlTQkSNHJEnu7u769NNPtXr1auXIkcPihACApOrWrVsxzjXm4uKiGzduWJAIAAAAyY2TLXFeyUGciwATJ07U7t271aNHDw0ZMkT58uWTJC1atEgVK1aM94B46PuPtlkdAQBi7e+//9b48eMVFRUl6X4Rec+ePerZs6fDTPcAAPxXsWLFtGDBgmjt3377rQoXLmxBIgAAACD5ShPXA4oXL64DBw5Eax8/frycnZ3jJRRilu25DPrn8GVJUoFy2SxOAwCPlydPHo0fP169evXS+++/ryFDhsjFxcXqWACAZGDo0KF6/fXXdfz4cdWsWVOStHbtWs2fP1+LFi2yOB0AAACSA0YffijORYAHdu3apT///FOSVLhwYZUuXTreQiE6wzDMAoAkpc/sZWEaAIjun3/+kZ+fnzw9Pc22rl27qnr16jy1CQCIkwYNGuiHH35QUFCQFi1aJA8PD5UoUUK//vqr/Pz8rI4HAAAAJCtxLgJcuHBBzZo104YNG+Tr6ytJunbtmmrUqKFvv/1WmTJliu+MkPTPYSZdBpA0GYah+fPnq3v37mrTpo0+/fRTc5vNZqMAAAB4KvXr1zfnH7tx44a++eYb9e/fX7t27TKHmgMAAAAexYmuAKY4D8rcs2dP3bp1S3/88YeuXLmiK1eu6ODBg7px44Z69eqVEBkh6c6te+ayb0BaC5MAwEOXL19Ws2bN1KpVK12/fl2TJ0/W2rVrrY4FAEghNm7cqLZt2ypr1qz6+OOPVbNmTW3fvt3qWAAAAECyEueeACtXrtQvv/yiQoUKmW2FCxfWlClT9NJLL8VrODy06+dj5nKlxoUesycAJI6ff/5ZHTp0UGhoqNn25ptvMjwcAOCZhIaGavbs2ZoxY4Zu3Lihpk2bKjw8XD/88AO9ywAAABBrcX76PQWL82dht9tjnNjRxcVFdrs9XkIhusiIh12eoyL5nAFY59atW+rSpYvq1atnFgD8/Pz03Xffad68eUqfPr3FCQEAyVWDBg303HPPaf/+/Zo4caLOnj2ryZMnWx0LAAAASNbi3BOgZs2a6t27t7755htlzZpVknTmzBn17dtXL774YrwHxP3xtheM3myuV6YnAACLbNu2Ta1bt9bx48fNtrp16+qrr74yfycAAPC0fv75Z/Xq1Utdu3ZV/vz5/6+9e4/Puf7/OP68dh6boTGnZc6HnC3HkCI6KCRynJHklAyhnH0ZilRETjlEdFJKqSwKyXnOTY6LnA+bDZtd1/X7o58PVxttbPvs2h53t8/t9rne1+fwvObTunxen/f7bXYcAAAAODGmBLglzT0Bpk+frtjYWAUFBalUqVIqVaqUSpQoodjYWJ7SySBHIk87vPby8TApCYCc7Ndff9UjjzxiFABy5cqlWbNmadWqVRQAAADpYsOGDbpy5Ypq1qyp2rVra/r06Tp//rzZsQAAAACnluaeAIGBgdqxY4ciIiJ04MABSVKFChXUpEmTdA+Hf1yNTXR4XbZWUZOSAMjJ6tevr7p162rjxo2qW7euFi1apNKlS5sdCwCQjdSpU0d16tTRtGnTtHz5cs2fP19hYWGy2Wz66aefFBgYKF9fX7NjAgAAwAm40BXAkKYiwPLly7Vy5UolJibq8ccfV79+/TIqF26z++ejxnqbIfXk4sIFDCDzubq6auHChfrss880aNAgubmluY4MAECq5M6dW926dVO3bt0UFRWlefPmaeLEiRo6dKiaNm2qlStXmh0RAAAAcBqpHg5o5syZat++vbZt26Y///xTffr00eDBgzMyG/6fzWY31hOuJZmYBEBOcfz4cTVp0kS///67Q3upUqU0dOhQCgAAgExTrlw5TZ48WSdOnNAnn3xidhwAAAA4CYslcxZnkOoiwPTp0zVq1ChFRUUpMjJSCxcu1AcffJCR2fD/vnxrk7Ee/GQpE5MAyO7sdrsWLFigypUrKyIiQp07d1Z8fLzZsQAAkKurq1q2bEkvAAAAACCNUl0EOHLkiEJCQozXHTp0UFJSkk6dOpUhwfCPs8cv60aC1XjtmZtJgQFkjLNnz6p169YKDQ3VlStXJEmJiYk6fvy4yckAAAAAAADSxsWSOYszSHURICEhQblz5761o4uLPDw8dO3atQwJhn/EXnD8+VaoW8ykJACys5UrV6py5cr66quvjLauXbtqz549qlixonnBAAAAAAAAcF/SNKjziBEjlCtXLuN1YmKixo8fLz8/P6Nt6tSp6ZcOst82H8AzfR+Wq1uq6zYA8J9iY2M1YMAAzZ8/32jz9/fX7Nmz1apVKxOTAQAAAAAA3DsXZxmwPxOkugjQsGFDRUVFObTVq1dPR44cMV5b+MGmu9snBebHCyA9bdmyRe3atdOxY8eMthYtWmjOnDkKCAgwLxgAAAAAAADSTaqLAOvWrcvAGLijWzUAWZxlkCkATiFXrlz6+++/JUk+Pj569913FRoaSkEXAAAAAAA4PW5v3MLYMlmcQ08AigAA0lGlSpU0fvx4NWjQQLt371a3bt0oAAAAAAAAAGQzFAGyOLvDcEDcnANwb6xWq2bPnq2EhASH9gEDBmjt2rUqUaKESckAAAAAAADSn4slcxZnQBEgi4vef85Yd3GWqwpAlnL48GE1atRIPXv21OjRox3ec3V1laurqznBAAAAAAAAkOEoAmRx8ZevG+ux56+amASAs7Hb7Zo9e7aqVq2qjRs3SpLefvtt/fXXXyYnAwAAAAAAyFiWTPrjDCgCZGE7fjysj16PMF5XblzcxDQAnMnp06fVokUL9ezZU/Hx8ZKkkiVLau3atQoMDDQ5HQAAAAAAADLLPRUB1q9fr06dOqlu3bo6efKkJGnx4sXasGFDuobLyW4kWjWp3ZcObd4+HialAeBMvvjiC1WqVEmrVq0y2nr06KHIyEg98sgjJiYDAAAAAADIHMwJcEuaiwBffPGFmjVrJm9vb+3cudOYZDImJkYTJkxI94A5VcLVGw5DAQUE5VXVx5m4E8CdXb58WV26dFGbNm104cIFSVJAQIC+/fZbzZ49W76+viYnBAAAAAAAQGZLcxHgf//7n2bNmqU5c+bI3d3daK9fv7527NiRruFyss8nbjTWH6zor9mH+ii3n5eJiQBkdR9++KEWL15svH7++ee1d+9ePf300yamAgAAAAAAyHz0BLglzUWAqKgoNWzYMFm7n5+fLl++nB6ZIOm3L/8w1ivUD5SrK9M3ALi7AQMGqEaNGsqTJ48WLVqkzz77TP7+/mbHAgAAAAAAgInc0rpDoUKFdOjQIQUFBTm0b9iwQSVLlkyvXDme3WY31tuPTF50AYDz58873OT38PDQsmXL5OnpqQcffNDEZAAAAAAAAOayWJzkMf1MkObHy3v06KH+/ftr8+bNslgs+vvvv7VkyRINGjRIvXr1yoiMOZLN+k8RIG/B3PIvlsfkNACykqSkJI0bN07FixdXZGSkw3tlypShAAAAAAAAAABDmnsCDB06VDabTY8//riuXr2qhg0bytPTU4MGDVK/fv0yImOOZLPaJEkurlSsANxy8OBBdenSRZs3b5Ykde7cWVu3bpWXF3OGAAAAAAAA3OQs4/VnhjQXASwWi958800NHjxYhw4dUlxcnCpWrCgfH5+MyJdj2f5/OCALVysASXa7XTNnztSgQYN07do1SZKrq6tatWolV1dXk9MBAAAAAAAgq7rn2WY9PDxUsWJF1apV674LADNmzFBQUJC8vLxUu3ZtbdmyJVX7LVu2TBaLRS1btryv82dFN4cDcmFCYCDHO3nypJo3b64+ffoYBYAyZcpo48aNGjt2rNzd3U1OCAAAAAAAkLVYLJmzOIM09wRo3LjxXSdV+Pnnn9N0vOXLlyssLEyzZs1S7dq1NW3aNDVr1kxRUVEqWLDgHfc7duyYBg0apAYNGqTpfM7i5sTADAcE5GzLli1T7969denSJaOtd+/emjx5snLnzm1iMgAAAAAAADiDND9mXq1aNVWtWtVYKlasqMTERO3YsUOVK1dOc4CpU6eqR48eCg0NVcWKFTVr1izlypVL8+fPv+M+VqtVHTt21JgxY1SyZMk0n9MZGHMCMBwQkGMNGzZM7du3NwoARYoU0erVqzVjxgwKAAAAAAAAAHfhYrFkyuIM0twT4J133kmxffTo0YqLi0vTsRITE7V9+3YNGzbMaHNxcVGTJk20adOmO+43duxYFSxYUN27d9f69evveo6EhAQlJCQYr2NjY9OU0SxWKz0BgJyudevWeuutt2S1WvXiiy9qxowZyp8/v9mxAAAAAAAA4ETSXAS4k06dOqlWrVp6++23U73P+fPnZbVaFRAQ4NAeEBCgP/74I8V9NmzYoHnz5ikyMjJV5wgPD9eYMWNSnSmriL98XRJzAgA52cMPP6xJkyapaNGievHFF82OAwAAAAAA4DQYYOWWdLvDvGnTJnl5eaXX4VJ05coVde7cWXPmzJG/v3+q9hk2bJhiYmKM5a+//srQjOnh9NFbY39fOHnFxCQAMsvmzZvVqVMnJSUlObQPHDiQAgAAAAAAAADuWZp7ArRu3drhtd1u16lTp7Rt2zaNGDEiTcfy9/eXq6urzpw549B+5swZFSpUKNn2hw8f1rFjx9SiRQujzWb7Z+x8Nzc3RUVFqVSpUg77eHp6ytPTM025zJZw9Yaxnq8Q434D2dmNGzc0btw4TZgwQVarVeXLl9fw4cPNjgUAAAAAAODUnGS4/kyR5p4Afn5+Dkv+/Pn16KOP6rvvvtOoUaPSdCwPDw/VrFlTERERRpvNZlNERITq1q2bbPvy5ctrz549ioyMNJZnn31WjRs3VmRkpAIDA9P6cbKkyDVHjfXydYuZmARARtq/f7/q1KmjcePGyWq1SpJWr15trAMAAAAAAAD3K009AaxWq0JDQ1W5cmXly5cvXQKEhYUpJCREwcHBqlWrlqZNm6b4+HiFhoZKkrp06aKiRYsqPDxcXl5eqlSpksP+efPmlaRk7c7s9p4ANxK4GQhkNzabTe+9956GDh1qTFzu5uamkSNHatiwYXJ1dTU5IQAAAAAAgHNzEV0BbkpTEcDV1VVPPPGEDhw4kG5FgHbt2uncuXMaOXKkTp8+rWrVqmn16tXGZMHR0dFyccm5k+M2av+Q2REApKPo6GiFhobq559/NtrKly+vjz/+WDVr1jQxGQAAAAAAALKjNM8JUKlSJR05ckQlSpRItxB9+/ZV3759U3xv3bp1d913wYIF6ZYDADLSxx9/rD59+ig2NtZoe+211zRhwgR5e3ubmAwAAAAAACB7YU6AW9L8iP3//vc/DRo0SN9++61OnTql2NhYhwX378KJK2ZHAJABduzYYfyeDAwMVEREhN555x0KAAAAAAAAAMgwqe4JMHbsWA0cOFBPPfWUJOnZZ5+V5bZyit1ul8ViYULL+5R4PUmrPthmdgwAGWDChAn64YcfFBwcrHfffdeY0wQAAAAAAADpy4WeAIZUFwHGjBmjV155RWvXrs3IPDneuegYh9elahQ2KQmA+xEXF6ctW7boscceM9q8vLz022+/yc/Pz8RkAAAAAAAAyElSXQSw2+2SpEaNGmVYGDgqV6eo/IvlMTsGgDTauHGjunTpor///ls7d+5U+fLljfcoAAAAAAAAAGQ8FyYFMKRpTgALP7hMVbTsA2ZHAJAGCQkJGjZsmBo2bKgjR47o+vXr6tWrl9mxAAAAAAAAkIOluieAJJUtW/Y/CwEXL168r0AA4Iz27NmjTp06affu3UZbvXr1NHfuXBNTAQAAAAAA5Ew8z35LmooAY8aMYSiLDHb6yCWzIwBIA6vVqqlTp2r48OFKTEyUJLm7u2vs2LEaPHiwXF1dTU4IAAAAAACAnCxNRYAXX3xRBQsWzKgskBRz7qqxfvbYZfOCAPhPR48eVUhIiNavX2+0VapUSYsXL1a1atXMCwYAAAAAAJDDMSfALameE4D5ADLH8b1njfXaz5UzMQmAu7Hb7WrZsqVRALBYLBo8eLC2bdtGAQAAAAAAAABZRqqLAHa7PSNz4P9FrjlqrHt6p6mjBoBMZLFYNH36dFksFgUFBWndunWaPHmyPD09zY4GAAAAAACQ41ksmbM4g1TfZbbZbBmZA//PJ5+3sV6jWSkTkwD4t+vXr8vLy8t43aBBA3366ad64oknlCdPHhOTAQAAAAAAAClLdU8AZI5dEbd6AuTxz2ViEgA3xcbGKjQ0VE8++WSygmibNm0oAAAAAAAAAGQxLpm0OANnyZlj3N6FxDO3u3lBAEiS1q1bpypVqmjBggVat26d3n33XbMjAQAAAAAAAKlGESCLuTn1gldud7m68tcDmOX69esaOHCgHnvsMR0/flyS5OvrK39/f5OTAQAAAAAA4L9YLJZMWZwBM89mIef+ijHWCwblNS8IkMPt3LlTnTt31r59+4y2Ro0aacGCBQoKCjIvGAAAAAAAAJBGPGqehRzbc9ZYv3w6zsQkQM6UlJSkCRMmqHbt2kYBwNPTU1OmTNHPP/9MAQAAAAAAAMBJWDJpSasZM2YoKChIXl5eql27trZs2ZKq/ZYtWyaLxaKWLVum+Zz0BMgifl2+T5Nf/NJ4/UjbiiamAXKe69ev67HHHtOmTZuMtmrVqmnx4sWqVKmSickAAAAAAACQVi5ZcKie5cuXKywsTLNmzVLt2rU1bdo0NWvWTFFRUSpYsOAd9zt27JgGDRqkBg0a3NN56QmQRfz+VZTD60Il85mUBMiZvLy8VLlyZUmSi4uL3njjDW3evJkCAAAAAAAAANLF1KlT1aNHD4WGhqpixYqaNWuWcuXKpfnz599xH6vVqo4dO2rMmDEqWbLkPZ2XIkAWYU2yGevPvVZbT75S08Q0QM40ZcoUNWvWTOvXr9f48ePl4eFhdiQAAAAAAADcg8waDighIUGxsbEOS0JCQrI8iYmJ2r59u5o0aWK0ubi4qEmTJg4jU/zb2LFjVbBgQXXv3v2efxYUAbIIm/VWEaD14Lry9uHmI5CRPvvsMy1dutShzcfHR6tXr1a9evVMSgUAAAAAAABnEh4eLj8/P4clPDw82Xbnz5+X1WpVQECAQ3tAQIBOnz6d4rE3bNigefPmac6cOfeVkTkBsgi7zW6su7hmvfGqgOzi0qVL6tevn5YsWSIfHx/VrVtXJUqUMDsWAAAAAAAA0lFmTQkwbNgwhYWFObR5enre93GvXLmizp07a86cOfL397+vY1EEyCK2fPunse7iQhEAyAhr1qxR165ddfLkSUlSXFycPv74Y40YMcLkZAAAAAAAAHBGnp6eqbrp7+/vL1dXV505c8ah/cyZMypUqFCy7Q8fPqxjx46pRYsWRpvN9s9oMm5uboqKilKpUqVSlZHhgLKIMsFFjHXP3AwFBKSnq1ev6tVXX1XTpk2NAoCfn58+/vhjDR8+3OR0AAAAAAAASG8WiyVTltTy8PBQzZo1FRERYbTZbDZFRESobt26ybYvX7689uzZo8jISGN59tln1bhxY0VGRiowMDDV56YnQFZx2/Xi6c1fC5Betm7dqs6dOysqKspoe/zxx/XRRx+l6ZclAAAAAAAAcD/CwsIUEhKi4OBg1apVS9OmTVN8fLxCQ0MlSV26dFHRokUVHh4uLy8vVapUyWH/vHnzSlKy9v/C3eYswpb0T1cOF5e0VZAApOzGjRsaP368/ve//8lqtUqSvLy8NHnyZPXp00cuLnSEAgAAAAAAyK6y4p2fdu3a6dy5cxo5cqROnz6tatWqafXq1cZkwdHR0Rlyz4oiQBZhs/4zMTCTAgPpIy4uTnPmzDEKAMHBwVq8eLHKly9vcjIAAAAAAADkVH379lXfvn1TfG/dunV33XfBggX3dM6sWBDJkazWf3oCuLrxVwKkh3z58mn+/Plyc3PT6NGj9dtvv1EAAAAAAAAAyCGy2pwAZqInQBZhDAfkShEAuBcnTpyQm5ubw2zqzZo10+HDh/Xggw+amAwAAAAAAAAwD3ecs4jo/eclMRwQkFZ2u11LlixRpUqV1L17d9ntdof3KQAAAAAAAADkPJZMWpwBRYAsIO7ydWPd4uIslw5gvgsXLqhdu3bq1KmTYmJi9N13393z2GgAAAAAAABAdsRwQFnA+ROxxnrcpet32RLATd9//726d++uU6dOGW0dOnRQy5YtzQsFAAAAAACALMFZxuvPDPQEyALib+sJ8ET3auYFAZxAXFycevXqpaeeesooAOTPn1/Lly/XkiVLlC9fPpMTAgAAAAAAAFkHPQGygON7zxnrMeeumpgEyNo2bdqkzp076/Dhw0Zb8+bNNW/ePBUpUsTEZAAAAAAAAMhKePr9FooAWcCx3WeM9RJVA0xMAmRd+/fv1yOPPCKbzSZJypUrl6ZMmaKePXvSvQsAAAAAAAC4AwoiJjt/IlbfzdxuvPYPzGNiGiDrqlixotq3by9JqlOnjiIjI/XKK69QAAAAAAAAAEAyFoslUxZnQE8Ak/114LzD64ceCTQpCZC12Gw2ubg41imnT5+umjVrql+/fnJz49cXAAAAAAAA8F/oCZCFNO5cWYEVCpgdAzDd8ePH9fjjj2vZsmUO7Xnz5tWAAQMoAAAAAAAAAOCuLJm0OAOKAFlIQFBesyMAprLb7Vq4cKGqVKmidevWqXfv3jp58qTZsQAAAAAAAACnRRHAZHa73ewIQJZw7tw5Pf/88+ratatiY2MlSb6+vjp9+rTJyQAAAAAAAOBsLJbMWZwBRQCTHdj4l7FOQQA51cqVK1WpUiWtWLHCaAsJCdHu3btVs2ZNE5MBAAAAAAAAzo2BtU3m7nnrr+B63A0TkwCZ78qVK3rttdc0f/58o83f31+zZ89Wq1atTEwGAAAAAAAAZ+biNCP2ZzyKACa7cPKKsV6lcXETkwCZKzIyUq1atdKxY8eMthYtWmjOnDkKCAgwLxgAAAAAAACQjVAEMFnCtVtP/ydeTzIxCZC5ChcurLi4OEmSj4+P3n33XYWGhsriLIOpAQAAAAAAIMviFtMtzAlgMt/83sZ63gAfE5MAmSsgIECzZ89WgwYNtHv3bnXr1o0CAAAAAAAAAJDOKAKYzJpkM9bdPV1NTAJkHKvVqmnTpunChQsO7a1atdK6detUokQJk5IBAAAAAAAgO7Jk0h9nQBHAZDar3Vh3ceWvA9nPkSNH1KhRIw0YMEC9evWS3W53eN/FheseAAAAAAAAyCjcfTOZzXqrJ4Crm3NUjoDUsNvtmjNnjqpUqaKNGzdKkj7//HPt2rXL5GQAAAAAAADI7iyWzFmcAUUAk90+HBA9AZBdnD59Ws8++6xefvllxcfHS5JKlCihX3/9VdWqVTM3HAAAAAAAAJCDuJkdIKdLuHrDWHd1owgA5/fll1/q5Zdfdhj/v0ePHpoyZYp8fX1NTAYAAAAAAICcwsVJxuvPDBQBTGS327VuyV7jtYsrFyacV0xMjPr166fFixcbbQEBAZo7d66eeeYZE5MBAAAAAAAAORdFABNdPBXn8PqBonlMSgLcv1WrVjkUAFq3bq1Zs2apQIECJqYCAAAAAABATuQs4/VnBsafySIKFveTt4+H2TGAe9a+fXu1bNlSefLk0cKFC/X5559TAAAAAAAAAABMRk8AE10+c6snQPFKBU1MAqRddHS0HnzwQeO1xWLR7Nmzde3aNYd2AAAAAAAAILPRE+AWegKYKPFakrF+6XTcXbYEso6kpCT973//U6lSpfTNN984vFegQAEKAAAAAAAAAEAWQk8AE91ItBrr1ZqUMDEJkDoHDx5Uly5dtHnzZknSSy+9pL179zLsDwAAAAAAALIUi+gKcBM9AUxkvWEz1l3d+atA1mW32/XBBx+oWrVqRgHAxcVFL7/8svz8/ExOBwAAAAAAAOBO6AlgomtXEox1N3dXE5MAd3by5El1795dP/zwg9FWpkwZLVq0SHXq1DExGQAAAAAAAJAyFzoCGHj83EQHt/5trNvtdhOTAClbtmyZKleu7FAA6N27t3bu3EkBAAAAAAAAAHAC9AQwUW4/L2PdM5e7iUmA5CZPnqwhQ4YYrwsXLqyPPvpIzZo1MzEVAAAAAAAA8N+YE+AWegKYaP3yfcZ60bIPmJgESK59+/bGeP/t2rXT3r17KQAAAAAAAAAAToaeACbKlcfTWM/jn8vEJEBygYGBmj17tqxWq9q3b292HAAAAAAAACDVLHQEMNATwESXz8Yb6yWqBpiYBDnd5s2b9cQTTyg2NtahvW3bthQAAABAtmO1WhUZGalLly6ZHQUAAADIcBQBTHTm6GVjncoUzHDjxg2NHDlS9evX108//aT+/fubHQkAACDdvfbaa5o3b56kfwoAjRo1Uo0aNRQYGKh169aZGw4AAAAZwpJJf5wBRQATBVW59fS/V24PE5MgJ9q/f7/q1KmjcePGyWq1Gm1Xr141ORkAAED6+vzzz1W1alVJ0jfffKOjR4/qjz/+0IABA/Tmm2+anA4AAADIWBQBTGS32SVJLq7OUTFC9mCz2TRt2jTVqFFDO3bskCS5ublp7Nix2rhxo3LlYn4KAACQvZw/f16FChWSJH333Xd64YUXVLZsWXXr1k179uwxOR0AAAAygoslcxZnwMTAJrpVBKAWg8wRHR2t0NBQ/fzzz0Zb+fLltXjxYgUHB5uYDAAAIOMEBARo//79Kly4sFavXq2ZM2dKkq5evSpXV1eT0wEAAAAZiyKAiWw3iwDOUjKCU/vkk0/0yiuvOEz+279/f4WHh8vb29vEZAAAABkrNDRUbdu2VeHChWWxWNSkSRNJ0ubNm1W+fHmT0wEAACAjOMt4/ZmBIoCJbFabJMlCEQCZ4OLFi0YBoFixYlqwYIEef/xxk1MBAABkvNGjR6tSpUr666+/9MILL8jT01OS5OrqqqFDh5qcDgAAAMhYFAFMxJwAyEy9e/fWypUrFRAQoPfee0958+Y1OxIAAECmadOmTbK2kJAQE5Igu1q2dIkWfjRP58+fU9ly5TX0jRGqXKVKitseOvSnPnj/PR3Yv09//31Sg4cMU6cuXR22mTnjfc36YLpDW1CJEvr629UZ9REAZBM92zbUgJDHFfBAHu05eFJhkz7Ttn3H77h93w6PqscLDRRYKJ8uXI7XijU7NeL9lUpITJIkvdnzKQ1/5SmHfaKOnla11v/L0M8B3C8Lt1wNFAFMxHBAyChxcXH6/vvv9cILLxhtFotFX3/9tby8vExMBgAAYI6IiAhFRETo7NmzstlsDu/Nnz/fpFTILlZ//53enhyu4aPGqHLlqlqyeKF69eyur79drQceeCDZ9tevXVOxwGJq2qy53p4UfsfjlipdRrPnfmS8dnVjDgsAd9fmiRqaNLCV+o1frq17j6lvh8Za+UEfVW05VucuxSXbvl3zYI179Tm9MnqJNu06ojLFC2rO2M6ySxoy5Utju32H/tbTr7xvvE6y2pIdC0DWxYy0JrrZE4DhgJCeNm7cqKpVq6pt27aKiIhweI8CAAAAyInGjBmjJ554QhERETp//rwuXbrksAD3a/HCj9S6TVu1bPW8SpUureGjxsjLy0tffflFittXqlxFYYOG6MmnnpaHh8cdj+vm6ir/AgWMJV++/Bn1EQBkE692ekwfffmbFq/8XX8cOa1+45fp2vVEhbSsm+L2daqW0KbII1q+epuiT11UxO9/6NPV2xT8UHGH7ZKsNp25cMVYLlyOz4yPA9wXSyYtzoCeACa6+QASPQGQHhISEjR69GhNnjzZeLqtX79+2rt3r1xcqPcBAICca9asWVqwYIE6d+5sdhRkQzcSE3Vg/z5179HTaHNxcVGdOvW0e9fO+zr28ejjavLoI/Lw9FTVqtX06msDVbhIkfuNDCCbcndzVfUKgXpr/o9Gm91u18+bo1SrSokU9/l911G9+PTDCn6ouLbtO66gog+oWf2HtHTVFoftSj9YQEd+HK/rCTe0efdRjXx/pf46TSEdcBYUAUxETwCklz179qhTp07avXu30VavXj0tWrSIAgAAAMjxEhMTVa9ePbNjIJu6dPmSrFZrsmF/HnjgAR09euSej1u5ShWNGx+uoKASOnfunD6cOUOhXTrqi6+/Ue7cPvcbG0A25J/PR25urjp78YpD+9kLsSoXFJDiPstXb9MD+XIr4qMBssgid3dXzf5svUMhYeveY3p55Mc6ePyMCvn76c2eT2rN/AGq2Wa84q4mZOhnAu6HC5MCGLg7aCKKALhfVqtVb731loKDg40CgLu7u8LDw/Xrr7+qVKlSJicEAAAw30svvaSlS5fe8/4JCQmKjY11WBISuOmBjPVIg0Z6otmTKluuvOo/0kDTZ87WlSux+mH192ZHA5CNNKhZRoO7NVP/8OWq22GS2oXN1pOPPKShPZob2/y4cb++XLNTe//8W2s2HVDLvjPl5+Ot55+oYWJyAGlBTwATnTl2WRLDAeHeHD16VCEhIVq/fr3RVqlSJS1evFjVqlUzLxgAAEAWc/36dc2ePVtr1qxRlSpV5O7u7vD+1KlT77p/eHi4xowZ49D25ohRGj5ydHpHhRPKlzefXF1ddeHCBYf2CxcuyN/fP93OkydPHhUvHqS/oqPT7ZgAspfzl+KUlGRVwfy+Du0FH8ij0xdiU9xnVO+n9cmqLVqwYpOkfyYAzuXtqRnD22vS3B9kt9uT7RMTd02Hos+qVGCB9P8QQDrijust9AQwyfmTt375xpy7amISOKtevXoZBQCLxaJBgwZp69atFAAAAAD+Zffu3apWrZpcXFy0d+9e7dy501giIyP/c/9hw4YpJibGYRk8ZFjGB4dTcPfwUIWKD2nz75uMNpvNps2bN6lK1erpdp6r8fH666+/5F+Am24AUnYjyaqdB/5S49rljDaLxaLGtcpqy+6jKe7j7eUhm83xRv/NeQbvNJJKbm8PlSjmr9PnY9InOIAMR08AkyRcvWGse/l4mJgEzmr69OmqVq2aChQooIULF6phw4ZmRwIAAMiS1q5de1/7e3p6ytPT06HtetJ9HRLZTOeQUI14Y4geeqiSKlWuoo8XL9S1a9fUslVrSdKbw15XwYIB6j9goKR/JhM+fPjwP+s3EnX27Bn9ceCAcuXKpQeLF5ckTXlrkho92liFixTRubNnNXPG+3J1ddGTTz1jzocE4BTe+/hnzRnbWdv3R2vb3mPq26Gxcnl7atHXv0uS5o7rrL/Pxmjk+yslSd/9ulevdmqsXVEntGXPMZUKLKCRvZ7Rd7/uMYoD4QNaadWvexT990UVKein4a88LavNpk9XbzftcwKpQlcAA0UAkyTE3yoC1GpRxsQkcBYxMTHy8/MzXpcuXVrffvutatSooTx58piYDAAAwDkcOnRIhw8fVsOGDeXt7S273S4LE8YhHTR/8ildunhRH0x/T+fPn1O58hX0wYdz9cD/Dwd0+tQpuVhudcQ/e+6s2rVpabxe+NF8LfxovoIfrqV5CxZLks6cOa2hg8N0+fJl5cufX9Vr1NTipZ8qf/78mfrZADiXz3/cIf98PhrZ62kFPOCr3VEn9VyfGcZkwYGF8js8+T9x7mrZ7XaN6v2MihT00/lLcVr1616Nnv6NsU3RgLxaFB6q/H65dP5SnH6LPKJGXabo/KW4TP98AO6NxZ7S4F7ZWGxsrPz8/BQTE2PqjdODW/9WWK15kqQHHyqgD/a+YloWZG2xsbHq37+/fvvtN+3cuVO5cuUyOxIAAECKssp37X+7cOGC2rZtq7Vr18pisejPP/9UyZIl1a1bN+XLl09TpkxJ8zHpCQAgq8j3cF+zIwCAJOnazulmR3Cw+XDmDFlVu5Tff29kMuYEMInNajPWqz5ewsQkyMrWrVunKlWqaMGCBTp48KBef/11syMBAAA4nQEDBsjd3V3R0dEOD1S0a9dOq1evNjEZAAAAkPEYDsgk9tu6Xrm6UYuBo+vXr+vNN9/UO++8o5uddXx9fVWzZk2TkwEAADifH3/8UT/88IOKFSvm0F6mTBkdP37cpFQAAADISIz6eEuWuPs8Y8YMBQUFycvLS7Vr19aWLVvuuO2cOXPUoEED5cuXT/ny5VOTJk3uun1WZbXeKgK4uHBF4padO3cqODhYU6dONQoADRs21O7duxUaGmpyOgAAAOcTHx+f4pCKFy9eTDbhLwAAAJDdmF4EWL58ucLCwjRq1Cjt2LFDVatWVbNmzXT27NkUt1+3bp3at2+vtWvXatOmTQoMDNQTTzyhkydPZnLy+3N7TwAXV4oAkJKSkjRhwgTVrl1b+/btkyR5eHjo7bff1tq1axUUFGRuQAAAACfVoEEDLVq0yHhtsVhks9k0efJkPfroo+YFAwAAQIaxZNLiDEwfDmjq1Knq0aOH8YTzrFmztGrVKs2fP19Dhw5Ntv2SJUscXs+dO1dffPGFIiIi1KVLl0zJnB5unxPAQk+AHM9ms6lp06Zat26d0VatWjUtXrxYlSpVMi8YAABANjB58mQ9/vjj2rZtmxITE/X6669r3759unjxojZu3Gh2PAAAAGQEbrkaTO0JkJiYqO3bt6tJkyZGm4uLi5o0aaJNmzal6hhXr17VjRs3lD9//hTfT0hIUGxsrMOSFdis9ATALS4uLnryySeN9TfeeEObN2+mAAAAAJAOKlWqpIMHD+qRRx7Rc889p/j4eLVu3VpbtmzRpEmTzI4HAAAAZChTewKcP39eVqtVAQEBDu0BAQH6448/UnWMIUOGqEiRIg6FhNuFh4drzJgx9501vdlszAkARwMHDtS+ffvUs2dP1atXz+w4AAAA2Yqfn5/efPNNh7Zdu3Zp3rx5mj17tkmpAAAAkFEsdAUwmD4nwP2YOHGili1bphUrVsjLyyvFbYYNG6aYmBhj+euvvzI5ZcpuHw7IxdWp/xpwDz777LNkT525urpq4cKFFAAAAAAAAAAApBtT7z77+/vL1dVVZ86ccWg/c+aMChUqdNd93377bU2cOFE//vijqlSpcsftPD09lSdPHoclKziy87SxznBAOcelS5fUqVMntW3bVm+88YZ+++03syMBAAAAAAAA2Y7FkjlLWs2YMUNBQUHy8vJS7dq1tWXLljtu++WXXyo4OFh58+ZV7ty5jTlE08rUIoCHh4dq1qypiIgIo81msykiIkJ169a9436TJ0/WuHHjtHr1agUHB2dG1HTn6nbrR3/l4nUTkyCzrFmzRpUrVzYmt7bZbPriiy9MTgUAAAAAAAAgMyxfvlxhYWEaNWqUduzYoapVq6pZs2Y6e/Zsitvnz59fb775pjZt2qTdu3crNDRUoaGh+uGHH9J0XlPnBJCksLAwhYSEKDg4WLVq1dK0adMUHx+v0NBQSVKXLl1UtGhRhYeHS5ImTZqkkSNHaunSpQoKCtLp0/88Ue/j4yMfHx/TPkda/X3okrFevk5RE5Mgo129elVDhw7V+++/b7T5+flp+vTp6tixo4nJAAAAsrfWrVvf9f3Lly9nThAAAABkuqw49srUqVPVo0cP4973rFmztGrVKs2fP19Dhw5Ntv2jjz7q8Lp///5auHChNmzYoGbNmqX6vKYXAdq1a6dz585p5MiROn36tKpVq6bVq1cbkwVHR0fLxeXWU/MzZ85UYmKi2rRp43CcUaNGafTo0ZkZ/b788dutuQlc3JgTILvaunWrOnfurKioKKPt8ccf10cffaTAwEATkwEAAGR/fn5+//l+ly5dMikNAAAAsqOEhAQlJCQ4tHl6esrT09OhLTExUdu3b9ewYcOMNhcXFzVp0kSbNm36z/PY7Xb9/PPPioqKSjbX6H8xvQggSX379lXfvn1TfG/dunUOr48dO5bxgTJB/iK+it5/XpJUoV4xk9MgvSUlJWn8+PEaN26crFarJMnLy0uTJk1S3759HQpbAAAAyBgfffSR2REAAABglkzqChAeHq4xY8Y4tKX0wPr58+dltVqNh99vCggI0B9//HHH48fExKho0aJKSEiQq6urPvjgAzVt2jRNGbNEESAnslntxrq3r+ddtoQzstls+vrrr40CQM2aNfXxxx+rfPnyJicDAAAAAAAAkF6GDRumsLAwh7Z/9wK4H76+voqMjFRcXJwiIiIUFhamkiVLJhsq6G4oApjEZrtVBHB1zYojVOF+eHh4aPHixapdu7YGDRqkN998U+7u7mbHAgAAAAAAAHIESyZ1BUhp6J+U+Pv7y9XVVWfOnHFoP3PmjAoVKnTH/VxcXFS6dGlJUrVq1XTgwAGFh4enqQjAmCQmsVltxrrFhSKAsztx4oTDuP+S9NBDD+nYsWMaPXo0BQAAAAAAAAAgB/Pw8FDNmjUVERFhtNlsNkVERKhu3bqpPo7NZks2B8F/oSeASW4fDsjFlVqMs7Lb7Vq6dKn69Omj4sWLa8uWLQ6VP39/fxPTAQAAAAAAADmTJQs+dx0WFqaQkBAFBwerVq1amjZtmuLj4xUaGipJ6tKli4oWLarw8HBJ/8w3EBwcrFKlSikhIUHfffedFi9erJkzZ6bpvBQBTGK/bTggF3oCOKULFy6oV69e+uyzzyRJu3fv1uTJkzVixAiTkwEAAAAAAADIatq1a6dz585p5MiROn36tKpVq6bVq1cbkwVHR0fLxeXWA+Px8fHq3bu3Tpw4IW9vb5UvX14ff/yx2rVrl6bzWux2u/2/N8s+YmNj5efnp5iYGOXJk8e0HAMenqs/t52Si4tFK63DTcuBe/P999+re/fuOnXqlNHWoUMHTZ8+Xfny5TMxGQAAgHmyynftzHA9yewEAPCPfA/3NTsCAEiSru2cbnYEB7uir2TKeao+6Jsp57kfjENjkpvDAbkwKbBTiYuLU69evfTUU08ZBYB8+fJp+fLlWrJkCQUAAAAAAAAAAFkKwwGZ5PDO05KYD8CZbNq0SZ07d9bhw4eNtubNm2vevHkqUqSIickAAAAAAAAAOODZawNFAJPlsNGYnNapU6f06KOPKjExUZKUK1cuTZkyRT179pQlK84yAgAAAAAAAABiOCDT3LxvfCPBam4QpErhwoU1ZMgQSVKdOnUUGRmpV155hQIAAAAAAAAAkAVZMumPM6AngAnsdrtudgAoV7uouWGQIpvNJrvdLldXV6NtxIgRKlasmLp16yY3N/7TAQAAAAAAAJD10RPABDbbrSGAmBg46zl+/Lgee+wxTZ482aHd3d1dL7/8MgUAAAAAAAAAIIuzWDJncQYUAUxgs95eBOCvIKuw2+1asGCBKleurF9++UWjRo1SZGSk2bEAAAAAAAAA4J7xSLMJ7PQEyHLOnTunnj17asWKFUZb4cKFde3aNRNTAQAAAAAAALgX3HW9hcfQTWCz2ox1iwuXo9lWrlypSpUqORQAQkJCtHv3btWtW9fEZAAAAAAAAABwf+gJYILbhwNyZTgg01y5ckWvvfaa5s+fb7T5+/tr9uzZatWqlYnJAAAAAAAAANwXnr02UAQwARMDmy8qKkrNmzfXsWPHjLYWLVpozpw5CggIMC8YAAAAAAAAAKQjigAmYDgg8z344IPy8vKSJPn4+GjatGnq1q2bLM4ypTcAAAAAAACAO7LQFcDAWDQmuBqTYKxTBDCHt7e3Fi9erMaNG2vXrl3q3r07BQAAAAAAAAAA2Q5FABPEXbpurB/ZedrEJDmD1WrVW2+9pYMHDzq0BwcH6+eff1bJkiVNSgYAAAAAAAAgI1gsmbM4A4oAJrDeNhxQvdblTUyS/R05ckSNGjXS66+/rs6dOyspKcnsSAAAAAAAAACQaSgCmMCWdKsI4OLGX0FGsNvtmjNnjqpUqaKNGzdKkrZu3apffvnF5GQAAAAAAAAAMpolkxZnwB1oE1itdmPdlSJAujt9+rRatGihl19+WfHx8ZKkEiVK6Ndff9Xjjz9ucjoAAAAAAAAAyDzcgTaBQ08AV2epFzmHL774QpUqVdKqVauMth49emjXrl165JFHTEwGAAAAAAAAINPQFcDgZnaAnMh6WxGAngDpIyYmRv369dPixYuNtoCAAM2dO1fPPPOMickAAAAAAAAAwDwUAUwQe/6qsU4RIH3s2rVLH3/8sfG6devWmjVrlgoUKGBiKgAAAAAAAABmsDjLY/qZgDvQJjgRdcFYvx53w8Qk2UfDhg01YMAA5cmTRwsXLtTnn39OAQAAAAAAAABAjkcRwATevh7GeoHifiYmcV4HDhyQzWZzaBs/frz27NmjLl26yGKh0gcAAAAAAADkVBZL5izOgCKAyfIVym12BKeSlJSk//3vf6pSpYqmT5/u8J6Xl5cefPBBk5IBAAAAAAAAQNZDEQBO4+DBg3rkkUc0YsQIJSUlaciQITp48KDZsQAAAAAAAABkMZZMWpwBRQATxF28ZnYEp2K32/XBBx+oWrVq2rx5syTJxcVFgwYNUlBQkLnhAAAAAAAAACALczM7QE4Ue/5WESDhKhMD383JkyfVrVs3/fjjj0ZbmTJltGjRItWpU8fEZAAAAAAAAACyLGd5TD8T0BPABH4Fcxnrvvm9TUyStS1btkyVK1d2KAD07t1bO3fupAAAAAAAAAAAAKlATwAT2Kx2Y90zl7uJSbKuOXPm6OWXXzZeFy5cWB999JGaNWtmYioAAAAAAAAAzsBCVwADPQFMYLPajHUXV/4KUvLiiy+qRIkSkqR27dpp7969FAAAAAAAAAAAII3oCWAC+60agFxcqUhJ/0z+a7Hc+ln4+vpq8eLFio6OVvv27U1MBgAAAAAAAMDZWLjtauAxdBNYb+8J4MLVuHnzZtWqVUvHjx93aK9fvz4FAAAAAAAAAAC4DxQBTHD7nAA5eTigGzduaOTIkapfv762bdumrl27ymaz/feOAAAAAAAAAHAXlkxanAHDAZnAbru9COAsl0r6OnDggDp37qzt27cbbVevXtXFixfl7+9vYjIAAAAAAAAAyD5y7mPoJrp9YmBLDhsOyGaz6d1331WNGjWMAoCbm5vGjh2rjRs3UgAAAAAAAAAAcP/oCmCgJ4AJzh6PMdZzUk+A6OhohYaG6ueffzbaypcvr8WLFys4ONjEZAAAAAAAAACQPdETwAR//3nRWM8pEwN//vnnqly5skMBoH///tqxYwcFAAAAAAAAAADpypJJf5wBRQATFCqZz1j3L5bHxCSZJ3fu3IqNjZUkFStWTGvWrNG0adPk7e1tcjIAAAAAAAAAyL4YDsgEjhMD54w6zJNPPqmePXvq6tWreu+995Q3b16zIwEAAAAAAADIpizO8ZB+pqAIYAK7/VYRIDtODBwXF6eFCxeqd+/estz2X9uMGTPk6upqYjIAAAAAAAAAyFkoApjAZsu+RYCNGzeqS5cuOnLkiLy8vNS9e3fjPQoAAAAAAAAAADJD9rrren9yxlg0WcztwwFll24piYmJGjZsmBo2bKgjR45IkoYPH67r16+bnAwAAAAAAAAAci56ApjAYU6AbNATYM+ePercubN27dpltNWrV0+LFi2Sl5eXickAAAAAAAAA5EjOf9s13dATwAR7f4021p15OCCr1aq33npLwcHBRgHA3d1d4eHh+vXXX1WqVCmTEwIAAAAAAABAzkZPABMULZtfJw9elCS5uDpnHebo0aMKCQnR+vXrjbZKlSpp8eLFqlatmnnBAAAAAAAAAOR4FroCGJzzDrSTc/O4NUGusw4H9L///c8oAFgsFg0aNEhbt26lAAAAAAAAAAAAWQg9AUzkldvd7Aj37K233tLq1avl4eGhhQsXqmHDhmZHAgAAAAAAAABJksU5n73OEBQBTGC3//c2Wc2ZM2cUEBBgvM6fP7++++47lShRQnny5DExGQAAAAAAAADgThgOyAz/XwWwOEE5KjY2VqGhoapYsaJOnTrl8F7VqlUpAAAAAAAAAADIciyZtDgDigAmMHoCZPGr5JdfflGVKlW0YMECXbx4Ud27d5fdGbsxAAAAAAAAAEAORRHARFm1J8D169c1aNAgNW7cWMePH5ck+fr6qm3btiYnAwAAAAAAAID/ZrFkzuIMmBPABFn5afqdO3eqc+fO2rdvn9HWsGFDLVy4UEFBQeYFAwAAAAAAAIBUc5I79JmAngBm+P8aQFaqFCUlJWnChAmqXbu2UQDw8PDQ22+/rbVr11IAAAAAAAAAAAAnRE8AExg9AbJQFaB169b65ptvjNfVqlXT4sWLValSJRNTAQAAAAAAAEDaZaFbr6ajJ4CJstKF2KVLF0mSi4uL3njjDW3evJkCAAAAAAAAAAA4OXoCmCArTgnQpk0bDRs2TM8884zq1atndhwAAAAAAAAAuGdZ6Plr09ETwAS3RgMy51L8/PPP1adPn2TtEyZMoAAAAAAAAAAAANkIPQHM8P9VgMyuAVy+fFl9+/bVkiVLJEkNGjTQiy++mLkhAAAAAAAAACCDZaWh2M1GTwAzZeKVuGbNGlWuXNkoAEjSzz//nGnnBwAAAAAAAABkPooAJsjMOQGuXr2qV199VU2bNtWJEyckSX5+fvr444/14YcfZl4QAAAAAAAAAMgklkz64wwYDsgE9kwaDmjr1q3q0qWL/vjjD6Pt8ccf10cffaTAwMCMPTkAAAAAAAAAwHT0BDBRRk0MbLVaNWbMGNWtW9coAHh5eendd9/Vjz/+SAEAAAAAAAAAQPZmyaTFCVAEMEMGDwfk4uKi7du3y2q1SpJq1qypnTt36tVXX5WLC3/lAAAAAAAAAGCGGTNmKCgoSF5eXqpdu7a2bNlyx23nzJmjBg0aKF++fMqXL5+aNGly1+3vhDvCJrg5HFBGVYosFovmzJmjwoULa9SoUdq0aZPKly+fMScDAAAAAAAAgCwmK3YEWL58ucLCwjRq1Cjt2LFDVatWVbNmzXT27NkUt1+3bp3at2+vtWvXatOmTQoMDNQTTzyhkydPpum8Frs9M6epNV9sbKz8/PwUExOjPHnymJIhtPh7Ohcdo3yFfLT41ID7Pt6JEycUHR2tevXqObTHxcXJx8fnvo8PAAAApEZW+K6dWa4nmZ0AAP6R7+G+ZkcAAEnStZ3TzY7g4EzsjUw5T0Ae91RvW7t2bT388MOaPv2fn5XNZlNgYKD69eunoUOH/uf+VqtV+fLl0/Tp09WlS5dUn5eeACa63ykB7Ha7li5dqsqVK6t169Y6f/68w/sUAAAAAAAAAADkRBZL5iwJCQmKjY11WBISEpLlSUxM1Pbt29WkSROjzcXFRU2aNNGmTZtS9ZmuXr2qGzduKH/+/Gn6WVAEMEM6dL64cOGCXnzxRXXs2FGXL1/WmTNnNHz48HQIBwAAAAAAAABIjfDwcPn5+Tks4eHhybY7f/68rFarAgICHNoDAgJ0+vTpVJ1ryJAhKlKkiEMhITXc0rQ10oVRA7jHrgCrV69Wt27ddOrUKaOtQ4cOKV5cAAAAAAAAAJDTWDJqQtZ/GTZsmMLCwhzaPD090/08EydO1LJly7Ru3Tp5eXmlaV+KACa4OQ1DWmsA8fHxGjRokGbNmmW05cuXT7NmzVLbtm3TMyIAAAAAAAAA4D94enqm6qa/v7+/XF1ddebMGYf2M2fOqFChQnfd9+2339bEiRO1Zs0aValSJc0ZGQ7IRJY0VAE2bdqkatWqORQAmjdvrr1791IAAAAAAAAAAIDbWTJpSSUPDw/VrFlTERERRpvNZlNERITq1q17x/0mT56scePGafXq1QoODk79CW9DTwATpHVKgLi4OD399NO6dOmSJClXrlyaMmWKevbsmaZCAgAAWZnVatWNGzfMjgHgLlxdXeXm5sZ3UAAAAOAehIWFKSQkRMHBwapVq5amTZum+Ph4hYaGSpK6dOmiokWLGsO+T5o0SSNHjtTSpUsVFBRkzB3g4+MjHx+fVJ+XIoAZ0jgckI+Pj9555x117dpVderU0aJFi1SmTJkMDAgAQOaKi4vTiRMnjCHzAGRduXLlUuHCheXh4WF2FAAAAOCOsuJjK+3atdO5c+c0cuRInT59WtWqVdPq1auNyYKjo6Pl4nJr8J6ZM2cqMTFRbdq0cTjOqFGjNHr06FSflyKACf5rYmCbzaaEhAR5e3sbbV26dJG3t7dat24tNzf+2gAA2YfVatWJEyeUK1cuFShQgCeMgSzKbrcrMTFR586d09GjR1WmTBmHf6AAAAAA+G99+/ZV3759U3xv3bp1Dq+PHTuWLufkbrKJUrrHcfz4cXXt2lWlSpXS3Llzb9vWwtj/AIBs6caNG7Lb7SpQoIBDARxA1uPt7S13d3cdP35ciYmJ8vLyMjsSAAAAkCKeL7uFR3dMkNJQB3a7XQsXLlSVKlW0bt06zZs3TytXrjQhHQAA5qAHAOAcePofAAAAcC5Z4hv8jBkzFBQUJC8vL9WuXVtbtmy56/afffaZypcvLy8vL1WuXFnfffddJiVNJ/9fA7h5s+PcuXN6/vnn1bVrV8XGxkqSHnzwQfn5+ZmVEAAAAAAAAACcliWT/jgD04sAy5cvV1hYmEaNGqUdO3aoatWqatasmc6ePZvi9r/99pvat2+v7t27a+fOnWrZsqVatmypvXv3ZnLydGCRvvnmG1WqVEkrVqwwmkNCQrR79241atTIxHAAAAAAAAAAAGdnehFg6tSp6tGjh0JDQ1WxYkXNmjVLuXLl0vz581Pc/t1331Xz5s01ePBgVahQQePGjVONGjU0ffr0TE5+7+x2u5KUoA3nlurZZ581Ch7+/v768ssvtWDBAnoBAACAbCsqKkqFChXSlStXzI6C2+zfv1/FihVTfHy82VEAAACA+2axZM7iDEwtAiQmJmr79u1q0qSJ0ebi4qImTZpo06ZNKe6zadMmh+0lqVmzZnfcPiuKT7qsX/WBDsb9brQ988wz2rNnj1q1amViMgAAkFpdu3aVxWKRxWKRu7u7SpQooddff13Xr19Ptu23336rRo0aydfXV7ly5dLDDz+sBQsWpHjcL774Qo8++qj8/Pzk4+OjKlWqaOzYsbp48WIGf6LMM2zYMPXr10++vr7J3itfvrw8PT11+vTpZO8FBQVp2rRpydpHjx6tatWqObSdPn1a/fr1U8mSJeXp6anAwEC1aNFCERER6fUxUnQvw1bOmDFDFSpUkLe3t8qVK6dFixbd13FfeeUVWSyWZD+r8ePHq169esqVK5fy5s2bbL+KFSuqTp06mjp16n9mBgAAAOA8TC0CnD9/XlarVQEBAQ7tAQEBKf7DT/rnH3Rp2T4hIUGxsbEOi9m8Lb7KpXySJB8fH82dO1crV65UoUKFTE4GAADSonnz5jp16pSOHDmid955Rx9++KFGjRrlsM3777+v5557TvXr19fmzZu1e/duvfjii3rllVc0aNAgh23ffPNNtWvXTg8//LC+//577d27V1OmTNGuXbu0ePHiTPtciYmJGXbs6Ohoffvtt+ratWuy9zZs2KBr166pTZs2Wrhw4T2f49ixY6pZs6Z+/vlnvfXWW9qzZ49Wr16txo0bq0+fPveR/u7uZdjKmTNnatiwYRo9erT27dunMWPGqE+fPvrmm2/u6bgrVqzQ77//riJFiiR7LzExUS+88IJ69ep1xzyhoaGaOXOmkpKS0vjpAQAAAGRVpg8HlNHCw8Pl5+dnLIGBgWZHksXioqpqpcBclbRr1y51797dmCQYAAA4D09PTxUqVEiBgYFq2bKlmjRpop9++sl4/6+//tLAgQP12muvacKECapYsaJKly6tgQMH6q233tKUKVO0efNmSdKWLVs0YcIETZkyRW+99Zbq1aunoKAgNW3aVF988YVCQkLumOPEiRNq37698ufPr9y5cys4ONg4bteuXdWyZUuH7V977TU9+uijxutHH31Uffv21WuvvSZ/f381a9ZMHTp0ULt27Rz2u3Hjhvz9/Y0n1W02m8LDw1WiRAl5e3uratWq+vzzz+/6M/v0009VtWpVFS1aNNl78+bNU4cOHdS5c+c7Dg2ZGr1795bFYtGWLVv0/PPPq2zZsnrooYcUFham33///b8PcI/uZdjKxYsXq2fPnmrXrp1KliypF198US+//LImTZqU5uOePHlS/fr105IlS+Tu7p7sXGPGjNGAAQNUuXLlO+Zp2rSpLl68qF9++eUefgIAAAAAsiI3M0/u7+8vV1dXnTlzxqH9zJkzd3wqvlChQmnaftiwYQoLCzNex8bGml4ICP+li6xJNrl7DFFgyQKmZgEAICt6LXiuLp2Oy/Tz5ivko2nbXrqnfffu3avffvtNxYsXN9o+//xz3bhxI9kT/5LUs2dPvfHGG/rkk09Uu3ZtLVmyRD4+Purdu3eKx09p+BZJiouLU6NGjVS0aFGjZ+GOHTtks9nSlH/hwoXq1auXNm7cKEk6dOiQXnjhBcXFxcnHx0eS9MMPP+jq1avG8IXh4eH6+OOPNWvWLJUpU0a//vqrOnXqpAIFCqhRo0Ypnmf9+vUKDg5O1n7lyhV99tln2rx5s8qXL6+YmBitX79eDRo0SNPnuHjxolavXq3x48crd+7cyd6/089RkpYsWaKePXve9fjff//9HTNt2rTJ4Xun9M+wlV999dUdj5eQkCAvLy+HNm9vb23ZskU3btyQu7t7qo5rs9nUuXNnDR48WA899NBdP8PdeHh4qFq1alq/fr0ef/zxez4OAAAAYDaeub7F1CKAh4eHatasqYiICOMJNZvNpoiICPXt2zfFferWrauIiAi99tprRttPP/2kunXrpri9p6enPD090zv6fSn+UEGzIwAAkKVdOh2nCyez/qSx3377rXx8fJSUlKSEhAS5uLg4PJ198OBB+fn5qXDhwsn29fDwUMmSJXXw4EFJ0p9//qmSJUum+AT33SxdulTnzp3T1q1blT9/fklS6dKl0/xZypQpo8mTJxuvS5Uqpdy5c2vFihXq3Lmzca5nn31Wvr6+SkhI0IQJE7RmzRrje1jJkiW1YcMGffjhh3csAhw/fjzFIsCyZctUpkwZ4wb2iy++qHnz5qW5CHDo0CHZ7XaVL18+TftJ0rPPPqvatWvfdZuUejDclNZhK6V/bubPnTtXLVu2VI0aNbR9+3bNnTtXN27c0Pnz51W4cOFUHXfSpElyc3PTq6++etf8qVGkSBEdP378vo8DAAAAIGswtQggSWFhYQoJCVFwcLBq1aqladOmKT4+XqGhoZKkLl26qGjRogoPD5ck9e/fX40aNdKUKVP09NNPa9myZdq2bZtmz55t5scAAADpKF8hH6c4b+PGjTVz5kzFx8frnXfekZubm55//vl7Orfdbr+n/SIjI1W9enWjAHCvatas6fDazc1Nbdu21ZIlS9S5c2fFx8fr66+/1rJlyyT9c7P96tWratq0qcN+iYmJql69+h3Pc+3atWRPvkvS/Pnz1alTJ+N1p06d1KhRI73//vspTiB8J/f6c5QkX1/fNJ0rPYwYMUKnT59WnTp1ZLfbFRAQoJCQEE2ePFkuLqkbuXP79u169913tWPHjnQZYtLb21tXr1697+MAAAAAZrKIrgA3mV4EaNeunc6dO6eRI0fq9OnTqlatmlavXm087RQdHe3wD6B69epp6dKlGj58uN544w2VKVNGX331lSpVqmTWRwAAAOnsXofkyWy5c+c2nrqfP3++qlatqnnz5ql79+6SpLJlyyomJkZ///13solaExMTdfjwYTVu3NjYdsOGDcYQMKnl7e191/ddXFyS3Ri/ceNGip/l3zp27KhGjRrp7Nmz+umnn+Tt7a3mzZtL+mcYIklatWpVsqfj79YL09/fX5cuXXJo279/v37//Xdt2bJFQ4YMMdqtVquWLVumHj16SJLy5MmjmJiYZMe8fPmy/Pz8JP3To8FiseiPP/64Y4Y7ud/hgNI6bKX0z9/f/Pnz9eGHH+rMmTMqXLiwZs+eLV9fXxUoUCBVx12/fr3Onj2rBx980HjfarVq4MCBmjZtmo4dO3bXz/RvFy9eVKlSpdK0DwAAAICsK0tMDNy3b18dP35cCQkJ2rx5s0M37HXr1mnBggUO27/wwguKiopSQkKC9u7dq6eeeiqTEwMAADhycXHRG2+8oeHDh+vatWuSpOeff17u7u6aMmVKsu1nzZql+Ph4tW/fXpLUoUMHxcXF6YMPPkjx+JcvX06xvUqVKoqMjNTFixdTfL9AgQI6deqUQ1tkZGSqPlO9evUUGBio5cuXa8mSJXrhhReMAkXFihXl6emp6OholS5d2mG52/xL1atX1/79+x3a5s2bp4YNG2rXrl2KjIw0lrCwMM2bN8/Yrly5ctq+fXuyY+7YsUNly5aVJOXPn1/NmjXTjBkzFB8fn2zbO/0cpX+GA7r9/CktKQ1ldNPNYStvd7dhK2/n7u6uYsWKydXVVcuWLdMzzzxjPAjzX8ft3Lmzdu/e7ZCzSJEiGjx4sH744Yf/PPe/7d279669OQAAAABnYLFkzuIMTO8JAAAAkF288MILGjx4sGbMmKFBgwbpwQcf1OTJkzVw4EB5eXmpc+fOcnd319dff6033nhDAwcONB5+qF27tl5//XUNHDhQJ0+eVKtWrVSkSBEdOnRIs2bN0iOPPKL+/fsnO2f79u01YcIEtWzZUuHh4SpcuLB27typIkWKqG7dunrsscf01ltvadGiRapbt64+/vjjNN3k7dChg2bNmqWDBw9q7dq1Rruvr68GDRqkAQMGyGaz6ZFHHlFMTIw2btyoPHnyKCQkJMXjNWvWTC+99JKsVqtcXV1148YNLV68WGPHjk3Ws/Oll17S1KlTtW/fPj300EMaMGCAGjRooPHjx6t169ayWq365JNPtGnTJofiyYwZM1S/fn3VqlVLY8eOVZUqVZSUlKSffvpJM2fO1IEDB1LMdr/DAaVm2Mphw4bp5MmTWrRokaR/5o3YsmWLateurUuXLmnq1Knau3evFi5cmOrjPvDAA3rggQccsri7u6tQoUIqV66c0RYdHa2LFy8qOjpaVqvVKAaVLl3amPz52LFjOnnypJo0aXLPPwcAAAAAWUuW6AkAAACQHbi5ualv376aPHmy8RT6a6+9phUrVmj9+vUKDg5WpUqVtHTpUs2cOVNvv/22w/6TJk3S0qVLtXnzZjVr1kwPPfSQwsLCVKVKlTveVPfw8NCPP/6oggUL6qmnnlLlypU1ceJEubq6SvrnpvuIESP0+uuv6+GHH9aVK1fUpUuXVH+mjh07av/+/SpatKjq16/v8N64ceM0YsQIhYeHq0KFCmrevLlWrVqlEiVK3PF4Tz75pNzc3LRmzRpJ0sqVK3XhwgW1atUq2bYVKlRQhQoVjN4A9erV0/fff6/vv/9e9evX16OPPqrffvtNERERDgWEkiVLaseOHWrcuLEGDhyoSpUqqWnTpoqIiNDMmTNT/dnT6uawlbNnz1bVqlX1+eefJxu28tSpU4qOjjZeW61WTZkyRVWrVlXTpk11/fp1/fbbbwoKCkrTcVNj5MiRql69ukaNGqW4uDhVr15d1atX17Zt24xtPvnkEz3xxBMqXrz4vf8gAAAAgCzAkkmLM7DY72f2NCcUGxsrPz8/xcTEKE+ePGbHAQAgx7t+/bqOHj2qEiVKpDhhLLKfGTNmaOXKlfc0VA0yTmJiosqUKaOlS5cmK/jc7m7/zeak79rXk8xOAAD/yPdwX7MjAIAk6drO6WZHcHDlui1TzuPrlfWfs2c4IAAAAGSqnj176vLly7py5cp9Db+D9BUdHa033njjrgUAAAAAwGk4y2P6mYAiAAAAADKVm5ub3nzzTbNj4F9uTuwMAAAAIHuhCAAAAAAAAAAAyFYsdAUwZP0BiwAAAAAAAAAAwD2hJwAAAMgS7Ha72REApAL/rQIAAMAZWOgIYKAnAAAAMJWrq6skKTEx0eQkAFLj6tWrkiR3d3eTkwAAAABIDXoCAAAAU7m5uSlXrlw6d+6c3N3d5eLCMwpAVmS323X16lWdPXtWefPmNQp4AAAAQFZER4BbKAIAAABTWSwWFS5cWEePHtXx48fNjgPgP+TNm1eFChUyOwYAAACAVKIIAAAATOfh4aEyZcowJBCQxbm7u9MDAAAAAM6BrgAGigAAACBLcHFxkZeXl9kxAAAAAADIVigCAAAAAAAAAACyFQtdAQzMvAcAAAAAAAAAQDZFTwAAAAAAAAAAQLZioSOAIccVAex2uyQpNjbW5CQAAABA9sJ3bAAAACDrsdhv3hXPIU6cOKHAwECzYwAAAADZVkxMjPLkyWN2DCBLS0hIUHh4uIYNGyZPT0+z4wDIwfh9BGR/Oa4IYLPZ9Pfff8vX11cWk/qExMbGKjAwUH/99Rf/OIIkrgkkxzWBf+OawL9xTeB2WeV6uPlPizx58pj2XRtwFrGxsfLz86NoBsB0/D4Csr8cNxyQi4uLihUrZnYMSf/844hfrrgd1wT+jWsC/8Y1gX/jmsDtuB4AAAAA/JuL2QEAAAAAAAAAAEDGoAgAAAAAAAAAAEA2RRHABJ6enho1ahSTrcDANYF/45rAv3FN4N+4JnA7rgfA+fDfLYCsgt9HQPaX4yYGBgAAAAAAAAAgp6AnAAAAAAAAAAAA2RRFAAAAAAAAAAAAsimKAAAAAAAAAAAAZFMUATLIjBkzFBQUJC8vL9WuXVtbtmy56/afffaZypcvLy8vL1WuXFnfffddJiVFZknLNTFnzhw1aNBA+fLlU758+dSkSZP/vIbgfNL6e+KmZcuWyWKxqGXLlhkbEJkurdfE5cuX1adPHxUuXFienp4qW7Ys///IRtJ6PUybNk3lypWTt7e3AgMDNWDAAF2/fj2T0iKj/frrr2rRooWKFCkii8Wir7766j/3WbdunWrUqCFPT0+VLl1aCxYsyPCcgDPq2rWrLBaLJk6c6ND+1VdfyWKxZOi5jx07JovFosjIyAw9D4CcoWvXrvw7EUCKKAJkgOXLlyssLEyjRo3Sjh07VLVqVTVr1kxnz55NcfvffvtN7du3V/fu3bVz5061bNlSLVu21N69ezM5OTJKWq+JdevWqX379lq7dq02bdqkwMBAPfHEEzp58mQmJ0dGSes1cdOxY8c0aNAgNWjQIJOSIrOk9ZpITExU06ZNdezYMX3++eeKiorSnDlzVLRo0UxOjoyQ1uth6dKlGjp0qEaNGqUDBw5o3rx5Wr58ud54441MTo6MEh8fr6pVq2rGjBmp2v7o0aN6+umn1bhxY0VGRuq1117TSy+9pB9++CGDkwLOycvLS5MmTdKlS5fMjgIAAJD+7Eh3tWrVsvfp08d4bbVa7UWKFLGHh4enuH3btm3tTz/9tENb7dq17T179szQnMg8ab0m/i0pKcnu6+trX7hwYUZFRCa7l2siKSnJXq9ePfvcuXPtISEh9ueeey4TkiKzpPWamDlzpr1kyZL2xMTEzIqITJTW66FPnz72xx57zKEtLCzMXr9+/QzNCXNIsq9YseKu27z++uv2hx56yKGtXbt29mbNmmVgMsA5hYSE2J955hl7+fLl7YMHDzbaV6xYYb/9n8yff/65vWLFinYPDw978eLF7W+//bbDcYoXL24fP368PTQ01O7j42MPDAy0f/jhh3c999GjR+2S7Dt37kzxfavVap8wYYI9KCjI7uXlZa9SpYr9s88+M95fu3atXZJ9zZo19po1a9q9vb3tdevWtf/xxx/GNpGRkfZHH33U7uPjY/f19bXXqFHDvnXr1rT8iAA4ibv9O3HPnj325s2b23Pnzm0vWLCgvVOnTvZz584Z7zdq1Mjer18/++DBg+358uWzBwQE2EeNGmW8b7PZ7KNGjbIHBgbaPTw87IULF7b369cvgz8RgPRCT4B0lpiYqO3bt6tJkyZGm4uLi5o0aaJNmzaluM+mTZsctpekZs2a3XF7OJd7uSb+7erVq7px44by58+fUTGRie71mhg7dqwKFiyo7t27Z0ZMZKJ7uSZWrlypunXrqk+fPgoICFClSpU0YcIEWa3WzIqNDHIv10O9evW0fft2Y8igI0eO6LvvvtNTTz2VKZmR9fD9EkgbV1dXTZgwQe+//75OnDiR7P3t27erbdu2evHFF7Vnzx6NHj1aI0aMSDbM1pQpUxQcHKydO3eqd+/e6tWrl6Kiou45V3h4uBYtWqRZs2Zp3759GjBggDp16qRffvnFYbs333xTU6ZM0bZt2+Tm5qZu3boZ73Xs2FHFihXT1q1btX37dg0dOlTu7u73nAmA87l8+bIee+wxVa9eXdu2bdPq1at15swZtW3b1mG7hQsXKnfu3Nq8ebMmT56ssWPH6qeffpIkffHFF3rnnXf04Ycf6s8//9RXX32lypUrm/FxANwDN7MDZDfnz5+X1WpVQECAQ3tAQID++OOPFPc5ffp0itufPn06w3Ii89zLNfFvQ4YMUZEiRZL9Yx7O6V6uiQ0bNmjevHmMF5tN3cs1ceTIEf3888/q2LGjvvvuOx06dEi9e/fWjRs3NGrUqMyIjQxyL9dDhw4ddP78eT3yyCOy2+1KSkrSK6+8wnBAOdidvl/Gxsbq2rVr8vb2NikZkHW1atVK1apV06hRozRv3jyH96ZOnarHH39cI0aMkCSVLVtW+/fv11tvvaWuXbsa2z311FPq3bu3pH++w7/zzjtau3atypUrl+Y8CQkJmjBhgtasWaO6detKkkqWLKkNGzboww8/VKNGjYxtx48fb7weOnSonn76aV2/fl1eXl6Kjo7W4MGDVb58eUlSmTJl0pwFgHObPn26qlevrgkTJhht8+fPV2BgoA4ePKiyZctKkqpUqWL8W6JMmTKaPn26IiIi1LRpU0VHR6tQoUJq0qSJ3N3d9eCDD6pWrVqmfB4AaUdPACCLmzhxopYtW6YVK1bIy8vL7DgwwZUrV9S5c2fNmTNH/v7+ZsdBFmGz2VSwYEHNnj1bNWvWVLt27fTmm29q1qxZZkeDCdatW6cJEybogw8+0I4dO/Tll19q1apVGjdunNnRAMCpTJo0SQsXLtSBAwcc2g8cOKD69es7tNWvX19//vmnQy+8KlWqGOsWi0WFChUy5nN58skn5ePjIx8fHz300EP/meXQoUO6evWqmjZtauzn4+OjRYsW6fDhww7b3n7ewoULS5Jx3rCwML300ktq0qSJJk6cmGxfANnfrl27tHbtWoffJTcLg7f/Trj9d4n0z++Tm79LXnjhBV27dk0lS5ZUjx49tGLFCiUlJWXehwBwX+gJkM78/f3l6uqqM2fOOLSfOXNGhQoVSnGfQoUKpWl7OJd7uSZuevvttzVx4kStWbMm2f+M4bzSek0cPnxYx44dU4sWLYw2m80mSXJzc1NUVJRKlSqVsaGRoe7l90ThwoXl7u4uV1dXo61ChQo6ffq0EhMT5eHhkaGZkXHu5XoYMWKEOnfurJdeekmSVLlyZcXHx+vll1/Wm2++KRcXnvvIae70/TJPnjz0AgDuomHDhmrWrJmGDRvm8IR/av17mB2LxWJ8b5s7d66uXbuW4nYpiYuLkyStWrVKRYsWdXjP09Pzjue1WCySbn1fHD16tDp06KBVq1bp+++/16hRo7Rs2TK1atUqLR8NgBOLi4tTixYtNGnSpGTv3SwcSnf/HRYYGKioqCitWbNGP/30k3r37q233npLv/zyC0OMAU6AfxGmMw8PD9WsWVMRERFGm81mU0REhNGF89/q1q3rsL0k/fTTT3fcHs7lXq4JSZo8ebLGjRun1atXKzg4ODOiIpOk9ZooX7689uzZo8jISGN59tln1bhxY0VGRiowMDAz4yMD3Mvvifr16+vQoUPGl3JJOnjwoAoXLkwBwMndy/Vw9erVZDf6bxaI7HZ7xoVFlsX3S+DeTZw4Ud98843DHBoVKlTQxo0bHbbbuHGjypYt61CQv5uiRYuqdOnSKl26tIoXL/6f21esWFGenp6Kjo429ru5pPX7X9myZTVgwAD9+OOPat26tT766KM07Q/AudWoUUP79u1TUFBQst8nuXPnTvVxvL291aJFC7333ntat26dNm3apD179mRgcgDphZ4AGSAsLEwhISEKDg5WrVq1NG3aNMXHxys0NFSS1KVLFxUtWlTh4eGSpP79+6tRo0aaMmWKnn76aS1btkzbtm3T7NmzzfwYSEdpvSYmTZqkkSNHaunSpQoKCjLmh7jZbQ/OLy3XhJeXlypVquSwf968eSUpWTucV1p/T/Tq1UvTp09X//791a9fP/3555+aMGGCXn31VTM/BtJJWq+HFi1aaOrUqapevbpq166tQ4cOacSIEWrRokWqb04ha4uLi9OhQ4eM10ePHlVkZKTy58+vBx98UMOGDdPJkye1aNEiSdIrr7yi6dOn6/XXX1e3bt30888/69NPP9WqVavM+giA06hcubI6duyo9957z2gbOHCgHn74YY0bN07t2rXTpk2bNH36dH3wwQfpcs6UJg9+6KGHNGjQIA0YMEA2m02PPPKIYmJitHHjRuXJk0chISH/edxr165p8ODBatOmjUqUKKETJ05o69atev7559MlN4CsJyYmJtlcci+//LLmzJmj9u3b6/XXX1f+/Pl16NAhLVu2THPnzk3V98UFCxbIarWqdu3aypUrlz7++GN5e3unqqgJwHwUATJAu3btdO7cOY0cOVKnT59WtWrVtHr1amNytujoaIen9erVq6elS5dq+PDheuONN1SmTBl99dVX3NzLRtJ6TcycOVOJiYlq06aNw3FGjRql0aNHZ2Z0ZJC0XhPI/tJ6TQQGBuqHH37QgAEDVKVKFRUtWlT9+/fXkCFDzPoISEdpvR6GDx8ui8Wi4cOH6+TJkypQoIBatGih8ePHm/URkM62bdumxo0bG6/DwsIkSSEhIVqwYIFOnTql6Oho4/0SJUpo1apVGjBggN59910VK1ZMc+fOVbNmzTI9O+CMxo4dq+XLlxuva9SooU8//VQjR47UuHHjVLhwYY0dO/aehgxKyYsvvpis7a+//tK4ceNUoEABhYeH68iRI8qbN69q1KiR6onfXV1ddeHCBXXp0kVnzpyRv7+/WrdurTFjxqRLbgBZz7p161S9enWHtu7du2vjxo0aMmSInnjiCSUkJKh48eJq3rx5qv/dmTdvXk2cOFFhYWGyWq2qXLmyvvnmGz3wwAMZ8TEApDOLnT7iAAAAAAAAAABkSzxmCgAAAAAAAABANkURAAAAAAAAAACAbIoiAAAAAAAAAAAA2RRFAAAAAAAAAAAAsimKAAAAAAAAAAAAZFMUAQAAAAAAAAAAyKYoAgAAAAAAAAAAkE1RBAAAAAAAAAAAIJuiCAAA2dyCBQuUN29es2PcM4vFoq+++uqu23Tt2lUtW7bMlDwAAACAWf79vffRRx/Va6+9luk51q1bJ4vFosuXL2f6uQEAaUcRAACcQNeuXWWxWJIthw4dMjuaFixYYORxcXFRsWLFFBoaqrNnz6bL8U+dOqUnn3xSknTs2DFZLBZFRkY6bPPuu+9qwYIF6XK+Oxk9erTxOV1dXRUYGKiXX35ZFy9eTNNxKFgAAABkP7d/X/fw8FDp0qU1duxYJSUlZeh5v/zyS40bNy5V23LjHgByLjezAwAAUqd58+b66KOPHNoKFChgUhpHefLkUVRUlGw2m3bt2qXQ0FD9/fff+uGHH+772IUKFfrPbfz8/O77PKnx0EMPac2aNbJarTpw4IC6deummJgYLV++PFPODwAAgKzr5vf1hIQEfffdd+rTp4/c3d01bNgwh+0SExPl4eGRLufMnz9/uhwHAJC90RMAAJyEp6enChUq5LC4urpq6tSpqly5snLnzq3AwED17t1bcXFxdzzOrl271LhxY/n6+ipPnjyqWbOmtm3bZry/YcMGNWjQQN7e3goMDNSrr76q+Pj4u2azWCwqVKiQihQpoieffFKvvvqq1qxZo2vXrslms2ns2LEqVqyYPD09Va1aNa1evdrYNzExUX379lXhwoXl5eWl4sWLKzw83OHYN4cDKlGihCSpevXqslgsevTRRyU5Pl0/e/ZsFSlSRDabzSHjc889p27duhmvv/76a9WoUUNeXl4qWbKkxowZ859Parm5ualQoUIqWrSomjRpohdeeEE//fST8b7ValX37t1VokQJeXt7q1y5cnr33XeN90ePHq2FCxfq66+/Np4UW7dunSTpr7/+Utu2bZU3b17lz59fzz33nI4dO3bXPAAAAMg6bn5fL168uHr16qUmTZpo5cqVxnfV8ePHq0iRIipXrpyk//7+Z7VaFRYWprx58+qBBx7Q66+/Lrvd7nDOfw8HlJCQoCFDhigwMFCenp4qXbq05s2bp2PHjqlx48aSpHz58slisahr166SJJvNpvDwcOM7bNWqVfX55587nOe7775T2bJl5e3trcaNG/M9FQCcDEUAAHByLi4ueu+997Rv3z4tXLhQP//8s15//fU7bt+xY0cVK1ZMW7du1fbt2zV06FC5u7tLkg4fPqzmzZvr+eef1+7du7V8+XJt2LBBffv2TVMmb29v2Ww2JSUl6d1339WUKVP09ttva/fu3WrWrJmeffZZ/fnnn5Kk9957TytXrtSnn36qqKgoLVmyREFBQSked8uWLZKkNWvW6NSpU/ryyy+TbfPCCy/owoULWrt2rdF28eJFrV69Wh07dpQkrV+/Xl26dFH//v21f/9+ffjhh1qwYIHGjx+f6s947Ngx/fDDDw5PcdlsNhUrVkyfffaZ9u/fr5EjR+qNN97Qp59+KkkaNGiQ2rZtq+bNm+vUqVM6deqU6tWrpxs3bqhZs2by9fXV+vXrtXHjRvn4+Kh58+ZKTExMdSYAAABkHd7e3sZ3uYiICEVFRemnn37St99+m6rvf1OmTNGCBQs0f/58bdiwQRcvXtSKFSvues4uXbrok08+0XvvvacDBw7oww8/lI+PjwIDA/XFF19IkqKionTq1CnjYZXw8HAtWrRIs2bN0r59+zRgwAB16tRJv/zyi6R/ihWtW7dWixYtFBkZqZdeeklDhw7NqB8bACAj2AEAWV5ISIjd1dXVnjt3bmNp06ZNitt+9tln9gceeMB4/dFHH9n9/PyM176+vvYFCxakuG/37t3tL7/8skPb+vXr7S4uLvZr166luM+/j3/w4EF72bJl7cHBwXa73W4vUqSIffz48Q77PPzww/bevXvb7Xa7vV+/fvbHHnvMbrPZUjy+JPuKFSvsdrvdfvToUbsk+86dOx22CQkJsT/33HPG6+eee87erVs34/WHH35oL1KkiN1qtdrtdrv98ccft0+YMMHhGIsXL7YXLlw4xQx2u90+atQou4uLiz137tx2Ly8vuyS7JPvUqVPvuI/dbrf36dPH/vzzz98x681zlytXzuFnkJCQYPf29rb/8MMPdz0+AAAAzHf7dzybzWb/6aef7J6envZBgwbZQ0JC7AEBAfaEhARj+9R8/ytcuLB98uTJxvs3btywFytWzOG7ZKNGjez9+/e32+12e1RUlF2S/aeffkox49q1a+2S7JcuXTLarl+/bs+VK5f9t99+c9i2e/fu9vbt29vtdrt92LBh9ooVKzq8P2TIkGTHAgBkXcwJAABOonHjxpo5c6bxOnfu3JL+eSo+PDxcf/zxh2JjY5WUlKTr16/r6tWrypUrV7LjhIWF6aWXXtLixYuNIW1KlSol6Z+hgnbv3q0lS5YY29vtdtlsNh09elQVKlRIMVtMTIx8fHxks9l0/fp1PfLII5o7d65iY2P1999/q379+g7b169fX7t27ZL0z1A+TZs2Vbly5dS8eXM988wzeuKJJ+7rZ9WxY0f16NFDH3zwgTw9PbVkyRK9+OKLcnFxMT7nxo0bHZ78t1qtd/25SVK5cuW0cuVKXb9+XR9//LEiIyPVr18/h21mzJih+fPnKzo6WteuXVNiYqKqVat217y7du3SoUOH5Ovr69B+/fp1HT58+B5+AgAAAMhs3377rXx8fHTjxg3ZbDZ16NBBo0ePVp8+fVS5cmWHHqT/9f0vJiZGp06dUu3atY333NzcFBwcnGxIoJsiIyPl6uqqRo0apTrzoUOHdPXqVTVt2tShPTExUdWrV5ckHThwwCGHJNWtWzfV5wAAmI8iAAA4idy5c6t06dIObceOHdMzzzyjXr16afz48cqfP782bNig7t27KzExMcWb2aNHj1aHDh20atUqff/99xo1apSWLVumVq1aKS4uTj179tSrr76abL8HH3zwjtl8fX21Y8cOubi4qHDhwvL29pYkxcbG/ufnqlGjho4eParvv/9ea9asUdu2bdWkSZNk45CmRYsWLWS327Vq1So9/PDDWr9+vd555x3j/bi4OI0ZM0atW7dOtq+Xl9cdj+vh4WH8HUycOFFPP/20xowZo3HjxkmSli1bpkGDBmnKlCmqW7eufH199dZbb2nz5s13zRsXF6eaNWs6FF9uyiqTPwMAAODubj604+HhoSJFisjN7dYtl5sP8NyUEd//bn4HT4ubc4mtWrVKRYsWdXjP09PznnIAALIeigAA4MS2b98um82mKVOmGE+53xx//m7Kli2rsmXLasCAAWrfvr0++ugjtWrVSjVq1ND+/fuTFRv+i4uLS4r75MmTR0WKFNHGjRsdnkjauHGjatWq5bBdu3bt1K5dO7Vp00bNmzfXxYsXlT9/fofj3Xx6ymq13jWPl5eXWrdurSVLlujQoUMqV66catSoYbxfo0YNRUVFpflz/tvw4cP12GOPqVevXsbnrFevnnr37m1s8+8n+T08PJLlr1GjhpYvX66CBQsqT54895UJAAAA5kjpoZ07Sc33v8KFC2vz5s1q2LChJCkpKUnbt293+F57u8qVK8tms+mXX35RkyZNkr2f0nfpihUrytPTU9HR0XfsQVChQgWtXLnSoe3333//7w8JAMgymBgYAJxY6dKldePGDb3//vs6cuSIFi9erFmzZt1x+2vXrqlv375at26djh8/ro0bN2rr1q3GMD9DhgzRb7/9pr59+yoyMlJ//vmnvv766zRPDHy7wYMHa9KkSVq+fLmioqI0dOhQRUZGqn///pKkqVOn6pNPPtEff/yhgwcP6rPPPlOhQoWUN2/eZMcqWLCgvL29tXr1ap05c0YxMTF3PG/Hjh21atUqzZ8/35gQ+KaRI0dq0aJFGjNmjPbt26cDBw5o2bJlGj58eJo+W926dVWlShVNmDBBklSmTBlt27ZNP/zwgw4ePKgRI0Zo69atDvsEBQVp9+7dioqK0vnz53Xjxg117NhR/v7+eu6557R+/XodPXpU69at06uvvqoTJ06kKRMAAACyvtR8/+vfv78mTpyor776Sn/88Yd69+6ty5cv3/GYQUFBCgkJUbdu3fTVV18Zx7z5kFDx4sVlsVj07bff6ty5c4qLi5Ovr68GDRqkAQMGaOHChTp8+LB27Nih999/XwsXLpQkvfLKK/rzzz81ePBgRUVFaenSpVqwYEFG/4gAAOmIIgAAOLGqVatq6tSpmjRpkipVqqQlS5YoPDz8jtu7urrqwoUL6tKli8qWLau2bdvqySef1JgxYyRJVapU0S+//KKDBw+qQYMGql69ukaOHKkiRYrcc8ZXX31VYWFhGjhwoCpXrqzVq1dr5cqVKlOmjKR/hhKaPHmygoOD9fDDD+vYsWP67rvvjJ4Nt3Nzc9N7772nDz/8UEWKFNFzzz13x/M+9thjyp8/v6KiotShQweH95o1a6Zvv/1WP/74ox5++GHVqVNH77zzjooXL57mzzdgwADNnTtXf/31l3r27KnWrVurXbt2ql27ti5cuODQK0CSevTooXLlyik4OFgFChTQxo0blStXLv3666968MEH1bp1a1WoUEHdu3fX9evX6RkAAACQDaXm+9/AgQPVuXNnhYSEGENNtmrV6q7HnTlzptq0aaPevXurfPny6tGjh+Lj4yVJRYsW1ZgxYzR06FAFBAQYD/qMGzdOI0aMUHh4uCpUqKDmzZtr1apVKlGihKR/hgX94osv9NVXX6lq1aqaNWuW8RAMAMA5WOx3mlEGAAAAAAAAAAA4NXoCAAAAAAAAAACQTVEEAAAAAAAAAAAgm6IIAAAAAAAAAABANkURAAAAAAAAAACAbIoiAAAAAAAAAAAA2RRFAAAAAAAAAAAAsimKAAAAAAAAAAAAZFMUAQAAAAAAAAAAyKYoAgAAAAAAAAAAkE1RBAAAAAAAAAAAIJuiCAAAAAAAAAAAQDZFEQAAAAAAAAAAgGzq/wBV39uxaGhX0QAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:32:35,877 INFO: === Dataset: g ===\n", "2025-01-16 15:32:38,454 INFO:Total samples: 6000\n", "2025-01-16 15:33:00,235 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:33:00,302 INFO: === Dataset: h ===\n", "2025-01-16 15:33:02,867 INFO:Total samples: 6000\n", "2025-01-16 15:33:24,627 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:33:24,693 INFO: === Dataset: i ===\n", "2025-01-16 15:33:27,226 INFO:Total samples: 6000\n", "2025-01-16 15:33:49,154 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:33:49,220 INFO: === Dataset: j ===\n", "2025-01-16 15:33:51,743 INFO:Total samples: 6000\n", "2025-01-16 15:34:13,698 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:34:13,765 INFO: === Dataset: k ===\n", "2025-01-16 15:34:16,276 INFO:Total samples: 6000\n", "2025-01-16 15:34:38,134 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:34:38,202 INFO: === Dataset: l ===\n", "2025-01-16 15:34:46,088 INFO:Total samples: 18911\n", "2025-01-16 15:35:54,617 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Swin_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:35:54,685 INFO:Model Swin evaluation completed in 308.61 seconds.\n", "2025-01-16 15:35:54,685 INFO:\n", "=== Evaluating CaiT on Test Datasets ===\n", "/tmp/ipykernel_444257/1849592376.py:359: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-01-16 15:35:54,794 INFO:Loaded model weights from CaiT_best.pth\n", "2025-01-16 15:35:54,795 INFO: === Dataset: a ===\n", "2025-01-16 15:35:56,117 INFO:Total samples: 3181\n", "2025-01-16 15:36:06,808 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:36:06,874 INFO: === Dataset: b ===\n", "2025-01-16 15:36:08,195 INFO:Total samples: 3181\n", "2025-01-16 15:36:18,791 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:36:18,857 INFO: === Dataset: c ===\n", "2025-01-16 15:36:20,358 INFO:Total samples: 3181\n", "2025-01-16 15:36:30,723 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:36:30,789 INFO: === Dataset: d ===\n", "2025-01-16 15:36:32,147 INFO:Total samples: 3181\n", "2025-01-16 15:36:42,574 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:36:42,640 INFO: === Dataset: e ===\n", "2025-01-16 15:36:43,031 INFO:Total samples: 911\n", "2025-01-16 15:36:46,503 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:36:46,571 INFO: === Dataset: f ===\n", "2025-01-16 15:36:52,016 INFO:Total samples: 12911\n", "2025-01-16 15:37:32,973 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:37:33,040 INFO: === Dataset: g ===\n", "2025-01-16 15:37:35,550 INFO:Total samples: 6000\n", "2025-01-16 15:37:55,088 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:37:55,155 INFO: === Dataset: h ===\n", "2025-01-16 15:37:57,651 INFO:Total samples: 6000\n", "2025-01-16 15:38:17,090 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:38:17,155 INFO: === Dataset: i ===\n", "2025-01-16 15:38:19,648 INFO:Total samples: 6000\n", "2025-01-16 15:38:38,880 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:38:38,946 INFO: === Dataset: j ===\n", "2025-01-16 15:38:41,448 INFO:Total samples: 6000\n", "2025-01-16 15:39:00,899 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABgEAAAJOCAYAAACeMadaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAADtm0lEQVR4nOzdd3RUVdfH8d8kpBJCgJDQAqEXqdKkiTQREEVAmrQgKL1JFelNAZEu0psUCSooCCJFpIoCgoIgvZcESAglbe77By/DM07ABGZSv5+1Zj3Mvufes2cSn9yZfYrJMAxDAAAAAAAAAAAg1XFK6gQAAAAAAAAAAIBjUAQAAAAAAAAAACCVoggAAAAAAAAAAEAqRREAAAAAAAAAAIBUiiIAAAAAAAAAAACpFEUAAAAAAAAAAABSKYoAAAAAAAAAAACkUhQBAAAAAAAAAABIpSgCAAAAAAAAAACQSlEEAJCqvfLKK3rllVeSOg3AYUwmk0aMGJHUaSS6wMBAtW/fPqnTAAAACZAa7803btyo0qVLy93dXSaTSbdv37br9RctWiSTyaSzZ8/a9bopWUq8/+XnCCCpUQQAkKycOnVK77//vvLlyyd3d3d5e3urSpUqmjp1qu7fv/9c137llVdkMpn+8/G0G8r27dtbtXVzc1OhQoU0bNgwPXjwIM5z7t69q9GjR6tkyZLy9PRUxowZVa1aNS1ZskSGYcR5zoMHD/TZZ5+pYsWKypgxo9zd3VWoUCF1795dJ06ciNfrvXbtmvr166ciRYrI09NT6dOnV9myZTVmzBi7fzhJTS5fvqwRI0bo0KFDDu1n+fLlmjJlikP7eJqjR49qxIgRyeaDSFK/HwAAwFZyvzd/ZPv27WrcuLGyZcsmV1dX+fn5qWHDhvr666+fK8f/EhoaqmbNmsnDw0MzZ87U0qVLlT59eof2mZgCAwNlMplUu3btOI/PnTvX8nP67bffEnz93bt3a8SIEXw2AYBEYDKe9A0UACSy9evX6+2335abm5vatm2r4sWLKyoqSjt37tSaNWvUvn17zZkzJ0HXjIqKkiS5urpq8+bNunbtmuXY/v37NW3aNH344YcqWrSoJV6yZEmVLFkyzuu1b99eK1eu1Lx58yRJYWFhWrt2rTZv3qxWrVrpyy+/tGp/7do11apVS8eOHVOLFi1UvXp1PXjwQGvWrNGOHTvUvHlzffnll3J2dracExISotdee02///67Xn/9ddWuXVteXl46fvy4Vq5cqatXr1pe15Ps379f9evXV0REhFq3bq2yZctKkn777TetXLlSlStX1o8//piAdzLt+O2331S+fHktXLjQoSPNX3/9df3555/P/SW8yWTS8OHDEzwaKjg4WG+//ba2bduWLEbkJfT9iIyMlJOTk1xcXBybGAAAaVRKuDeXpOHDh2vUqFEqWLCgWrZsqTx58ig0NFQbNmzQ9u3b9eWXX6pVq1YJfPXxs3HjRtWrV0+bN29+4hflzys2NlbR0dFyc3OTyWRySB9PEhgYqGvXrikqKkqXLl1StmzZrI6/8sor2rdvnx48eKD9+/erXLlyCbr+pEmT1L9/f505c0aBgYHxPu/BgwdKly6d0qVLl6D+klJS/hwBQJJSzv9jAkjVzpw5oxYtWihPnjzaunWrsmfPbjnWrVs3nTx5UuvXr0/wdV1dXS3/rlOnjtUxd3d3TZs2TXXq1EnQl6Dp0qVT69atLc+7du2qypUra8WKFZo8ebL8/f0tx9q1a6djx47pm2++0RtvvGGJ9+zZU/3799ekSZNUpkwZDRw40HKsffv2OnjwoIKDg9WkSROrvkePHq0hQ4Y8Nb/bt2/rrbfekrOzsw4ePKgiRYpYHR87dqzmzp0b79f7NHfv3k1Vo52Qcri5uSV1CgAApFop5d48ODhYo0aNUtOmTbV8+XKrwQH9+/fXpk2bFB0dneA84+v69euSJB8fH4f14ezsbDVgKLFVqVJF+/fv16pVq9SrVy9L/OLFi/rll1/01ltvac2aNQ7Pw2w2KyoqSu7u7nJ3d3d4f/aW1D9HAGA5IADJwoQJExQREaH58+dbfch4pECBAlY3nQsXLlTNmjXl5+cnNzc3FStWTJ9//rnNeYmx7qjJZFLVqlVlGIZOnz5tie/du1ebNm1S+/btrQoAj4wfP14FCxbUJ598YplOvW/fPq1fv17vvvuuTQFAevjF56RJk56azxdffKFLly5p8uTJNgUASfL399dHH31klX9co8j/veb6o3Usf/75Z3Xt2lV+fn7KlSuXgoODLfG4cjGZTPrzzz8tsb///ltNmzZV5syZ5e7urnLlymndunVPfU2P3L17Vx988IECAgLk5uamwoULa9KkSTbLKplMJnXv3l3ffvutihcvLjc3N73wwgvauHHjU6+/fft2lS9fXpIUFBRkmd68aNEiS5t9+/bptddeU8aMGeXp6anq1atr165dVte5c+eOevfurcDAQLm5ucnPz0916tTRgQMHJD38vVy/fr3OnTtn6eO/Rj9FRkaqT58+ypo1qzJkyKA33nhDFy9etGl37tw5de3aVYULF5aHh4eyZMmit99+22qE/aJFi/T2229LkmrUqGHJYfv27ZKktWvXqkGDBsqRI4fc3NyUP39+jR49WrGxsVZ9/fPPP2rSpImyZcsmd3d35cqVSy1atFBYWJhVu2XLlqls2bLy8PBQ5syZ1aJFC124cMFy/FneD/YEAADAcVLKvfnQoUOVOXNmLViwIM7ZgXXr1tXrr79ueX79+nW9++678vf3l7u7u0qVKqXFixdbnXP27FmZTCZNmjRJc+bMUf78+eXm5qby5ctr//79Vq+lXbt2kqTy5cvLZDJZ7k2edJ8S1+ufPn26XnjhBXl6eipTpkwqV66cli9fbjn+pLXkZ82apRdeeEFubm7KkSOHunXrZrOsziuvvKLixYvr6NGjqlGjhjw9PZUzZ05NmDDhSW+pDXd3dzVu3NgqJ0lasWKFMmXKpLp169qcc/jwYbVv396yjFS2bNnUoUMHhYaGWtqMGDFC/fv3lyTlzZvXcg/46HU+up//8ssvLa/z0b38/35+uX//vooUKaIiRYpYLVF18+ZNZc+eXZUrV7a5h/2306dP6+2331bmzJnl6empl156yabItX37dplMJn311VcaO3ascuXKJXd3d9WqVUsnT578z/eRPQEAJDVmAgBIFr777jvly5dPlStXjlf7zz//XC+88ILeeOMNpUuXTt999526du0qs9msbt26OThbW49u5jJlymSJfffdd5Kktm3bxnlOunTp1KpVK40cOVK7du1S7dq1LV+Gt2nT5plzWbdunTw8PNS0adNnvsbTdO3aVVmzZtWwYcN09+5dNWjQQF5eXvrqq69UvXp1q7arVq3SCy+8oOLFi0uS/vrrL1WpUkU5c+bUoEGDlD59en311Vdq1KiR1qxZo7feeuuJ/RqGoTfeeEPbtm3Tu+++q9KlS2vTpk3q37+/Ll26pM8++8yq/c6dO/X111+ra9euypAhg6ZNm6YmTZro/PnzypIlS5x9FC1aVKNGjdKwYcP03nvvqVq1apJk+b3cunWr6tWrp7Jly2r48OFycnKyfOj95ZdfVKFCBUlS586dFRwcrO7du6tYsWIKDQ3Vzp07dezYMb344osaMmSIwsLCdPHiRUveXl5eT33fO3bsqGXLlqlVq1aqXLmytm7dqgYNGti0279/v3bv3q0WLVooV65cOnv2rD7//HO98sorOnr0qDw9PfXyyy+rZ8+eNlPuH/3vokWL5OXlpb59+8rLy0tbt27VsGHDFB4erokTJ0p6OJ2/bt26ioyMVI8ePZQtWzZdunRJ33//vW7fvq2MGTNKejjzZOjQoWrWrJk6duyoGzduaPr06Xr55Zd18OBB+fj4PNP7AQAAHCcl3Jv/888/+vvvv9WhQwdlyJDhP9vfv39fr7zyik6ePKnu3bsrb968Wr16tdq3b6/bt29bFTWkh/sV3blzR++//75MJpMmTJigxo0b6/Tp03JxcdGQIUNUuHBhzZkzR6NGjVLevHmVP3/+BL2GuXPnqmfPnmratKl69eqlBw8e6PDhw9q3b99TlzAaMWKERo4cqdq1a6tLly46fvy4Pv/8c+3fv1+7du2yKojcunVLr732mho3bqxmzZopODhYAwcOVIkSJVSvXr145dmqVSu9+uqrOnXqlOU1Ll++XE2bNo2z+LJ582adPn1aQUFBypYtm/766y/NmTNHf/31l/bu3SuTyaTGjRvrxIkTWrFihT777DP5+vpKkrJmzWq5ztatW/XVV1+pe/fu8vX1jXOQiIeHhxYvXqwqVapoyJAhmjx5sqSHM1bCwsK0aNGip47Av3btmipXrqx79+6pZ8+eypIlixYvXqw33nhDwcHBNp9PPv74Yzk5Oalfv34KCwvThAkT9M4772jfvn3xei8BIMkYAJDEwsLCDEnGm2++Ge9z7t27ZxOrW7eukS9fPqtY9erVjerVq8d5jdWrVxuSjG3btsW733bt2hnp06c3bty4Ydy4ccM4efKkMWnSJMNkMhnFixc3zGazpW2jRo0MScatW7eeeL2vv/7akGRMmzbNMAzDeOutt/7znP+SKVMmo1SpUvFuL8kYPny4TTxPnjxGu3btLM8XLlxoSDKqVq1qxMTEWLVt2bKl4efnZxW/cuWK4eTkZIwaNcoSq1WrllGiRAnjwYMHlpjZbDYqV65sFCxY8Kl5fvvtt4YkY8yYMVbxpk2bGiaTyTh58qTVa3J1dbWK/fHHH4YkY/r06U/tZ//+/YYkY+HChVZxs9lsFCxY0Khbt67Vz/nevXtG3rx5jTp16lhiGTNmNLp16/bUfho0aGDkyZPnqW0eOXTokCHJ6Nq1q1W8VatWNj+/uP7b2LNnjyHJWLJkiSX2tN//uK7x/vvvG56enpaf3cGDBw1JxurVq5+Y99mzZw1nZ2dj7NixVvEjR44Y6dKls4on5P0wDNvfTwAAYB8p5d587dq1hiTjs88+i1f7KVOmGJKMZcuWWWJRUVFGpUqVDC8vLyM8PNwwDMM4c+aMIcnIkiWLcfPmTZv+vvvuO0vs0f3x/v37rfp60n3Kv1//m2++abzwwgtPzftRH2fOnDEMwzCuX79uuLq6Gq+++qoRGxtraTdjxgxDkrFgwQKr/v59DxgZGWlky5bNaNKkyVP7ffQ6GjRoYMTExBjZsmUzRo8ebRiGYRw9etSQZPz8889xvgdx/T6sWLHCkGTs2LHDEps4caLVa/tfkgwnJyfjr7/+ivPYvz+/DB482HBycjJ27Nhh+V2aMmXKf77G3r17G5KMX375xRK7c+eOkTdvXiMwMNDyHm/bts2QZBQtWtSIjIy0tJ06daohyThy5MhT+/n3zxEAEhvLAQFIcuHh4ZIUrxE8j3h4eFj+HRYWppCQEFWvXl2nT5+2WYrE3u7evausWbMqa9asKlCggPr166cqVapo7dq1Vps83blzR9LTX9ejY4/eg2d5L/4tPDz8uc7/L506dbIZTdO8eXNdv37dspyM9HCNVrPZrObNm0t6OCV369atatasme7cuaOQkBCFhIQoNDRUdevW1T///KNLly49sd8NGzbI2dlZPXv2tIp/8MEHMgxDP/zwg1W8du3aVqOxSpYsKW9vb6slmxLi0KFD+ueff9SqVSuFhoZa8r97965q1aqlHTt2yGw2S3q4Luy+fft0+fLlZ+rr3zZs2CBJNq+9d+/eNm3/97+N6OhohYaGqkCBAvLx8bEsR/Rf/vcaj35W1apV07179/T3339LkmWk/6ZNm3Tv3r04r/P111/LbDarWbNmlvcrJCRE2bJlU8GCBbVt27Z45QMAABJPSrk3T2ieGzZsULZs2dSyZUtLzMXFRT179lRERITN0pbNmze3muX7aIbos95LxsXHx0cXL160Wmbov/z000+KiopS79695eT0+CudTp06ydvb22YZGy8vL6v9zFxdXVWhQoUEvQ5nZ2c1a9ZMK1askCR9+eWXCggIsLwn//a/vw8PHjxQSEiIXnrpJUmK9/2oJFWvXl3FihWLV9sRI0bohRdeULt27dS1a1dVr17d5t45Lhs2bFCFChVUtWpVS8zLy0vvvfeezp49q6NHj1q1DwoKstrbwhG/FwDgCBQBACQ5b29vSY+/NI+PR8vnpE+fXj4+PsqaNas+/PBDSXJ4EcDd3V2bN2/W5s2btXDhQhUtWlTXr1+3utmVHn8gedrr+neh4Fnei3/z9vZ+rvP/S968eW1ij9bIX7VqlSW2atUqlS5dWoUKFZIknTx5UoZhaOjQoZYiyqPH8OHDJT3eXC0u586dU44cOWw+6D1awubcuXNW8dy5c9tcI1OmTLp161Y8X6m1f/75R9LDzZ7/nf+8efMUGRlp+d2bMGGC/vzzTwUEBKhChQoaMWLEc30wOHfunJycnGymmBcuXNim7f379zVs2DDLvgm+vr7KmjWrbt++He//Nv766y+99dZbypgxo7y9vZU1a1bLh8dH18ibN6/69u2refPmydfXV3Xr1tXMmTOt+vjnn39kGIYKFixo854dO3bsqT9vAACQNFLKvXlC8zx37pwKFixo9cW5FP97yUcFgWe9l4zLwIED5eXlpQoVKqhgwYLq1q2bzV5T//Yoz3/fB7q6uipfvnw2ryNXrlxWA5WkZ7snbtWqlY4ePao//vhDy5cvV4sWLWyu+8jNmzfVq1cv+fv7y8PDQ1mzZrV8hkjI70NcnzuexNXVVQsWLNCZM2d0584dLVy48In5/a9z587FeU+dlL8XAOAI7AkAIMl5e3srR44cVpvHPs2pU6dUq1YtFSlSRJMnT1ZAQIBcXV21YcMGffbZZ5bR2I7i7Oys2rVrW57XrVtXRYoU0fvvv2+1wW3RokX17bff6vDhw3r55ZfjvNbhw4clyTLC5dFGvkeOHHniyJr/UqRIER06dEhRUVFWo1QS6kkbaP272CE93LC4UaNG+uabbzRr1ixdu3ZNu3bt0rhx4yxtHv1c+vXrF+cGYtLDTebs5Ulrfxr/2kQ4vh7lP3HiRJUuXTrONo/WsW/WrJmqVaumb775Rj/++KMmTpyoTz75RF9//XW81159Vj169NDChQvVu3dvVapUSRkzZpTJZFKLFi3i9d/G7du3Vb16dXl7e2vUqFHKnz+/3N3ddeDAAQ0cONDqGp9++qnat2+vtWvX6scff1TPnj01fvx47d27V7ly5ZLZbJbJZNIPP/wQ58+Ddf8BAEh+Usq9+f/eNzvC89xLPunL59jYWKvrFi1aVMePH9f333+vjRs3as2aNZo1a5aGDRumkSNHPlvi/2Kve+KKFSsqf/786t27t86cOfPUPQuaNWum3bt3q3///ipdurS8vLxkNpv12muvJej3Ia7PHU+zadMmSQ9nH/zzzz8JKiLEl70/YwBAYqEIACBZeP311zVnzhzt2bNHlSpVemrb7777TpGRkVq3bp3VSIykWloke/bs6tOnj0aOHKm9e/daprq+/vrrGj9+vJYsWRJnESA2NlbLly9XpkyZVKVKFUlSw4YNNX78eC1btuyZiwANGzbUnj17tGbNGqvpzk+SKVMm3b592yoWFRWlK1euJKjf5s2ba/HixdqyZYuOHTsmwzAsSwFJUr58+SQ9nHb9v0WU+MqTJ49++ukn3blzx2o2wKPlafLkyZPga8blSR/aHo3C9/b2jlf+2bNnV9euXdW1a1ddv35dL774osaOHWspAsRnZNIjefLkkdls1qlTp6xGKh0/ftymbXBwsNq1a6dPP/3UEnvw4IHNz/hJ/W/fvl2hoaH6+uuvrX5vz5w5E2f7EiVKqESJEvroo4+0e/duValSRbNnz9aYMWOUP39+GYahvHnzWmaEPElC3g8AAOBYKeHevFChQipcuLDWrl2rqVOn/ufggjx58ujw4cMym81WswHsfS8pxX1/LT0cVf7onviR9OnTq3nz5mrevLmioqLUuHFjjR07VoMHD5a7u3ucr0N6eB/4v9eKiorSmTNnnuk+O75atmypMWPGqGjRok8cFHPr1i1t2bJFI0eO1LBhwyzxR7Nq/5c97/8OHz6sUaNGKSgoSIcOHVLHjh115MgRyxKWT5InT54476kd8XsBAEmJ5YAAJAsDBgxQ+vTp1bFjR127ds3m+KlTpzR16lRJj0df/O9oi7CwMC1cuDBxko1Djx495OnpqY8//tgSq1y5smrXrq2FCxfq+++/tzlnyJAhOnHihAYMGGAZ5VKpUiW99tprmjdvnr799lubc6KiotSvX7+n5tK5c2dlz55dH3zwgU6cOGFz/Pr16xozZozlef78+bVjxw6rNnPmzHniTIAnqV27tjJnzqxVq1Zp1apVqlChgtXoGz8/P73yyiv64osv4iww3Lhx46nXr1+/vmJjYzVjxgyr+GeffSaTyWS3Efbp06eXJJsPbmXLllX+/Pk1adIkRURE2Jz3KP/Y2Fibac5+fn7KkSOHIiMjrfqJ73ToR69t2rRpVvEpU6bYtHV2drYZiTR9+nSbn+eTXmdc/31FRUVp1qxZVu3Cw8MVExNjFStRooScnJwsr7Nx48ZydnbWyJEjbXIyDEOhoaFW+Th6KS8AABA/KeXefOTIkQoNDVXHjh1t7ksk6ccff7Tch9evX19Xr161Wr4yJiZG06dPl5eXl6pXr263vPLnz6+9e/cqKirKEvv+++914cIFq3b/ey8kPVzSplixYjIMQ9HR0XFeu3bt2nJ1ddW0adOs3vP58+crLCxMDRo0sNvr+LeOHTtq+PDhVoNN/i2u3wcp7vvWJ92PJlR0dLTat2+vHDlyaOrUqVq0aJGuXbumPn36/Oe59evX16+//qo9e/ZYYnfv3tWcOXMUGBgY7z0JACC5YyYAgGQhf/78Wr58uZo3b66iRYuqbdu2Kl68uKKiorR7926tXr1a7du3lyS9+uqrcnV1VcOGDfX+++8rIiJCc+fOlZ+fX4JHr9tLlixZFBQUpFmzZunYsWOWNSSXLFmiWrVq6c0331SrVq1UrVo1RUZG6uuvv9b27dvVvHlz9e/f3+paS5Ys0auvvqrGjRurYcOGqlWrltKnT69//vlHK1eu1JUrVzRp0qQn5pIpUyZ98803ql+/vkqXLq3WrVurbNmykh5uxLVixQqrEV0dO3ZU586d1aRJE9WpU0d//PGHNm3aJF9f3wS9By4uLmrcuLFWrlypu3fvxpnjzJkzVbVqVZUoUUKdOnVSvnz5dO3aNe3Zs0cXL17UH3/88cTrN2zYUDVq1NCQIUN09uxZlSpVSj/++KPWrl2r3r1726yX/6zy588vHx8fzZ49WxkyZFD69OlVsWJF5c2bV/PmzVO9evX0wgsvKCgoSDlz5tSlS5e0bds2eXt767vvvtOdO3eUK1cuNW3aVKVKlZKXl5d++ukn7d+/3+oDU9myZbVq1Sr17dtX5cuXl5eXlxo2bBhnTqVLl1bLli01a9YshYWFqXLlytqyZYtOnjxp0/b111/X0qVLlTFjRhUrVkx79uzRTz/9pCxZsthc09nZWZ988onCwsLk5uammjVrqnLlysqUKZPatWunnj17ymQyaenSpTYf5LZu3aru3bvr7bffVqFChRQTE6OlS5fK2dlZTZo0sbyXY8aM0eDBg3X27Fk1atRIGTJk0JkzZ/TNN9/ovffesxS1EvJ+AAAAx0op9+bNmzfXkSNHNHbsWB08eFAtW7ZUnjx5FBoaqo0bN2rLli1avny5JOm9997TF198ofbt2+v3339XYGCggoODtWvXLk2ZMiVBGyH/l44dOyo4OFivvfaamjVrplOnTmnZsmU296uvvvqqsmXLpipVqsjf31/Hjh3TjBkz1KBBgyfmkzVrVg0ePFgjR47Ua6+9pjfeeEPHjx/XrFmzVL58eatNgO0tT548GjFixFPbeHt76+WXX9aECRMUHR2tnDlz6scff4xzVumjzyhDhgxRixYt5OLiooYNG1qKA/E1ZswYHTp0SFu2bFGGDBlUsmRJDRs2TB999JGaNm2q+vXrP/HcQYMGacWKFapXr5569uypzJkza/HixTpz5ozWrFljs4cEAKRYBgAkIydOnDA6depkBAYGGq6urkaGDBmMKlWqGNOnTzcePHhgabdu3TqjZMmShru7uxEYGGh88sknxoIFCwxJxpkzZyztqlevblSvXj3OvlavXm1IMrZt2xbv/Nq1a2ekT58+zmOnTp0ynJ2djXbt2lnF79y5Y4wYMcJ44YUXDA8PD8trWrRokWE2m+O81r1794xJkyYZ5cuXN7y8vAxXV1ejYMGCRo8ePYyTJ0/GK9fLly8bffr0MQoVKmS4u7sbnp6eRtmyZY2xY8caYWFhlnaxsbHGwIEDDV9fX8PT09OoW7eucfLkSSNPnjxWr2XhwoWGJGP//v1P7HPz5s2GJMNkMhkXLlx44vvUtm1bI1u2bIaLi4uRM2dO4/XXXzeCg4P/8zXduXPH6NOnj5EjRw7DxcXFKFiwoDFx4kSb91GS0a1bN5vz//2anmTt2rVGsWLFjHTp0hmSjIULF1qOHTx40GjcuLGRJUsWw83NzciTJ4/RrFkzY8uWLYZhGEZkZKTRv39/o1SpUkaGDBmM9OnTG6VKlTJmzZpl1UdERITRqlUrw8fHx5Bk5MmT56k53b9/3+jZs6eRJUsWI3369EbDhg2NCxcuGJKM4cOHW9rdunXLCAoKMnx9fQ0vLy+jbt26xt9//x3na587d66RL18+w9nZ2eq/hV27dhkvvfSS4eHhYeTIkcMYMGCAsWnTJqs2p0+fNjp06GDkz5/fcHd3NzJnzmzUqFHD+Omnn2xyX7NmjVG1alUjffr0Rvr06Y0iRYoY3bp1M44fP/7M70d8f5YAAODZJfd780e2bNlivPnmm4afn5+RLl06I2vWrEbDhg2NtWvXWrW7du2a5T7J1dXVKFGihNV9nmEYxpkzZwxJxsSJE236+fd919Pujz/99FMjZ86chpubm1GlShXjt99+s3n9X3zxhfHyyy9b7ivz589v9O/f3+pe/VEf//s+GoZhzJgxwyhSpIjh4uJi+Pv7G126dDFu3bpl1aZ69erGCy+8YJNbu3bt/vNeyzAe3m81aNDgqW3ieg8uXrxovPXWW4aPj4+RMWNG4+233zYuX75s8/4ZhmGMHj3ayJkzp+Hk5GT1Op90P//o2KPr/P7770a6dOmMHj16WLWJiYkxypcvb+TIkcPmffm3U6dOGU2bNjV8fHwMd3d3o0KFCsb3339v1Wbbtm2GJGP16tVW8Ue/L//+Pfq3J/0cASCxmAyD3UsAAEDKEhAQoLp162revHlJnQoAAADwVPPnz1fHjh114cIF5cqVK6nTAZAGMa8JAACkKNHR0QoNDU3wklUAAABAUrhy5YpMJpMyZ86c1KkASKPYEwAAAKQYmzZt0sqVK3X//n3VqlUrqdMBAAAAnujatWsKDg7W7NmzValSJXl6eiZ1SgDSKJYDAgAAKUaNGjV08uRJdenSRR9++GFSpwMAAAA80fbt21W/fn1VqFBBc+fOVcGCBZM6JQBpFEUAAAAAAAAAAABSKfYEAAAAAAAAAAAglaIIAAAAAAAAAABAKpXmNgY2m826fPmyMmTIIJPJlNTpAAAAAKnGo5VGvb29udcGAAAAkok0VwS4fPmyAgICkjoNAAAAINUKCwuTt7d3UqfhUB5luid1CgAgSbq1f0ZSpwAAkiT3ZPZNc2Ldr90/mPz/fziZ/WgcL0OGDJKkCxcupPoPJgAAAEBiCg8PZ8ANAAAAkMykuSLAo2nJ3t7eFAEAAAAAAAAAIDUysR3uI7wTAAAAAAAAAACkUmluJgAAAAAAAAAAIJX7/xVhwEwAAAAAAAAAAABSLWYCAAAAAAAAAABSF/YEsOCdAAAAAAAAAAAglWImAAAAAAAAAAAgdWFPAAtmAgAAAAAAAAAAkEoxEwAAAAAAAAAAkLqwJ4AF7wQAAAAAAAAAAKkUMwEAAAAAAAAAAKkLewJYMBMAAAAAAAAAAIBUipkAAAAAAAAAAIDUhT0BLHgnAAAAAAAAAABIpZgJAAAAAAAAAABIXdgTwIKZAAAAAAAAAAAApFLMBAAAAAAAAAAApC7sCWCRpO/Ejh071LBhQ+XIkUMmk0nffvvtf56zfft2vfjii3Jzc1OBAgW0aNEih+cJAAAAAAAAAEBKlKRFgLt376pUqVKaOXNmvNqfOXNGDRo0UI0aNXTo0CH17t1bHTt21KZNmxycKQAAAAAAAAAgxTCZEueRAiTpckD16tVTvXr14t1+9uzZyps3rz799FNJUtGiRbVz50599tlnqlu3rqPSBAAAAJKlWLOh6zdjLc/dXE3K7O2chBkBAAAASG5S1J4Ae/bsUe3ata1idevWVe/evZ94TmRkpCIjIy3Pw8PDHZUeAAAA8ExCbsdozdY7ehBl6PDJSJ25HC1JSveU7/Nj/v+7f8MwZPr/EUiVSnhobJesjk4XAAAASP7YE8AiRRUBrl69Kn9/f6uYv7+/wsPDdf/+fXl4eNicM378eI0cOTKxUgQAAADidOD4A/30612dvhStE+ejlMn74YeSW+HmJ54TE/vEQzLHRuvcwVmKuntVhauPt3e6AAAAAFKJFFUEeBaDBw9W3759Lc/Dw8MVEBCQhBkBAAAgtYqOMXT+arQi7pv129EHuhURqw277sbZ9mlf/v+vAgEu+vdKo7dvnNS21T114+IhSdJLVV5VmZcaqGCA63NkDwAAAKQiKWS9/sSQoooA2bJl07Vr16xi165dk7e3d5yzACTJzc1Nbm5uiZEeAAAA0qCoaEPdJ17VyYvRCT43o5eTPNxMio6RQsNi1bCal6qV9pBf5nTKljmdXF2sP7iYzWbNmjVLA0YP0P379yVJzs7OqlIkVH07+Nrl9QAAAABIXVJUEaBSpUrasGGDVWzz5s2qVKlSEmUEAACAtOr6zRi1+Ohygs8b0clXAf7plCebi5yc4j866dKlSwoKCtLmzZstsUKFCmnp0qWqUKFCgvMAAAAAUjX2BLBI0iJARESETp48aXl+5swZHTp0SJkzZ1bu3Lk1ePBgXbp0SUuWLJEkde7cWTNmzNCAAQPUoUMHbd26VV999ZXWr1+fVC8BAAAAadCDKPNTCwCB2V1UIr+bomMNVSvtqbw5XJQty7Pfeq9YsUJdu3bV7du3LbHu3bvrk08+kaen5zNfFwAAAEDql6RFgN9++001atSwPH+0dn+7du20aNEiXblyRefPn7ccz5s3r9avX68+ffpo6tSpypUrl+bNm6e6desmeu4AAABIm/48Famen16ziefyS6eFw7LLOQGj+//LvXv31KFDB61atcoSy5kzpxYsWKBXX33Vbv0AAAAAqQ4zASyStAjwyiuvyDCMJx5ftGhRnOccPHjQgVkBAAAA1qKiDc1cfUvf7YywOebsJG2ekdsh/bq7uys0NNTyvGXLlpo5c6YyZcrkkP4AAAAApD4pak8AAAAAILGduhilTuOuPvH4j9MDHNa3k5OTFi5cqOrVq2vcuHFq3ry5w/oCAAAAUhU7ztBN6SgCAAAAAE9w4O8H6jftepzHRr7nq2ql7bse/969exUTE6OqVataYrly5dLx48eVLh237gAAAAASjk8SAAAAQBz++CfuAsBPMwLkZOdRRVFRURo1apTGjx+vnDlz6vDhw/Lx8bEcpwAAAAAAJBB7AljwTgAAAAD/cuJ8lPp8Zl0A6Nk8k7bMtH8B4OjRo6pUqZLGjh0rs9msCxcuaNq0aXbtAwAAAEDaxZAiAAAA4P+duxKtoNFXbOKlC7qpUfUMdu3LbDZr6tSpGjx4sCIjIyU9HPE/YsQIDRw40K59AQAAAGmOiT0BHqEIAAAAgDTp0IkH2rzvrmLN0o/77j6xXf3K6dWvdRa79n3+/Hm1b99e27Zts8SKFSumpUuX6sUXX7RrXwAAAADSNooAAAAASFOiog291utCvNp2beqjpjW97da3YRhaunSpevToofDwcEu8T58+Gjt2rDw8POzWFwAAAJCmsSeABUUAAAAApBn9p13X738/+M927RpkVOt63nK28/r/V65cUZcuXXTv3j1JUkBAgBYvXqwaNWrYtR8AAAAAeIQiAAAAANKET5aExlkAGNwui7JmclbhPK7ycHPsaKEcOXJo0qRJ6tq1q9q2batp06YpY8aMDu0TAAAASJPYE8CCIgAAAABSvfYjL+v8tRirWOlCbprc29+h/d65c0fOzs7y9PS0xDp37qxixYqpevXqDu0bAAAAACSJhZEAAACQap27Eq2aXc/bFACCP87p8ALAzp07VapUKQ0cONAqbjKZKAAAAAAAjmZySpxHCpAysgQAAAASaGbwLQWNvmITD/44pzJ7Ozus38jISA0cOFAvv/yyzpw5oxkzZmjz5s0O6w8AAAAAnoblgAAAAJDqTF11U2t/jrCJLx+dw6EFgMOHD6tNmzY6fPiwJVa1alXlz5/fYX0CAAAAiAN7AlhQBAAAAECqERtrqE6PCzbxns0z6fWqXkrn7JgPArGxsfr00081dOhQRUVFSZJcXFw0ZswYffDBB3J2dlzhAQAAAACehiIAAAAAUrzIKLPq9b4Y57GOb2RUo+oZHNb3mTNn1LZtW+3cudMSK1GihJYuXapSpUo5rF8AAAAAT5FC1utPDBQBAAAAkKI9iDKr/hMKACvH5JBfZsfd8v7xxx+qWrWqIiIeLj1kMpnUv39/jRo1Sm5ubg7rFwAAAADiiyIAAAAAUqwZq2/p6213bOLVX/TUsHezyOTgdUCLFy+uUqVKadeuXQoMDNSSJUtUrVo1h/YJAAAAIB7YE8CCIgAAAABSpL9OR9oUAAL802nh0OxyckqcG35nZ2ctXrxYn376qT755BNlyOC4ZYcAAAAA4FmwMBIAAABSnIPHH6jHpGs28dmDsjmsABAWFqagoCDt2bPHKp4/f37NmjWLAgAAAACQnJicEueRAjATAAAAACnKgyizPph63So27QN/Fc/vuDX4t23bpvbt2+v8+fPauXOnDh06pPTp0zusPwAAAACwl5RRqgAAAAAk3Y+03QS4eH43hxUAHjx4oL59+6pmzZo6f/68JOnatWv6448/HNIfAAAAADsxmRLnkQIwEwAAAAApRoM+1gWA6i96anhHX4f0deDAAbVp00ZHjx61xF555RUtWrRIefLkcUifAAAAAGBvzAQAAABAshdrNvTZ8ps28Y+Csti9r5iYGI0dO1YVK1a0FADc3Nw0efJkbdmyhQIAAAAAkBKwJ4AFMwEAAACQrEXcM+uNfhdt4j/NCLD7JsCnTp1S69attXfvXkusTJkyWrp0qV544QW79gUAAAAAiSFllCoAAACQJp2/Gh1nAeDzgf52LwBI0v3793XgwAFJkpOTk4YMGaK9e/dSAAAAAABSGmYCWKSMLAEAAJAm9Zt23Sa2ZER2Fc7jmI2AixcvrrFjx6pAgQLauXOnxowZI1dXV4f0BQAAAACJgSIAAAAAkqUT56MUcjvW8rx0QTdtnZVbufxc7NbH999/r8jISKtYnz59dOjQIVWqVMlu/QAAAABIZCZT4jxSAIoAAAAASFZOXohSza7n1fnjq1bxT3v72a2PW7duqVWrVmrYsKGGDx9udczZ2Vnp06e3W18AAAAAkgDLAVmkjCwBAACQqkVFGzpw/IGWbAjTe+Ov2hwvnMdVJjuNstm8ebNKlCihFStWSJImTJigY8eO2eXaAAAAAJDcpEvqBAAAAJB2xcYa+mzFTW3YffeJbUa/76sqpTyfu6979+5p4MCBmjFjhiXm4+OjmTNnqkiRIs99fQAAAADJSApZqicxUAQAAABAkjCbDdXpceGJx1+tmF6D2mWxS1/79+9X69atdeLECUusTp06WrBggXLlymWXPgAAAAAgOaIIAAAAgERnNhuq3d22ABCY3UWlC7mpYTUv5c3h+tz9REdHa+zYsRozZoxiYx9uMuzh4aEJEyaoa9eucnJidUwAAAAgVUoh6/UnBooAAAAASFSGEXcBYOWYHPLLbN/b0zlz5mjkyJGW5+XLl9fSpUtVuHBhu/YDAAAAAMkV5RAAAAAkmi3776pWN9sCwNZZue1eAJCk9957Ty+++KKcnZ01YsQI7dq1iwIAAAAAkBaYTInzSAGYCQAAAACHMpsNfbkxXAu/D4vz+ObpAXbr6/79+/Lw8LA8d3Fx0Zdffqk7d+6ofPnydusHAAAAAFIKZgIAAADAYe49MKt29wtPLACsGptDzs7PP3rGMAwtW7ZMefLk0aFDh6yOFSlShAIAAAAAkMaYTKZEeaQEzAQAAACAQ+w4eE8j5obEeWz2oGwqlPv5N/6VpNDQUHXu3FnBwcGSpNatW+u3336Tu7u7Xa4PAAAAACkZRQAAAADYnWEYcRYA7L3574YNG/Tuu+/q6tWrlliZMmUUHR1NEQAAAABIw1LKKP3EQBEAAAAAdhUTa6jV0MtWsbb1vdX+dR+79REREaF+/frpiy++sMQyZ86sL774Qk2bNrVbPwAAAACQ0lEEAAAAgF11/viqQm7HWp67pJNdCwB79uxRmzZtdOrUKUusXr16mj9/vrJnz263fgAAAACkYEwEsGBjYAAAANhNza7ndfpStFVs2agcdrv+jBkzVLVqVUsBwNPTU7Nnz9b69espAAAAAABAHJgJAAAAgOdiGIYGz7yhX48+sDn2/eRc8nS337iTihUrWtb2rFSpkpYsWaICBQrY7foAAAAAUgf2BHiMIgAAAACe2fFzkeryybU4j339SU67FgAkqXz58ho1apQkacCAAUqXjttZAAAAAHgaPjUBAAAgwcxmQx3HXtXZK9E2xzJ4OmnekGzyyeD8XH2cPXtWkydP1uTJk62+7P/www+f67oAAAAAUj9mAjxGEQAAAAAJ8vbgSwoNi43zmD2W/zEMQ4sWLVKvXr10584dZc2aVUOHDn2uawIAAABAWsXGwAAAAIi3T5aExlkAaFvfW1tn5X7uAsD169f11ltvqUOHDrpz544kacmSJXrwwHa/AQAAAAB4EpPJlCiPlICZAAAAAPhPN27HqO3wK4qMNqziBQNcNGtANjk7P//N77p169SpUyddv37dEgsKCtKUKVPk7u7+3NcHAAAAgLSIIgAAAADidPe+WZdDYvT++KtxHl/3aS55eTz/xNLw8HD16dNHCxYssMSyZs2qOXPmqFGjRs99fQAAAABpT0oZpZ8YKAIAAADAyh//PFCfz64/tc2sAf52KQDs2LFD7dq109mzZy2xN954Q3PnzpWfn99zXx8AAAAA0jqKAAAAAFBUtKGuE67q9KXop7Zr+aq33n0jo5yc7DOqZu3atZYCgJeXl6ZOnaqgoCBG7QAAAAB4PnyksKAIAAAAANXrfUGGEfexui+ll7ubSb2aZ7Z7v2PHjtXGjRuVJUsWLV68WHnz5rV7HwAAAACQllEEAAAASMO6Triqv89GxXlscm8/lS5kvw15Y2NjdfDgQZUrV84Sc3d31+bNm+Xv7y9nZ2e79QUAAAAgbWN28WMUAQAAANKY6BhDM766pe92RsR5fPOMADnbabmfR06dOqW2bdvqwIEDOnDggIoWLWo5liNHDrv2BQAAAAB4jCIAAABAGnH9Zoy6TLiqW+HmJ7bZONW+BQDDMDR37lz17dtXd+/elSS1b99ee/fuZWQOAAAAAIfh88ZjFAEAAADSiBYfXX7isS0zA+x+k3z16lV17NhR69evt8Ty5cunyZMnc0MOAAAAAImEIgAAAEAacOay7br/ri4mfTMhpzzcnOze35o1a/T+++8rNDTUEnvvvff06aefysvLy+79AQAAAMD/YuDRYxQBAAAAUrlTF6PUadxVq9jWWbkd0tft27fVs2dPLV261BLz9/fX/Pnz1aBBA4f0CQAAAAB4MvsP+wIAAECyEBYRqzrdz9sUAIZ19HVYn40aNbIqADRp0kR//vknBQAAAAAAicpkMiXKI6FmzpypwMBAubu7q2LFivr111+f2n7KlCkqXLiwPDw8FBAQoD59+ujBgwcJ6pMiAAAAQCo0cl6I3hpwSbH/2gO4We0MeuVFT4f1O3r0aJlMJnl7e2vJkiVavXq1fH0dV3QAAAAAgJRi1apV6tu3r4YPH64DBw6oVKlSqlu3rq5fvx5n++XLl2vQoEEaPny4jh07pvnz52vVqlX68MMPE9QvRQAAAIBUpten1/TzgXs28bb1vdW5cSa79mU2W1cZqlWrprlz5+rIkSNq06YN63ACAAAASBqmRHokwOTJk9WpUycFBQWpWLFimj17tjw9PbVgwYI42+/evVtVqlRRq1atFBgYqFdffVUtW7b8z9kD/0YRAAAAIBX59uc7OnIq0ir2asX02jwjQO1f97FbPzExMRo1apRee+01m0LAu+++q9y5HbPnAAAAAAAkJ5GRkQoPD7d6REZG2rSLiorS77//rtq1a1tiTk5Oql27tvbs2RPntStXrqzff//d8qX/6dOntWHDBtWvXz9BObIxMAAAQAoXE2vox713NenLmzbHvp+cS57u9h33ceLECbVp08ZyIzplyhT17dvXrn0AAAAAwPNIrFnJ48eP18iRI61iw4cP14gRI6xiISEhio2Nlb+/v1Xc399ff//9d5zXbtWqlUJCQlS1alUZhqGYmBh17tw5wcsBUQQAAABIoXYcvKcRc0OeeHxMZ1+7FgAMw9CsWbPUv39/3b9/X5Lk7Oxs+TcAAAAApDWDBw+2GRTl5uZml2tv375d48aN06xZs1SxYkWdPHlSvXr10ujRozV06NB4X4ciAAAAQApUs+v5px6f2tdPJQq4262/S5cuqUOHDvrxxx8tsUKFCmnJkiWqWLGi3foBAAAAAHtIrJkAbm5u8frS39fXV87Ozrp27ZpV/Nq1a8qWLVuc5wwdOlRt2rRRx44dJUklSpTQ3bt39d5772nIkCFycorfoC/2BAAAAEhBroTEPLEAUCCXi0Z39tXmGQF2LQCsXLlSJUqUsCoAdOvWTQcPHqQAAAAAAADx4OrqqrJly2rLli2WmNls1pYtW1SpUqU4z7l3757NF/3Ozs6SHs7Uji9mAgAAAKQQ63dF6NM41v1fNDy7cvu72L2/2NhYtW7dWitXrrTEcuTIoYULF+rVV1+1e38AAAAAYC+JNRMgIfr27at27dqpXLlyqlChgqZMmaK7d+8qKChIktS2bVvlzJlT48ePlyQ1bNhQkydPVpkyZSzLAQ0dOlQNGza0FAPigyIAAABACvDbsftxFgA2Tg2Qq4tjbm6dnZ3l7e1ted6iRQvNnDlTmTNndkh/AAAAAJCaNW/eXDdu3NCwYcN09epVlS5dWhs3brRsFnz+/Hmrkf8fffSRTCaTPvroI126dElZs2ZVw4YNNXbs2AT1azISMm8gFQgPD1fGjBkVFhZm9aEWAAAgOdqy/67GLgy1iZcp7KZPe/k7vP+IiAjVrFlTffv2VYsWLRzeH1K2tHSv7VGme1KnAACSpFv7ZyR1CgAgSXJPZsPN/d79KlH6uT6/WaL08zyS2Y8GAAAAj2zed1fjF9sWAMZ1yaqXSnjYvb+9e/fq4sWLatq0qSXm5eWlffv2JcuptEB8HThwQC4uLipRooQkae3atVq4cKGKFSumESNGyNXVNYkzBAAAAByHjYEBAACSofPXouMsALz/lo/dCwDR0dEaOnSoqlSpoqCgIJ0+fdrqOAUApHTvv/++Tpw4IUk6ffq0WrRoIU9PT61evVoDBgxI4uwAAADgCCaTKVEeKQFFAAAAgGQk4p5Zf5x4oPYjr1jFJ/X009ZZudW8jn2XWDl69KheeukljRkzRmazWREREZo8ebJd+wCS2okTJ1S6dGlJ0urVq/Xyyy9r+fLlWrRokdasWZO0yQEAAAAOxnJAAAAASexqaIzmfntb236/F+fxns0z6cUi7nbt02w2a9q0aRo0aJAiIyMlSenSpdPw4cM1aNAgu/YFJDXDMGQ2myVJP/30k15//XVJUkBAgEJCQpIyNQAAADhIShmlnxgoAgAAACQRs9nQhKU39eO+u09t16h6Brv2e/78ebVv317btm2zxIoWLaqlS5eqbNmydu0LSA7KlSunMWPGqHbt2vr555/1+eefS5LOnDkjf3/Hb7ANAAAAJCWKAAAAAEkg4p5Zb/S7+MTjufzSqcMbPnrlRU+79WkYhpYuXaoePXooPDzcEu/du7fGjRsnDw/7bzYMJAdTpkzRO++8o2+//VZDhgxRgQIFJEnBwcGqXLlyEmcHAAAAR2AmwGMUAQAAABLRpRvRajP8SpzH3qzupea1vZUti2Nu0SIiIjR48GBLASAgIECLFi1SzZo1HdIfkFyULFlSR44csYlPnDhRzs7OSZARAAAAkHgoAgAAACSiJxUAVozJIf/Mjr01y5AhgxYsWKDXXntNbdu21dSpU+Xj4+PQPoHkJCoqStevX7fsD/BI7ty5kygjAAAAOAozAR6jCAAAAJBIvvvljk0sl186LRmRwyH93blzRw8ePFDWrFktsbp16+rgwYMqXbq0Q/oEkqMTJ07o3Xff1e7du63ihmHIZDIpNjY2iTIDAAAAHI8iAAAAQCL5bMUtq+dbZgY4bHTKzp071bZtWxUpUkTr16+36ocCANKaoKAgpUuXTt9//72yZ8/OqDAAAIC0gFs+C4oAAAAADnT+arSWbQzTT7/es4qvGpvDIV9ERkZGavjw4ZowYYIMw9CZM2c0d+5cvffee3bvC0gpDh06pN9//11FihRJ6lQAAACAREcRAAAAwEFmBd9S8FbbJYAkKWsm+9+GHTlyRK1bt9bhw4ctsSpVqqh27dp27wtISYoVK6aQkJCkTgMAAACJiNmfjzkldQIzZ85UYGCg3N3dVbFiRf36669PbT9lyhQVLlxYHh4eCggIUJ8+ffTgwYNEyhYAAOC/xcYaqt/7whMLAGsn5bJzf7GaOHGiypUrZykAuLi46OOPP9bPP/+sfPny2bU/IKX55JNPNGDAAG3fvl2hoaEKDw+3egAAAACpWZLOBFi1apX69u2r2bNnq2LFipoyZYrq1q2r48ePy8/Pz6b98uXLNWjQIC1YsECVK1fWiRMn1L59e5lMJk2ePDkJXgEAAMBjK38M14/77urslWibY42qe6lTIx95uNl3DMaZM2fUrl07/fLLL5ZYiRIltHTpUpUqVcqufQEp1aPZMLVq1bKKszEwAABA6sVMgMeStAgwefJkderUSUFBQZKk2bNna/369VqwYIEGDRpk03737t2qUqWKWrVqJUkKDAxUy5YttW/fvkTNGwAA4N+GfXFDO/+4H+exmQP8VTTQze59nj9/XiVLllRERISkhze5/fr10+jRo+XmZv/+gJRq27ZtSZ0CAAAAkGSSrAgQFRWl33//XYMHD7bEnJycVLt2be3ZsyfOcypXrqxly5bp119/VYUKFXT69Glt2LBBbdq0Say0AQAAbMz46macBYBMGZwU/HFOh41AyZ07t9588019+eWXCgwM1JIlS1StWjWH9AWkZNWrV0/qFAAAAJDImAnwWJIVAUJCQhQbGyt/f3+ruL+/v/7+++84z2nVqpVCQkJUtWpVGYahmJgYde7cWR9++OET+4mMjFRkZKTlOWt+AgAAe4mNNVSnxwWb+OcD/VUot2ui3HTOmDFD2bJl0/Dhw5UhQwaH9wekVL/88ou++OILnT59WqtXr1bOnDm1dOlS5c2bV1WrVk3q9AAAAACHSfKNgRNi+/btGjdunGbNmqUDBw7o66+/1vr16zV69OgnnjN+/HhlzJjR8ggICEjEjAEAQGp15545zgLAV+NyqHAeN7sXAMLCwtS+fXutXLnSKu7j46NJkyZRAACeYs2aNapbt648PDx04MAByyChsLAwjRs3LomzAwAAgEOYEumRAiRZEcDX11fOzs66du2aVfzatWvKli1bnOcMHTpUbdq0UceOHVWiRAm99dZbGjdunMaPHy+z2RznOYMHD1ZYWJjlceGC7Yd1AACAhNj++1292e+iTXzB0Ozy9bH/RMvt27erZMmSWrx4sbp06aJLly7ZvQ8gNRszZoxmz56tuXPnysXFxRKvUqWKDhw4kISZAQAAAI6XZEUAV1dXlS1bVlu2bLHEzGaztmzZokqVKsV5zr179+TkZJ2ys7OzJMkwjDjPcXNzk7e3t9UDAADgWV28Hq1R80Nt4ltmBigwu0scZzy7Bw8e6IMPPlCNGjV0/vx5SVJsbKz++usvu/YDpHbHjx/Xyy+/bBPPmDGjbt++nfgJAQAAwOFMJlOiPFKCJNsTQJL69u2rdu3aqVy5cqpQoYKmTJmiu3fvKigoSJLUtm1b5cyZU+PHj5ckNWzYUJMnT1aZMmVUsWJFnTx5UkOHDlXDhg0txQAAAABHGTjjuvYffWAVe72ql/q2ymz3vg4ePKjWrVvr6NGjltgrr7yiRYsWKU+ePHbvD0jNsmXLppMnTyowMNAqvnPnTuXLly9pkgIAAAASSZIWAZo3b64bN25o2LBhunr1qkqXLq2NGzdaNgs+f/681cj/jz76SCaTSR999JEuXbqkrFmzqmHDhho7dmxSvQQAAJBGTFlx06YAULu8p90LADExMfrkk080YsQIxcTESHo4s3HcuHHq3bu3zaxIAP+tU6dO6tWrlxYsWCCTyaTLly9rz5496tevn4YOHZrU6QEAAMABUsoo/cRgMp60jk4qFR4erowZMyosLIylgQAAwFM1GXRRUdGG7t63vV0KaphRbepltGt/586dU8uWLbVnzx5LrHTp0lq2bJleeOEFu/YFOEJyvdc2DMOyl9i9e/ckPSyu9evXT6NHj36ma3qU6W7PFJEKvN/sZfVpV0v+Wbx15MQl9f1ktX7761ycbdOlc1L/Dq+q9esVlcPPRyfOXdNHU9dq8+5jljZ/rx+pPDmy2Jw7e9UO9fn4K4e9DqQ8t/bPSOoUkMysXP6lFi+cr5CQGypUuIgGfThUJUqWfGL7Hzf9oJnTp+rypUvKnSdQvfv2U7WXq1uOfz5zujb+sF5Xr16Vi4uLihV7Qd179VHJkqUS4+UgBXFP0uHmtvL0/C5R+jk3rWGi9PM8GEoGAADwP8xmQ8Fbw1Wz63ndCjfHWQAIHp/T7gUASXJ3d9c///wjSXJyctKQIUO0b98+CgDAczKZTBoyZIhu3rypP//8U3v37tWNGzc0fPhwXb58OanTQyrQ9NUX9ckHb2nsFz+oUqtPdPjEJa2b1U1ZM3nF2X5E14bq2KSq+k5YrTJNxmhe8E6t+rSTShXOZWlTtfVEBdYebHnU7zxdkvT15oOJ8poApEwbf9igSRPG6/2u3bRy9TcqXLiIurz/rkJDbfe0kqRDBw9oUP8P9FbjploV/K1q1Kyl3j266Z9/Tlja5MkTqMFDhmnNN99p0dLlypEzp7p06qCbN28m1ssCngl7AjxGEQAAAEDS7sP39MYHF1S7+wXNCr5tc9zN5eHN3exB2ZQ5o2P2IvL399ecOXNUoEAB7dy5U2PGjJGrq6tD+gLSIldXVxUrVkwVKlSQl5eX/vrrLwUEBCR1WkgFerauqYVf79bSdXv19+mr6jF2pe4/iFK7RpXibN/q9QqaMP9Hbdp5VGcvhWru6p3atOuoerWpaWkTcitC10LvWB71qxXXqfM39Mvv/yTWywKQAi1dvFCNmzZTo7eaKH+BAvpo+Ei5u7vr26/XxNn+y2VLVLlqNbXv0FH58udX9569VbRYMa1cvszSpv7rDfVSpcrKFRCgAgUKqt+AwYqIiNA/J44n1ssCnglFgMeS2SQNAACAxGM2G9r5x32NmBvy1HabpwfI2dn+N3dr1qxR9erV5evra4m99dZbql+/vtzc3OzeHwDA/lzSOatM0QBNXPCjJWYYhrbuO64KJfPGeY6rSzo9iIq2it1/EKXKZfI/sY8W9ctr2rKt9kscQKoTHRWlY0f/0rud3rfEnJyc9NJLlXX4j7hnER0+dEht2rW3ilWuUlXbtvz0xD7WrF6lDBkyqFDhwnbLHYBjUQQAAABpys2wWK3dcUdLfwh/ajt3N5OWjcyhzN72H/V/69YtdevWTStWrFDTpk311VdfWY0goQAAACmHbyYvpUvnrOs371jFr4eGq3Cgf5zn/LTnmHq2rqmdB07q9IUQ1ahQWG/WLP3EgvMbNUrKJ4OHln23z+75A0g9bt2+pdjYWGXJYr2fSJYsWXTmzOk4zwkJCVGWLL427UNCrQfJ/Lx9mwb266sHD+7LN2tWzZ67QJkyZbbvCwDsLWUM0k8UFAEAAECa8dnym/puZ8RT2wztkEUvl/F0yMh/Sdq8ebOCgoJ06dIlSVJwcLB27Nih6tWr/8eZAJJKZGSkIiMjrWKGOVYmJ8csDYbUr9/EYM0a2lJ/fD1UhmHo9MUQLVm3V+3efCnO9u0aVdamXUd15UZYImcKAA+Vr1BRX635Vrdv39Ka4K/U/4PeWrZitU3BAUDyRBEAAACkCd/+fOepBYCPu2VVhRc8HNb/vXv3NHDgQM2YMcMS8/Hx0cyZM/Xyyy87rF8gLTt8+PBTjx8/Hr+1jMePH6+RI0daxZz9y8sle4Vnzg2pR8itCMXExMovcwaruF8Wb10NjXvWWcitCDXrO1durumUJWN6Xb4RpjE939SZS7Ybd+bOnkk1KxZWi35zHZI/gNQjk08mOTs722wCHBoaarX85P/y9fVV6L9G/YeGhsr3X7MDPD09lTtPHuXOk0clS5VWw3qv6tuvg62WHgKSm5SyXn9ioAgAAADShGmrblk9f/NlLzWpmUG5/Fwc3vf+/fvVpk0bqy8ca9eurYULFypXrlwO7x9Iq0qXLi2TySTDMGyOPYrH58Ph4MGD1bdvX6uYX7WBdssTKVt0TKwOHrugGhUL67vtDwtPJpNJNSoU0uxVO556bmRUjC7fCFO6dE5qVKu01mw+YNOmzRuVdP3mHf3wy18OyR9A6uHi6qqixV7Qvr17VLNWbUmS2WzWvn171KJl6zjPKVm6tPbt3avWbdtbYnv37FbJ0qWf2pfZMCsqKspeqQNwMIoAAAAg1fvrtPUyHvM/yqa8OVwd3m90dLTGjh2rMWPGKDY2VpLk7u6uCRMmqFu3bnJycnJ4DkBadubMGbtcx83NzWavDpYCwv+atmyr5o5qo9+Pntdvf55V91Y15OnhpiVr90qS5o1uo8vXwzRs+jpJUvnieZTDz0d/HL+onH4+GvJ+fTk5mTR5kfVGnCaTSW3ffElffr9PsbHmRH9dAFKeNu2CNPTDgXrhheIqXqKkli1drPv376vRW40lSUMGD5Cfn7969flAkvRO67Z6t30bLV60QC+/XF0bf9igv/78U0NHjJL0cDbrvDmz9UqNmvLNmlW3b93SyhVf6vq1a6pT97Uke51AfDAT4DGKAAAAINUyDEPNPrys0LBYq3hiFAAk6fvvv7daQqR8+fJasmSJihQpkij9A2ldnjx5kjoFpBHBPx6QbyYvDevSQP5ZMujw8Ut6s9tMy2bBAdkyy2x+PCPFzc1Fw7u9rrw5fRVxL1Kbdv2ld4cuUVjEfavr1qxYWLmzZ9bib/cm6usBkHK9Vq++bt28qVkzpikk5IYKFymqWV/MU5b/Xw7o6pUrcjI9HohSusyLGj9hkmZMm6LpUyYrd55ATZk+UwULFpIkOTs768yZ01q39hvdvnVLPj4+eqF4CS1c8qUKFCiYJK8RQMKZjLjmxqZi4eHhypgxo8LCwuTt7Z3U6QAAAAcatzBEP+2/ZxXr2TyTGlXP8IQz7MswDDVu3Fjfffedhg4dqg8//FAuLo5ffghIKinhXrtEiRLasGGDAgICnus6HmW62ykjAHg+t/bP+O9GAJAI3JPZcPMC/X5IlH5OTqqXKP08j2T2owEAAHg+UdGGFq8P04ofbTdjfK+Rj0MLALdv35aPj4/luclk0pw5c3T27FmVL1/eYf0CiL+zZ88qOjo6qdMAAAAAEg0L0QIAgFTjxPkovdbrQpwFgM3TA9TiVceMTDYMQ8uWLVNgYKC+++47q2NZs2alAAAAAAAAicxkMiXKIyVgJgAAAEjxLl6PVq/J13QrPO5NE0d39pWzs2NuzkJDQ9W5c2cFBwdLkjp27Kg///xTWbNmdUh/AJ5PtWrV5OHhkdRpAAAAAImGIgAAAEjRunx8VcfPR9nEM3k7aUJ3P+XP5bhNgH/44Qd16NBBV69etcTq1KnDuv9AMrZhw4akTgEAAACJIIUM0k8UFAEAAECKFBllVr3eF+M8VqGYuz7u7uewviMiItSvXz998cUXlljmzJk1e/Zsvf322w7rF8Cz++eff7Rt2zZdv35dZrP1rKFhw4YlUVYAAACA41EEAAAAKcrV0Bi1Gno5zmNt63urTb2MDlv6R5L27NmjNm3a6NSpU5ZYvXr1NH/+fGXPnt1h/QJ4dnPnzlWXLl3k6+urbNmyWa3dajKZKAIAAACkQillvf7EQBEAAACkKE8qAKyblEtenk4O7XvJkiUKCgqyjCL29PTU5MmT9d5773GDCSRjY8aM0dixYzVw4MCkTgUAAABIdBQBAABAijFj9S2b2EvF3TW4va/DCwCSVKNGDWXIkEFhYWGqVKmSlixZogIFCji8XwDP59atWyzVBQAAkMYwTusxigAAACDZi4o21HHsFV28HmMV3zord6LmERAQoFmzZuns2bMaMGCA0qXjVgpICd5++239+OOP6ty5c1KnAgAAACQ6PrkCAIBk7dL1aLUZccUmvmxUDof2e/bsWQ0ZMkSzZs1SxowZLfFWrVo5tF8A9legQAENHTpUe/fuVYkSJeTi4mJ1vGfPnkmUGQAAABzFyYmpAI9QBAAAAMlWxD1znAWAT3v5KYevY25jDMPQokWL1KtXL925c0cuLi5atGiRQ/oCkDjmzJkjLy8v/fzzz/r555+tjplMJooAAAAASNUoAgAAgGTpyMkH6jX5uk38x+kBSufsmBEd169f13vvvae1a9daYtu3b9fNmzeVOXNmh/QJwPHOnDmT1CkAAAAgkbEnwGMUAQAAQLKw/fe72n34vn7af++JbRy5B8C6devUqVMnXb/+uPDQvn17TZ06Vd7e3g7rF0DiMgxD0sMZAAAAAEBa4JTUCQAAgLQt1myoZtfzGjU/9KkFgLWTcjmk//DwcL377rt68803LQUAX19fffPNN1q4cCEFACCVWLJkiUqUKCEPDw95eHioZMmSWrp0aVKnBQAAAAcxmUyJ8kgJmAkAAACSxP6j9zVwxo3/bPf+Wz6qVsZTGTztP3bhl19+Udu2bXX27FlLrGHDhpo7d678/f3t3h+ApDF58mQNHTpU3bt3V5UqVSRJO3fuVOfOnRUSEqI+ffokcYYAAACA41AEAAAAie7HvRH6eMnNOI9N7u2nQrld5eHm+FEVhw8fthQAvLy8NHXqVAUFBaWY0RwA4mf69On6/PPP1bZtW0vsjTfe0AsvvKARI0ZQBAAAAEiF+Fj3GEUAAACQaMxmQwu+C9PyTeFxHt8yMyBRv4Dv2rWr1q1bp/v372vx4sXKmzdvovUNIPFcuXJFlStXtolXrlxZV65cSYKMAAAAgMRDEQAAACSKu/fNavjBRZv4zAH+Khro5vD+Y2NjtXXrVtWpU8cSM5lMWrVqlTJkyCBnZ2eH5wAgaRQoUEBfffWVPvzwQ6v4qlWrVLBgwSTKCgAAAI7EDO/HKAIAAACHuhkWq6aDL8V5rMWr3olSADh16pTatm2r3bt3a/Pmzapdu7blmI+Pj8P7B5C0Ro4cqebNm2vHjh2WPQF27dqlLVu26Kuvvkri7AAAAADHoggAAAAcJiraeGIBYNW4HMrq49hbEcMwNHfuXPXt21d3796VJHXs2FEnTpyQq6urQ/sGkHw0adJE+/bt0+TJk/Xtt99KkooWLapff/1VZcqUSdrkAAAA4BDMBHiMIgAAAHAIs9nQa70u2MQrFHPX8E6+8nBzcmj/V65cUceOHbVhwwZLLF++fFqyZAkFACANKlu2rL788sukTgMAAABIdBQBAACAQ9TublsA2Dord6L0HRwcrM6dOys0NNQS69Spkz799FNlyJAhUXIAkPScnJz+cwSYyWRSTExMImUEAACAxMJEgMcoAgAAALt52vr/G6bkcnj/t2/fVo8ePbRs2TJLzN/fX/PmzdPrr7/u8P4BJC/ffPPNE4/t2bNH06ZNk9lsTsSMAAAAgMRHEQAAANjF09b//2lGgJycHD8Mo1OnTgoODrY8b9y4sWbPnq2sWbM6vG8Ayc+bb75pEzt+/LgGDRqk7777Tu+8845GjRqVBJkBAADA0dgT4DHHLsYLAADShPC7sXGu/y9JP05PnAKAJI0fP16enp7y9vbWkiVLFBwcTAEAgCTp8uXL6tSpk0qUKKGYmBgdOnRIixcvVp48eZI6NQAAAMChmAkAAACey7Gzkeo24ZpVLLO3k4I/dvzyP1FRUVab/BYoUECrVq1SyZIllTt34uw/ACB5CwsL07hx4zR9+nSVLl1aW7ZsUbVq1ZI6LQAAADgYEwEeYyYAAAB4ZicvRNkUACQ5vAAQExOjUaNG6cUXX9S9e/esjr3++usUAABIkiZMmKB8+fLp+++/14oVK7R7924KAAAAAEhzmAkAAAASJCra0JptdzT329s2x16rlF4D2mRxaP/Hjx9X27Zt9euvv0qSBgwYoBkzZji0TwAp06BBg+Th4aECBQpo8eLFWrx4cZztvv7660TODAAAAI7GngCPUQQAAADx1n/adf3+94M4jxXL6+rQAoBhGJo1a5b69++v+/fvS5KcnZ2VJUsWGYbBDR4AG23btuX/GwAAAJDmUQQAAAD/KSwiVm8NuPTE429U81Lvlpkd1v+lS5cUFBSkzZs3W2KFChXSkiVLVLFiRYf1CyBlW7RoUVKnAAAAgCTCWJDHKAIAAICniowyx1kAyJbFWTP6Z1Nmb2eH9r9ixQp17dpVt2/ftsS6deumCRMmyNPT06F9AwAAAACQ0lEEAAAAT9VkkG0B4JsJOZXRy7Ff/huGofbt22vJkiWWWI4cObRw4UK9+uqrDu0bAAAAAJCysSzkY05JnQAAAEi+2gy/rHsPDKvY5hkBDi8ASA9v2IoVK2Z53qJFCx05coQCAAAAAAAACcBMAAAAEKfLITG6dCPGKvbTjAA5OSXeaIp+/fpp9+7datmypVq0aJFo/QIAAAAAUjYmAjxGEQAAAMSp9bDLVs/XTsrl0ALA3r17tX//fvXo0cMSc3Z21tq1ax3WJwAAAAAAqR1FAAAAYOP7nRFWz0d08lUGT8esIhgVFaXRo0dr3LhxkqSyZcuqcuXKDukLAAAAAJA2sCfAY+wJAAAArKzcHK7Jy29axV4u4+mQvo4ePapKlSppzJgxMpvNMpvNmjFjhkP6AgAAAAAgLWImAAAAkCTtP3pfA2fcsIkvG5XD7n2ZzWZNmzZNgwYNUmRkpCQpXbp0Gj58uAYNGmT3/gAAAAAAaQsTAR6jCAAAABRyOybOAsC4LlmVw9e+twvnz59X+/bttW3bNkusaNGiWrp0qcqWLWvXvgAAAAAASOsoAgAAkMYt3RCmhd+H2cSXjMiuXH4uduvHMAwtXbpUPXr0UHh4uCXeu3dvjRs3Th4eHnbrCwAAAACQtrEnwGMUAQAASMOW/WBbAOjSxEdv1/K2e18xMTH67LPPLAWAgIAALVq0SDVr1rR7XwAAAAAA4CGKAAAApCH3H5i1cnO4Dhx/oL9OR9kc9/FyckgBQJJcXFy0dOlSlStXTs2aNdO0adPk4+PjkL4AAAAAAGkbEwEeowgAAEAacOtOrJoMvPTUNstH51C2LPa7Nbhz545u3LihfPnyWWLFixfXX3/9pfz589utHwAAAAAA8GQUAQAASOU+W35T3+2MeHqbPn52LQDs3LlTbdu2lZeXl/bv3y83NzfLMQoAAAAAAABHY0+AxygCAACQSkXcN+uNDy7Gecwvs7PGvJ9VAf7p5ObqZLc+IyMjNXz4cE2YMEGGYUiSRo0apbFjx9qtDwAAAAAAEH8UAQAASKWGzr5hE2tRJ4PeeyuTQ/o7cuSIWrdurcOHD1tiVapU0bvvvuuQ/gAAAAAAeBImAjxGEQAAgFSo9fDLunwjxioW/HFOZfZ2tntfsbGxmjx5sj766CNFRT3cbNjFxUWjR49Wv3795Oxs/z4BAAAAAED8UAQAACCVMAxDwVvv6PM1t22ObZoWIJd09h8GcebMGbVr106//PKLJVaiRAktXbpUpUqVsnt/AAAAAADEB3sCPEYRAACAVGD5pjDNWxsW57EZ/f0dUgC4ffu2XnzxRd2+fVvSwxusfv36afTo0VYbAQMAAAAAgKRjv50AAQBAklj0/e0nFgCCP86pYnkd84W8j4+PevToIUkKDAzU9u3bNWHCBAoAAAAAAIAkZzKZEuWREjATAACAFOzM5Sgt2RBuFUvvbtLsQdmU08/F7v0ZhmF1kzN06FC5uLioV69e8vb2tnt/AAAAAADg+VAEAAAghYprCaAvR+VQdl/7/3kPCwtTr169VKhQIX344YeWuIuLi4YOHWr3/gAAAAAAeB4pZJB+oqAIAABACvTeuCs6eTHaKla7vKdDCgDbt29Xu3btdP78eaVLl0716tVTmTJl7N4PAAAAAACwP/YEAAAghbl4PdqmAPDOa976MMjXrv08ePBAH3zwgWrUqKHz589Lkjw8PCz/BgAAAAAguWJPgMeYCQAAQApy8kKU3ht/1Sq2enxOZcnobNd+Dh48qNatW+vo0aOW2CuvvKJFixYpT548du0LAAAAAAA4DjMBAABIIcxmw6YAUKmEh10LADExMRo7dqwqVKhgKQC4ubnp008/1ZYtWygAAAAAAABSBJMpcR4pATMBAABI5qatuqlzV6N18HikVbxmOU991MF+SwBdvnxZTZs21Z49eyyx0qVLa+nSpSpevLjd+gEAAAAAAImHIgAAAMnUHyceqM+U63Ee8/VxtmsBQJIyZcqkW7duSZKcnJw0aNAgDR8+XK6urnbtBwAAAAAAR0sp6/UnBooAAAAkQ+t3RejTL2/Geax8MXeN6GTfAoD0cNPfpUuXqk2bNpo/f74qV65s9z4AAAAAAEgM1AAeowgAAEAys3JzuOZ8c9sm/sXgbArM7iKXdPa5k1m9erVKliypwoULW2LlypXTn3/+KWdn+240DAAAAAAAksZzFQEePHggd3d3e+UCAECaZhiG+k65rj/+sV77f/T7vqpSytNu/dy6dUvdu3fX8uXLVaFCBe3atUvp0j2+JaAAAAAAAABI6ZyYCmDhlNATzGazRo8erZw5c8rLy0unT5+WJA0dOlTz58+3e4IAAKR2hmHojQ8uqFa3CzYFgH7vZLZrAeCnn35SiRIltHz5cknSr7/+qm+++cZu1wcAAAAAAMlLgosAY8aM0aJFizRhwgSrjQKLFy+uefPm2TU5AABSu/W7IlSr2wVF3Ddsji0Yml31q3jZpZ979+6pZ8+eqlOnji5duiRJ8vHx0ZdffqmmTZvapQ8AAAAAAJILkylxHilBgosAS5Ys0Zw5c/TOO+9YLRdQqlQp/f3333ZNDgCA1C6uzX8L5HLR95NzKTC7i1362L9/v1588UVNnz7dEqtdu7aOHDmiVq1ayZRS7loAAAAAAEjhZs6cqcDAQLm7u6tixYr69ddfn9r+9u3b6tatm7Jnzy43NzcVKlRIGzZsSFCfCd4T4NKlSypQoIBN3Gw2Kzo6OqGXAwAgTTp04oH6TrluFcuWxVmLhuWQq4t9vpSPjo7W2LFjNWbMGMXGxkqS3N3dNWHCBHXr1k1OTgkeCwAAAAAAQIqQHAe8rVq1Sn379tXs2bNVsWJFTZkyRXXr1tXx48fl5+dn0z4qKkp16tSRn5+fgoODlTNnTp07d04+Pj4J6jfBRYBixYrpl19+UZ48eaziwcHBKlOmTEIvBwBAmvTvAoAkLR+d0659/P777xo1apQM4+FSQ+XLl9eSJUtUpEgRu/YDAAAAAAD+2+TJk9WpUycFBQVJkmbPnq3169drwYIFGjRokE37BQsW6ObNm9q9e7dcXB6uFhAYGJjgfhM8BHDYsGHq3r27PvnkE5nNZn399dfq1KmTxo4dq2HDhiU4AQAA0prlG8NsYnMGZ7N7Py+99JL69OkjZ2dnjRgxQrt27aIAAAAAAABIE5xMifOIr6ioKP3++++qXbv24xydnFS7dm3t2bMnznPWrVunSpUqqVu3bvL391fx4sU1btw4y2z/+ErwTIA333xT3333nUaNGqX06dNr2LBhevHFF/Xdd9+pTp06Cb0cAABpylc/hWveOusiwNZZue1y7atXr8rPz89qmZ+xY8fqnXfe0YsvvmiXPgAAAAAAwGORkZGKjIy0irm5ucnNzc0qFhISotjYWPn7+1vF/f39n7jX7unTp7V161a988472rBhg06ePKmuXbsqOjpaw4cPj3eOz7QYcLVq1bR582Zdv35d9+7d086dO/Xqq68+y6UAAEgzOo69otlf37aKzf/o+WcAGIahL7/8UkWKFLHa/Fd6uAcABQAAAAAAQFpjMpkS5TF+/HhlzJjR6jF+/Hi7vAaz2Sw/Pz/NmTNHZcuWVfPmzTVkyBDNnj07QddJcBEgX758Cg0NtYnfvn1b+fLlS+jlAABIE2p2Pa/Tl6KtYhN7+ilvDtfnum5oaKiaNWum1q1bKywsTIMGDdKxY8ee65oAAAAAACB+Bg8erLCwMKvH4MGDbdr5+vrK2dlZ165ds4pfu3ZN2bLFPUAwe/bsKlSokJydnS2xokWL6urVq4qKiop3jgkuApw9ezbONYciIyN16dKlhF4OAIBU7ce9EarZ9bxN/JsJOVW2iPtzXXvDhg0qXry4goODLbEmTZooe/bsz3VdAAAAAABSOpMpcR5ubm7y9va2evx7KSBJcnV1VdmyZbVlyxZLzGw2a8uWLapUqVKcr6FKlSo6efKkzGazJXbixAllz55drq7xH1QY7yLAunXrtG7dOknSpk2bLM/XrVunb775RqNHj36mnYlnzpypwMBAubu7q2LFivr111+f2v727dvq1q2bsmfPLjc3NxUqVEgbNmxIcL8AADjakZMP9PGSmzbx+R9lU0Yv5zjOiJ+IiAh17txZDRo00NWrVyVJmTNn1ldffaVly5bJx8fnma8NAAAAAAAco2/fvpo7d64WL16sY8eOqUuXLrp7966CgoIkSW3btrWaRdClSxfdvHlTvXr10okTJ7R+/XqNGzdO3bp1S1C/8d4YuFGjRpIerqXUrl07q2MuLi4KDAzUp59+mqDOV61apb59+2r27NmqWLGipkyZorp16+r48ePy8/OzaR8VFaU6derIz89PwcHBypkzp86dO8eXHQCAZOfufbN6Tb5uE980LUAu6UzPfN3du3erbdu2OnXqlCVWr149zZ8/nxkAAAAAAAD8P5Oe/bO3ozRv3lw3btzQsGHDdPXqVZUuXVobN260bBZ8/vx5OTk9HrcfEBCgTZs2qU+fPipZsqRy5sypXr16aeDAgQnq12QYhpGQE/Lmzav9+/fL19c3QR3FpWLFiipfvrxmzJgh6eH0h4CAAPXo0UODBg2yaT979mxNnDhRf//9t1xcXJ6pz/DwcGXMmFFhYWHy9vZ+rvwBAHiSfy8BNCQoi2qVT/9c1/z222/VpEkTyzRAT09PTZ48We+9955MpuR3cwMg7UlL99oeZbondQoAIEm6tX9GUqcAAJIk93gPN08cr3+xP1H6+f798onSz/NI8J4AZ86csUsBICoqSr///rtq1679OBknJ9WuXVt79uyJ85x169apUqVK6tatm/z9/VW8eHGNGzcuzj0KAABIKr8du2/1PJdfuucuAEhSrVq1lCdPHklSpUqV9Mcff+j999+nAAAAAAAAwL84mRLnkRI8U33m7t27+vnnn3X+/HmbXYh79uwZr2uEhIQoNjbWMtXhEX9/f/39999xnnP69Glt3bpV77zzjjZs2KCTJ0+qa9euio6O1vDhw+M8JzIyUpGRkZbn4eHh8coPAIBnERtraMD0G1axJSNy2OXaGTJk0OLFi/XLL79owIABSpcumQ2zAAAAAAAAyU6Cvz04ePCg6tevr3v37unu3bvKnDmzQkJC5OnpKT8/v3gXAZ6F2WyWn5+f5syZI2dnZ5UtW1aXLl3SxIkTn1gEGD9+vEaOHOmwnAAAeGTL/rsauzDUKjZ7ULZnutbZs2fVo0cPTZ8+XYGBgZZ4tWrVVK1atedJEwAAAACAVI9Z848leDmgPn36qGHDhrp165Y8PDy0d+9enTt3TmXLltWkSZPifR1fX185Ozvr2rVrVvFr164pW7a4vzDJnj27ChUqJGdnZ0usaNGiunr1qs2MhEcGDx6ssLAwy+PChQvxzhEAgPiIuGdWza7nbQoAklQot2uCrmUYhhYuXKiSJUvq+++/V/v27S17AAAAAAAAACRUgosAhw4d0gcffCAnJyc5OzsrMjJSAQEBmjBhgj788MN4X8fV1VVly5bVli1bLDGz2awtW7aoUqVKcZ5TpUoVnTx50urLkBMnTih79uxydY37SxY3Nzd5e3tbPQAAsJd9f93XG/0uxnls66zcCbrW9evX9dZbb6lDhw66c+eOpIczAihgAwAAAACQMCZT4jxSggQXAVxcXOTk9PA0Pz8/nT9/XpKUMWPGBH9J0bdvX82dO1eLFy/WsWPH1KVLF929e1dBQUGSpLZt22rw4MGW9l26dNHNmzfVq1cvnThxQuvXr9e4cePUrVu3hL4MAACe2YMos2YG31LNruc1eOYNm+NfjsqR4ALA2rVrVbx4ca1du9YSa9++vQ4fPmzZDBgAAAAAACChErwnQJkyZbR//34VLFhQ1atX17BhwxQSEqKlS5eqePHiCbpW8+bNdePGDQ0bNkxXr15V6dKltXHjRstmwefPn7cUHCQpICBAmzZtUp8+fVSyZEnlzJlTvXr10sCBAxP6MgAAeGb1e8c98r9ooKtm9PdP0LqD4eHh6tOnjxYsWGCJ+fr6au7cuWrUqNHzpgoAAAAAQJrklFKG6ScCk2EYRkJO+O2333Tnzh3VqFFD169fV9u2bbV7924VLFhQ8+fPV+nSpR2Uqn2Eh4crY8aMCgsLY2kgAECCjV0Yoi3779nER3TyVbXSHgkqAOzatUutW7fW2bNnLbGGDRtq7ty5loI4AKQkaele26NM96ROAQAkSbf2z0jqFABAkuSe4OHmjtV4/u+J0s/X75ZNlH6eR4J/NOXKlbP828/PTxs3brRrQgAAJEdms6Ha3W2XvVs6Irty+rk80zXDw8MtBQAvLy9NnTpVQUFBCSokAAAAAAAAW3y0fizBewI8yYEDB/T666/b63IAACQbhhF3AeC7T3M9cwFAkurVq6f3339f1apV0+HDh9WhQwcKAAAAAAAAwK4SVATYtGmT+vXrpw8//FCnT5+WJP39999q1KiRypcvL7PZ7JAkAQBISnO+uW0Tmz0om9J7xP/PaGxsrFatWqV/r8I3ZcoUbdu2TXnz5n3eNAEAAAAAwP8zmUyJ8kgJ4r0c0Pz589WpUydlzpxZt27d0rx58zR58mT16NFDzZs3159//qmiRYs6MlcAABKdYRha9dMdq9iWmQEJ+kN/6tQpyx46d+7cUceOHS3H3N3d7ZYrAAAAAADAv8V7COPUqVP1ySefKCQkRF999ZVCQkI0a9YsHTlyRLNnz6YAAABIdQbPvK5a3ayXAdowJVe8CwCGYWjOnDkqVaqUdu/eLUn64IMPFBYWZvdcAQAAAADAYyZT4jxSgngXAU6dOqW3335bktS4cWOlS5dOEydOVK5cuRyWHAAASWX0/BDt++uBVczDzSR31/j96bx69aoaNmyo999/X3fv3pUk5cuXTxs2bFDGjBntni8AAAAAAEBc4r0c0P379+Xp6Snp4XpKbm5uyp49u8MSAwAgqXww9ZoOHo+0ivlldtbyUTnidX5wcLA6d+6s0NBQS6xTp06aPHmyvLy87JorAAAAAACw5ZRShukngngXASRp3rx5li8vYmJitGjRIvn6+lq16dmzp/2yAwAgkQVvDbcpAKwYk0P+mf/7T+bt27fVo0cPLVu2zBLz9/fX/Pnz1aBBA7vnCgAAAAAA8F/iXQTInTu35s6da3meLVs2LV261KqNyWSiCAAASJH+uRCl98dftYkvHx2/AoAkDRs2zKoA0KRJE82ePdumYA4AAAAAAByLeQCPxbsIcPbsWQemAQBA0jl2NlLdJlyziS8fnUPZssR/0tyIESO0Zs0aRUREaMaMGWrdunW8NxEGAAAAAABwhAQtBwQAQGpy4PgD9Zt6Pc5jU/v6/WcBICIiwmqN/8yZM2vNmjXKkSOHcufObddcAQAAAABA/DEo7zGnpE4AAICkEBVtxFkAeLmMh7bOyq0SBdyfeG5MTIxGjRqlAgUK6MqVK1bHXnrpJQoAAAAAAAAg2WAmAAAgTXqt1wWb2PCOvqr+oudTzztx4oTatGmjX3/9VZL07rvvav369YwwAAAAAAAgGXHiY7oFRQAAQJrzz4Uom9jWWU8fvW8YhmbNmqX+/fvr/v37kiRnZ2eVK1dOsbGxSpeOP6kAAAAAACD54RsLAECa8/74q1bPf5oR8NT2ly5dUlBQkDZv3myJFSxYUEuXLlXFihUdkiMAAAAAAHh2zNh/7Jn2BDh16pQ++ugjtWzZUtevP1xP+YcfftBff/1l1+QAALC3tTvuWD0f2yWrnJ4yR3DFihUqXry4VQGgW7duOnjwIAUAAAAAAACQ7CW4CPDzzz+rRIkS2rdvn77++mtFRERIkv744w8NHz7c7gkCAGBPU1fesnpeqYTHE9t269ZNrVq10u3btyVJOXLk0KZNmzRjxgylT5/ekWkCAAAAAIDnYDIlziMlSHARYNCgQRozZow2b94sV1dXS7xmzZrau3evXZMDAMCevvop3Or5wqHZn9q+Zs2aln+3aNFCR44c0auvvuqQ3AAAAAAAABwhwXsCHDlyRMuXL7eJ+/n5KSQkxC5JAQBgT9/+fEfTVt2yiefJ7vLU85o0aaLu3burSpUqatGihaPSAwAAAAAAdsaeAI8leCaAj4+Prly5YhM/ePCgcubMaZekAACwl6uhMXEWACb19LN6vm/fPg0cONCm3fTp0ykAAAAAAACAFCvBMwFatGihgQMHavXq1TKZTDKbzdq1a5f69euntm3bOiJHAACeWauhl21iswdlU6HcD5e0i46O1qhRozRu3DiZzWaVLl1aLVu2TOw0ASDNW7duXbzbvvHGGw7MBAAAAKmBExMBLBJcBBg3bpy6deumgIAAxcbGqlixYoqNjVWrVq300UcfOSJHAACeye07sVbPm9TMoG5NM1meHz16VG3atNGBAwcssSVLlqhFixZMGwSARNaoUaN4tTOZTIqNjf3vhgAAAAAkPUMRwNXVVXPnztXQoUP1559/KiIiQmXKlFHBggUdkR8AAM9sysqbVs/fa+QjSTKbzZo6daoGDx6syMhISVK6dOk0fPhwDRo0iAIAACQBs9mc1CkAAAAgFeGz/WMJLgLs3LlTVatWVe7cuZU7d25H5AQAwHMJi4jVWwMuWcVqV/CUSzqTzp8/r/bt22vbtm2WY0WLFtXSpUtVtmzZxE4VAAAAAADAoRJcBKhZs6Zy5sypli1bqnXr1ipWrJgj8gIA4Jk8iDLbFAAkqWsTHy1ZskQ9evRQeHi4Jd67d2+NGzdOHh4eiZkmAOA/3L17Vz///LPOnz+vqKgoq2M9e/ZMoqwAAACQUjAP4LEEFwEuX76slStXasWKFfr4449VsmRJvfPOO2rZsqVy5crliBwBAIgXs9lQ/d4XbeKTevopo5ez1qxZYykABAQEaNGiRapZs2ZipwkA+A8HDx5U/fr1de/ePd29e1eZM2dWSEiIPD095efnRxEAAAAASACnhJ7g6+ur7t27a9euXTp16pTefvttLV68WIGBgXyRAgBIUrW7X7B6XiDART/NCNCLRdxlMpk0Z84cZc2aVW3atNHhw4f5uwUAyVSfPn3UsGFD3bp1Sx4eHtq7d6/OnTunsmXLatKkSUmdHgAAAFIAJ5MpUR4pQYJnAvyvvHnzatCgQSpVqpSGDh2qn3/+2V55AQCQIDW7nrd6HhN9V11eeyAnp+yWmL+/vw4fPqxs2bIldnoAgAQ4dOiQvvjiCzk5OcnZ2VmRkZHKly+fJkyYoHbt2qlx48ZJnSIAAACQYiR4JsAju3btUteuXZU9e3a1atVKxYsX1/r16+2ZGwAA8dLns2tWz29f2a9LW19XvXr1FBISYnWMAgAAJH8uLi5ycnr4UcXPz0/nzz8s9GbMmFEXLlx42qkAAACAJMlkSpxHSpDgmQCDBw/WypUrdfnyZdWpU0dTp07Vm2++KU9PT0fkBwDAUw35/Ib++CdSkmSOjdSZ/Z/pwqHZMgxD0sMlJZYuXZqUKQIAEqhMmTLav3+/ChYsqOrVq2vYsGEKCQnR0qVLVbx48aRODwAAAEhRElwE2LFjh/r3769mzZrJ19fXETkBABAvyzeFac+R+5KkiNC/dXRLb90NPWY5XqVKFY0YMSKJsgMAPKtx48bpzp07kqSxY8eqbdu26tKliwoWLKgFCxYkcXYAAABICUwpZZh+IkhwEWDXrl2OyAMAgAQJi4jVvLVhMsyxuvDHXJ3+9VMZ5ihJD5eRGDVqlPr37y9nZ+ckzhQAkFDlypWz/NvPz08bN25MwmwAAACAlC1eRYB169apXr16cnFx0bp1657a9o033rBLYgAAPM1bAy7pfvh5Hdv6gcKu/GqJFy9eXEuXLlXp0qWTLjkAAAAAAJCkmAjwWLyKAI0aNdLVq1fl5+enRo0aPbGdyWRSbGysvXIDACBOv//9QObYKB389m1F3r0q6eHfoH79+mn06NFyc3NL4gwBAM8jb968T52+ffr06UTMBgAAAEjZ4lUEMJvNcf4bAICk0H/adTk5uypvhf76e9sHCgwM1OLFi/Xyyy8ndWoAADvo3bu31fPo6GgdPHhQGzduVP/+/ZMmKQAAAKQoTkwFsEjwngBLlixR8+bNbUZZRkVFaeXKlWrbtq3dkgMA4H/FxsaqTo9LlufZCjdR/UpOGj6wg7y9vZMwMwCAPfXq1SvO+MyZM/Xbb78lcjYAAABAyuaU0BOCgoIUFhZmE79z546CgoLskhQAAP8rLCxM7du3V0DxVlZxk8mkSWN6UQAAgDSiXr16WrNmTVKnAQAAgBTAZEqcR0qQ4JkAhmHEuT7nxYsXlTFjRrskBQDAI9u3b1e7du10/vx5SVKWwDrKmvdVSdK6T3M9dc1oAEDqEhwcrMyZMyd1GgAAAECKEu8iQJkyZWQymWQymVSrVi2lS/f41NjYWJ05c0avvfaaQ5IEAKQ9Dx480JAhQzR58mRLzNnFS+bYSEnS5ukBcnamAAAAqdGjzx6PGIahq1ev6saNG5o1a1YSZgYAAICUgkGDj8W7CNCoUSNJ0qFDh1S3bl15eXlZjrm6uiowMFBNmjSxe4IAgLTn4MGDat26tY4ePWqJ+eR4SUVqTJKHd4C+nZiTAgAApGJvvvmm1Yc2JycnZc2aVa+88oqKFCmShJkBAAAAKU+8iwDDhw+XJAUGBqp58+Zyd3d3WFIAgLQpJiZGn3zyiUaMGKGYmBhJkpOzm/JW7K+Aku/KZHLSzAH+8k7vnMSZAgAcacSIEUmdwn9z9UjqDABAkhQda07qFABAkuSeLsHbzzpU8somaSV4T4B27do5Ig8AQBp38+ZNNWjQQHv37rXEvHyLqWjNKfLKUlgebiYFf5xTHm78GQeA1M7Z2VlXrlyRn5+fVTw0NFR+fn6KjY1NoswAAACQUrAc0GPxKgJkzpxZJ06ckK+vrzJlyvTUN/DmzZt2Sw4AkHb4+Pg8XmrO5KQ8ZboosFxvOTm76uNuWVXhBUZcAkBaYRhGnPHIyEi5uromcjYAAABAyhavIsBnn32mDBkyWP5NFQUAYG9OTk76fPY8vVjpDRWsOlwZs5WzHKMAAABpw7Rp0yQ9HLU1b948q33IYmNjtWPHDvYEAAAAQLw48RW2RbyKAP+7BFD79u0dlQsAIA1ZvXq1/Pz8VL16dUlSrNnQe5+aVLbJOqti89ZZuZMqRQBAIvvss88kPZwJMHv2bDk7P94DxtXVVYGBgZo9e3ZSpQcAAACkSAneE+DAgQNycXFRiRIlJElr167VwoULVaxYMY0YMYLpuQCAp7p165a6d++u5cuXKyAgQEeOHJG7RwbV631RkvWafRunBiRVmgCAJHDmzBlJUo0aNfT1118rU6ZMSZwRAAAAUipmAjyW4N0V33//fZ04cUKSdPr0aTVv3lyenp5avXq1BgwYYPcEAQCpx08//aQSJUpo+fLlkqQLFy6oc/+5lgKAVdsZAXJ14S82AKRF27ZtowAAAAAA2EmCiwAnTpxQ6dKlJT1cyqF69epavny5Fi1apDVr1tg7PwBAKnDv3j317NlTderU0aVLlyRJGTNm1KSpi3TV+W2b9msn5ZITJXsASLOaNGmiTz75xCY+YcIEvf227d8NAAAA4N9MJlOiPFKCBBcBDMOQ2WyW9HBEZ/369SVJAQEBCgkJsW92AIAUb//+/XrxxRc1ffp0S6xWrVo6fPiw1v9dw+oPZoVi7to8I0AZPBP85wkAkIrs2LHD8jnjf9WrV087duxIgowAAACAlCvBewKUK1dOY8aMUe3atfXzzz/r888/l/Rw/U5/f3+7JwgASJmio6M1duxYjRkzRrGxsZIkd3d3TZgwQd26dVPt7tZLAH3SPavKF/NIilQBAMlMREREnHuNubi4KDw8PAkyAgAAQErDAgOPJXio5ZQpU3TgwAF1795dQ4YMUYECBSRJwcHBqly5st0TBACkTBcuXNDEiRMtBYBy5crp4MGD6tGjh85djbFpTwEAAPBIiRIltGrVKpv4ypUrVaxYsSTICAAAAEi5EjwToGTJkjpy5IhNfOLEiXJ2drZLUgCAlC9fvnyaOHGievbsqY8++khDhgyRi4uLZgbf0pqtd6zabp2VO4myBAAkR0OHDlXjxo116tQp1axZU5K0ZcsWLV++XMHBwUmcHQAAAFKCFLJcf6JIcBHgkd9//13Hjh2TJBUrVkwvvvii3ZICAKQ8Fy9eVObMmeXp6WmJdenSRa+88opl1ObV0BibAsB7b/kkZpoAgBSgYcOG+vbbbzVu3DgFBwfLw8NDpUqV0tatW5U5c+akTg8AAABIURJcBLh+/bqaN2+un3/+WT4+PpKk27dvq0aNGlq5cqWyZs1q7xwBAMmYYRhavny5unXrprZt22ratGmWYyaTyVIAOH81Wu1HXbE6d0hQFtUqnz5R8wUApAwNGjRQgwYNJEnh4eFasWKF+vXrp99//92y1BwAAADwJE5MBbBI8J4APXr0UEREhP766y/dvHlTN2/e1J9//qnw8HD17NnTETkCAJKp0NBQNW/eXK1bt1ZYWJimT5+uLVu2xNl23S8RVs87NMxIAQAA8FQ7duxQu3btlCNHDn366aeqWbOm9u7dm9RpAQAAAClKgmcCbNy4UT/99JOKFi1qiRUrVkwzZ87Uq6++atfkAADJ1w8//KAOHTro6tWrltg777wT5/Jw9x6Y9fW2x8sAvZDPVa3rZUyUPAEAKcvVq1e1aNEizZ8/X+Hh4WrWrJkiIyP17bffsikwAAAA4i3Bo99TsQS/F2azWS4uLjZxFxcXmc1muyQFAEi+IiIi1LlzZ9WvX99SAMicObO++uorLVu2TJkyZbK0/fWv+6rZ9bxe73vR6hpDO/gmas4AgJShYcOGKly4sA4fPqwpU6bo8uXLmj59elKnBQAAAKRoCZ4JULNmTfXq1UsrVqxQjhw5JEmXLl1Snz59VKtWLbsnCABIPvbs2aM2bdro1KlTlli9evU0b948y9+ER2p2Pf/E6/hlfuZ96QEAqdgPP/ygnj17qkuXLipYsGBSpwMAAIAUjC0BHkvwTIAZM2YoPDxcgYGByp8/v/Lnz6+8efMqPDycUToAkIrt2LFDVatWtRQAPD09NXv2bK1fv96mAHDsTGSc18iTLZ3Wf5bL4bkCAFKmnTt36s6dOypbtqwqVqyoGTNmKCQkJKnTAgAAAFK0BA/FDAgI0IEDB7RlyxYdO3ZMklS0aFHVrl3b7skBAJKPKlWqqFKlStq1a5cqVaqkJUuWqECBAjbt4poBMHtQNhXK7ZoYaQIAUrCXXnpJL730kqZMmaJVq1ZpwYIF6tu3r8xmszZv3qyAgABlyJAhqdMEAABACuDEVACLBBUBVq1apXXr1ikqKkq1atVSjx49HJUXACCZcXZ21uLFi7V69Wr169dP6dLZ/gnZ9ttdm9jgdlkoAAAAEiR9+vTq0KGDOnTooOPHj2v+/Pn6+OOPNWjQINWpU0fr1q1L6hQBAACAFCPeywF9/vnnatmypX777Tf9888/6tatm/r37+/I3AAASeTcuXOqXbu29u7daxXPnz+/Bg0aFGcBYOgXNzR6QahV7L1GPqpTMb1DcwUApG6FCxfWhAkTdPHiRa1YsSKp0wEAAEAKYTIlziMliHcRYMaMGRo+fLiOHz+uQ4cOafHixZo1a5YjcwMAJDLDMLRo0SKVKFFCW7ZsUZs2bXT3ru3o/kdOXojSwBnXVbPree36477VsbkfZlOLV70dnTIAII1wdnZWo0aNmAUAAAAAJFC8iwCnT59Wu3btLM9btWqlmJgYXblyxSGJAQAS1/Xr19W4cWMFBQXpzp07kqSoqCidO3cuzvZ7/7yv98Zf1f6jD2yOdW7so/y5WAIIAAAAAAAkDSdT4jxSgnjvCRAZGan06R8v6eDk5CRXV1fdv3//KWcBAFKCdevWqVOnTrp+/bol1r59e02dOlXe3raj+SOjzPpw1o04r/XNhJzK6OXssFwBAAAAAAAQfwnaGHjo0KHy9PS0PI+KitLYsWOVMWNGS2zy5Mn2yw4A4FDh4eHq06ePFixYYIn5+vpqzpw5euutt+I8Z/fhe/podohVrO5L6dW8jrcCs7s4NF8AAAAAAID4cEopC/YngngXAV5++WUdP37cKla5cmWdPn3a8tzEGwsAKcavv/6q5s2b6+zZs5ZYw4YNNXfuXPn7+8d5zoLvbmvZD+E28QFtMvM3AAAAAAAAIBmKdxFg+/btDkwDAJDYPD09dfnyZUmSl5eXpk6dqqCgoCd+mR8Ta9gUAPLnctGcwdkoAAAAAAAAgGSFryoeS9ByQACA1KN48eIaO3as1q1bp8WLFytv3rxPbHvperTajLDeCH7x8OwK8Gf5HwAAAAAAgOTMKakTAAA4XmxsrObMmaPIyEireJ8+fbRt27anFgDuR5ptCgANq3lRAAAAAADwf+3deXwNZ/vH8e/JHhKxhBBiq722Wouidl3UUrWLraq1VlDUTol9V2qrpVqqrVZpaQUt6kERa1GK2GKXSMh65veHn6OnSUhIcpL4vJ/Xeb0619wzc02eyTGZa+77BoA0y86UOp/0gCIAAGRwZ86cUe3atdWjRw+NHj3aap29vb3s7e0fu/0b/S/GifVplS05UwQAAAAAAEAKoQgAABmUYRhauHChypUrp127dkmSpk6dqgsXLiR6H2azYbVco6yrtn6aXw726aTUDQAAAAAAnkumVPpfekARAAAyoODgYDVp0kQ9evRQeHi4JKlw4cLatm2bfHx8Er2f+r2tCwbj3s+ZrHkCAAAAAAAgZT1VEWDHjh3q0KGDqlWrpkuXLkmSVq5cqZ07dyZrcgCApPv2229VunRpbdy40RLr3r27AgMD9corryR+P1tDrZbz5WIueQAAAAAAkD4wJ8AjSS4CfPvtt2rUqJFcXV118OBByySTISEhmjBhQrInCABInDt37sjX11ctW7bUzZs3JUleXl7asGGDFi5cKHd390Tv6/bdWM375o5VbMnwPMmZLgAAAAAAAFJBkosAn3zyiRYsWKBFixbJ0dHREq9Ro4YOHDiQrMkBABLvs88+08qVKy3Lb7/9to4ePao33ngjSfsJv2/W24MvWcXWTPCWo0M6KW8DAAAAAIDnHj0BHklyEeDkyZOqVatWnLiHh4fu3LmTHDkBAJ5C//79VaFCBWXJkkUrVqzQ2rVr5enpmeT9jFtyw2q5qI+jcmZlKCAAAAAAAID0KMlPdXLnzq3Tp0+rYMGCVvGdO3eqcOHCyZUXAOAJbty4YfWQ38nJSatXr5azs7Py58//VPuMija093iEVeyzoQwDBAAAAAAA0heTKZ28pp8KktwToHv37urXr5/27Nkjk8mky5cva9WqVRo4cKA++OCDlMgRAPAvMTExGjdunAoUKKDAwECrdUWLFn3qAsDagFA17nfBKvbzzHxPmyYAAAAAAADSgCT3BBgyZIjMZrPq1aune/fuqVatWnJ2dtbAgQPVp0+flMgRAPD/Tp06JV9fX+3Zs0eS1LFjR+3bt08uLi7PtN81v4bqs3V34sSdnZJcKwYAAAAAALC59DJef2pIchHAZDJp2LBhGjRokE6fPq2wsDCVKlVKbm5uKZEfAECSYRiaP3++Bg4cqPv370uS7O3t1bx5c9nb2z/TvsPumeMUACqXctG4Hjmfab8AAAAAAACwvad+xdPJyUmlSpVSlSpVnrkAMG/ePBUsWFAuLi6qWrWq9u7dm6jtVq9eLZPJpGbNmj3T8QEgLbt06ZIaN26sXr16WQoARYsW1a5duzR27Fg5Ojo+9b57TwnWWwMvWsVWf+KtSb1zycmRkjkAAAAAAEifTKbU+aQHSe4JUKdOncdOqrB169Yk7W/NmjXy8/PTggULVLVqVc2cOVONGjXSyZMnlStXrgS3O3funAYOHKiaNWsm6XgAkJ6sXr1aPXv21O3bty2xnj17avLkycqcOfNT73fX4XsaseBGnHipQk7KlT3J/zQAAAAAAAAgjUpyT4Dy5curXLlylk+pUqUUFRWlAwcOqEyZMklOYPr06erevbu6dOmiUqVKacGCBcqUKZOWLl2a4DaxsbFq3769xowZo8KFCyf5mACQHgwdOlRt27a1FAC8vb21adMmzZs375kKAOH3zfEWAHq1zKoZ/b2eer8AAAAAAABphZ3JlCqf9CDJr3vOmDEj3vjo0aMVFhaWpH1FRUVp//79Gjp0qCVmZ2en+vXra/fu3QluN3bsWOXKlUvdunXTjh07HnuMyMhIRUZGWpZDQ0OTlCMA2EqLFi00ZcoUxcbGqk2bNpo3b56yZ8/+TPu8ditGbYZfjhNfNzmvPNyebW4BAAAAAAAApD3JNuZDhw4dVKVKFU2dOjXR29y4cUOxsbHy8rJ+89TLy0snTpyId5udO3dqyZIlCgwMTNQx/P39NWbMmETnBABpReXKlTVp0iTlzZtXbdq0eaZ9Bd+Mkf+ymzpyJtIq/kaNzBrQPscz7RsAAAAAACCtsUsfL+mniqeeGPi/du/eLRcXl+TaXbzu3r2rjh07atGiRfL09EzUNkOHDlVISIjlc+HChRTNEQCexp49e9ShQwfFxMRYxQcMGPDMBQBJajficpwCgCQKAAAAAAAAABlcknsCtGjRwmrZMAxduXJFf/75p0aMGJGkfXl6esre3l5Xr161il+9elW5c+eO0/7MmTM6d+6cmjRpYomZzWZJkoODg06ePKkXXnjBahtnZ2c5OzsnKS8ASC3R0dEaN26cJkyYoNjYWJUoUULDhw9P1mNERRtxYhVLuGhK34QnXwcAAAAAAEjP0slw/akiyUUADw8Pq2U7OzsVL15cY8eOVcOGDZO0LycnJ1WsWFEBAQFq1qyZpAcP9QMCAtS7d+847UuUKKEjR45YxYYPH667d+9q1qxZ8vHxSdrJAIANHT9+XB07dtSBAwcssU2bNmno0KGyt0+e8flv3IlRq4+t5wDYOD2fXF2SrSMYAAAAAAAA0rAkFQFiY2PVpUsXlSlTRtmyZUuWBPz8/NSpUydVqlRJVapU0cyZMxUeHq4uXbpIknx9fZU3b175+/vLxcVFpUuXtto+a9askhQnDgBpldls1uzZszVkyBDLxOUODg4aOXJkshUAdh+5r8krbyokzGwVfyGfIwUAAAAAAACQ4dkpbXYFmDdvnqZMmaLg4GCVK1dOc+bMUZUqVZ643erVq9W2bVs1bdpU33//fZKOmaQigL29vRo2bKi//vor2YoArVu31vXr1zVy5EgFBwerfPny2rRpk2Wy4KCgINnZ8cAKQMYQFBSkLl26aOvWrZZYiRIl9MUXX6hixYrJcozQ8FgNm3893nULBscdag0AAAAAAAApb82aNfLz89OCBQtUtWpVzZw5U40aNdLJkyeVK1fCwzafO3dOAwcOVM2aNZ/quCbDMOIOFv0YlSpV0qRJk1SvXr2nOqCthYaGysPDQyEhIcqSJYut0wHwHPniiy/Uq1cvhYaGWmIffvihJkyYIFdX12Q5hmEYqtcr7gTozWq7qW/r7MlyDAAAEvI83Wu7Vh1k6xQAQJJ07fdJtk4BACRJ7s5p60XuT/84lyrH6Vm9YKLbVq1aVZUrV9bcuXMlPRgtwsfHR3369NGQIUPi3SY2Nla1atVS165dtWPHDt25cyfJPQGS/P/MJ598ooEDB2rDhg26cuWKQkNDrT4AgPgdOHDA8j3p4+OjgIAAzZgxI0ULAPUqZ9Kvc30oAAAAAAAAAKSAyMjIOM/IHw7//G9RUVHav3+/6tevb4nZ2dmpfv362r17d4L7Hzt2rHLlyqVu3bo9dY6JLgKMHTtW4eHhev3113Xo0CG99dZbypcvn7Jly6Zs2bIpa9asyTZEEABkRBMmTFCpUqXk6+urw4cPq27dusm27/uR5nh7AAzr4il7u7Q5Bh4AAAAAAEBKsTOlzsff318eHh5WH39//zj53LhxQ7GxsZZh8B/y8vJScHBwvOewc+dOLVmyRIsWLXqmn0Wi5wQYM2aM3n//fW3btu2ZDggAz4OwsDDt3bvX6kG/i4uL/vjjD3l4eCTrsS5di1bH0VfixDfN8knW4wAAAAAAAMDa0KFD5efnZxVzdnZ+5v3evXtXHTt21KJFi+Tp6flM+0p0EeDh1AG1a9d+pgMCQEa3a9cu+fr66vLlyzp48KBKlChhWZfcBQBJ8RYAtn6aP9mPAwAAAAAAkF7YmVJnZARnZ+dEPfT39PSUvb29rl69ahW/evWqcufOHaf9mTNndO7cOTVp0sQSM5vNkiQHBwedPHlSL7zwQqJyTNKcAKZU+sEBQHoUGRmpoUOHqlatWvrnn38UERGhDz74IMWOZxiG6vYMsop5ZbfX+qn5UuyYAAAAAAAASDonJydVrFhRAQEBlpjZbFZAQICqVasWp32JEiV05MgRBQYGWj5vvfWW6tSpo8DAQPn4JH4EiET3BJCkYsWKPbEQcOvWraTsEgAyhCNHjqhDhw46fPiwJVa9enUtXrw4RY63bMMdrfgp7mTsX4z1Zg4AAAAAAADw3EuL77P7+fmpU6dOqlSpkqpUqaKZM2cqPDxcXbp0kST5+voqb9688vf3l4uLi0qXLm21fdasWSUpTvxJklQEGDNmTIoMZQEA6VVsbKymT5+u4cOHKyoqSpLk6OiosWPHatCgQbK3t0/W4wXfjFG7EZfjXbd+Wj4KAAAAAAAAAGlU69atdf36dY0cOVLBwcEqX768Nm3aZJksOCgoSHZ2SRq8J1FMxsPB/p/Azs5OwcHBypUrV7InkZpCQ0Pl4eGhkJAQZcmSxdbpAEjHzp49q06dOmnHjh2WWOnSpbVy5UqVL18+WY916Xq0Oo6KO/b/Q7/M8ZGDPQUAAIBtPU/32q5VB9k6BQCQJF37fZKtUwAASZK7c/I/vH4WS/YGPblRMuhWJe3Py5jongDMBwAAjxiGoWbNmlmG/zGZTBo4cKDGjRuXLDPA/9vpC1F6zz843nXfTsqrbO7J29sAAAAAAAAAGUeiiwCJ7DAAAM8Fk8mkuXPnqnbt2ipQoICWL1+uWrVqJftx+k27qiNnIuPEu73lofaNGZ4NAAAAAAAgPrzT/kiiiwBmszkl8wCANC8iIkIuLi6W5Zo1a+rrr79Ww4YNk33Ig5shsXpn6KU48aovumj8Bzllx9j/AAAAAAAASIQkTQwMAM+j0NBQ9evXT+fOnVNAQIDVBC0tW7ZMkWPGVwDo1yabmtZyT5HjAQAAAAAAZCRpa4YC26IIAACPsX37dnXu3Fnnz5+XJM2aNUv9+/dP0WPuOnQvToyx/wEAAAAAAPA0KAIAQDwiIiI0bNgwzZgxwzIniru7uzw9PVP0uIZhaMRnN6xiWz9N+7PMAwAAAAAApCUmJgWwoAgAAP9x8OBBdezYUceOHbPEateurWXLlqlgwYIpdlzDMFSv1wWr2JS+uVLseAAAAAAAAMj4GBoJAP5fTEyMJkyYoKpVq1oKAM7Ozpo2bZq2bt2aogUAs9lQpzFXrGL5vRxUsYRLAlsAAAAAAAAgIaZU+qQH9AQAAD0Y/qdu3bravXu3JVa+fHmtXLlSpUuXTvHjr/gpRBevxVjF5g/OneLHBQAAAAAAyIjsGA7Igp4AACDJxcVFZcqUkSTZ2dnp448/1p49e1KlABBrNrTip1Cr2NIReeTqwlc0AAAAAAAAng09AQDg/02bNk3nz5/XyJEjVb169VQ55sVr0fIdbT0M0MYZ+eTqTAEAAAAAAADgadEP4BGKAACeS2vXrlV0dLTatWtnibm5uWnTpk2plkNsrBGnAODoIAoAAAAAAAAASDYUAQA8V27fvq0+ffpo1apVcnNzU7Vq1VSoUCGb5NKgz4U4sU2zfGyQCQAAAAAAQMbClACP8LopgOfGli1bVKZMGa1atUqSFBYWpi+++MImudTtGWS1nCu7vbZ+ml8m/oUCAAAAAABAMqInAIAM7969exoyZIjmzJljiXl4eGjevHlWwwGllss3YuLEvhjjnep5AAAAAAAAZFS8aPkIRQAAGdq+ffvUsWNHnTx50hKrV6+ePv/8c/n4pP7QO6MXXdfvB+9bxX6Z4yMHe/5hAgAAAAAAQPKjCAAgQ4qOjtb48eP1ySefKDY2VpLk4uKiyZMnq1evXrKzS93R0K7eilHb4ZfjxId0ykEBAAAAAAAAIJkxDv4jFAEAZEhhYWFatGiRpQBQqVIlrVy5UiVKlEj1XAzDiLcA8HqNzGpYNXOq5wMAAAAAAIDnBwURABlStmzZtHTpUjk4OGj06NH6448/bFIAkKTXP7wYJ7b6E28NbJ/DBtkAAAAAAABkfCaTKVU+6QE9AQBkCBcvXpSDg4Ny585tiTVq1EhnzpxR/vz5bZZXE78Liow2rGIB83zSzT8SAAAAAAAASN/oCQAgXTMMQ6tWrVLp0qXVrVs3GYb1A3dbFgDmfH1L4RHW+fw8Mx8FAAAAAAAAgBRmSqVPekARAEC6dfPmTbVu3VodOnRQSEiIfvrpJy1btszWaUmSYmINrdseZhXbPNtHzk587QIAAAAAACD1MBwQgHTp559/Vrdu3XTlyhVLrF27dmrWrJntkvp/l65Hq+OoK1axxcNyy9EhvdSHAQAAAAAA0jdGYniEIgCAdCUsLEyDBg3SggULLLHs2bNr/vz5atWqlc3yMgxDC767o7UBd+Osq1HWVYXzOtkgKwAAAAAAADzvKAIASDd2796tjh076syZM5ZY48aNtWTJEnl7e9swM6n/jGs6fDoyTrywt6PG9vC0QUYAAAAAAADPLwZkfoQiAIB04fjx43rllVdkNpslSZkyZdK0adPUo0cPm3fvCtgXHm8B4I0ameXXLrvN8wMAAAAAAMDziyIAgHShVKlSatu2rVatWqWXX35ZK1asUNGiRW2dlqKiDY3//KZV7PspeZUls72NMgIAAAAAAAAvZT5CEQBAmmQ2m2VnZ91xa+7cuapYsaL69OkjB4e08fX19ZZQq+W5g7woAAAAAAAAACDNYGgkAGnO+fPnVa9ePa1evdoqnjVrVvXv3z/NFABGfHZdS38MsSzny+WgUoWcbZgRAAAAAAAAJMmUSp/0gCIAgDTDMAwtX75cZcuW1fbt29WzZ09dunTJ1mnFK+hqtHYdum8VG9Iph42yAQAAAAAAAOKXNl6nBfDcu379unr06KF169ZZYu7u7goODlbevHltmJm1a7diNHjuNZ0PjrGKzx7gRS8AAAAAAACANIIpAR6hJwAAm1u/fr1Kly5tVQDo1KmTDh8+rIoVK9owM2uGYajN8MtxCgBtGmZR6RcoAAAAAAAAACDtoScAAJu5e/euPvzwQy1dutQS8/T01MKFC9W8eXMbZha/GV/djhNr3ziLur2VNfWTAQAAAAAAQILs0s2I/SmPIgAAmwgMDFTz5s117tw5S6xJkyZatGiRvLy8bJdYPGLNhn7+I1wbdoZZxX+Z4yMHe/5BAQAAAAAAQNpFEQCATeTJk0dhYQ8eqru5uWnWrFnq0qWLTGlswLYffrurWWvi9gDYPJsCAAAAAAAAQFqVxh4x2RRFAAA24eXlpYULF2rGjBlavny5ChUqZOuULC5dj9aJc1G6dD1GyzaExFlfvICTHB34lwQAAAAAAABpH0UAACkuNjZWc+bMUceOHZUjRw5LvHnz5mratKns7NLGHOXH/onUpBU3dfFaTIJtZvrlUtkiLqmYFQAAAAAAAJLKxJwAFhQBAKSof/75R76+vtq1a5f++OMPrVmzxmrIn7RSAGjYJ0gxsQmv/7hzDtWvkjn1EgIAAAAAAACSAUUAACnCMAwtXrxY/fv3V3h4uCTpm2++0aFDh1S+fHnbJvcfyzeGxFsAaFbbTbmyOahyKRe9kM8p9RMDAAAAAADAU2FOgEcoAgBIdsHBwerevbs2bNhgiRUqVEgrVqxIMwWAexFmvTXgosxG3HXDuuTQy6Vdldk1bfRSAAAAAAAAAJ4WRQAAyeq7777Te++9p5s3b1pi3bt317Rp0+Tu7m6zvKJjDO06dE9jl9x8bLsvxnrL25OvRgAAAAAAgPTMjjkBLHjSBSBZhISEqE+fPlq5cqUl5uXlpcWLF+vNN9+0WV6GYWjkZze06/D9J7ad0T8XBQAAAAAAAABkKDztApAsNm7caFUAaNGihRYsWKCcOXPaMCtp8spbjy0AvFXTTR+2zZ6KGQEAAAAAACClMSfAIxQBACSLtm3bau3atdq6davmzJmjjh07ymTDb9voGEON+l6IEy+Sz1FtGmbRqxUyyc6Ofw0AAAAAAACQsVEEAPBUgoKClD9/fsuyyWTSwoULdf/+fat4ajtyOkJz197W3xei46zbNMtHTo48+AcAAAAAAMjo6AnwiJ2tEwCQvsTExOiTTz7RCy+8oB9//NFqXc6cOW1aADh6JlL9pl+LtwAwvGsOCgAAAAAAAAB47tATAECinTp1Sr6+vtqzZ48k6d1339XRo0dtPu5/SFisPll6U/tPRMS7fuuntitMAAAAAAAAIPWZxMugD1EEAPBEhmFo/vz5GjhwoO7ffzDJrp2dnd577z15eHjYNLdTQVF6f2JwnHj7xlnk+7qHHB34wgcAAAAAAMDziyIAgMe6dOmSunXrps2bN1tiRYsW1YoVK/Tyyy/bMDPp+NlI9Z5yNU789RqZ1e2trKmfEAAAAAAAANIEO94LtaAIACBBq1evVs+ePXX79m1LrGfPnpo8ebIyZ85sw8yk9iMv68qNGKtY2SLOmtAzpzK5MN0JAAAAAAAAIFEEAJCAyZMna/DgwZblPHny6PPPP1ejRo1smNUDE5ffjFMAKJLPUTP9vGyUEQAAAAAAANIS5gR4hNdlAcSrbdu2lvH+W7duraNHj9q8AHDnbqzq9gzSL3vCreJj3/PUwo/z2CgrAAAAAAAAIO2iJwCAePn4+GjhwoWKjY1V27ZtbZrL3XtmNf/ooszmuOuWjcyj/LkdUz8pAAAAAAAApFkmOgJY0BMAgPbs2aOGDRsqNDTUKt6qVSubFgBiYw35zbiqpgPjLwCsHEMBAAAAJF1sbKwCAwOt5j0CAAAAMiqKAMBzLDo6WiNHjlSNGjX066+/ql+/frZOyeLO3Vg16HNBgX9HxlnXtJabtn6aX3lzUgAAAABP9uGHH2rJkiWSHhQAateurQoVKsjHx0fbt2+3bXIAAABIEaZU+l96wHBAwHPq+PHj6tixow4cOGAVu3fvnjJlymSzvAzDUPuRlxV8MzbOuterZ9aA9tlloj8XAABIgm+++UYdOnSQJP344486e/asTpw4oZUrV2rYsGHatWuXjTMEAAAAUg49AYDnjNls1syZM1WhQgVLAcDBwUFjx47Vrl27bFoAkKQ3+l+MtwDw6xwfDeyQgwIAAABIshs3bih37tySpJ9++knvvPOOihUrpq5du+rIkSM2zg4AAAApwc6UOp/0gCIA8BwJCgpSgwYN1L9/f0VGPhhmp0SJEtq9e7dGjBghBwfbdg4K2BeuiCjDKlazvKsC5vnI3j6dfKsCAIA0x8vLS8ePH1dsbKw2bdqkBg0aSJLu3bsne3t7G2cHAAAApCyGAwKeE1999ZXef/99q8l/+/XrJ39/f7m6utosrwtXo7Xn2H19+s2dOOt+nesj+/RSUgUAAGlWly5d1KpVK+XJk0cmk0n169eXJO3Zs0clSpSwcXYAAABICellvP7UQBEAeE7cunXLUgDIly+fli1bpnr16tksn9t3Y/X24EsJrl/0cW4KAAAAIFmMHj1apUuX1oULF/TOO+/I2dlZkmRvb68hQ4bYODsAAAAgZVEEAJ4TPXv21Pr16+Xl5aXZs2cra9asNsvlVFCU3p8YnOD6ce976oV8TqmYEQAAyOhatmwZJ9apUycbZIKMqkfL6urfvra8crjryN9X5Dfte/15/EK8bR3s7TSoc111eL2SvHNm0amg6xo+9yf9+r+TljbD3m2g4d0bWm138tw1lW89JUXPA0D69/XqVVq5bKlu3rihosVKaNDQYSpdpmyC7bf8sknz587WlcuX5JO/gPr0H6BXata2rB89fKg2rP/eaptq1V/RnAWLUuoUgGTBtJKPUAQAMqCwsDD9/PPPeueddywxk8mkH374QS4uLjbL68qNGPWddlU3Q+JO/NustptqvZRJ5Yo6M/kvAABIdgEBAQoICNC1a9dkNput1i1dutRGWSGjaFm/nCb1a6I+k77VvmNB6t2mptbPelflWk3W9dvhcdqPfr+x2jauoJ7+3+jkuWtq8HJxrZnUSXW6z9WhU5ct7Y6dCdYbvRdalmNi495HA8C//bLpJ82YMklDR4xW6TJl9dUXK9Tn/e76dv1Pyp4jR5z2hwIPatjggerVt79q1n5Vm37aoIH9+uiLNd+oSNFilnbVa9TUyHHjLctOTry4B6QnTAwMZDC7du1SuXLl1KpVKwUEBFits2UBYMvecLUfeTlOAcDBXtr6aX71bZ1d5Yu5UAAAAADJbsyYMWrYsKECAgJ048YN3b592+oDPKu+bWvp8x/2aOWGP3Xi7DX1mfid7kdEq1OTKvG2b/daBU1evlWb/zihc5dvadF3u7V59wn1a1fbql1MrFlXb921fG6G3EuN0wGQjq1asVzN3n5HbzVrocIvFNHQEaPl4uqi9d9/F2/71atWqFqNV+TbpZsKFX5BH/TupxIlS+rr1V9atXN0cpKnZ07LJ0sWj9Q4HeCZmFLpkx7QEwDIICIjIzV69GhNnjzZ8nZbnz59dPToUdnZ2bbedyooShOW3YwTH9Ylh+pVzmyDjAAAwPNkwYIFWrZsmTp27GjrVJABOTrY66USeTVl+VZLzDAMbd33t6qUKRDvNk5ODoqIjLaK3Y+IVvVyBa1iRXw89c+G4YqIitGeI+c18tOfdeHqneQ+BQAZRHR0lE78dUxd3u1uidnZ2alK1Wo6fCgw3m0OHzqk9h2th8erVv0Vbd9m/VLh/j/3qkHtGnLPkkWVq1TVB336KWvWbMl+DgBSBkUAIAM4cuSIOnTooMOHD1ti1atX14oVK2xeANgZeE8jF96wir1ePbP6t80ue/v0Ui8FAADpWVRUlKpXr27rNJBBeWbNLAcHe127FWYVv3YrTMUL5Ip3my3/O6W+7WppZ+BZ/XPxpupULqKmdUrL/l/37vuOBem9sWt0Kui6cudw17B3G2jLZz1Vsd00hd2LTNFzApA+3bl9R7GxsXGG/cmeI4fOnT0b7zY3b9xQ9hyecdrfvPHo7/hqNV5RnXoNlDdvPl28GKR5s2eqb88e+nzlV7K3t0/+EwGSiR2jTVhQBADSsdjYWE2fPl3Dhw9XVFSUJMnR0VFjx47VoEGDbP6PcVBwdJwCwISeOfVyaVcbZQQAAJ5H7777rr788kuNGDHiqbaPjIxUZKT1Q1fDHCOTHX9O4ekMnP6DPv24pQ6tGSTDMPTPpZtaseFPdXqzsqXNL7sfTRJ89PQV7TsWpJM/fKy365XV8h/32SJtAM+pRq+9YfnvIsWKqUix4mr2ekPt37dXVV6uZsPMACQWd61AOnX27Fl16tRJO3bssMRKly6tlStXqnz58rZL7F86j71itez7ehYKAAAAINVFRERo4cKF2rJli8qWLStHR0er9dOnT3/s9v7+/hozZoxVzN67mhzz1Uj2XJH+3LgTrpiYWOXK7mYVz5XdTcG37ia4TauPlsvZyUE5PDLp8vVQfdLrdZ29HHcIzYdCwiJ0OuiGXvDxTLANgOdb1mxZZW9vr1s3rb9Lbt28qRye8X935PD01K2bNxLdXpLy5fNR1mzZdOFCEEUApGn0A3iEiYGBdOqDDz6wFABMJpMGDhyoffv2pYkCgGEYGvnZdatY5zc91PnNrLZJCAAAPNcOHz6s8uXLy87OTkePHtXBgwctn8DAwCduP3ToUIWEhFh9HLyrpnziSBeiY2J18MQl1alcxBIzmUyqU7mI9h45/9htI6NidPl6qBzs7dSsThlt+P1Ygm0zuzqpUN4cCr4Rmmy5A8hYHB2dVKLki9q753+WmNls1r49/1PZcuXj3aZsuXLa96/2krTnf3+oTALtJelqcLBC7tyRp2fO5EgbQCqgJwCQTs2dO1fly5dXzpw5tXz5ctWqVcvWKUmSjp+NVO8pV+PEO76WxQbZAAAASNu2bXum7Z2dneXs7GwVYygg/Nvsr37XopGttf+vi/rz+AX1blNTmVyctGLDg2F7Fo9qo8vXQzTy058lSZVf9JF3Tg8dOnVZeXN5aNi7DWRnZ9L0ldst+/Tv+6Y27jiuoODb8vbMouHdGyrWbNbXvwSm/gkCSDfa+3bS6OFDVapUab1Ypoy+/GKF7t+/rybNmkuSRn48WLm8vNS7n58kqU17X73X1VdfLP9cr9Sqrc0//6Tjx47p45EPesDduxeuRfM/Vd36DZTDM6cuXgjS7BlT5ZM/v6rVeMVm5wkkCl0BLLhzBdKJkJAQeXh4WJaLFCmiDRs2qEKFCsqSxfYP2GPNhpoNvKjwCCPOui/HecvEZCwAAMDGTp8+rTNnzqhWrVpydXWVYRjcoyBZfLPlkDyzZtbI9xrJK4e7Dp+6rKYfLrZMFuzjlVVm86P7ZGcnR416v7EKeWdX2P0obf7jhLqNXq2QsAhLm7y5PLRiXDtl98isG3fC9Mehc6rdba5u3AlP9fMDkH40bPy6bt++rQWfztbNGzdUrHhJzZm/UDn+f/Lf4OArsvvXJOTlyr+k8ROn6NM5szRv9gz55C+gqbPmqEjRYpIkOzt7/f33SW1Y/73u3r2rnLly6uVqNfR+775ycnKyyTkCSDqTYRhxn9hlYKGhofLw8FBISEiaeHAKPEloaKj69eunP/74QwcPHlSmTJlsnVIch09H6MPp1+Jd98PUfHLPxMhjAAA8D9LqvfbNmzfVqlUrbdu2TSaTSX///bcKFy6srl27Klu2bJo2bVqS9+ladVAKZAoASXft90m2TgEAJEnuzmnr+c+eMyGpcpyqL3g8uZGNpa3/ZwBY2b59u8qWLatly5bp1KlT+uijj2ydkpWwe2bV7RkUbwFgSKcc2vppfgoAAADA5vr37y9HR0cFBQVZvVDRunVrbdq0yYaZAQAAACmP4YCANCgiIkLDhg3TjBkz9LCzjru7uypWrGjjzB4wmw0NmXddf/4VEWedo4O0aZYPXesBAECa8csvv2jz5s3Kly+fVbxo0aI6f/7xE7cCAAAgfeLR1CNp4hXdefPmqWDBgnJxcVHVqlW1d+/eBNsuWrRINWvWVLZs2ZQtWzbVr1//se2B9ObgwYOqVKmSpk+fbikA1KpVS4cPH1aXLl1snN0D9XtfiLcAMKxLDm2enZ8CAAAASFPCw8PjHVLx1q1bcSb8BQAAADIamxcB1qxZIz8/P40aNUoHDhxQuXLl1KhRI127Fv/44tu3b1fbtm21bds27d69Wz4+PmrYsKEuXbqUypkDySsmJkYTJkxQ1apVdezYMUmSk5OTpk6dqm3btqlgwYK2TVAPegC0GRb3d61h1cza+ml+1auc2QZZAQAAPF7NmjW1YsUKy7LJZJLZbNbkyZP16quv2i4xAAAApBhTKn3SA5tPDFy1alVVrlxZc+fOlSSZzWb5+PioT58+GjJkyBO3j42NVbZs2TR37lz5+vo+sX1anawMzzez2ax69epp+/btllj58uW1cuVKlS5d2naJ/T/DMLQj8L5GL7oRZ92WuT6ys0svX3kAACAlpdV77aNHj6pevXqqUKGCtm7dqrfeekvHjh3TrVu3tGvXLr3wwgtJ3icTAwNIK5gYGEBakdYmBt53NnUmBq5ciImBHysqKkr79+9X/fr1LTE7OzvVr19fu3fvTtQ+7t27p+joaGXPnj3e9ZGRkQoNDbX6AGmNnZ2dXnvtNct/f/zxx9qzZ0+aKACsDQhVvV4X4i0AfDHWmwIAAABI80qXLq1Tp07plVdeUdOmTRUeHq4WLVpo7969mjSJh2cAAADI2Gw6MfCNGzcUGxsrLy8vq7iXl5dOnDiRqH0MHjxY3t7eVoWEf/P399eYMWOeOVcgpQ0YMEDHjh1Tjx49VL16dVuno6hoQ00GXFB0TPzrN83ykZMjBQAAAJA+eHh4aNiwYVaxQ4cOacmSJVq4cKGNsgIAAEBKMaWbwXpSXtrqo5FEEydO1OrVq7Vu3Tq5uLjE22bo0KEKCQmxfC5cuJDKWQJxrV27Ns5bZ/b29lq+fHmaKABcuh6txv3iLwD4tcuugHkUAAAAAAAAAID0wKY9ATw9PWVvb6+rV69axa9evarcuXM/dtupU6dq4sSJ2rJli8qWLZtgO2dnZzk7OydLvsCzun37tvr06aNVq1bJzs5ONWvWTBMP/f/tzMUodZ8QHCf+1Sfe8spu068MAAAAAAAAIFFMvL9qYdOeAE5OTqpYsaICAgIsMbPZrICAAFWrVi3B7SZPnqxx48Zp06ZNqlSpUmqkCjyzLVu2qEyZMlq1apWkB9f6t99+a+OsHrkXYdbwBdfjLQBsmetDAQAAAAAAAABIh2z+VM/Pz0+dOnVSpUqVVKVKFc2cOVPh4eHq0qWLJMnX11d58+aVv7+/JGnSpEkaOXKkvvzySxUsWFDBwQ8eWLq5ucnNzc1m5wEk5N69exoyZIjmzJljiXl4eGju3Llq3769DTN74O8LUerhH/fBvyQVzuuoxcPypHJGAAAAyaNFixaPXX/nzp3USQQAAACpjo4Aj9i8CNC6dWtdv35dI0eOVHBwsMqXL69NmzZZJgsOCgqSnd2jDgvz589XVFSUWrZsabWfUaNGafTo0amZOvBE+/btU8eOHXXy5ElLrF69evr888/l4+Njw8we+N/R+/r40+vxrnunnrs+eDtbKmcEAACQfDw8PJ643tfXN5WyAQAAAGzDZBiGYeskUlNoaKg8PDwUEhKiLFmy2DodZFAxMTEaP368xo0bp9jYWEmSi4uLJk2apN69e1sVtmwh/L5ZTQZcjHddheLOGuybQzmz2bxGCAAA0pnn6V7bteogW6cAAJKka79PsnUKACBJcne27fOu/zpwPjRVjlOhQNq/7+UpH5ACzGazfvjhB0sBoGLFivriiy9UokQJm+YVHWNo7ZZQLV4fEmddpzc81OmNx78tBwAAAAAAACB9oQgApAAnJyetXLlSVatW1cCBAzVs2DA5OjraNKfvf7ur2Wtux7tuRv9cKlfUJZUzAgAAAAAAAFKGiVkBLCgCAMng4sWLCg8PV/HixS2xF198UefOnZOnp6cNM3tg0oqb2vy/8HjXbf00fypnAwAAAAAAACC1UAQAnoFhGPryyy/Vq1cvFShQQHv37pWzs7NlvS0LAMfPRuqH3+7q17334qzzzGqvSb1zqpC3kw0yAwAAAAAAAFKWiY4AFhQBgKd08+ZNffDBB1q7dq0k6fDhw5o8ebJGjBhh07zMZkP1e19IcP2UvrlUsQRD/wAAAAAAAADPA4oAwFP4+eef1a1bN125csUSa9eunXr37m3DrKSwe2a9NfBigutXf+KtXNn5tQcAAAAAAEDGRkeAR3gaCCRBWFiYBg0apAULFlhi2bJl04IFC9SqVSub5BR+36xf9oTr94P3dOjvyDjrB7TPrgrFXZTHk193AAAAAAAA4HnDU0EgkXbv3q2OHTvqzJkzlljjxo21ZMkSeXt7p2ou4ffN6jExWJevxzy2XcA8H5kYAA0AAAAAAADPGx6JWVAEABLhypUrevXVVxUVFSVJypQpk6ZNm6YePXqk+kP2NsMu6drt2Me2aVwtsz7qmCOVMgIAAAAAAACQVlEEABIhT548Gjx4sMaNG6eXX35ZK1asUNGiRVM9j6NnIhMsANSpmEk1y7uqamlXuTrbpXJmAAAAAAAAQNphoiuABUUAIB5ms1mGYcje3t4SGzFihPLly6euXbvKwSF1f3XC75vVZEDcCX9b1HHXB29nlb0dX2oAAAAAAAAA4uJ1YeA/zp8/r7p162ry5MlWcUdHR7333nupXgC4GRIbbwFgYq+c6v1ONgoAAAAAAAAAwH+YTKnzSQ8oAgD/zzAMLVu2TGXKlNFvv/2mUaNGKTAw0Gb5nAqKUt2eQXpn6KU46wb7ZleVF11tkBUAAAAAAACApzVv3jwVLFhQLi4uqlq1qvbu3Ztg20WLFqlmzZrKli2bsmXLpvr16z+2fUIoAgCSrl+/rrfffltdunTR3bt3JT2YB+D+/fupnktsrKGWQy7q/YnBcdYVz++kTbN81Ohlt1TPCwAAAAAAAEgvTKn0SYo1a9bIz89Po0aN0oEDB1SuXDk1atRI165di7f99u3b1bZtW23btk27d++Wj4+PGjZsqEuX4r40/DgmwzCMJOaaroWGhsrDw0MhISHKkiWLrdNBGrB+/Xp1797d6petU6dOmjVrljw8PFItj9hYQw36XEhwfY/mWdW6AdcsAABIu56ne23XqoNsnQIASJKu/T7J1ikAgCTJ3TltvW9+9GJYqhyndL7Ev6xbtWpVVa5cWXPnzpX0YF5SHx8f9enTR0OGDHni9rGxscqWLZvmzp0rX1/fRB+XiYHx3Lp7964+/PBDLV261BLz9PTUwoUL1bx581TL4+c/wjTli1sJrh/eNYfqVsqcavkAAAAAAAAA6V4aG68/KipK+/fv19ChQy0xOzs71a9fX7t3707UPu7du6fo6Ghlz549ScemCIDn0smTJ9W4cWOdO3fOEmvSpIkWLVokLy+vVMnh0KkI9Z8Zf1cfScqXy0GfDcktV5e0VUUFAAAAAAAA8EBkZKQiIyOtYs7OznJ2draK3bhxQ7GxsXGePXp5eenEiROJOtbgwYPl7e2t+vXrJylHni7iuZQ/f365uLhIktzc3LR48WL98MMPKV4AMJsN3Y80q27PoAQLAHYmaeun+bVitDcFAAAAAAAAAOApmFLpf/7+/vLw8LD6+Pv7J/v5TJw4UatXr9a6desszzUTi54AeC65urpq5cqV+uijj7R48WIVLlw4RY/3pPH+JWnBkNwqks9RdnZprK8SAAAAAAAAgHgNHTpUfn5+VrH/9gKQHgxDbm9vr6tXr1rFr169qty5cz/2GFOnTtXEiRO1ZcsWlS1bNsk5UgRAhhcbG6vp06eradOmKlasmCVeqVIlbd26NUWPffFatHxHX3lsm6n9cqlC8aRV7wAAAAAAAAAkzJRK79nGN/RPfJycnFSxYkUFBASoWbNmkh5MDBwQEKDevXsnuN3kyZM1fvx4bd68WZUqVXqqHCkCIEP7559/5Ovrq127dumbb77Rrl275OCQOpf94yb8dXY06dWKmTSwQ3bZ8+Y/AAAAAAAAkOH5+fmpU6dOqlSpkqpUqaKZM2cqPDxcXbp0kST5+voqb968luGEJk2apJEjR+rLL79UwYIFFRwcLOnB8OZubm6JPi5FAGRIhmFo8eLF6t+/v8LDwyVJ+/bt02+//aZ69eql2HHnfXNb3269m+B6Rwdp8+z8KXZ8AAAAAAAAAFJafO22devWun79ukaOHKng4GCVL19emzZtssxTGhQUJDu7R3OEzp8/X1FRUWrZsqXVfkaNGqXRo0cn+rgmwzCMZDmDdCI0NFQeHh4KCQlRlixZbJ0OUkBwcLDeffddbdy40RIrVKiQVqxYoVdeeSVZj2UYhuZ8fVvf/xb22Had3vBQpzc8kvXYAAAAac3zdK/tWnWQrVMAAEnStd8n2ToFAJAkuTvbPblRKvrrcniqHKekd+ZUOc6zoCcAMpRvv/1WPXr00M2bNy2x7t27a9q0aXJ3d0+241y+EaMOIy8/sV3uHPb65P2cKpzXKdmODQAAAAAAAOAJ0mJXABuhCIAMISQkRH369NHKlSstMS8vLy1evFhvvvlmsh6rYZ8gxcQ+vs26yXnl4WafrMcFAAAAAAAAgKSiCIAM4dChQ/riiy8syy1atNCCBQuUM2fOZNn/2ctRGrPohoKuxiTY5vspeZUlMw/+AQAAAAAAAFsz0RXAgiIAMoRatWqpf//+Wrx4sebMmaOOHTvKZHr2X/Rrt2LUa8pV3QyJ/9X/bm95qH1jxvoHAAAAAAAAkDZRBEC69Ndff6l48eJWs2WPHz9e/fr1U/78+Z9qnxFRZkVGGdpzLEITl99Ufi+Hx775v2mWj5wcqSgCAAAAAAAAaU0yvB+cYVAEQLoSExOjiRMnasyYMZo2bZr69u1rWefi4pKoAoBhGDp7OVpBV2NkkrT5f2H639GIOO3iKwB0b5ZVb9dx5+E/AAAAAAAAgHSBIgDSjVOnTsnX11d79uyRJA0ePFiNGzdWsWLFnrit2WxoR+B9jVl846mOXaKgk2b5ecnRgYf/AAAAAAAAQFrHU7xHKAIgzTMMQ/Pnz9fAgQN1//59SZKdnZ0GDhyoggULxrvNlRsxWvrjHd29Z1ZQcLSCb8Y/pn98qpRy0emLUZraz0sF8zgmxykAAAAAAAAAgE1QBECadunSJXXt2lW//PKLJVa0aFGtWLFCL7/8cpz2ZrOh+r0vJGrfbq4m1aucWZ5Z7RUdY6hFHXdlyWyfbLkDAAAAAAAAsBG6AlhQBECatXr1avXs2VO3b9+2xHr27KnJkycrc+bMkqR7EWZdvh6jCctu6tyV6CfuM1sWOw3r7KkKJVxSLG8AAAAAAAAASCsoAiBNWrRokd577z3Lcp48efT555+rUaNGijUbatQ3SNFx5+2No03DLGpYNbMyu5qUMyuXOwAAAAAAAPA8MNEVwIKnokiT2rRpI39/f509e1atW7fWp59+KtfMWdV13JVEvfFfqtCDiXzt7fllBwAAAAAAAPD8ogiANMEwDJlMjx7Yu7u7a8WKFfrfgX/kXbypWg4PkRSW4PYNqz4YHmhQh+w8+AcAAAAAAACecyYeEVpQBIDN7dmzR71799batWt16HwOXbkZo6+33JWU/8HnREi82znYS5tn+1gVDwAAAAAAAAAAj1AEgM1ER0dr3LhxmjBhgmJjY/VSjbYq/9ZXMpnsHrsdQ/0AAAAAAAAAeByeHD5CEQA28ddff6ljx47av3+/JRYbE6HoiDtycs1u1TaTi0ltG2ZRnUqZ5e3JJQsAAAAAAAAAicUTVaQqs9msKVNn6eOPh8ocGylJMtk5qGDFvspfoZfs7B5ckhN75VQOD3u9kM/JlukCAAAAAAAASI/oCmBBEQCp5vz583qjma+OBf5uiWXK+oJK1pupLLnKSpK2fprfVukBAAAAAAAAQIZDEQApKvy+WX+di1TnD5fpxPbBio26a1mXr0xXFX55sOwdXDS1by5VKOFiw0wBAAAAAAAAZBQmugJYUARAijAMQ4NmX9OBkw+G/LF3yGQpADhnzqMSdaeqZ5fX9F7zbLZMEwAAAAAAAAAyNIoASFZfbgrR4vUhceI5CtSRd6n2io25r6KvjNZ3U0sqZzYuPwAAAAAAAADJz0RHAAuewuKZxcYa+vNEhIbOuy5JiokOV/DJb5T3RV+Z/v+37ZVyrhrRdb7qVHK3ZaoAAAAAAAAA8FyhCIBnMmTuNe09HmFZvnNln/7a6qeI0CDZ2TvLu2QbrZngrZxZudQAAAAAAAAApA46AjzCk1kk2cGTERow65pVzBwbpbP7ZigocIFkmCVJISdmKPDnvnJx4TIDAAAAAAAAAFvg6SySpG7PoDixsJsn9FdAf4XdPG6JVa9eXStWrJCLi0tqpgcAAAAAAAAAdAX4F4oAeKLIKLNe+/BinLhhjtWFQ4v0z95pMsxRkiRHR0eNHTtWgwYNkr29fWqnCgAAAAAAAAD4F4oASFBIWKz6TbuqoKsxcdbdDw1SxIkhOrN/lyVWunRprVy5UuXLl0/FLAEAAAAAAADAmomuABYUAWBhGIZ6TbmqE+eintj2BdNSrfr/AoDJZNKAAQM0btw4hv8BAAAAAAAAgDSEIgAkSTfuxKjVx5ef2C5gno9MJpNu3ZqqbVs3y8nJScuXL1etWrVSIUsAAAAAAAAAeDITHQEsKAI8526FxqrlkEsJrnewl+pWyqyODaKV1zu3JZ49e3b99NNPKlSokLJkyZIaqQIAAAAAAAAAkogiwHPmr3OR6jX5qlycTYqINBJst3m2jxwdTAoNDVW/fv1U1m+9jh49qjx58ljalCtXLjVSBgAAAAAAAIAkoSPAIxQBMjiz2dBn6+5obcBdq3hCBYDe72RTizrukqTffvtNnTp10vnz5yVJ3bp108aNG2WiLw0AAAAAAAAApAsUATKoMxej1H1CcKLbVyvjqnE9PGVnZ1JERISGDx+u6dOnyzAeFAvc3d3VqlWrlEoXAAAAAAAAAJIN7zE/QhEggzEMQ38cua8RC248tp1/r5yq+qJrnPjBgwfVsWNHHTt2zBKrVauWli9froIFCyZ3ugAAAAAAAACQAqgCPEQRIAN50iS/6ybnlYebfbzrYmJiNHnyZI0ePVrR0dGSJCcnJ02YMEH9+/eXnZ1diuQMAAAAAAAAAEg5FAEyAMMw1GXsFQVdjYmz7uXSLhr/Qc4njuPfokUL/fjjj5bl8uXLa+XKlSpdunSy5wsAAAAAAAAAKYnhgB7h9e50LiLKrHq9LsRbAJjaL5cm9MyVqIl8fX19JUl2dnb6+OOPtWfPHgoAAAAAAAAAAJDO0RMgHTIMQ0fOROrD6dfiXV+7QiaN7JYjUQ//H2rZsqWGDh2qN998U9WrV0+uVAEAAAAAAAAg1dER4BGKAOnM1Vsxajv8coLrA+b5PPHh/zfffKNt27Zp3rx5VvEJEyYkS44AAAAAAAAAgLSBIkA68s+lKL07PjjedS8Vd9a0fl6P3f7OnTvq3bu3Vq1aJUmqWbOm2rRpk+x5AgAAAAAAAIAtMSfAIxQB0rhYs6EffgvT3LW3410/urunXinnKju7x1/VW7ZsUZcuXXTx4kVLbOvWrRQBAAAAAAAAACADowiQRkVFG/rh97ua/+2deNcXz++k+UNyP3E/9+7d05AhQzRnzhxLzMPDQ/PmzVO7du2SK10AAAAAAAAASDNMzApgQREgDYqMMuu1Dy8muP695lnVur77E/ezb98++fr66sSJE5ZYvXr19Pnnn8vHxydZcgUAAAAAAAAApF0UAdKYk+cj9cGkq/GuWz81n9wy2T1xH7Gxsfrkk080btw4xcbGSpJcXFw0adIk9e7dW3Z2T94HAAAAAAAAAKRbdASwoAiQRmzaHabJK2/Fu27eR14qUcBJpkTOZmFnZ6f9+/dbCgAVK1bUF198oRIlSiRbvgAAAAAAAACAtI8iQBpw9ExkggWATbN85OSYtLKVyWTSokWL9NJLL+m9997TsGHD5OjomBypAgAAAAAAAECaR0eARygCpAF9p8Ud/mdA++x6vXrmRL39f/HiRQUFBal69eqWmJeXl06dOiU3N7dkzRUAAAAAAAAAkH5QBLAxwzCslqf0zaWKJVwSve1XX32lXr16ydnZWUePHpWnp6dlPQUAAAAAAAAAAM+jRI6s/lxghlgbq9frgtVyYgsAN2/eVJs2bdS+fXvduXNHV69e1fDhw1MiRQAAAAAAAABAOkVPABs6fyXaavml4s6J2m7Tpk3q2rWrrly5Yom1a9dO/v7+yZofAAAAAAAAAKRHJmYFsKAngA2NWnjdatm/Z67Htg8PD9cHH3yg1157zVIAyJYtm9asWaNVq1YpW7ZsKZYrAAAAAAAAACD9oSeAjcTGGgq6GmNZ7trEQ06OCVendu/eLV9fX50+fdoSa9y4sZYsWSJvb+8UzRUAAAAAAAAA0hU6AlhQBLCRr34JtVpu2zBLgm3DwsL0xhtv6Pbt25KkTJkyadq0aerRo4dMzHABAMggDMNQTEyMYmNjbZ0KgATY29vLwcGBe1AAAAAgHaEIYCNLfwyx/HfBPI6yt0/4Dyk3NzfNmDFDnTt31ssvv6wVK1aoaNGiqZEmAACpIioqSleuXNG9e/dsnQqAJ8iUKZPy5MkjJycnW6cCAAAAJIjXVh6hCGAD12/HWC1/1DG71bLZbFZkZKRcXV0tMV9fX7m6uqpFixZycOD/NgBAxmE2m3X27FnZ29vL29tbTk5OvGUMpEGGYSgqKkrXr1/X2bNnVbRoUdnZMcUYAAAAkNbxNNkG/rkcbbVcNP+jt6jOnz+vzp0764UXXtDixYstcZPJpFatWqVajgAApJaoqCiZzWb5+PgoU6ZMtk4HwGO4urrK0dFR58+fV1RUlFxcXGydEgAAABAv3i17hFd3bOCPw/ct//1OPXfZ25lkGIaWL1+usmXLavv27VqyZInWr19vwywBAEhdvFEMpA/8rgIAAADpS5q4g583b54KFiwoFxcXVa1aVXv37n1s+7Vr16pEiRJycXFRmTJl9NNPP6VSpsnjxx1hlv92dTbp+vXrevvtt9W5c2eFhj6YMDh//vzy8PCwVYoAAAAAAAAAkG6ZUul/6YHNiwBr1qyRn5+fRo0apQMHDqhcuXJq1KiRrl27Fm/7P/74Q23btlW3bt108OBBNWvWTM2aNdPRo0dTOfOnl8nl0cXhFLZdpUuX1rp16yyxTp066fDhw6pdu7Yt0gMAAAAAAAAAZBA2LwJMnz5d3bt3V5cuXVSqVCktWLBAmTJl0tKlS+NtP2vWLDVu3FiDBg1SyZIlNW7cOFWoUEFz585N5cyfnqODSTFRYTqx7SO1b9vcUvDw9PTUd999p2XLltELAAAAZFgnT55U7ty5dffuXVungn9ZsGCBmjRpYus0AAAAgGRhMqXOJz2waREgKipK+/fvV/369S0xOzs71a9fX7t37453m927d1u1l6RGjRol2D4tun/3ivZ93VhXTqyxxN58800dOXJEzZs3t2FmAAAgsTp37iyTySSTySRHR0cVKlRIH330kSIiIuK03bBhg2rXri13d3dlypRJlStX1rJly+Ld77fffqtXX31VHh4ecnNzU9myZTV27FjdunUrhc8o9QwdOlR9+vSRu7t7nHUlSpSQs7OzgoOD46wrWLCgZs6cGSc+evRolS9f3ioWHBysPn36qHDhwnJ2dpaPj4+aNGmigICA5DqNeCV12Mrt27dbrqN/f/57/o8bPvPWrVvq06ePihcvLldXV+XPn199+/ZVSEhIvMe8efOm8uXLJ5PJpDt37ljiXbt21YEDB7Rjx46n/wEAAAAASHNsWgS4ceOGYmNj5eXlZRX38vKK9w8/6cEfdElpHxkZqdDQUKuPrbm4eck1S35JkpubmxYvXqz169crd+7cNs4MAAAkRePGjXXlyhX9888/mjFjhj777DONGjXKqs2cOXPUtGlT1ahRQ3v27NHhw4fVpk0bvf/++xo4cKBV22HDhql169aqXLmyfv75Zx09elTTpk3ToUOHtHLlylQ7r6ioqBTbd1BQkDZs2KDOnTvHWbdz507dv39fLVu21PLly5/6GOfOnVPFihW1detWTZkyRUeOHNGmTZtUp04d9erV6xmyf7xnGbby5MmTunLliuWTK1cuy7onDZ95+fJlXb58WVOnTtXRo0e1bNkybdq0Sd26dYv3WN26dVPZsmXjxJ2cnNSuXTvNnj37KX8CAAAAANIimw8HlNL8/f3l4eFh+fj4+Ng6JZlMdipRd6ryFq2vQ4cOqVu3bjKll74jAADAwtnZWblz55aPj4+aNWum+vXr69dff7Wsv3DhggYMGKAPP/xQEyZMUKlSpVSkSBENGDBAU6ZM0bRp07Rnzx5J0t69ezVhwgRNmzZNU6ZMUfXq1VWwYEE1aNBA3377rTp16pRgHhcvXlTbtm2VPXt2Zc6cWZUqVbLst3PnzmrWrJlV+w8//FCvvvqqZfnVV19V79699eGHH8rT01ONGjVSu3bt1Lp1a6vtoqOj5enpqRUrVkiSzGaz/P39VahQIbm6uqpcuXL65ptvHvsz+/rrr1WuXDnlzZs3zrolS5aoXbt26tixY4JDQyZGz549ZTKZtHfvXr399tsqVqyYXnzxRfn5+el///vfU+/3SZ5l2MpcuXIpd+7clo+d3aPb9CcNn1m6dGl9++23atKkiV544QXVrVtX48eP148//qiYmBir48yfP1937tyJU4B6qEmTJlq/fr3u37//DD8JAAAAAGmJgy0P7unpKXt7e129etUqfvXq1QTfis+dO3eS2g8dOlR+fn6W5dDQUJsXAqZ/mEtmcy452P+kAnkcbZoLAABp0fsTg3UrNDbVj5s9i70WDHm6nnlHjx7VH3/8oQIFClhi33zzjaKjo+N94NqjRw99/PHH+uqrr1S1alWtWrVKbm5u6tmzZ7z7z5o1a7zxsLAw1a5dW3nz5rX0LDxw4IDMZnOS8l++fLk++OAD7dq1S5J0+vRpvfPOOwoLC5Obm5skafPmzbp3755l+EJ/f3998cUXWrBggYoWLarff/9dHTp0UM6cOVW7du14j7Njxw5VqlQpTvzu3btau3at9uzZoxIlSigkJEQ7duxQzZo1k3Qet27d0qZNmzR+/Hhlzpw5zvqEfo6StGrVKvXo0eOx+//5558TzGn37t1W953Sg2Erv//++yfmXb58eUVGRqp06dIaPXq0atSoIenR8JlDhw61tH3S8JmSFBISoixZssjB4dHt/vHjxzV27Fjt2bNH//zzT7zbVapUSTExMdqzZ49VoQgAAABIb3jn+hGbFgGcnJxUsWJFBQQEWN5QM5vNCggIUO/evePdplq1agoICNCHH35oif3666+qVq1avO2dnZ3l7Oyc3Kk/k0LeTrZOAQCANO1WaKxu3En9IkBSbdiwQW5uboqJiVFkZKTs7Oys3vo+deqUPDw8lCdPnjjbOjk5qXDhwjp16pQk6e+//1bhwoXl6Ji0FwS+/PJLXb9+Xfv27VP27NklSUWKFEnyuRQtWlSTJ0+2LL/wwgvKnDmz1q1bp44dO1qO9dZbb8nd3V2RkZGaMGGCtmzZYrkPK1y4sHbu3KnPPvsswSLA+fPn4y0CrF69WkWLFtWLL74oSWrTpo2WLFmS5CLA6dOnZRiGSpQokaTtJOmtt95S1apVH9smvh4MDyV12EpJypMnjxYsWKBKlSopMjJSixcv1quvvqo9e/aoQoUKjx0+88SJE/Hu88aNGxo3bpzee+89SywyMlJt27bVlClTlD9//gSLAJkyZZKHh4fOnz+fYM4AAAAA0hebFgEkyc/PT506dVKlSpVUpUoVzZw5U+Hh4erSpYskydfXV3nz5pW/v78kqV+/fqpdu7amTZumN954Q6tXr9aff/6phQsX2vI0AABAMsqexT5dHLdOnTqaP3++wsPDNWPGDDk4OOjtt99+qmMbhvFU2wUGBuqll16yFACeVsWKFa2WHRwc1KpVK61atUodO3ZUeHi4fvjhB61evVrSg4ft9+7dU4MGDay2i4qK0ksvvZTgce7fvy8XF5c48aVLl6pDhw6W5Q4dOqh27dqaM2dOvBMIJ+Rpf46S5O7unqRjJYfixYurePHiluXq1avrzJkzmjFjxlPNAxEaGqo33nhDpUqV0ujRoy3xoUOHqmTJklY/44S4urrq3r17ST42AAAAkJaYRFeAh2xeBGjdurWuX7+ukSNHKjg4WOXLl9emTZssbzsFBQVZjYlavXp1ffnllxo+fLg+/vhjFS1aVN9//71Kly5tq1MAAADJ7GmH5EltmTNntrx1v3TpUpUrV05LliyxTMharFgxhYSE6PLly/L29rbaNioqSmfOnFGdOnUsbXfu3Kno6Ogk9QZwdXV97Ho7O7s4D8ajo6PjPZf/at++vWrXrq1r167p119/laurqxo3bizpwTBEkrRx48Y4b8c/rhemp6enbt++bRU7fvy4/ve//2nv3r0aPHiwJR4bG6vVq1ere/fukqQsWbIoJCQkzj7v3LkjDw8PSQ96NJhMpgTfkn+cZx0OKKnDViakSpUq2rlzp6SkDZ959+5dNW7cWO7u7lq3bp3VdbR161YdOXLEMmfDw2vC09NTw4YN05gxYyxtb926pZw5cyYpZwAAAABpV5qYGLh37946f/68IiMjtWfPHqtu2Nu3b9eyZcus2r/zzjs6efKkIiMjdfToUb3++uupnDEAAIA1Ozs7ffzxxxo+fLhlUtW3335bjo6OmjZtWpz2CxYsUHh4uNq2bStJateuncLCwvTpp5/Gu/87d+7EGy9btqwCAwN169ateNfnzJlTV65csYoFBgYm6pyqV68uHx8frVmzRqtWrdI777xjebBcqlQpOTs7KygoSEWKFLH6PG7+pZdeeknHjx+3ii1ZskS1atXSoUOHFBgYaPn4+flpyZIllnbFixfX/v374+zzwIEDKlasmCQpe/bsatSokebNm6fw8PA4bRP6OUoPhgP69/Hj+8Q3lNFDD4et/LfHDVuZkMDAQMsQUv8ePvOhh8Nn/nu/oaGhatiwoZycnLR+/fo4vS2+/fZbq5/v4sWLJT2Yo6FXr16WdmfOnFFERMRje3MAAAAA6YHJlDqf9MDmPQEAAAAyinfeeUeDBg3SvHnzNHDgQOXPn1+TJ0/WgAED5OLioo4dO8rR0VE//PCDPv74Yw0YMMDy8kPVqlX10UcfacCAAbp06ZKaN28ub29vnT59WgsWLNArr7yifv36xTlm27ZtNWHCBDVr1kz+/v7KkyePDh48KG9vb1WrVk1169bVlClTtGLFClWrVk1ffPGFjh49muiHvO3atdOCBQt06tQpbdu2zRJ3d3fXwIED1b9/f5nNZr3yyisKCQnRrl27lCVLFnXq1Cne/TVq1EjvvvuuYmNjZW9vr+joaK1cuVJjx46N07Pz3Xff1fTp03Xs2DG9+OKL6t+/v2rWrKnx48erRYsWio2N1VdffaXdu3dbFU/mzZunGjVqqEqVKho7dqzKli2rmJgY/frrr5o/f77++uuveHN71uGAEjNs5dChQ3Xp0iWtWLFCkjRz5kwVKlRIL774oiIiIrR48WJt3bpVv/zyi2WbJw2f+bAAcO/ePX3xxRcKDQ1VaGiopAdFIHt7e73wwgtWud64cUOSVLJkSavJknfs2KHChQvHaQ8AAAAg/UoTPQEAAAAyAgcHB/Xu3VuTJ0+2vIX+4Ycfat26ddqxY4cqVaqk0qVL68svv9T8+fM1depUq+0nTZqkL7/8Unv27FGjRo304osvys/PT2XLlk3wobqTk5N++eUX5cqVS6+//rrKlCmjiRMnyt7+wfwGjRo10ogRI/TRRx+pcuXKunv3rnx9fRN9Tu3bt9fx48eVN29e1ahRw2rduHHjNGLECPn7+6tkyZJq3LixNm7cqEKFCiW4v9dee00ODg7asmWLJGn9+vW6efOmmjdvHqdtyZIlVbJkSUtvgOrVq+vnn3/Wzz//rBo1aujVV1/VH3/8oYCAAKsCQuHChXXgwAHVqVNHAwYMUOnSpdWgQQMFBARo/vz5iT73pHo4bOXChQtVrlw5ffPNN3GGrbxy5YqCgoIsy1FRURowYIDKlCmj2rVr69ChQ9qyZYvq1atnadO6dWtNnTpVI0eOVPny5RUYGGg1fOaBAwe0Z88eHTlyREWKFFGePHksnwsXLiTpHL766ivL8EsAAABAemZKpU96YDKeZfa0dCg0NFQeHh4KCQlRlixZbJ0OAADPvYiICJ09e1aFChWKd8JYZDzz5s3T+vXrtXnzZlungn85duyY6tatq1OnTlnmWIjP435nn6d7bdeqg2ydAgBIkq79PsnWKQCAJMndOW29b343wpwqx3F3SVvnHR+GAwIAAECq6tGjh+7cuaO7d+8+0/A7SF5XrlzRihUrHlsAAAAAANKN9PKafiqgCAAAAIBU5eDgoGHDhtk6DfxH/fr1bZ0CAAAAgBRAEQAAAAAAAAAAkKGY6ApgkfYHLAIAAAAAAAAAAE+FngAAACBNMAzD1ikASAR+VwEAAJAemOgIYEFPAAAAYFOOjo6SpHv37tk4EwCJ8fB39eHvLgAAAIC0jZ4AAADApuzt7ZU1a1Zdu3ZNkpQpUyaZeGUDSHMMw9C9e/d07do1Zc2aVfb29rZOCQAAAEgQf1U+QhEAAADYXO7cuSXJUggAkHZlzZrV8jsLAAAAIO2jCAAAAGzOZDIpT548ypUrl6Kjo22dDoAEODo60gMAAAAA6QNdASwoAgAAgDTD3t6eB4wAAAAAACQjigAAAAAAAAAAgAzFRFcACztbJwAAAAAAAAAAAFIGPQEAAAAAAAAAABmKiY4AFs9dEcAwDElSaGiojTMBAAAAMhbusQEAAIC0x2Q8fCr+nLh48aJ8fHxsnQYAAACQYYWEhChLliy2TgNI0yIjI+Xv76+hQ4fK2dnZ1ukAeI7xfQRkfM9dEcBsNuvy5ctyd3eXyUZ9QkJDQ+Xj46MLFy7wxxEkcU0gLq4J/BfXBP6LawL/llauh4d/WmTJksVm99pAehEaGioPDw+KZgBsju8jION77oYDsrOzU758+WydhqQHfxzx5Yp/45rAf3FN4L+4JvBfXBP4N64HAAAAAP9lZ+sEAAAAAAAAAABAyqAIAAAAAAAAAABABkURwAacnZ01atQoJluBBdcE/otrAv/FNYH/4prAv3E9AOkPv7cA0gq+j4CM77mbGBgAAAAAAAAAgOcFPQEAAAAAAAAAAMigKAIAAAAAAAAAAJBBUQQAAAAAAAAAACCDogiQQubNm6eCBQvKxcVFVatW1d69ex/bfu3atSpRooRcXFxUpkwZ/fTTT6mUKVJLUq6JRYsWqWbNmsqWLZuyZcum+vXrP/EaQvqT1O+Jh1avXi2TyaRmzZqlbIJIdUm9Ju7cuaNevXopT548cnZ2VrFixfj3IwNJ6vUwc+ZMFS9eXK6urvLx8VH//v0VERGRStkipf3+++9q0qSJvL29ZTKZ9P333z9xm+3bt6tChQpydnZWkSJFtGzZshTPE0iPOnfuLJPJpIkTJ1rFv//+e5lMphQ99rlz52QymRQYGJiixwHwfOjcuTN/JwKIF0WAFLBmzRr5+flp1KhROnDggMqVK6dGjRrp2rVr8bb/448/1LZtW3Xr1k0HDx5Us2bN1KxZMx09ejSVM0dKSeo1sX37drVt21bbtm3T7t275ePjo4YNG+rSpUupnDlSSlKviYfOnTungQMHqmbNmqmUKVJLUq+JqKgoNWjQQOfOndM333yjkydPatGiRcqbN28qZ46UkNTr4csvv9SQIUM0atQo/fXXX1qyZInWrFmjjz/+OJUzR0oJDw9XuXLlNG/evES1P3v2rN544w3VqVNHgYGB+vDDD/Xuu+9q8+bNKZwpkD65uLho0qRJun37tq1TAQAASH4Gkl2VKlWMXr16WZZjY2MNb29vw9/fP972rVq1Mt544w2rWNWqVY0ePXqkaJ5IPUm9Jv4rJibGcHd3N5YvX55SKSKVPc01ERMTY1SvXt1YvHix0alTJ6Np06apkClSS1Kvifnz5xuFCxc2oqKiUitFpKKkXg+9evUy6tataxXz8/MzatSokaJ5wjYkGevWrXtsm48++sh48cUXrWKtW7c2GjVqlIKZAelTp06djDfffNMoUaKEMWjQIEt83bp1xr//ZP7mm2+MUqVKGU5OTkaBAgWMqVOnWu2nQIECxvjx440uXboYbm5uho+Pj/HZZ5899thnz541JBkHDx6Md31sbKwxYcIEo2DBgoaLi4tRtmxZY+3atZb127ZtMyQZW7ZsMSpWrGi4uroa1apVM06cOGFpExgYaLz66quGm5ub4e7ublSoUMHYt29fUn5EANKJx/2deOTIEaNx48ZG5syZjVy5chkdOnQwrl+/bllfu3Zto0+fPsagQYOMbNmyGV5eXsaoUaMs681mszFq1CjDx8fHcHJyMvLkyWP06dMnhc8IQHKhJ0Ayi4qK0v79+1W/fn1LzM7OTvXr19fu3bvj3Wb37t1W7SWpUaNGCbZH+vI018R/3bt3T9HR0cqePXtKpYlU9LTXxNixY5UrVy5169YtNdJEKnqaa2L9+vWqVq2aevXqJS8vL5UuXVoTJkxQbGxsaqWNFPI010P16tW1f/9+y5BB//zzj3766Se9/vrrqZIz0h7uL4Gksbe314QJEzRnzhxdvHgxzvr9+/erVatWatOmjY4cOaLRo0drxIgRcYbZmjZtmipVqqSDBw+qZ8+e+uCDD3Ty5Mmnzsvf318rVqzQggULdOzYMfXv318dOnTQb7/9ZtVu2LBhmjZtmv788085ODioa9eulnXt27dXvnz5tG/fPu3fv19DhgyRo6PjU+cEIP25c+eO6tatq5deekl//vmnNm3apKtXr6pVq1ZW7ZYvX67MmTNrz549mjx5ssaOHatff/1VkvTtt99qxowZ+uyzz/T333/r+++/V5kyZWxxOgCegoOtE8hobty4odjYWHl5eVnFvby8dOLEiXi3CQ4Ojrd9cHBwiuWJ1PM018R/DR48WN7e3nH+mEf69DTXxM6dO7VkyRLGi82gnuaa+Oeff7R161a1b99eP/30k06fPq2ePXsqOjpao0aNSo20kUKe5npo166dbty4oVdeeUWGYSgmJkbvv/8+wwE9xxK6vwwNDdX9+/fl6upqo8yAtKt58+YqX768Ro0apSVLllitmz59uurVq6cRI0ZIkooVK6bjx49rypQp6ty5s6Xd66+/rp49e0p6cA8/Y8YMbdu2TcWLF09yPpGRkZowYYK2bNmiatWqSZIKFy6snTt36rPPPlPt2rUtbcePH29ZHjJkiN544w1FRETIxcVFQUFBGjRokEqUKCFJKlq0aJJzAZC+zZ07Vy+99JImTJhgiS1dulQ+Pj46deqUihUrJkkqW7as5W+JokWLau7cuQoICFCDBg0UFBSk3Llzq379+nJ0dFT+/PlVpUoVm5wPgKSjJwCQxk2cOFGrV6/WunXr5OLiYut0YAN3795Vx44dtWjRInl6eto6HaQRZrNZuXLl0sKFC1WxYkW1bt1aw4YN04IFC2ydGmxg+/btmjBhgj799FMdOHBA3333nTZu3Khx48bZOjUASFcmTZqk5cuX66+//rKK//XXX6pRo4ZVrEaNGvr777+teuGVLVvW8t8mk0m5c+e2zOfy2muvyc3NTW5ubnrxxRefmMvp06d17949NWjQwLKdm5ubVqxYoTNnzli1/fdx8+TJI0mW4/r5+endd99V/fr1NXHixDjbAsj4Dh06pG3btll9lzwsDP77O+Hf3yXSg++Th98l77zzju7fv6/ChQure/fuWrdunWJiYlLvJAA8E3oCJDNPT0/Z29vr6tWrVvGrV68qd+7c8W6TO3fuJLVH+vI018RDU6dO1cSJE7Vly5Y4/xgj/UrqNXHmzBmdO3dOTZo0scTMZrMkycHBQSdPntQLL7yQskkjRT3N90SePHnk6Ogoe3t7S6xkyZIKDg5WVFSUnJycUjRnpJynuR5GjBihjh076t1335UklSlTRuHh4Xrvvfc0bNgw2dnx3sfzJqH7yyxZstALAHiMWrVqqVGjRho6dKjVG/6J9d9hdkwmk+W+bfHixbp//3687eITFhYmSdq4caPy5s1rtc7Z2TnB45pMJkmP7hdHjx6tdu3aaePGjfr55581atQorV69Ws2bN0/KqQFIx8LCwtSkSRNNmjQpzrqHhUPp8d9hPj4+OnnypLZs2aJff/1VPXv21JQpU/Tbb78xxBiQDvAXYTJzcnJSxYoVFRAQYImZzWYFBARYunD+V7Vq1azaS9Kvv/6aYHukL09zTUjS5MmTNW7cOG3atEmVKlVKjVSRSpJ6TZQoUUJHjhxRYGCg5fPWW2+pTp06CgwMlI+PT2qmjxTwNN8TNWrU0OnTpy035ZJ06tQp5cmThwJAOvc018O9e/fiPOh/WCAyDCPlkkWaxf0l8PQmTpyoH3/80WoOjZIlS2rXrl1W7Xbt2qVixYpZFeQfJ2/evCpSpIiKFCmiAgUKPLF9qVKl5OzsrKCgIMt2Dz9Jvf8rVqyY+vfvr19++UUtWrTQ559/nqTtAaRvFSpU0LFjx1SwYME43yeZM2dO9H5cXV3VpEkTzZ49W9u3b9fu3bt15MiRFMwcQHKhJ0AK8PPzU6dOnVSpUiVVqVJFM2fOVHh4uLp06SJJ8vX1Vd68eeXv7y9J6tevn2rXrq1p06bpjTfe0OrVq/Xnn39q4cKFtjwNJKOkXhOTJk3SyJEj9eWXX6pgwYKW+SEedttD+peUa8LFxUWlS5e22j5r1qySFCeO9Cup3xMffPCB5s6dq379+qlPnz76+++/NWHCBPXt29eWp4FkktTroUmTJpo+fbpeeuklVa1aVadPn9aIESPUpEmTRD+cQtoWFham06dPW5bPnj2rwMBAZc+eXfnz59fQoUN16dIlrVixQpL0/vvva+7cufroo4/UtWtXbd26VV9//bU2btxoq1MA0o0yZcqoffv2mj17tiU2YMAAVa5cWePGjVPr1q21e/duzZ07V59++mmyHDO+yYNffPFFDRw4UP3795fZbNYrr7yikJAQ7dq1S1myZFGnTp2euN/79+9r0KBBatmypQoVKqSLFy9q3759evvtt5MlbwBpT0hISJy55N577z0tWrRIbdu21UcffaTs2bPr9OnTWr16tRYvXpyo+8Vly5YpNjZWVatWVaZMmfTFF1/I1dU1UUVNALZHESAFtG7dWtevX9fIkSMVHBys8uXLa9OmTZbJ2YKCgqze1qtevbq+/PJLDR8+XB9//LGKFi2q77//nod7GUhSr4n58+crKipKLVu2tNrPqFGjNHr06NRMHSkkqdcEMr6kXhM+Pj7avHmz+vfvr7Jlyypv3rzq16+fBg8ebKtTQDJK6vUwfPhwmUwmDR8+XJcuXVLOnDnVpEkTjR8/3langGT2559/qk6dOpZlPz8/SVKnTp20bNkyXblyRUFBQZb1hQoV0saNG9W/f3/NmjVL+fLl0+LFi9WoUaNUzx1Ij8aOHas1a9ZYlitUqKCvv/5aI0eO1Lhx45QnTx6NHTv2qYYMik+bNm3ixC5cuKBx48YpZ86c8vf31z///KOsWbOqQoUKiZ743d7eXjdv3pSvr6+uXr0qT09PtWjRQmPGjEmWvAGkPdu3b9dLL71kFevWrZt27dqlwYMHq2HDhoqMjFSBAgXUuHHjRP/dmTVrVk2cOFF+fn6KjY1VmTJl9OOPPypHjhwpcRoAkpnJoI84AAAAAAAAAAAZEq+ZAgAAAAAAAACQQVEEAAAAAAAAAAAgg6IIAAAAAAAAAABABkURAAAAAAAAAACADIoiAAAAAAAAAAAAGRRFAAAAAAAAAAAAMiiKAAAAAAAAAAAAZFAUAQAAAAAAAAAAyKAoAgBABrds2TJlzZrV1mk8NZPJpO+///6xbTp37qxmzZqlSj4AAACArfz3vvfVV1/Vhx9+mOp5bN++XSaTSXfu3En1YwMAko4iAACkA507d5bJZIrzOX36tK1T07Jlyyz52NnZKV++fOrSpYuuXbuWLPu/cuWKXnvtNUnSuXPnZDKZFBgYaNVm1qxZWrZsWbIcLyGjR4+2nKe9vb18fHz03nvv6datW0naDwULAACAjOff9+tOTk4qUqSIxo4dq5iYmBQ97nfffadx48Ylqi0P7gHg+eVg6wQAAInTuHFjff7551axnDlz2igba1myZNHJkydlNpt16NAhdenSRZcvX9bmzZufed+5c+d+YhsPD49nPk5ivPjii9qyZYtiY2P1119/qWvXrgoJCdGaNWtS5fgAAABIux7er0dGRuqnn35Sr1695OjoqKFDh1q1i4qKkpOTU7IcM3v27MmyHwBAxkZPAABIJ5ydnZU7d26rj729vaZPn64yZcooc+bM8vHxUc+ePRUWFpbgfg4dOqQ6derI3d1dWbJkUcWKFfXnn39a1u/cuVM1a9aUq6urfHx81LdvX4WHhz82N5PJpNy5c8vb21uvvfaa+vbtqy1btuj+/fsym80aO3as8uXLJ2dnZ5UvX16bNm2ybBsVFaXevXsrT548cnFxUYECBeTv72+174fDARUqVEiS9NJLL8lkMunVV1+VZP12/cKFC+Xt7S2z2WyVY9OmTdW1a1fL8g8//KAKFSrIxcVFhQsX1pgxY574ppaDg4Ny586tvHnzqn79+nrnnXf066+/WtbHxsaqW7duKlSokFxdXVW8eHHNmjXLsn706NFavny5fvjhB8ubYtu3b5ckXbhwQa1atVLWrFmVPXt2NW3aVOfOnXtsPgAAAEg7Ht6vFyhQQB988IHq16+v9evXW+5Vx48fL29vbxUvXlzSk+//YmNj5efnp6xZsypHjhz66KOPZBiG1TH/OxxQZGSkBg8eLB8fHzk7O6tIkSJasmSJzp07pzp16kiSsmXLJpPJpM6dO0uSzGaz/P39Lfew5cqV0zfffGN1nJ9++knFihWTq6ur6tSpw30qAKQzFAEAIJ2zs7PT7NmzdezYMS1fvlxbt27VRx99lGD79u3bK1++fNq3b5/279+vIUOGyNHRUZJ05swZNW7cWG+//bYOHz6sNWvWaOfOnerdu3eScnJ1dZXZbFZMTIxmzZqladOmaerUqTp8+LAaNWqkt956S3///bckafbs2Vq/fr2+/vprnTx5UqtWrVLBggXj3e/evXslSVu2bNGVK1f03XffxWnzzjvv6ObNm9q2bZslduvWLW3atEnt27eXJO3YsUO+vr7q16+fjh8/rs8++0zLli3T+PHjE32O586d0+bNm63e4jKbzcqXL5/Wrl2r48ePa+TIkfr444/19ddfS5IGDhyoVq1aqXHjxrpy5YquXLmi6tWrKzo6Wo0aNZK7u7t27NihXbt2yc3NTY0bN1ZUVFSicwIAAEDa4erqarmXCwgI0MmTJ/Xrr79qw4YNibr/mzZtmpYtW6alS5dq586dunXrltatW/fYY/r6+uqrr77S7Nmz9ddff+mzzz6Tm5ubfHx89O2330qSTp48qStXrlheVvH399eKFSu0YMECHTt2TP3791eHDh3022+/SXpQrGjRooWaNGmiwMBAvfvuuxoyZEhK/dgAACnBAACkeZ06dTLs7e2NzJkzWz4tW7aMt+3atWuNHDlyWJY///xzw8PDw7Ls7u5uLFu2LN5tu3XrZrz33ntWsR07dhh2dnbG/fv3493mv/s/deqUUaxYMaNSpUqGYRiGt7e3MX78eKttKleubPTs2dMwDMPo06ePUbduXcNsNse7f0nGunXrDMMwjLNnzxqSjIMHD1q16dSpk9G0aVPLctOmTY2uXbtalj/77DPD29vbiI2NNQzDMOrVq2dMmDDBah8rV6408uTJE28OhmEYo0aNMuzs7IzMmTMbLi4uhiRDkjF9+vQEtzEMw+jVq5fx9ttvJ5jrw2MXL17c6mcQGRlpuLq6Gps3b37s/gEAAGB7/77HM5vNxq+//mo4OzsbAwcONDp16mR4eXkZkZGRlvaJuf/LkyePMXnyZMv66OhoI1++fFb3krVr1zb69etnGIZhnDx50pBk/Prrr/HmuG3bNkOScfv2bUssIiLCyJQpk/HHH39Yte3WrZvRtm1bwzAMY+jQoUapUqWs1g8ePDjOvgAAaRdzAgBAOlGnTh3Nnz/fspw5c2ZJD96K9/f314kTJxQaGqqYmBhFRETo3r17ypQpU5z9+Pn56d1339XKlSstQ9q88MILkh4MFXT48GGtWrXK0t4wDJnNZp09e1YlS5aMN7eQkBC5ubnJbDYrIiJCr7zyihYvXqzQ0FBdvnxZNWrUsGpfo0YNHTp0SNKDoXwaNGig4sWLq3HjxnrzzTfVsGHDZ/pZtW/fXt27d9enn34qZ2dnrVq1Sm3atJGdnZ3lPHft2mX15n9sbOxjf26SVLx4ca1fv14RERH64osvFBgYqD59+li1mTdvnpYuXaqgoCDdv39fUVFRKl++/GPzPXTokE6fPi13d3ereEREhM6cOfMUPwEAAACktg0bNsjNzU3R0dEym81q166dRo8erV69eqlMmTJWPUifdP8XEhKiK1euqGrVqpZ1Dg4OqlSpUpwhgR4KDAyUvb29ateuneicT58+rXv37qlBgwZW8aioKL300kuSpL/++ssqD0mqVq1aoo8BALA9igAAkE5kzpxZRYoUsYqdO3dOb775pj744AONHz9e2bNn186dO9WtWzdFRUXF+zB79OjRateunTZu3Kiff/5Zo0aN0urVq9W8eXOFhYWpR48e6tu3b5zt8ufPn2Bu7u7uOnDggOzs7JQnTx65urpKkkJDQ594XhUqVNDZs2f1888/a8uWLWrVqpXq168fZxzSpGjSpIkMw9DGjRtVuXJl7dixQzNmzLCsDwsL05gxY9SiRYs427q4uCS4XycnJ8v/BxMnTtQbb7yhMWPGaNy4cZKk1atXa+DAgZo2bZqqVasmd3d3TZkyRXv27HlsvmFhYapYsaJV8eWhtDL5MwAAAB7v4Us7Tk5O8vb2loPDo0cuD1/geSgl7v8e3oMnxcO5xDZu3Ki8efNarXN2dn6qPAAAaQ9FAABIx/bv3y+z2axp06ZZ3nJ/OP784xQrVkzFihVT//791bZtW33++edq3ry5KlSooOPHj8cpNjyJnZ1dvNtkyZJF3t7e2rVrl9UbSbt27VKVKlWs2rVu3VqtW7dWy5Yt1bhxY926dUvZs2e32t/Dt6diY2Mfm4+Li4tatGihVatW6fTp0ypevLgqVKhgWV+hQgWdPHkyyef5X8OHD1fdunX1wQcfWM6zevXq6tmzp6XNf9/kd3JyipN/hQoVtGbNGuXKlUtZsmR5ppwAAABgG/G9tJOQxNz/5cmTR3v27FGtWrUkSTExMdq/f7/Vfe2/lSlTRmazWb/99pvq168fZ31899KlSpWSs7OzgoKCEuxBULJkSa1fv94q9r///e/JJwkASDOYGBgA0rEiRYooOjpac+bM0T///KOVK1dqwYIFCba/f/++evfure3bt+v8+fPatWuX9u3bZxnmZ/Dgwfrjjz/Uu3dvBQYG6u+//9YPP/yQ5ImB/23QoEGaNGmS1qxZo5MnT2rIkCEKDAxUv379JEnTp0/XV199pRMnTujUqVNau3atcufOraxZs8bZV65cueTq6qpNmzbp6tWrCgkJSfC47du318aNG7V06VLLhMAPjRw5UitWrNCYMWN07Ngx/fXXX1q9erWGDx+epHOrVq2aypYtqwkTJkiSihYtqj///FObN2/WqVOnNGLECO3bt89qm4IFC+rw4cM6efKkbty4oejoaLVv316enp5q2rSpduzYobNnz2r79u3q27evLl68mKScAAAAkPYl5v6vX79+mjhxor7//nudOHFCPXv21J07dxLcZ8GCBdWpUyd17dpV33//vWWfD18SKlCggEwmkzZs2KDr168rLCxM7u7uGjhwoPr376/ly5frzJkzOnDggObMmaPly5dLkt5//339/fffGjRokE6ePKkvv/xSy5YtS+kfEQAgGVEEAIB0rFy5cpo+fbomTZqk0qVLa9WqVfL390+wvb29vW7evClfX18VK1ZMrVq10muvvaYxY8ZIksqWLavffvtNp06dUs2aNfXSSy9p5MiR8vb2fuoc+/btKz8/Pw0YMEBlypTRpk2btH79ehUtWlTSg6GEJk+erEqVKqly5co6d+6cfvrpJ0vPhn9zcHDQ7Nmz9dlnn8nb21tNmzZN8Lh169ZV9uzZdfLkSbVr185qXaNGjbRhwwb98ssvqly5sl5++WXNmDFDBQoUSPL59e/fX4sXL9aFCxfUo0cPtWjRQq1bt1bVqlV18+ZNq14BktS9e3cVL15clSpVUs6cObVr1y5lypRJv//+u/Lnz68WLVqoZMmS6tatmyIiIugZAAAAkAEl5v5vwIAB6tixozp16mQZarJ58+aP3e/8+fPVsmVL9ezZUyVKlFD37t0VHh4uScqbN6/GjBmjIUOGyMvLy/Kiz7hx4zRixAj5+/urZMmSaty4sTZu3KhChQpJejAs6Lfffqvvv/9e5cqV04IFCywvwQAA0geTkdCMMgAAAAAAAAAAIF2jJwAAAAAAAAAAABkURQAAAAAAAAAAADIoigAAAAAAAAAAAGRQFAEAAAAAAAAAAMigKAIAAAAAAAAAAJBBUQQAAAAAAAAAACCDoggAAAAAAAAAAEAGRREAAAAAAAAAAIAMiiIAAAAAAAAAAAAZFEUAAAAAAAAAAAAyKIoAAAAAAAAAAABkUBQBAAAAAAAAAADIoP4PG8ZTYxBNMhwAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:39:00,965 INFO: === Dataset: k ===\n", "2025-01-16 15:39:03,470 INFO:Total samples: 6000\n", "2025-01-16 15:39:22,998 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:39:23,069 INFO: === Dataset: l ===\n", "2025-01-16 15:39:31,328 INFO:Total samples: 18911\n", "2025-01-16 15:40:31,391 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/CaiT_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:40:31,458 INFO:Model CaiT evaluation completed in 276.77 seconds.\n", "2025-01-16 15:40:31,459 INFO:\n", "=== Evaluating DeiT on Test Datasets ===\n", "/tmp/ipykernel_444257/1849592376.py:359: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-01-16 15:40:31,581 INFO:Loaded model weights from DeiT_best.pth\n", "2025-01-16 15:40:31,582 INFO: === Dataset: a ===\n", "2025-01-16 15:40:32,937 INFO:Total samples: 3181\n", "2025-01-16 15:40:43,959 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:40:44,028 INFO: === Dataset: b ===\n", "2025-01-16 15:40:45,389 INFO:Total samples: 3181\n", "2025-01-16 15:40:56,141 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:40:56,210 INFO: === Dataset: c ===\n", "2025-01-16 15:40:57,567 INFO:Total samples: 3181\n", "2025-01-16 15:41:08,192 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:41:08,260 INFO: === Dataset: d ===\n", "2025-01-16 15:41:09,612 INFO:Total samples: 3181\n", "2025-01-16 15:41:20,163 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:41:20,229 INFO: === Dataset: e ===\n", "2025-01-16 15:41:20,613 INFO:Total samples: 911\n", "2025-01-16 15:41:23,867 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:41:23,937 INFO: === Dataset: f ===\n", "2025-01-16 15:41:29,318 INFO:Total samples: 12911\n", "2025-01-16 15:42:10,244 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:42:10,314 INFO: === Dataset: g ===\n", "2025-01-16 15:42:12,825 INFO:Total samples: 6000\n", "2025-01-16 15:42:32,234 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:42:32,300 INFO: === Dataset: h ===\n", "2025-01-16 15:42:34,796 INFO:Total samples: 6000\n", "2025-01-16 15:42:54,372 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:42:54,437 INFO: === Dataset: i ===\n", "2025-01-16 15:42:57,018 INFO:Total samples: 6000\n", "2025-01-16 15:43:16,106 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:43:16,173 INFO: === Dataset: j ===\n", "2025-01-16 15:43:18,766 INFO:Total samples: 6000\n", "2025-01-16 15:43:37,834 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:43:37,902 INFO: === Dataset: k ===\n", "2025-01-16 15:43:40,482 INFO:Total samples: 6000\n", "2025-01-16 15:43:59,726 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABgEAAAJOCAYAAACeMadaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAADpfUlEQVR4nOzdd3yN5//H8fdJZBErSGyxWitGrRJ71qzWVpGEqprFV2tvoiilRo0iEdRsUZTaq5QatWnN1o6RiJFIcv/+6M/hNIkmmuQk8Xo+HufxdT7Xdd/355zk21znfO7rukyGYRgCAAAAAAAAAACpjo21EwAAAAAAAAAAAImDIgAAAAAAAAAAAKkURQAAAAAAAAAAAFIpigAAAAAAAAAAAKRSFAEAAAAAAAAAAEilKAIAAAAAAAAAAJBKUQQAAAAAAAAAACCVoggAAAAAAAAAAEAqRREAAAAAAAAAAIBUiiIAgFRpx44dMplM2rFjh7VTARLFiBEjZDKZrJ1Gknv2uoOCgqydCgAAiKPUODYPDQ3Vhx9+qOzZs8tkMql3794Jfg13d3f5+Pgk+HlTqpQ6/jWZTOrRo4e10wDwmqMIAMBq/P39ZTKZzA9HR0flzJlT9evX11dffaUHDx4kyHWefeiIyyM2ly5dsuhnY2MjFxcXNWjQQPv27Yv1uL179+q9996Tm5ubHBwc5O7uri5duujKlSuxHnP06FG1b99eefLkkYODg1xcXFSnTh0tWLBAkZGRcXrN33//vRo0aKCsWbPK3t5eOXPmVKtWrbRt27Y4Hf+6WrJkiaZMmZKo17h27ZpGjBiho0ePJup1XmbmzJny9/e32vVflBzeDwAAkLLG5s+EhIRo5MiRKlWqlJydneXk5KQSJUqof//+unbtWoLkGxs/Pz/5+/ura9euCgwMlJeXV6JeLym9+LuwZ8+eaO2GYShPnjwymUxq3LjxK13Dz89Pq1ev/o+ZAgDiKo21EwCAUaNGKX/+/Hr69Klu3LihHTt2qHfv3po8ebLWrl2rkiVLxvuc1apV0+PHj2Vvb6/bt28rMDDQon3gwIFydnbW4MGD43Xetm3bqmHDhoqMjNS5c+c0c+ZM1axZUwcPHpSHh4dF32nTpumTTz5RgQIF1LNnT+XIkUOnT5/WN998o2XLlmnDhg2qXLmyxTHffPONPv74Y7m5ucnLy0uFCxfWgwcPtHXrVnXq1EnXr1/XoEGDYs3PMAx17NhR/v7+KlOmjPr27avs2bPr+vXr+v7771W7dm3t3bs32nXxtyVLlujEiROJcifXM9euXdPIkSPl7u6u0qVLJ9p1XmbmzJnKmjVrsrizLDm8HwAA4LmUMja/cOGC6tSpoytXrqhly5b66KOPZG9vr2PHjmnevHn6/vvvde7cuXjnGlfbtm3T22+/reHDhyfaNc6ePSsbG+vdu+no6KglS5aoSpUqFvGdO3fqr7/+koODwyuf28/PTy1atFCzZs3ifMyQIUM0YMCAV74mALzOKAIAsLoGDRqoXLly5ucDBw7Utm3b1LhxYzVt2lSnT5+Wk5NTvM5pY2MjR0dHSZKbm5vat29v0f75558ra9as0eL/5q233rI4pmrVqmrQoIG+/vprzZw50xzfu3evevfurSpVqmjjxo1Kmzatua1r167y9PRUixYtdPLkSWXOnFmStH//fn388ceqVKmSNmzYoPTp05uP6d27t3799VedOHHipflNmjRJ/v7+5g9qL95BNXjwYAUGBipNmv/+n37DMPTkyZN4/1wAAACQvKWEsXlERITef/993bx5Uzt27Ij2JfXYsWM1fvz4eOUYX7du3VKxYsUS9Rr/5Uv2hNCwYUOtWLFCX331lcVniCVLlqhs2bJJtjzjw4cPlS5dOqVJkyZBPssAwOuI5YAAJEu1atXS0KFDdfnyZS1atMii7cyZM2rRooVcXFzk6OiocuXKae3atRZ9kmrd0apVq0qSzp8/bxEfPXq0TCaTAgICLAoAklSwYEFNmDBB169f1+zZs83xkSNHymQyafHixRYFgGfKlSv30ju3Hz9+rHHjxqlIkSL64osvYpxC7eXlpQoVKkiKfU3NZ9N/L126ZI65u7urcePG2rRpk8qVKycnJyfNnj1bJUqUUM2aNaOdIyoqSrly5VKLFi0sYlOmTFHx4sXl6OgoNzc3denSRffu3Yv1Nb1o27Ztqlq1qtKlS6dMmTLp3Xff1enTpy36PHtNf/zxh3x8fJQpUyZlzJhRvr6+evTo0UvPX6NGDa1fv16XL182T392d3c3t4eFhWn48OEqVKiQHBwclCdPHn322WcKCwuzOM/mzZtVpUoVZcqUSc7OznrzzTfNszd27Nih8uXLS5J8fX3N1/m3pXn27Nmj8uXLy9HRUQULFrT4vXnRggULVKtWLbm6usrBwUHFihXT119/bdHH3d1dJ0+e1M6dO83Xr1GjhiTp7t276tevnzw8POTs7KwMGTKoQYMG+u2336Jda9q0aSpevLjSpk2rzJkzq1y5clqyZIlFn6tXr6pjx47m5bCKFy+u+fPnm9tf9f34p8uXL6tQoUIqUaKEbt68Ga9jAQDAv0tuY/NVq1bpt99+0+DBg6MVACQpQ4YMGjt2rEVsxYoVKlu2rJycnMwFh6tXr1r08fHxkbOzs65evapmzZrJ2dlZ2bJlU79+/czLcj57LRcvXtT69evN45dLly7FOI6O7fX//vvvat68ubJnzy5HR0flzp1bbdq0UXBwsLlPTHsCXLhwQS1btpSLi4vSpk2rt99+W+vXr4/xesuXL9fYsWOVO3duOTo6qnbt2vrjjz/i+jarbdu2unPnjjZv3myOhYeHa+XKlWrXrl2Mx3zxxReqXLmysmTJIicnJ5UtW1YrV6606GMymfTw4UMFBASY379nr/PZeP7UqVNq166dMmfObP4Z//Pzy4IFC2QymSzGl9LfswxMJpM2bNjwr69x5syZKl68uBwcHJQzZ051795d9+/ft+hTo0YNlShRQqdOnVLNmjWVNm1a5cqVSxMmTPjX88dmzJgxsrGx0bRp0175HAAQHxQBACRbz9bV/Omnn8yxkydP6u2339bp06c1YMAATZo0SenSpVOzZs30/fffJ3mOzwb4z+7ml6RHjx5p69atqlq1qvLnzx/jca1bt5aDg4PWrVtncUy1atWUN2/eV8plz549unv3rtq1aydbW9tXOsfLnD17Vm3btlXdunU1depUlS5dWq1bt9auXbt048aNaLlcu3ZNbdq0Mce6dOmiTz/9VJ6enpo6dap8fX21ePFi1a9fX0+fPn3ptbds2aL69evr1q1bGjFihPr27auff/5Znp6e0T5kSVKrVq304MEDjRs3Tq1atZK/v79Gjhz50msMHjxYpUuXVtasWRUYGKjAwEDz/gBRUVFq2rSpvvjiCzVp0kTTpk1Ts2bN9OWXX6p169bmc5w8eVKNGzdWWFiYRo0apUmTJqlp06bau3evJKlo0aIaNWqUJOmjjz4yX6datWqx5nX8+HHVq1fP/Np9fX01fPjwGH/fv/76a+XLl0+DBg3SpEmTlCdPHnXr1k0zZsww95kyZYpy586tIkWKmK//bOr9hQsXtHr1ajVu3FiTJ0/Wp59+quPHj6t69eoW6+rOnTtXvXr1UrFixTRlyhSNHDlSpUuX1i+//GLuc/PmTb399tvasmWLevTooalTp6pQoULq1KmT+X19lffjn86fP69q1aopffr02rFjh9zc3OJ8LAAAiLvkNDZ/VmSI6zr8/v7+atWqlWxtbTVu3Dh17txZ3333napUqRLtC9/IyEjVr19fWbJk0RdffKHq1atr0qRJmjNnjqS/xy+BgYHKmjWrSpcubR6/ZMuWLc75h4eHq379+tq/f7969uypGTNm6KOPPtKFCxei5fOimzdvqnLlytq0aZO6deumsWPH6smTJ2ratGmM7/fnn3+u77//Xv369dPAgQO1f/9+ffDBB3HO093dXZUqVdK3335rjv34448KDg62GOe/aOrUqSpTpoxGjRolPz8/pUmTRi1btrQoVAQGBsrBwUFVq1Y1v39dunSxOE/Lli316NEj+fn5qXPnzjFey9fXV40bN1bfvn31559/Svp77Dxy5Eh16tRJDRs2fOnrGzFihLp3766cOXNq0qRJat68uWbPnq169epF+3xy7949vfPOOypVqpQmTZqkIkWKqH///vrxxx9feo2YDBkyRMOGDdPs2bPVs2fPeB8PAK/EAAArWbBggSHJOHjwYKx9MmbMaJQpU8b8vHbt2oaHh4fx5MkTcywqKsqoXLmyUbhwYXNs+/bthiRj+/btMZ63ePHiRvXq1eOc68WLFw1JxsiRI43bt28bN27cMHbv3m2UL1/ekGSsWLHC3Pfo0aOGJOOTTz556TlLlixpuLi4GIZhGL/99lucjnmZqVOnGpKM77//Pk79hw8fbsT0Z+DZz+XixYvmWL58+QxJxsaNGy36nj171pBkTJs2zSLerVs3w9nZ2Xj06JFhGIaxe/duQ5KxePFii34bN26MMf5PpUuXNlxdXY07d+6YY7/99pthY2NjdOjQIdpr6tixo8Xx7733npElS5aXXsMwDKNRo0ZGvnz5osUDAwMNGxsbY/fu3RbxWbNmGZKMvXv3GoZhGF9++aUhybh9+3as1zh48KAhyViwYMG/5mMYhtGsWTPD0dHRuHz5sjl26tQpw9bWNtrP79n7/aL69esbBQoUsIjF9vv/5MkTIzIy0iJ28eJFw8HBwRg1apQ59u677xrFixd/ad6dOnUycuTIYQQFBVnE27RpY2TMmNGca3zfj2c/49u3bxunT582cubMaZQvX964e/dunI4HAAAxS0lj8zJlyhgZM2aMU9/w8HDD1dXVKFGihPH48WNzfN26dYYkY9iwYeaYt7e3Icli3PPsemXLlrWI5cuXz2jUqJFFLKZxtGFEf/1HjhyJ9hkiJvny5TO8vb3Nz3v37m1IshiTPnjwwMifP7/h7u5uHsc9u17RokWNsLAwc99nnxeOHz/+0uu++Lswffp0I3369OaxW8uWLY2aNWvG+h78czwaHh5ulChRwqhVq5ZFPF26dBav7ZlnY722bdvG2vai69evGy4uLkbdunWNsLAwo0yZMkbevHmN4ODgl77GW7duGfb29ka9evUsxr/Tp083JBnz5883x6pXr25IMhYuXGiOhYWFGdmzZzeaN2/+0usYhmFIMrp3724YhmH873//M2xsbAx/f/9/PQ4AEhIzAQAka87Oznrw4IGkv5cq2bZtm/ku76CgIAUFBenOnTuqX7++fv/992hTehPa8OHDlS1bNmXPnl1Vq1bV6dOnNWnSJItlb57lG9OSPi9Knz69QkJCJMn8v/92zMskxDleJn/+/Kpfv75F7I033lDp0qW1bNkycywyMlIrV65UkyZNzOvFrlixQhkzZlTdunXNP7egoCCVLVtWzs7O2r59e6zXvX79uo4ePSofHx+5uLiY4yVLllTdunVjnOb78ccfWzyvWrWq7ty5Y36P4mvFihUqWrSoihQpYpF/rVq1JMmcf6ZMmSRJa9asUVRU1Ctd60WRkZHatGmTmjVrZjFDpGjRotF+FpIs1ucNDg5WUFCQqlevrgsXLlhMLY+Ng4ODefO5yMhI3blzx7yk0eHDh839MmXKpL/++ksHDx6M8TyGYWjVqlVq0qSJDMOweM/q16+v4OBgi/O9ihMnTqh69epyd3fXli1bLGbjAACAxJFcxuYhISFxHvP++uuvunXrlrp162bel0CSGjVqpCJFikRbSkeKeSx54cKF/5b0CzJmzChJ2rRp078uWfmiDRs2qEKFChZLIDk7O+ujjz7SpUuXdOrUKYv+vr6+sre3Nz9/tpRpfF5Lq1at9PjxY61bt04PHjzQunXrYl0KSLIcj967d0/BwcGqWrVqvMd+//wZxCZ79uyaMWOGNm/erKpVq+ro0aOaP3++MmTI8NLjtmzZovDwcPXu3dti8+XOnTsrQ4YM0X4vnJ2dLfassLe3V4UKFeL8XhqGYZ4du2jRInl7e8fpOABIKBQBACRroaGh5gH+H3/8IcMwNHToUGXLls3iMXz4cEl/b9CVmD766CNt3rxZP/zwg/r06aPHjx+b1wd95lm+zz4gxebBgwfmvs8Gqf92zMskxDle5mVLG+3du9f8IW/Hjh26deuWxTI5v//+u4KDg+Xq6hrtZxcaGvrSn9vly5clSW+++Wa0tqJFiyooKEgPHz60iP9zSaVnXxDHdf+Bf/r999918uTJaLm/8cYbkp7/3rVu3Vqenp768MMP5ebmpjZt2mj58uWvXBC4ffu2Hj9+rMKFC0dri+n92Lt3r+rUqWPeNyFbtmzm/QjiUgSIiorSl19+qcKFC8vBwUFZs2ZVtmzZdOzYMYvj+/fvL2dnZ1WoUEGFCxdW9+7dzUsePcv7/v37mjNnTrT3zNfXV9J///9qkyZNlD59em3atOlfP+QBAICEkVzG5hkyZIjzmPdlY8kiRYqY259xdHSMtrRP5syZX3kcGZP8+fOrb9+++uabb5Q1a1bVr19fM2bM+Nfx2uXLl2MdEz9rf1FCjImzZcumOnXqaMmSJfruu+8UGRlpcQPUP61bt05vv/22HB0d5eLiomzZsunrr7+O01j0RbF99ohJmzZt1KhRIx04cECdO3dW7dq1//WY2H4v7O3tVaBAgWjvZe7cuaPtpxaf34uFCxdqxowZmjZtmtq2bRunYwAgIbGtOoBk66+//lJwcLAKFSokSeYvUvv16xfjXdCSzH0TS+HChVWnTh1JUuPGjWVra6sBAwaoZs2aKleunDmHNGnS6NixY7GeJywsTGfPno12zPHjx185tyJFikj6ex3MZs2a/Wv/mDYFlhStqPHMi3f1vKh169YaOHCgVqxYod69e2v58uXKmDGj3nnnHXOfqKgoubq6avHixTGeIz5rqMZFbHsiGIbxSueLioqSh4eHJk+eHGN7njx5JP39Hu3atUvbt2/X+vXrtXHjRi1btky1atXSTz/9lCh7NTxz/vx51a5dW0WKFNHkyZOVJ08e2dvba8OGDfryyy/jVIjw8/PT0KFD1bFjR40ePVouLi6ysbFR7969LY4vWrSozp49q3Xr1mnjxo1atWqVZs6cqWHDhmnkyJHmvu3bt4/1LqeSJUv+p9fbvHlzBQQEaPHixdHWkAUAAAkvOY3NixQpoiNHjujPP/80j8MSyn8Zr8VnfD1p0iT5+PhozZo1+umnn9SrVy+NGzdO+/fvV+7cuV85hxcl1Ji4Xbt26ty5s27cuKEGDRqYZ7/+0+7du9W0aVNVq1ZNM2fOVI4cOWRnZ6cFCxZoyZIl8bpmbJ89YnLnzh39+uuvkqRTp04pKirK4u7+hPBf30tPT08dPXpU06dPV6tWrSxmOANAUqAIACDZCgwMlCTzh4oCBQpIkuzs7MxfxFvb4MGDNXfuXA0ZMkQbN26UJKVLl041a9bUtm3bdPnyZeXLly/accuXL1dYWJgaN24sSUqbNq1q1aqlbdu2vfKHmSpVqihz5sz69ttvNWjQoH/9APPsTqD79+9bDOT/edfLv8mfP78qVKigZcuWqUePHvruu+/UrFkzOTg4mPsULFhQW7ZskaenZ7wG9JLM79/Zs2ejtZ05c0ZZs2ZVunTp4nXO2MT2wa1gwYL67bffVLt27Vj7PGNjY6PatWurdu3amjx5svz8/DR48GBt375dderU+dfjX5QtWzY5OTnp999/j9b2z/fjhx9+UFhYmNauXWtx11dMSy3FlsPKlStVs2ZNzZs3zyJ+//59Zc2a1SKWLl06tW7dWq1bt1Z4eLjef/99jR07VgMHDlS2bNmUPn16RUZG/uv/V+Pzfrxo4sSJSpMmjbp166b06dO/dFo6AAD475LT2LxJkyb69ttvtWjRIg0cOPClfV8cSz5byvGZs2fPxjhWf1Uvjq9fFNv42sPDQx4eHhoyZIh+/vlneXp6atasWRozZkyM/fPlyxfrmPhZe2J477331KVLF+3fv99iGdB/WrVqlRwdHbVp0yaLzwILFiyI1vdVx4Ax6d69ux48eKBx48Zp4MCBmjJlivr27fvSY178vXj2uyz9vWnzxYsXE/x3ulChQpowYYJq1Kihd955R1u3bk20ZVwBICYsBwQgWdq2bZtGjx6t/Pnz64MPPpAkubq6qkaNGpo9e7auX78e7Zjbt28ndZrKlCmTunTpok2bNuno0aPm+JAhQ2QYhnx8fPT48WOLYy5evKjPPvtMOXLksLiDefjw4TIMQ15eXgoNDY12rUOHDikgICDWXNKmTav+/fvr9OnT6t+/f4x3pSxatEgHDhyQ9PcX25K0a9cuc/vDhw9feo3YtG7dWvv379f8+fMVFBRksRSQ9PdaopGRkRo9enS0YyMiIqJ9UHpRjhw5VLp0aQUEBFj0O3HihH766Sc1bNgw3vnGJl26dDFOVW7VqpWuXr2quXPnRmt7/PixeTmiu3fvRmsvXbq0pL9nfzy7hhT9w2FMbG1tVb9+fa1evVpXrlwxx0+fPq1NmzZF6ytZ3o0UHBwc44eudOnSxXh9W1vbaL83K1asiLae7507dyye29vbq1ixYjIMQ0+fPpWtra2aN2+uVatW6cSJE9Gu8+L/V+PzfrzIZDJpzpw5atGihby9vbV27dp4HQ8AAOIuuY3NW7RoIQ8PD40dO1b79u2L1v7gwQMNHjxYklSuXDm5urpq1qxZ5vGYJP344486ffq0GjVqlGB5xTS+joyM1Jw5cyz6hYSEKCIiwiLm4eEhGxsbixz/qWHDhjpw4IDFa3748KHmzJkjd3d3FStWLCFeRjTOzs76+uuvNWLECDVp0iTWfra2tjKZTBYzHy5duqTVq1dH6xvbeDS+Vq5cqWXLlunzzz/XgAED1KZNGw0ZMkTnzp176XF16tSRvb29vvrqK4vx77x58xQcHJygvxfPlCxZUhs2bNDp06fVpEmTaJ8TASAxMRMAgNX9+OOPOnPmjCIiInTz5k1t27ZNmzdvVr58+bR27VqLDbxmzJihKlWqyMPDQ507d1aBAgV08+ZN7du3T3/99Zd+++23JM//k08+0ZQpU/T5559r6dKlkqRq1arpiy++UN++fVWyZEn5+PgoR44cOnPmjObOnauoqCht2LDBYjPTypUra8aMGerWrZuKFCkiLy8vFS5cWA8ePNCOHTu0du3aWO8KeubTTz/VyZMnNWnSJG3fvl0tWrRQ9uzZdePGDa1evVoHDhzQzz//LEmqV6+e8ubNq06dOunTTz+Vra2t5s+fr2zZsll84RwXrVq1Ur9+/dSvXz+5uLhEu3OmevXq6tKli8aNG6ejR4+qXr16srOz0++//64VK1Zo6tSpL11bdOLEiWrQoIEqVaqkTp066fHjx5o2bZoyZsyoESNGxCvXlylbtqyWLVumvn37qnz58nJ2dlaTJk3k5eWl5cuX6+OPP9b27dvl6empyMhInTlzRsuXL9emTZtUrlw5jRo1Srt27VKjRo2UL18+3bp1SzNnzlTu3LnNG7gVLFhQmTJl0qxZs5Q+fXqlS5dOFStWjHXd05EjR2rjxo2qWrWqunXrpoiICE2bNk3Fixe3WHKqXr16sre3V5MmTdSlSxeFhoZq7ty5cnV1jfbBvGzZsvr66681ZswYFSpUSK6urqpVq5YaN26sUaNGydfXV5UrV9bx48e1ePFii7ujnl0re/bs8vT0lJubm06fPq3p06erUaNG5juaPv/8c23fvl0VK1ZU586dVaxYMd29e1eHDx/Wli1bzAWT+L4fL7KxsdGiRYvUrFkztWrVShs2bIh2hx8AAIiflDA2t7Oz03fffac6deqoWrVqatWqlTw9PWVnZ6eTJ09qyZIlypw5s8aOHSs7OzuNHz9evr6+ql69utq2baubN29q6tSpcnd3V58+fRIsr+LFi+vtt9/WwIEDdffuXbm4uGjp0qXRvvDftm2bevTooZYtW+qNN95QRESEAgMDzTdSxGbAgAH69ttv1aBBA/Xq1UsuLi4KCAjQxYsXtWrVqgRfAudFcdnItlGjRpo8ebLeeecdtWvXTrdu3dKMGTNUqFChaEulli1bVlu2bNHkyZOVM2dO5c+fXxUrVoxXTrdu3VLXrl1Vs2ZN9ejRQ5I0ffp0bd++XT4+PtqzZ0+s70m2bNk0cOBAjRw5Uu+8846aNm2qs2fPaubMmSpfvrzFJsAJ6e2339aaNWvUsGFDtWjRQqtXr5adnV2iXAsALBgAYCULFiwwJJkf9vb2Rvbs2Y26desaU6dONUJCQmI87vz580aHDh2M7NmzG3Z2dkauXLmMxo0bGytXrjT32b59uyHJ2L59e4znKF68uFG9evU453rx4kVDkjFx4sQY2318fAxbW1vjjz/+sIjv2rXLePfdd42sWbMadnZ2Rt68eY3OnTsbly5divVahw4dMtq1a2fkzJnTsLOzMzJnzmzUrl3bCAgIMCIjI+OU78qVK4169eoZLi4uRpo0aYwcOXIYrVu3Nnbs2BHtWhUrVjTs7e2NvHnzGpMnTzb/XC5evGjuly9fPqNRo0Yvvaanp6chyfjwww9j7TNnzhyjbNmyhpOTk5E+fXrDw8PD+Oyzz4xr167962vasmWL4enpaTg5ORkZMmQwmjRpYpw6dcqiz/Dhww1Jxu3bty3iMb2mmISGhhrt2rUzMmXKZEgy8uXLZ24LDw83xo8fbxQvXtxwcHAwMmfObJQtW9YYOXKkERwcbBiGYWzdutV49913jZw5cxr29vZGzpw5jbZt2xrnzp2zuM6aNWuMYsWKGWnSpDEkGQsWLHhpXjt37jTKli1r2NvbGwUKFDBmzZplfq0vWrt2rVGyZEnD0dHRcHd3N8aPH2/Mnz8/2mu/ceOG0ahRIyN9+vSGJPP/F548eWL873//M3LkyGE4OTkZnp6exr59+4zq1atb/P9l9uzZRrVq1YwsWbIYDg4ORsGCBY1PP/3U/D48c/PmTaN79+5Gnjx5DDs7OyN79uxG7dq1jTlz5rzy+xHTz/jRo0dG9erVDWdnZ2P//v0vfS8BAEDMUtLY/Jl79+4Zw4YNMzw8PIy0adMajo6ORokSJYyBAwca169ft+i7bNkyo0yZMoaDg4Ph4uJifPDBB8Zff/1l0cfb29tIly5dtOvENO6KbXx8/vx5o06dOoaDg4Ph5uZmDBo0yNi8ebPF679w4YLRsWNHo2DBgoajo6Ph4uJi1KxZ09iyZUu0a3h7e0c7f4sWLYxMmTIZjo6ORoUKFYx169ZZ9Hn2fq9YscIi/uwzzb+NPZ/9Lhw8ePCl/WJ6D+bNm2cULlzYcHBwMIoUKWIsWLAgxvfvzJkzRrVq1QwnJydDkvl1xjaef7Htmffff99Inz59tM9Wa9asMSQZ48ePf2n+hmEY06dPN4oUKWLY2dkZbm5uRteuXY179+5Z9KlevbpRvHjxaMd6e3tbfF6IjSSje/fu0XJMkyaN0bp16zh/xgOA/8JkGK+4SyIAAAAAAAAAAEjW2BMAAAAAAAAAAIBUiiIAAAAAAAAAAACpFEUAAAAAAAAAAABSKYoAAAAAAAAAAACkUhQBAAAAAAAAAABIpSgCAAAAAAAAAACQSqWxdgJJLSoqSteuXVP69OllMpmsnQ4AAACQahiGIUnKkCEDY20AAAAgmXjtigDXrl1Tnjx5rJ0GAAAAkGoFBwcrQ4YM1k4jUTmV6WHtFABAknTv4HRrpwAAkiTHZPZNc1KN1x4fSf7/HU5mP5rElz59eknSn3/+meo/mAAAAABJKSQkhBtuAAAAgGTmtSsCPJuWnCFDBooAAAAAAAAAAJAamdgO9xneCQAAAAAAAAAAUqnXbiYAAAAAAAAAACCV+/8VYcBMAAAAAAAAAAAAUi1mAgAAAAAAAAAAUhf2BDDjnQAAAAAAAAAAIJViJgAAAAAAAAAAIHVhTwAzZgIAAAAAAAAAAJBKMRMAAAAAAAAAAJC6sCeAGe8EAAAAAAAAAACpFDMBAAAAAAAAAACpC3sCmDETAAAAAAAAAACAVIqZAAAAAAAAAACA1IU9Acx4JwAAAAAAAAAASKWYCQAAAAAAAAAASF3YE8CMmQAAAAAAAAAAAKRSzAQAAAAAAAAAAKQu7AlgZtV3YteuXWrSpIly5swpk8mk1atX/+sxO3bs0FtvvSUHBwcVKlRI/v7+iZ4nAAAAAAAAAAApkVWLAA8fPlSpUqU0Y8aMOPW/ePGiGjVqpJo1a+ro0aPq3bu3PvzwQ23atCmRMwUAAAAAAAAApBgmU9I8UgCrLgfUoEEDNWjQIM79Z82apfz582vSpEmSpKJFi2rPnj368ssvVb9+/cRKEwAAAEi2oqKidOfhQ0mSfZo0yujkZOWMAAAAACQnKWpPgH379qlOnToWsfr166t3796xHhMWFqawsDDz85CQkMRKDwAAAEhyD5480acrv5Mklc6TW73r1LZyRgAAAEAywJ4AZinqnbhx44bc3NwsYm5ubgoJCdHjx49jPGbcuHHKmDGj+ZEnT56kSBUAAABIVE+fPlWf/v1VoWEjcywiKsqKGQEAAABIjlJUEeBVDBw4UMHBwebHn3/+ae2UAAAAgP/k7NmzKlehgqZMmKBzO3foypHDkiQnOzsrZwYAAAAkE+wJYJailgPKnj27bt68aRG7efOmMmTIIKdY1j51cHCQg4NDUqQHAAAAJKqoqCjNnDlTn332mXkmrMnGRg9u3ZIkdatR3ZrpAQAAAEiGUlQRoFKlStqwYYNFbPPmzapUqZKVMgIAAACSxtWrV+Xr66vNmzebYxncsqtK54/Up20b1SlW1IrZAQAAAMkMewKYWbUIEBoaqj/++MP8/OLFizp69KhcXFyUN29eDRw4UFevXtXChQslSR9//LGmT5+uzz77TB07dtS2bdu0fPlyrV+/3lovAQAAAEhUhmGo26hRmj9hgsIfPTLHi9SurbItWimNg4NqFHnTihkCAAAASM6sWgT49ddfVbNmTfPzvn37SpK8vb3l7++v69ev68qVK+b2/Pnza/369erTp4+mTp2q3Llz65tvvlH9+vWTPHcAAAAgsW0+dlwfdf5Qlw4cMMfSZs6syr6dlKtECUlS0RzZlcaGu5wAAAAAC8wEMLNqEaBGjRoyDCPWdn9//xiPOXLkSCJmBQAAAFifYRhadPBXhYU+NMfyV3xbFdt7ySFdOpXIlVNtypdT7syZrZglAAAAgOQuRe0JAAAAALwOdp47pwV798lkYyPPjp20cfw41fLyUsDo0cqUNq210wMAAACSPxuTtTNINigCAAAAAMnE/v37FfLwoZZc+cscS+fiopafT9D8jj7WSwwAAABAisXCSAAAAICVhYeHa9Dgwars6an3W7VS+KPnSwBlc3bWHG8vK2YHAAAApEAmm6R5pAApI0sAAAAglfp8ybfK8cYbGufnJyMqSg/v3tXpLVskSa3Ll9PEls2VxtbWylkCAAAASKlYDggAAABIQpfv3NGSXw7qr7t3dWD9Oh1euUJRERGSJJOtrUo3fVclGjZSYVdXNShR3MrZAgAAACmUiT0BnqEIAAAAACSBJ0+f6uNFSyRJoXfuaO+8b3TjzGlze8acOVW180d6o1hxfd78Pdlx9z8AAACABEARAAAAAEhkR65c0dSt22UYhi78/LN+WbJITx8/NrcXq1dfW5YsVo4sWayYJQAAAJCKpJD1+pMCRQAAAAAgEX13+IjW/nZMkvT4/n3tDwxQRHi4JClX7twKCAhQ7Vq1rJkiAAAAgFSMIgAAAACQwMIiItRjyVI9jYy0iKfNnFllW7fRL4EL1aFDB3311VfKmDGjlbIEAAAAUjH2BDCjCAAAAAAkkMdPn6rr/6/7L0lPHz+WycZGaRwcJEm9atVUGZ8O2tWpo6pXr26tNAEAAAC8RigCAAAAAP/BvYcP9dtfV+X/8z6L+M1z57Tnm7nKXaqkKn7gpQkt3pdr+vSSRAEAAAAASGzsCWBGEQAAAACIpz9u3dKW02e0/8LFaG2RT5/q6OrvdWLjj5Jh6MzWrfqqf39zAQAAAAAAkhJFAAAAACAe9v5xXnN374mx7e6ff2rP3Dm699ef5liVKlVUsGDBpEoPAAAAgMSeAC+gCAAAAAD8i3sPH2rrmbPacuq0nkRERGuPiopS+JFD2jh3rp6Gh0uS7OzsNGbMGP3vf/+Tra1tUqcMAAAAAJIoAgAAAACxevL0qUatW69r94NjbO9ctYoyR0aoy4cfas+e57MDPDw8FBgYqFKlSiVVqgAAAABexJ4AZhQBAAAAgFhM3bot1gLA+2VKy/lhqCpWqaLQ0FBJkslk0qeffqpRo0bJwcEhKVMFAAAAgBhRBAAAAAD+ITwiUhuOH9fp6zcs4rWLvKly7vn0ppubbGxsFBkZqVKlSmnv3r1yd3fXwoULVbVqVStlDQAAAMCMPQHMKAIAAAAAkgzD0IKf92nXud9jbP+mQ3ul+cfa/ra2tgoICNCkSZM0fvx4pU+fPilSBQAAAIA4Y2EkAAAAQNLnP26KtQAwrHFDPQwNla+vr/bt22fRVrBgQc2cOZMCAAAAAJCcmGyS5pECMBMAAAAAr6VH4eFadvBX7Yzli39JckiTRkMaNdAfv/2mmj4+unLlivbs2aOjR48qXbp0SZgtAAAAALwaigAAAAB47Ww5fUaL9v8Sa/uU1q2UKa2Tnjx5okGDBunLL780t928eVO//fabKleunBSpAgAAAHgV7AlgRhEAAAAAr43T169r/MafXtpnWtvWSu/oqMOHD8vLy0unTp0yt9WoUUP+/v7Kly9fYqcKAAAAAAmCIgAAAABSvTuhofrfilUxthXKlk0dq3gqR8YMMplMioiI0NixYzVixAhFRERIkhwcHDRu3Dh98sknsrFJGet+AgAAAK+1FLJef1KgCAAAAIBUyzAMTdm6Tb/9+VeM7WPfe1e5MmUyPz9//rzat2+v/fv3m2NlypRRYGCgihcvntjpAgAAAECCowgAAACAVOnynTsavnZdjG2dqlSWZ8GC0e7qf/z4sQ4fPixJsrGx0cCBAzVs2DDZ29sner4AAAAAEhAzAcwoAgAAACBV2Xf+gmbv2h1j23tlSuvd0qViPbZEiRIaO3asZs+erYULF6pSpUqJlSYAAAAAJAnKIQAAAEg1fjp5KtYCwMwP2kYrAKxbt05hYWEWsT59+ujo0aMUAAAAAICUzGRKmkcKwEwAAAAApHhHrvypqVu3xdjWq1ZNvZUvr0Xs3r176t69u7799lv1799fn3/+ubnN1tZW6dKlS9R8AQAAACQylgMyowgAAACAFOvktWuauGlzjG3DGjdSgWxZo8U3b94sX19fXb16VZI0YcIEeXt7q2jRoomaKwAAAABYA0UAAAAApDhPIyPVd9kKPfjHUj7PdKtRPVoB4NGjR+rfv7+mT59ujmXKlEkzZsxQkSJFEjVfAAAAAEkshSzVkxQoAgAAACDFOHDxkmbu2Blre7ca1VXePZ9M/xjwHzx4UO3bt9e5c+fMsbp162r+/PnKnTt3ouULAAAAANZGEQAAAAApwu7f/9C8PXtjbOv/Tj0VzZEjWvzp06caO3asxowZo8jISEmSk5OTJkyYoG7dusnGhnVCAQAAgFSJPQHMKAIAAAAg2Ru/cZNOX78RLV40e3b1ql1TTvb2MR43Z84cjRw50vy8fPnyCgwM1JtvvplouQIAAABAckIRAAAAAMnail8PRSsADGxQX29mz/6vx3700UeaP3++fvvtNw0dOlSDBg2SnZ1dYqUKAAAAILlgTwAzigAAAABIlgzDkK//wmjx1uXKxloAePz4sZycnMzP7ezstHjxYj148EDly5dPtFwBAAAAILliYSQAAAAkSzEVACa2eF8NPEpEixuGoUWLFilfvnw6evSoRVuRIkUoAAAAAACvGZPJlCSPlIAiAAAAAJKdHkuWRouNbNpE2dKnjxa/c+eOWrVqJS8vL92+fVvt27fXkydPkiJNAAAAAEj2WA4IAAAAycafd+9p6Jq10eLzvb1kYxP9/pUNGzaoU6dOunHj+Z4BZcqU0dOnT+Xo6JiouQIAAABIvlLKXfpJgZkAAAAASBYu3L4dYwFgUssW0QoAoaGh+vjjj9WoUSNzAcDFxUUrVqxQYGCg0scwYwAAAAAAXkfMBAAAAIBV3QgO0YDvvo+xbVLLFsrinM4itm/fPnl5een8+fPmWIMGDTRv3jzlyJEjUXMFAAAAkEIwEcCMIgAAAACsZvmvh7Th+Ilo8SYlPfTeW2Vk848pvNOnT9cnn3yiqKgoSVLatGk1efJkffTRR0z3BQAAAIAYUAQAAACA1cRUAGhYooSal30rxv4VK1Y0f9lfqVIlLVy4UIUKFUrUHAEAAACkPNwk9BxFAAAAAFjFb3/+ZfG8o2dlVXuj8EuPKV++vEaNGiVJ+uyzz5QmDcNZAAAAAHgZPjUBAAAgSRmGobM3b+rLLVst4v8sAFy6dEmTJ0/W5MmTLb7sHzRoUJLkCQAAACDlYibAcxQBAAAAkGT+undPQ1avjRbvWauG+d+GYcjf31+ffPKJHjx4oGzZsmno0KFJmCUAAAAApB421k4AAAAAr4f7jx7HWADI5OSksvnySZJu3bql9957Tx07dtSDBw8kSQsXLtSTJ0+SNFcAAAAAKZvJZEqSR0pAEQAAAACJLuzpU/VetjxavEfNGprSppUkae3atfLw8NCaNWvM7b6+vjp06JAcHR2TKlUAAAAASFVYDggAAACJrsuiJdFi/r7ekqSQkBD16dNH8+fPN7dly5ZNc+bMUbNmzZIqRQAAAACpSEq5Sz8pUAQAAABAotp44qTF8zyZM2t0s6aSpF27dsnb21uXLl0ytzdt2lRz586Vq6trUqYJAAAAAKkSRQAAAAAkmuNXr2rpwV8tYsObNjb/e82aNeYCgLOzs6ZOnSpfX1/u2gEAAADw3/CRwowiAAAAABLcpaA7GvHDumhxv/feVRqb59tSjR07Vhs3blSWLFkUEBCg/PnzJ2WaAAAAAJDqUQQAAABAgomIitKtkAcxFgCKubnp2h9/KGe5cuaYo6OjNm/eLDc3N9na2iZlqgAAAABSMWYXP0cRAAAAAAni1LXrmrDppxjbWr1RSGM/+0zDDx/W4cOHVbRoUXNbzpw5kypFAAAAAHjtUAQAAADAfxIRFaVui5YoPDIyWlsjjxK6d/iQWtWvr4cPH0qSfHx8tH//fu7MAQAAAJBo+LzxHEUAAAAAvLKIyEh9uHBRtHgW53QqkiGD/EcM14b1683xAgUKaPLkyQzIAQAAACCJUAQAAADAKwmLiFCXwMXR4j6VK+nOiePq8kE73blzxxz/6KOPNGnSJDk7OydlmgAAAABeQ9x49BxFAAAAAMRZZFSUIqKiYvzy397WVuObNNInn3yiwMBAc9zNzU3z5s1To0aNkjJVAAAAAIAoAgAAACAOrt67p8Gr1760z9ft26l2rVrauXOnOda8eXPNmjVLWbNmTewUAQAAAMCMmQDPUQQAAABArO6Ehup/K1a9tE+1woXVsUplSdLo0aNVvXp1pU+fXtOnT1f79u0ZfAMAAACAFVEEAAAAgIUfj5/Qsl8PvbRPHpfMyp4hg7pWryYbGxtzvGrVqpo7d67q1q2rvHnzJnaqAAAAABAz7kUyowgAAAAASdLu33/XvD0/v7RP2wrlVL94cUVERMjPz0/vjPPTxo0bLQoBnTp1SuxUAQAAAABxRBEAAAAA+mLTZp24di3W9sYlPdT8rTIymUw6d+6cvLy8dODAAUnSlClT1Ldv36RKFQAAAAD+FcuSPkcRAAAA4DVmGIZ8/RfG2DaldUtlSpvWou+MGTP06aef6vHjx5IkW1tb878BAAAAAMmPzb93AQAAQGry5OlTfbN7j3wWBMRYAPisfj35+3pbFACuXr2qd955Rz169DB/6f/GG29o7969Gjx4cJLlDgAAAABxYTKZkuQRXzNmzJC7u7scHR1VsWJF8wzr2EyZMkVvvvmmnJyclCdPHvXp00dPnjyJ1zWZCQAAAPCamLl9pw5cuvTSPnO8PpB9Gssh4tKlS9WtWzfdu3fPHOvevbsmTJigtC8UCgAAAAAAsVu2bJn69u2rWbNmqWLFipoyZYrq16+vs2fPytXVNVr/JUuWaMCAAZo/f74qV66sc+fOycfHRyaTSZMnT47zdSkCAAAApHJRhqGPAhcpIjIqxnYbk0lRhqFvvL2U5oUNfiMjI9W+fXstXbrUHMuZM6cWLFigevXqJXreAAAAAPCqkuOeAJMnT1bnzp3l6+srSZo1a5bWr1+v+fPna8CAAdH6//zzz/L09FS7du0kSe7u7mrbtq1++eWXeF2XIgAAAEAq1zGWNf89CxZUu4rllc7BIcZ2W1tbZciQwfy8TZs2mjFjhlxcXBIlTwAAAABIacLCwhQWFmYRc3BwkMM/PmeFh4fr0KFDGjhwoDlmY2OjOnXqaN++fTGeu3Llylq0aJEOHDigChUq6MKFC9qwYYO8vLzilSNFAAAAgFTocXi4+ixboScREdHavmjZXFmdneN0nkmTJunIkSPq27ev2rRpk9BpAgAAAEDiSKKJAOPGjdPIkSMtYsOHD9eIESMsYkFBQYqMjJSbm5tF3M3NTWfOnInx3O3atVNQUJCqVKkiwzAUERGhjz/+WIMGDYpXjmwMDAAAkMpERkWp6+JvYywAzPP2irUAsH//fq1cudIi5uzsrF9++YUCAFK0w4cP6/jx4+bna9asUbNmzTRo0CCFh4dbMTMAAACkdAMHDlRwcLDF48W7/f+LHTt2yM/PTzNnztThw4f13Xffaf369Ro9enS8zkMRAAAAIBWJiIrS5M1bYmzze6+ZbG2iD/+ePn2qoUOHytPTU76+vrpw4YJFe3JcSxOIjy5duujcuXOSpAsXLqhNmzZKmzatVqxYoc8++8zK2QEAACAxmEymJHk4ODgoQ4YMFo9/LgUkSVmzZpWtra1u3rxpEb9586ayZ88e42sYOnSovLy89OGHH8rDw0Pvvfee/Pz8NG7cOEVFxbznW0xYDggAACCFMwxDSw/+qk0nT8XY7u/rHeuxp06dkpeXlw4fPixJCg0N1eTJkzV9+vREyRWwhnPnzql06dKSpBUrVqhatWpasmSJ9u7dqzZt2mjKlClWzQ8AAACpn729vcqWLautW7eqWbNmkqSoqCht3bpVPXr0iPGYR48eyeYfN3LZ2tpK+vtzYFxRBAAAAEjBNhw/oeW/Hoq1fXb7djHGo6Ki9NVXX2nAgAHmTazSpEmj4cOHa8CAAYmSK2AthmGY75TasmWLGjduLEnKkyePgoKCrJkaAAAAEklynNHct29feXt7q1y5cqpQoYKmTJmihw8fytfXV5LUoUMH5cqVS+PGjZMkNWnSRJMnT1aZMmVUsWJF/fHHHxo6dKiaNGliLgbEBUUAAACAFOrew4exFgCK5sguX8/KcrCzi9Z25coV+fj4aPv27c/7Fy2qwMBAlS1bNtHyBaylXLlyGjNmjOrUqaOdO3fq66+/liRdvHgx2sZsAAAAQGJp3bq1bt++rWHDhunGjRsqXbq0Nm7caB6TXrlyxeLO/yFDhshkMmnIkCG6evWqsmXLpiZNmmjs2LHxuq7JiM+8gVQgJCREGTNmVHBwsDJkyGDtdAAAAF6Zz4KAaLEvW7dU5rRpY+xvGIYCAwPVs2dPhYSEmOO9e/eWn5+fnJycEi1XvB6S61j72LFj+uCDD3TlyhX17dtXw4cPlyT17NlTd+7c0ZIlS+J9TqcyMU/ZBoCkdu8gS/gBSB4ck9nt5jk+WpUk17k+p3mSXOe/SGY/GgAAALzMvUePNHHjT7oWHGwRb12urBp4lHjpsaGhoRo4cKC5AJAnTx75+/urVq1aiZYvkByULFlSx48fjxafOHFivKZRAwAAACkRRQAAAIAU4GlkpEb+sF5/3bsXY/s7JYr/6znSp0+v+fPn65133lGHDh00depUZcqUKYEzBZKv8PBw3bp1y7w/wDN58+a1UkYAAABILMlxTwBroQgAAACQzM3euVv7LlyItf0bb68YB7gPHjzQkydPlC1bNnOsfv36OnLkiEqXLp0YqQLJ0rlz59SpUyf9/PPPFnHDMGQymRQZGWmlzAAAAIDERxEAAAAgGdty6nSMBYDKBQuoYxVPpXlh06gX7dmzRx06dFCRIkW0fv16iyIBBQC8bnx9fZUmTRqtW7dOOXLk4K4wAACA1wFDPjOKAAAAAMnQiatX9cVPW6LFi2bPLt8qleWaPn2Mx4WFhWn48OGaMGGCDMPQxYsXNXfuXH300UeJnTKQbB09elSHDh1SkSJFrJ0KAAAAkOQoAgAAACQzf969G2MBYGKL95Utli//Jen48eNq3769jh07Zo55enqqTp06iZInkFIUK1ZMQUFB1k4DAAAASYjZn8/FPH88Cc2YMUPu7u5ydHRUxYoVdeDAgZf2nzJlit588005OTkpT5486tOnj548eZJE2QIAACSufecvaOiaH6LFu9WoHmsBIDIyUhMnTlS5cuXMBQA7Ozt9/vnn2rlzpwoUKJCoOQPJ3fjx4/XZZ59px44dunPnjkJCQiweAAAAQGpm1ZkAy5YtU9++fTVr1ixVrFhRU6ZMUf369XX27Fm5urpG679kyRINGDBA8+fPV+XKlXXu3Dn5+PjIZDJp8uTJVngFAAAACefsjZuavWu3Raxq4ULqVMUz1mMuXrwob29v7d79/DgPDw8FBgaqVKlSiZYrkJI8mw1Tu3ZtizgbAwMAAKRezAR4zqpFgMmTJ6tz587y9fWVJM2aNUvr16/X/PnzNWDAgGj9f/75Z3l6eqpdu3aSJHd3d7Vt21a//PJLkuYNAACQ0Pqv+l43/3FHcnpHR7V/u2Ksx1y5ckUlS5ZUaGiopL8Huf369dPo0aPl4OCQqPkCKcn27dutnQIAAABgNVYrAoSHh+vQoUMaOHCgOWZjY6M6depo3759MR5TuXJlLVq0SAcOHFCFChV04cIFbdiwQV5eXkmVNgAAQILzWRAQLdakVEk1f6vMS4/Lmzev3n33XS1evFju7u5auHChqlatmlhpAilW9erVrZ0CAAAAkhgzAZ6zWhEgKChIkZGRcnNzs4i7ubnpzJkzMR7Trl07BQUFqUqVKjIMQxEREfr44481aNCgWK8TFhamsLAw83PW/AQAAMlFWESEugQujhbvXrOGyrvni9M5pk+fruzZs2v48OFK/5JNg4HX3e7duzV79mxduHBBK1asUK5cuRQYGKj8+fOrSpUq1k4PAAAASDRW3xg4Pnbs2CE/Pz/NnDlThw8f1nfffaf169dr9OjRsR4zbtw4ZcyY0fzIkydPEmYMAAAQ3ZOnT7Vw3/4YCwCTWjaPsQAQHBwsHx8fLV261CKeKVMmffHFFxQAgJdYtWqV6tevLycnJx0+fNh8k1BwcLD8/PysnB0AAAAShSmJHimA1YoAWbNmla2trW7evGkRv3nzprJnzx7jMUOHDpWXl5c+/PBDeXh46L333pOfn5/GjRunqKioGI8ZOHCggoODzY8///wzwV8LAABAXD0MC9PHi5Zo25mz0drmdmivLM7O0eI7duxQyZIlFRAQoK5du+rq1atJkSqQaowZM0azZs3S3LlzZWdnZ457enrq8OHDVswMAAAASHxWKwLY29urbNmy2rp1qzkWFRWlrVu3qlKlSjEe8+jRI9nYWKZsa2srSTIMI8ZjHBwclCFDBosHAACANQSFhqr7kqUxts336SC7/x/XPPPkyRP973//U82aNXXlyhVJUmRkpE6ePJnouQKpydmzZ1WtWrVo8YwZM+r+/ftJnxAAAAASnclkSpJHSmC1PQEkqW/fvvL29la5cuVUoUIFTZkyRQ8fPpSvr68kqUOHDsqVK5fGjRsnSWrSpIkmT56sMmXKqGLFivrjjz80dOhQNWnSxFwMAAAASG6iDEOTN2/RiavXLOLODg6a1LK5HF64M/mZI0eOqH379jp16pQ5VqNGDfn7+ytfvrjtFwDgb9mzZ9cff/whd3d3i/iePXtUoEAB6yQFAAAAJBGrFgFat26t27dva9iwYbpx44ZKly6tjRs3mjcLvnLlisWd/0OGDJHJZNKQIUN09epVZcuWTU2aNNHYsWOt9RIAAABeKjIqSp0CAqPF82fNoqGNG8nmH3eOREREaPz48RoxYoQiIiIk/T2z0c/PT7179442KxLAv+vcubM++eQTzZ8/XyaTSdeuXdO+ffvUr18/DR061NrpAQAAIBGklLv0k4LJiG0dnVQqJCREGTNmVHBwMEsDAQCAROezICBazN7WVnM6tI8Wv3z5stq2bat9+/aZY6VLl9aiRYtUvHjxRM0TSAjJdaxtGIZ5L7FHjx5J+ru41q9fP40ePfqVzulUpkdCpohUoEuraurjXVtuWTLo+Lmr6jt+hX49eTnGvmnS2OjTjvXUvnFF5XTNpHOXb2rI1DXa/PNpcx/ntA4a3q2xmtYqpWyZnfXb2b/Ub8JKHTp1JaleElKIewenWzsFJDNLlyxWwIJ5Cgq6rTfeLKIBg4bKo2TJWPv/tOlHzZg2VdeuXlXefO7q3befqlarbm7fsvknrVi+VKdPnlRw8H0tW7laRYoWTYqXghTG0aq3m0eXr9cPSXKdy181SZLr/BfcSgYAAJBIei9dHi32TYf2MRYAJMnR0VG///67JMnGxkaDBw/WL7/8QgEA+I9MJpMGDx6su3fv6sSJE9q/f79u376t4cOH69q1a/9+AuBftKj3lsb/7z2Nnf2jKrUbr2PnrmrtzO7Kljn6Zu+SNKJbE33YvIr6TlihMs3H6JuVe7RsUmeVejO3uc/Xw9qp1ttF1HFIgMq18tOWfWe0flZP5cyWMaleFoAUaOOPG/TFhHHq0q27lq74Xm++WURdu3TSnTt3Yux/9MhhDfj0f3rv/RZatnK1ataqrd49u+v338+Z+zx+/Ehlyryl3n37JdXLABIEewI8RxEAAAAgEfx+85buP35sEZvv00FpXrKPkZubm+bMmaNChQppz549GjNmjOzt7RM7VeC1YW9vr2LFiqlChQpydnbWyZMnlSdPHmunhVSgV/taWvDdzwpcu19nLtxQz7FL9fhJuLybVYqxf7vGFTRh3k/atOeULl29o7kr9mjT3lP6xKuWJMnRwU7NapfW4CmrtffweV34M0hjZ2/Q+T9vq3PLqkn50gCkMIEBC/R+i1Zq9l5zFSxUSEOGj5Sjo6NWf7cqxv6LFy1U5SpV5dPxQxUoWFA9evVW0WLFtHTJInOfJk2b6eNuPVSxUsz/TQOSK4oAz1EEAAAASED3Hz2Sz4IAjd3wo0V85gdto63/v2rVKgUFBVnE3nvvPZ04cUKV+JAFACmCXRpblSmaR9t+OWuOGYahbb+cVYWS+WM8xt4ujZ6EP7WIPX4SrsplCkqS0tjaKE0a22h9noQ9NfcBgH96Gh6u06dO6u1Klc0xGxsbvf12ZR377UiMxxw7elRvv2057qzsWUXHjh5NzFQBJDGKAAAAAP9R2NOnuhP6UD4LAtR72Ypo7QMa1FfaF+7ov3fvntq1a6cWLVqoa9eu+ucWTQ4ODomeMwAgYWTN7Kw0aWx16+4Di/itOyHKniXmvTG27DutXu1rqWDebDKZTKpVsYjerVVa2bP+3T/0UZj2/3ZBAzs3UI5sGWVjY1KbhuVVsWR+cx8A+Kd79+8pMjJSWbJksYhnyZIl2o0nzwQFBSlLlqzR+9+JuT+QopiS6JECJLPtGgAAAFKObWfOaOG+X17ap12F8iqSPbv5+ebNm+Xr66urV69KklauXKldu3apevXqsZ0CgJWFhYUpLCzMImZERcpkE/vyXsDL9Ju4UjOHttVv3w2VYRi68FeQFq7dL+933zb36ThkoWaP+EAXfhqriIhIHT3zp5Zv/FVliua1YuYAACAloggAAAAQT3/evaeha9a+tM97ZUrr3dKlzM8fPXqk/v37a/r06eZYpkyZNGPGDFWrVi3RcgVeZ8eOHXtp+9mzZ1/a/sy4ceM0cuRIi5itW3nZ5ajwyrkh9Qi6F6qIiEi5uqS3iLtmyaAbd0JiPaZV37lysE+jLBnT6drtYI3p9a4uXn2+cefFv4JU78OpSutorwzOjroRFKLAz3118Sp35wKIWeZMmWVraxttE+A7d+4oa9asMR6TNWtW3fnHXf937txR1iwx9wdSkpSyXn9SoAgAAAAQR5FRUeqxZKkeP30aY3vxnDkUHhGpQQ3fsRhwHjx4UF5eXhZfONapU0cLFixQ7ty5Ez1v4HVVunRpmUymaEtuSTLH4/LhcODAgerbt69FzLVq/wTLEynb04hIHTn9p2pWfFM/7Pi78GQymVSzwhuatWzXS48NC4/QtdvBSpPGRs1ql9aqzYej9Xn0JFyPnoQrU3on1alcVIOnrEmU1wEg5bOzt1fRYsX1y/59qlW7jiQpKipKv/yyT23ato/xmJKlS+uX/fvVvoOPObZ/388qWbp0EmQMIKlQBAAAAPgXf927pyGrY7/z//P3myl7xozR4k+fPtXYsWM1ZswYRUZGSpIcHR01YcIEde/eXTY2bM8EJKaLFy8myHkcHByi7dXBUkB40VeLtmnuKC8dOnVFv564pB7taiqtk4MWrtkvSfpmtJeu3QrWsGl//y0pXyKfcrpm0m9n/1Iu10wa3KWhbGxMmuy/xXzOOpWKymSSzl26pYJ5ssmvTzOdu3hTC9fus8prBJAyeHn7auig/ipevIRKeJTUosAAPX78WM3ee1+SNHjgZ3J1ddMnff4nSfqgfQd18vFSgP98VatWXRt/3KCTJ05o6IhR5nMG37+v69ev6/btW5KkS5f+/vuaNWtWZc2WLYlfIRB3zAR4jiIAAADAS3TyX6jIGO4ilqROVTxVpVDBWAeX69ats1hCpHz58lq4cKGKFCmSKLkCsJQvXz5rp4DXxMqfDitrZmcN69pIblnS69jZq3q3+wzzZsF5srsoKur53xIHBzsN795Y+XNlVeijMG3ae1Kdhi5UcOhjc5+Mzo4a1bOpcrll0t3gR1qz9aiGz/hBERFRSf76AKQc7zRoqHt372rm9K8UFHRbbxYpqpmzv1GW/18O6Mb167IxPb8RpXSZtzRuwhea/tUUTZsyWXnzuWvKtBkqXPgNc58d27dp2JCB5uf9+/WRJH3crYe6du+ZRK8MwH9hMmKaG5uKhYSEKGPGjAoODlaGDBmsnQ4AAEimboWEaOiaHxQWERGtrXjOHPq0fr1/PYdhGHr//ff1ww8/aOjQoRo0aJDs7OwSI10gWUgJY20PDw9t2LBBefLk+U/ncSrTI4EyAoD/5t7B6f/eCQCSgGMyu928UL8fk+Q6f3zRIEmu818ksx8NAACAdd0KCdFnq76Psa1l2bfU0KNErHf+379/X5kyZTI/N5lMmjNnji5duqTy5csnRroA4unSpUt6Gsu+HgAAAEBqRBEAAABAUpRh6NOVq3Qn9GGM7RNbvK9s6dPH2GYYhhYvXqwePXooMDBQTZo0Mbdly5ZN2VgrFQAAAACSFHsCPEcRAAAAvPaiDEMd/RfG2Nb+7YqqVeRN2cQygLxz544+/vhjrVy5UpL04Ycf6sSJE3zxDyRTVatWlZOTk7XTAAAAAJIMRQAAAPDaijIMBT14EOPyP20rlFP94sVfevyPP/6ojh076saNG+ZY3bp1WfcfSMY2bNhg7RQAAACQBJgI8BxFAAAA8FoK3LdfW8+cjbFtdvt2cnjJF/mhoaHq16+fZs+ebY65uLho1qxZatmyZYLnCuC/+/3337V9+3bdunVLUVFRFm3Dhg2zUlYAAABA4qMIAAAAXjsvLQB4fSCHNLEPkfbt2ycvLy+dP3/eHGvQoIHmzZunHDlyJHiuAP67uXPnqmvXrsqaNauyZ89usT6syWSiCAAAAJAKsSfAcxQBAADAa8MwDI1Yu06X796N1latcGG1Kl/2pQWAhQsXytfX13wXcdq0aTV58mR99NFHDDCBZGzMmDEaO3as+vfvb+1UAAAAgCRHEQAAALw2fGPY/Hdii+bKlt45TsfXrFlT6dOnV3BwsCpVqqSFCxeqUKFCCZ0mgAR27949luoCAAB4zXCf1nM21k4AAAAgsRmGIZ8FAdHi3WpUj3MBQJLy5MmjmTNnauzYsdq1axcFACCFaNmypX766SdrpwEAAABYBTMBAABAqhUUGqpB361WeGRktLb5Ph1k85JbQy5duqTBgwdr5syZypgxoznerl27RMkVQOIpVKiQhg4dqv3798vDw0N2/9j4u1evXlbKDAAAAInFxoapAM9QBAAAAKlSp4BARf7/2v3/NLt9u1gLAIZhyN/fX5988okePHggOzs7+fv7J2KmABLbnDlz5OzsrJ07d2rnzp0WbSaTiSIAAAAAUjWKAAAAIFUxDCPGtf+fmda2tRz+cRfwM7du3dJHH32kNWvWmGM7duzQ3bt35eLikuC5AkgaFy9etHYKAAAASGLsCfAcRQAAAJBqxFYAaFuhnOoXL/7SY9euXavOnTvr1q1b5piPj4+mTp2qDBkyJHiuAKzDMAxJf88AAAAAAF4HbAwMAABSheW/HoqxADC3Q/uXFgBCQkLUqVMnvfvuu+YCQNasWfX9999rwYIFFACAVGLhwoXy8PCQk5OTnJycVLJkSQUGBlo7LQAAACQSk8mUJI+UgJkAAAAgRTt17bombPopxrZvOrRXGlvbWI/dvXu3OnTooEuXLpljTZo00dy5c+Xm5pbQqQKwksmTJ2vo0KHq0aOHPD09JUl79uzRxx9/rKCgIPXp08fKGQIAAACJhyIAAABIkaIMQx1jWfs/r4uL+r9T76UFAEk6duyYuQDg7OysqVOnytfXN8XczQEgbqZNm6avv/5aHTp0MMeaNm2q4sWLa8SIERQBAAAAUiE+1j1HEQAAAKQoYU+fqsuiJbG2T2zRXNnSO8fpXN26ddPatWv1+PFjBQQEKH/+/AmVJoBk5Pr166pcuXK0eOXKlXX9+nUrZAQAAAAkHYoAAAAgxVjyywH9dOp0jG2f1q+r4jlzxnpsZGSktm3bprp165pjJpNJy5YtU/r06WX7L7MGAKRchQoV0vLlyzVo0CCL+LJly1S4cGErZQUAAIDExAzv5ygCAACAZC8yKkqfLF2u0LCwaG15MmfWqHebvHSAd/78eXXo0EE///yzNm/erDp16pjbMmXKlBgpA0hGRo4cqdatW2vXrl3mPQH27t2rrVu3avny5VbODgAAAEhcFAEAAECyFvrkiXp8uyxa3DFNGs3y+uClxxqGoblz56pv3756+PChJOnDDz/UuXPnZG9vnyj5Akh+mjdvrl9++UWTJ0/W6tWrJUlFixbVgQMHVKZMGesmBwAAgETBTIDnKAIAAIBk5U5oqPx+3Kg7oQ9j7TOpZQtlcU730vNcv35dH374oTZs2GCOFShQQAsXLqQAALyGypYtq8WLF1s7DQAAACDJUQQAAADJxvKDh7ThxImX9pnj9YHs07x8CLNy5Up9/PHHunPnjjnWuXNnTZo0SenTp0+QXAEkfzY2Nv96B5jJZFJEREQSZQQAAICkwkSA5ygCAAAAq7sRHKwB362Otd0+TRqVyJlDXapVfWkB4P79++rZs6cWLVpkjrm5uembb75R48aNEzJlACnA999/H2vbvn379NVXXykqKioJMwIAAACSHkUAAABgNQv37de2M2djbGtVrqzqFSuqNLa2cT5f586dtXLlSvPz999/X7NmzVK2bNn+c64AUp533303Wuzs2bMaMGCAfvjhB33wwQcaNWqUFTIDAABAYmNPgOdsrJ0AAAB4/Vy9d08+CwJiLQCMbNpEDT1KxKsAIEnjxo1T2rRplSFDBi1cuFArV66kAABAknTt2jV17txZHh4eioiI0NGjRxUQEKB8+fJZOzUAAAAgUTETAAAAJKngx481ePXaGNtaly+nd4oXi/MdG+Hh4Rab/BYqVEjLli1TyZIllTdv3gTJF0DKFhwcLD8/P02bNk2lS5fW1q1bVbVqVWunBQAAgETGRIDnKAIAAIAkERkVpX3nL+ibPXujtc38oK3SvvBl/r+JiIiQn5+fli9frgMHDiht2rTmNtb+B/DMhAkTNH78eGXPnl3ffvttjMsDAQAAAKkdRQAAAJDooqKi1CkgMFrcs2BBda5WJV7nOnv2rDp06KADBw5Ikj777DNNnz49QfIEkLoMGDBATk5OKlSokAICAhQQEBBjv++++y6JMwMAAEBiY0+A5ygCAACARBURGakPFy6Kse3Dqp5xPo9hGJo5c6Y+/fRTPX78WJJka2urLFmyyDAMBngAounQoQP/bQAAAMBrjyIAAABIVDEVAD6rX0/FcuaI8zmuXr0qX19fbd682Rx74403tHDhQlWsWDFB8gSQ+vj7+1s7BQAAAFgJ94I8Z2PtBAAAQOo1ZcvWaLEFPh3iVQD49ttvVaJECYsCQPfu3XXkyBEKAAAAAAAA/AtmAgAAgEQxe+duHf3zL4uYv693nI83DEM+Pj5auHChOZYzZ04tWLBA9erVS7A8AQAAAACpD8tCPsdMAAAAkOBuhYRo34ULFrFhjRvG6xwmk0nFihUzP2/Tpo2OHz9OAQAAAAAAgHhgJgAAAEhQPgsCosVmftBWae3t432ufv366eeff1bbtm3Vpk2bhEgPAAAAAPAaYCLAcxQBAABAgompAFC3WNE4FQD279+vgwcPqmfPnuaYra2t1qxZk6A5AgAAAADwOqEIAAAA/rM7oaH634pV0eItyr6lxiU9XnpseHi4Ro8eLT8/P0lS2bJlVbly5UTJEwAAAADwemBPgOcoAgAAgFcWZRjq6L8wxrY5Xu1ln8b2pcefOnVKXl5eOnz4sDk2ffp0igAAAAAAACQQNgYGAACv5FF4eKwFgGltW7+0ABAVFaUpU6borbfeMhcA0qRJo9GjR2vhwpjPCQAAAABAXJlMSfNICZgJAAAA4u341aua9NOWaPEWZd9SI48SL512eeXKFfn4+Gj79u3mWNGiRRUYGKiyZcsmSr4AAAAAALyuKAIAAIA4exoZqc4LF8XY5u/r/dJjDcNQYGCgevbsqZCQEHO8d+/e8vPzk5OTU4LmCgAAAAB4fbEnwHMUAQAAQJw8DAtT9yVLo8WL5cihz96p96/HR0RE6MsvvzQXAPLkySN/f3/VqlUrwXMFAAAAAAB/owgAAABeyjAMdV+yVI/Cw6O1dfSsrGpvFI7Teezs7BQYGKhy5cqpVatW+uqrr5QpU6YEzhYAAAAAgJSzXn9SoAgAAABiFRkVpU4BgTG2/dvyPw8ePNDt27dVoEABc6xEiRI6efKkChYsmKB5AgAAAACAmFEEAAAAsVp/7Hi0WJ2iRdT+7YovPW7Pnj3q0KGDnJ2ddfDgQTk4OJjbKAAAAAAAABIbewI8Z2PtBAAAQPIUHhGh744ctYjN9/Z6aQEgLCxMAwYMULVq1XTx4kUdP35co0aNSuRMAQAAAABAbJgJAAAALFwPDtbA71ZHi09v10Y2NrHfP3D8+HG1b99ex44dM8c8PT3VqVOnxEgTAAAAAIBYMRHgOWYCAAAACzEVAOxtbeX8wpI+L4qMjNTEiRNVrlw5cwHAzs5On3/+uXbu3GmxJwAAAAAAAEhazAQAAABmHwUujhbLnzWLPq5eLcb+Fy9elLe3t3bv3m2OeXh4KDAwUKVKlUq0PAEAAAAAeBn2BHiOIgAAAJAkPQwLU3hEhEXM39c71v7379/XW2+9pfv370v6e4DVr18/jR492mIjYAAAAAAAYD0UAQAAeI1FREXp4u0gHbpyRRtPnLRo+8bb66XHZsqUST179tTo0aPl7u6ugIAAVasW84wBAAAAAACSEjMBnqMIAADAa+r09esav/GnGNveKVFcaWLYBNgwDIuB1NChQ2VnZ6dPPvlEGTJkSLRcAQAAAADAq2FjYAAAXkPhERGxFgAkqUXZtyyeBwcHy8fHR+PGjbOI29nZaejQoRQAAAAAAADJismUNI+UgJkAAAC8Zi4F3dGIH9ZZxDKldVK5fPlUpVAhuWfNYtG2Y8cOeXt768qVK0qTJo0aNGigMmXKJGXKAAAAAADgFVEEAADgNbLj7Dn5/7zPImZva6sprVtF6/vkyRMNHjxYkydPNsecnJx05coVigAAAAAAgGSNPQGeowgAAMBr4srdu9EKAJI02+uDaLEjR46offv2OnXqlDlWo0YN+fv7K1++fImaJwAAAAAASDgUAQAAeA08fvpUw9b8YBH7qFoVVS5Y0CIWERGh8ePHa8SIEYqIiJAkOTg4yM/PT71795ZNDJsFAwAAAACQ3DAR4DmKAAAApGK7f/9D8/bsjRaPqQBw7do1tWjRQvv2PZ8tULp0aQUGBqpEiRKJnisAAAAAAEh4FAEAAEiFtp05q4X79sfa/s8CgCRlzpxZ9+7dkyTZ2NhowIABGj58uOzt7RMtTwAAAAAAEgN7AjxHEQAAgFTkaWSkui5eoojIqBjby7vnU/eaNWJsc3JyUmBgoLy8vDRv3jxVrlw58RIFAAAAACARUQN4jiIAAACpQERkpNYc/U0/HDseY/vY995VrkyZLGIrVqxQyZIl9eabb5pj5cqV04kTJ2Rra5uY6QIAAAAAgCTyn4oAT548kaOjY0LlAgAAXsH527c1et2GGNv6v1NfRXNkt4jdu3dPPXr00JIlS1ShQgXt3btXadI8HxJQAAAAAAAApHQ2TAUws4nvAVFRURo9erRy5colZ2dnXbhwQZI0dOhQzZs3L8ETBAAAsVt28NcYCwBOdnaa5+0VrQCwZcsWeXh4aMmSJZKkAwcO6Pvvv0+SXAEAAAAAQNKLdxFgzJgx8vf314QJEyw2CixRooS++eabBE0OAADEbtPJU/rxxEmLmEu6dPqiZXN93b6dbG2e/5l/9OiRevXqpbp16+rq1auSpEyZMmnx4sVq0aJFkuYNAAAAAEBiM5mS5pESxLsIsHDhQs2ZM0cffPCBxXIBpUqV0pkzZxI0OQAAEDPDMPTtgYMWsSqFCmpyqxbK6uxsET948KDeeustTZs2zRyrU6eOjh8/rnbt2smUUkYtAAAAAAAg3uK9J8DVq1dVqFChaPGoqCg9ffo0QZICAAAvt/a3YxbPx73fTDkyZrSIPX36VGPHjtWYMWMUGRkpSXJ0dNSECRPUvXt32djE+14AAAAAAABSBG54ey7en/6LFSum3bt3R4uvXLlSZcqUSZCkAABA7Eb+sE7fHzlqEftnAUCSDh06pFGjRpkLAOXLl9eRI0fUs2dPCgAAAAAAAFjBjBkz5O7uLkdHR1WsWFEHDhx4af/79++re/fuypEjhxwcHPTGG29ow4boewO+TLxnAgwbNkze3t66evWqoqKi9N133+ns2bNauHCh1q1bF9/TAQCAeDhx9ZouBt2xiPm9926Mfd9++2316dNHU6dO1dChQzVo0CDZ2dklRZoAAAAAAFiVTTKcCLBs2TL17dtXs2bNUsWKFTVlyhTVr19fZ8+elaura7T+4eHhqlu3rlxdXbVy5UrlypVLly9fVqZMmeJ1XZNhGEZ8k929e7dGjRql3377TaGhoXrrrbc0bNgw1atXL76nSnIhISHKmDGjgoODlSFDBmunAwBAnJ2/fVuj11lW+/vVq6sSuXJKkm7cuCFXV1eLu/yfPHmiU6dO6a233krSXAG8nl6nsbZTmR7WTgEAJEn3Dk63dgoAIElyjPft5omrwde/JMl1fuxaMc59K1asqPLly2v69L//2x0VFaU8efKoZ8+eGjBgQLT+s2bN0sSJE3XmzJn/dFPfK60FULVqVW3evFm3bt3So0ePtGfPnhRRAAAAIKXyWRAQrQDQ/516KpErpwzD0OLFi1WkSBGLzX+lv/cAoAAAAAAAAHjdmEymJHnEVXh4uA4dOqQ6deqYYzY2NqpTp4727dsX4zFr165VpUqV1L17d7m5ualEiRLy8/MzL/sbV/EuAhQoUEB37tyJFr9//74KFCgQ39MBAIB/4bMgIFrs4+rVVDRHDt25c0etWrVS+/btFRwcrAEDBuj06dNWyBIAAAAAgNdPWFiYQkJCLB5hYWHR+gUFBSkyMlJubm4WcTc3N924cSPGc1+4cEErV65UZGSkNmzYoKFDh2rSpEkaM2ZMvHKMdxHg0qVLMVYawsLCdPXq1fieDgAAxOLx06cxFgC8K72ttwvk14YNG1SiRAmtXLnS3Na8eXPlyJEjKdMEAAAAACDZMZmS5jFu3DhlzJjR4jFu3LgEeQ1RUVFydXXVnDlzVLZsWbVu3VqDBw/WrFmz4nWeOK/UtHbtWvO/N23apIwZM5qfR0ZGauvWrXJ3d4/XxaW/d0OeOHGibty4oVKlSmnatGmqUKFCrP3v37+vwYMH67vvvtPdu3eVL18+TZkyRQ0bNoz3tQEASK4Mw1DXRUuixed5e+nxo0f6+OOPNXv2bHPcxcVFs2bNUsuWLZMyTQAAAAAAXmsDBw5U3759LWIODg7R+mXNmlW2tra6efOmRfzmzZvKnj17jOfOkSOH7OzsZGtra44VLVpUN27cUHh4uOzt7eOUY5yLAM2aNZP091pK3t7eFm12dnZyd3fXpEmT4no6SdbbDRkAgOTsTuhD/W/Fymjx2e3b6Zf9+9WhQwedP3/eHG/QoIHmzZvHDAAAAAAAAP6fSXFfr/+/cHBwiPFL/3+yt7dX2bJltXXrVvN37VFRUdq6dat69OgR4zGenp5asmSJoqKiZGPz96I+586dU44cOeJcAJDisRxQVFSUoqKilDdvXt26dcv8PCoqSmFhYTp79qwaN24c5wtL0uTJk9W5c2f5+vqqWLFimjVrltKmTav58+fH2H/+/Pm6e/euVq9eLU9PT7m7u6t69eoqVapUvK4LAEBy9de9ezEWAPx9vfXj+vWqWrWquQCQNm1azZo1S+vXr6cAAAAAAABAMte3b1/NnTtXAQEBOn36tLp27aqHDx/K19dXktShQwcNHDjQ3L9r1666e/euPvnkE507d07r16+Xn5+funfvHq/rxnkmwDMXL16M7yExerYb8osvKj67Ia9Zs0bZsmVTu3bt1L9/f4spEQAApETrjh3XykOHo8Xne3tJkmrXrq18+fLp4sWLqlSpkhYuXKhChQoldZoAAAAAACR7NkkzESBeWrdurdu3b2vYsGG6ceOGSpcurY0bN5o3C75y5Yr5jn9JypMnjzZt2qQ+ffqoZMmSypUrlz755BP1798/XteNdxFAkh4+fKidO3fqypUrCg8Pt2jr1atXnM7xst2Qz5w5E+MxFy5c0LZt2/TBBx9ow4YN+uOPP9StWzc9ffpUw4cPj/GYsLAwi92YQ0JC4pQfAABJ6XpwcLQCQJZ06TSpVQvz8/Tp0ysgIEC7d+/WZ599pjRpXunPOAAAAAAAsJIePXrEuvzPjh07osUqVaqk/fv3/6drxvvbgyNHjqhhw4Z69OiRHj58KBcXFwUFBSlt2rRydXWNcxHgVby4G7Ktra3Kli2rq1evauLEibEWAcaNG6eRI0cmWk4AACSEz3/cZPG8oXs+BU6epEsVysnd3d0cr1q1qqpWrZrE2QEAAAAAkLKYTMlwKoCVxHlPgGf69OmjJk2a6N69e3JyctL+/ft1+fJllS1bVl988UWcz/OquyG/8cYbse6GHJOBAwcqODjY/Pjzzz/jnCMAAEkh+PFjBT9+LEkyDEMZrlzWh+821bp16+Tj46OoqCgrZwgAAAAAAFKqeBcBjh49qv/973+ysbGRra2twsLClCdPHk2YMEGDBg2K83le3A35mWe7IVeqVCnGYzw9PfXHH39YfBnyb7shOzg4KEOGDBYPAACSi5AnT/TJ0uWSpMchIdo+/StNGzFcDx48kCRdunSJAjYAAAAAAPFkMiXNIyWIdxHAzs7OvDmBq6urrly5IknKmDFjvL+ksNZuyAAAJAeGYajXt8skSVeOHNbaoYP155Ej5nYfHx8dO3ZM+fLls1aKAAAAAAAghYv3ngBlypTRwYMHVbhwYVWvXl3Dhg1TUFCQAgMDVaJEiXidy1q7IQMAkByMXr9B4Y8f6+C3S/THnt3meNasWTV37lw1a9bMeskBAAAAAJCC2aSU2/STgMkwDCM+B/z666968OCBatasqVu3bqlDhw76+eefVbhwYc2bN0+lS5dOpFQTRkhIiDJmzKjg4GCWBgIAWMWhy5c1bdsO3fr9d+2eO1uhQUHmtiZNmmju3LnmgjgApCSv01jbqUwPa6cAAJKkewenWzsFAJAkOcb7dvPE9f68Q0lyne86lU2S6/wX8f7RlCtXzvxvV1dXbdy4MUETAgAgNdtw/ISW//r3QCT88WNzAcDZ2VlTp06Vr6+vTNytAAAAAADAf8JH6+fivSdAbA4fPqzGjRsn1OkAAEhVQp88UY8lS80FAEnKXbKk3qhRQ5U8PXXs2DF17NiRAgAAAAAAAEhQ8ZoJsGnTJm3evFn29vb68MMPVaBAAZ05c0YDBgzQDz/8oPr16ydWngAApFj3Hj7UJ0uX6/KvB+VevoL5i/7+79RX/ratZWdnJ1tbWytnCQAAAABA6sFNds/FuQgwb948de7cWS4uLrp3756++eYbTZ48WT179lTr1q114sQJFS1aNDFzBQAgxTl46bLGLVuuPd/M0e0//tDTJ0/0RrXqGta4kQpky2rt9AAAAAAAQCoX5yLA1KlTNX78eH366adatWqVWrZsqZkzZ+r48ePKnTt3YuYIAECKYhiGxv24UWdv3NTvO3fq4LJvFREWJkk6vHyZ1nwxUdmyZLFylgAAAAAApF5MBHguzkWA8+fPq2XLlpKk999/X2nSpNHEiRMpAAAA8ALDMOTrv1CPg+/r5wUL9Nex38xt6bNl04/ff08BAAAAAAAAJJk4FwEeP36stGnTSvp7PSUHBwflyJEj0RIDACCluRkSov6rvtelXw9q/8IAhYWGmtuat2sn/9mz5ezsbMUMAQAAAAB4PdgwFcAsXhsDf/PNN+YvLyIiIuTv76+sWS3XM+7Vq1fCZQcAQArhsyBA4Y8e6pfFi3Rh3z5z3M3NTfPmzVOjRo2smB0AAAAAAHhdxbkIkDdvXs2dO9f8PHv27AoMDLToYzKZKAIAAF4rkVFR6hTw99/DI99/b1EAaN68uWbNmhWtYA4AAAAAABIX8wCei3MR4NKlS4mYBgAAKVPg/l/M/y79bjNdPvSrTE8jNOvrmWrfvr1MTD8EAAAAAABWFK/lgAAAwN/uhIYqcPceHb1x0xxzcHbWlvXrlTt3buXNm9eK2QEAAAAA8HrjprznbKydAAAAKc3BCxdUx6uDBrZprUf375vjX7VppcqVK1MAAAAAAAAAyQZFAAAA4uHs2bNqWKeujq7+Xk9CQvTzgvkyDEO969RWBicna6cHAAAAAAAk2ZiS5pESUAQAACAODMPQwDFjVLxkSQVdvCBJMtnYqGTp0vJr1lSl8+S2coYAAAAAAADRsScAAAD/4urVq/Lx9dWWzZvNsQxubqry4UdaP2aUFTMDAAAAAAAxYU+A515pJsD58+c1ZMgQtW3bVrdu3ZIk/fjjjzp58mSCJgcAgLV9++23KlGihEUB4M1atdV4xCitGz3SipkBAAAAAAD8u3gXAXbu3CkPDw/98ssv+u677xQaGipJ+u233zR8+PAETxAAAGvp3r272rVrp/v/v/mvU6ZMqtO3nxp2+ViLP/6IuwoAAAAAAEimTKakeaQE8S4CDBgwQGPGjNHmzZtlb29vjteqVUv79+9P0OQAALCmGjVqmP/tXqGi3h01RrlKlFC/enWtlxQAAAAAAEA8xHtPgOPHj2vJkiXR4q6urgoKCkqQpAAAsLY9v/+h9aGPVKR2bbkWKqz8Fd+WJOVzcVHOTBmtnB0AAAAAAHgZZu8/F++ZAJkyZdL169ejxY8cOaJcuXIlSFIAACS1X375Rf3795ckXbgdpG/27JUkVfzAy1wA8CxUUD1q1bBWigAAAAAAAPEW75kAbdq0Uf/+/bVixQqZTCZFRUVp79696tevnzp06JAYOQIAkGiePn2qUaNGyc/PT1FRUdp3P0QF3n7boo+TnZ1mfNBWNtxFAACJZu3atXHu27Rp00TMBAAAAKmBDR/hzeJdBPDz81P37t2VJ08eRUZGqlixYoqMjFS7du00ZMiQxMgRAIBEcerUKXl5eenw4cPm2IWf9yp/xYrmaYOdqlRW1cKFrZUiALw2mjVrFqd+JpNJkZGRiZsMAAAAkIrEuwhgb2+vuXPnaujQoTpx4oRCQ0NVpkwZFeYLEgBAChEVFaWpU6dq4MCBCgsLkySZbG1Vqum78mjYyFwAaFa6FAUAAEgiUVFR1k4BAAAAqQh7AjwX7yLAnj17VKVKFeXNm1d58+ZNjJwAAEg0V65ckY+Pj7Zv326OZcyRU1U7f6Qs7u6SJPcsWTS8SSMGDAAAAAAAIMWLdxGgVq1aypUrl9q2bav27durWLFiiZEXAAAJyjAMBQYGqmfPngoJCTHHi9atp7eat1Aae3tJUo033pCPZyVrpQkA+H8PHz7Uzp07deXKFYWHh1u09erVy0pZAQAAIKXgtr7n4l0EuHbtmpYuXapvv/1Wn3/+uUqWLKkPPvhAbdu2Ve7cuRMjRwAAEsSqVavMBYB0Li7y7PShchS1LGZTAAAA6zty5IgaNmyoR48e6eHDh3JxcVFQUJDSpk0rV1dXigAAAABAPNjE94CsWbOqR48e2rt3r86fP6+WLVsqICBA7u7uqlWrVmLkCABAgvD69FM5pk+vApUqq+mo0RYFgHeKF9N8by8rZgcAeKZPnz5q0qSJ7t27JycnJ+3fv1+XL19W2bJl9cUXX1g7PQAAAKQANiZTkjxSgnjPBHhR/vz5NWDAAJUqVUpDhw7Vzp07EyovAAD+k9DQUP3+++8qU6aMfr95S2M3/ChJajpqtJwyZjL3m9jifWVLn95KWQIAYnL06FHNnj1bNjY2srW1VVhYmAoUKKAJEybI29tb77//vrVTBAAAAFKMeM8EeGbv3r3q1q2bcuTIoXbt2qlEiRJav359QuYGAMAr2bNnj0qVKqUGDRooYNt2cwFAkrkAkMbWRv6+3hQAACAZsrOzk43N3x9VXF1ddeXKFUlSxowZ9eeff1ozNQAAAKQQJlPSPFKCeM8EGDhwoJYuXapr166pbt26mjp1qt59912lTZs2MfIDACDOwsLCNHz4cE2YMEGGYUiSRg0ZrKqdu1j0G9usqXJlzmyNFAEAcVCmTBkdPHhQhQsXVvXq1TVs2DAFBQUpMDBQJUqUsHZ6AAAAQIoS7yLArl279Omnn6pVq1bKmjVrYuQEAEC8HT9+XO3bt9exY8fMMddChVXq3ffMzz+oWEF1ixW1RnoAgHjw8/PTgwcPJEljx45Vhw4d1LVrVxUuXFjz58+3cnYAAABICUwp5Tb9JBDvIsDevXsTIw8AAF5JZGSkJk+erCFDhig8PFySZGNrq9LN3lPxBg3Ny0mw9j8ApBzlypUz/9vV1VUbN260YjYAAABAyhanIsDatWvVoEED2dnZae3atS/t27Rp0wRJDACAf3Px4kV5e3tr9+7d5limXLlVtXNnueTNZ47N9/YyFwMAAAAAAEDqx0SA5+JUBGjWrJlu3LghV1dXNWvWLNZ+JpNJkZGRCZUbAACxCg8PV9WqVXX16lVJf/8NKlb/HZV5733Z2tlJkkrnya3edWpbM00AwCvInz//S6dvX7hwIQmzAQAAAFK2OBUBoqKiYvw3AADWYm9vr7Fjx8rHx0fZc+VSqfYdlP3NN83tvp6VVP2NN6yYIQDgVfXu3dvi+dOnT3XkyBFt3LhRn376qXWSAgAAQIpiw1QAs3jvCbBw4UK1bt1aDg4OFvHw8HAtXbpUHTp0SLDkAAB4UWRkpGxtbc3PO3TooPPXrumPjJll7+RkjjctVZICAACkYJ988kmM8RkzZujXX39N4mwAAACAlC3eCyT7+voqODg4WvzBgwfy9fVNkKQAAHhRcHCwfHx89NFHH5ljV+/fl6//Ql3JntOiADCpZQu9/1YZa6QJAEhkDRo00KpVq6ydBgAAAFIAkylpHilBvGcCGIYR4/qcf/31lzJmzJggSQEA8MyOHTvk7e2tK1euSPp7A/r9kYaux1CQftPNTVmc0yV1igCAJLJy5Uq5uLhYOw0AAAAgRYlzEaBMmTIymUwymUyqXbu20qR5fmhkZKQuXryod955J1GSBAC8fp48eaLBgwdr8uTJ5lj69Ok1eeMm5a9QMVr/XrVq6q18eZMyRQBAInn22eMZwzB048YN3b59WzNnzrRiZgAAAEgpYrqR/XUV5yJAs2bNJElHjx5V/fr15ezsbG6zt7eXu7u7mjdvnuAJAgBeP0eOHFH79u116tQpc6x69erK2qixnLNms+jr9XZF1SryJn/cASAVeffddy3+u25jY6Ns2bKpRo0aKlKkiBUzAwAAAFKeOBcBhg8fLklyd3dX69at5ejomGhJAQBeTxERERo/frxGjBihiIgISZKDg4P8/PyUu2o1bThx0qL/7Pbt5GBnZ41UAQCJaMSIEdZO4d85sPwcgOThaUSUtVMAAEmSY5p4bz+bqJJXNtYV7z0BvL29EyMPAMBr7u7du2rUqJH2799vjpUuXVqBgYFydHXTmPUbLPov8OnA3f8AkErZ2trq+vXrcnV1tYjfuXNHrq6uioyMtFJmAAAASCn4zuC5OBVEXFxcFBQUJEnKnDmzXFxcYn0AAPAqMmXKZF5qzsbGRoMGDdIvv/yiqyabaAWAkU0b88ccAFIxwzBijIeFhcne3j6JswEAAABStjjNBPjyyy+VPn1687/54gUAkNBsbGw0f/58vf/++5o6daoqV66sWTt3af+Fixb9+tSprXxZslgpSwBAYvrqq68k/X3X1jfffGOxD1lkZKR27drFngAAAACIExu+wjaLUxHgxSWAfHx8EisXAMBrZMWKFXJ1dVX16tXNsTx58ujAgQMymUy6ExoarQDQoVJFlcqTO6lTBQAkkS+//FLS3zMBZs2aJVtbW3Obvb293N3dNWvWLGulBwAAAKRI8d4T4PDhw7Kzs5OHh4ckac2aNVqwYIGKFSumESNGMD0XAPBS9+7dU48ePbRkyRLlyZNHx48fV8aMGc3tJpNJN4KDNeC71RbH+b33rnJmypS0yQIAktTFi38Xf2vWrKnvvvtOmTNntnJGAAAASKmYCfBcvDdJ7tKli86dOydJunDhglq3bq20adNqxYoV+uyzzxI8QQBA6rFlyxZ5eHhoyZIlkqQ///xTixcvtugT8uRJtAJAtTcKUwAAgNfI9u3bKQAAAAAACSTeRYBz586pdOnSkv5eyqF69epasmSJ/P39tWrVqoTODwCQCjx69Ei9evVS3bp1dfXqVUlSxowZtWjRInXt2tWib69vl1k8r+Duro6elZMsVwCA9TVv3lzjx4+PFp8wYYJatmxphYwAAACQ0phMpiR5pATxLgIYhqGoqChJf9/R2bBhQ0l/r+McFBSUsNkBAFK8gwcP6q233tK0adPMsdq1a+v48eP64IMPzH8wDcPQ90eOWhxbwd1d3WpWFwDg9bJr1y7z54wXNWjQQLt27bJCRgAAAEDKFe89AcqVK6cxY8aoTp062rlzp77++mtJf6/f6ebmluAJAgBSpqdPn2rs2LEaM2aMIiMjJUmOjo6aMGGCunfvLhubv+vQUYahT1eu0p3Qh9HOQQEAAF5PoaGhMe41Zmdnp5CQECtkBAAAgJSGPQGei/dMgClTpujw4cPq0aOHBg8erEKFCkmSVq5cqcqVWa4BAPC3P//8UxMnTjQXAMqVK6cjR46oZ8+e5gKAJP1v+coYCwBDGkW/AxQA8Hrw8PDQsmXLosWXLl2qYsWKWSEjAAAAIOWK90yAkiVL6vjx49HiEydOlK2tbYIkBQBI+QoUKKCJEyeqV69eGjJkiAYPHiw7Oztz+9PISN179Ej3Hj2Kdmz/d+qrkGu2pEwXAJCMDB06VO+//77Onz+vWrVqSZK2bt2qJUuWaOXKlVbODgAAAClBClmuP0nEuwjwzKFDh3T69GlJUrFixfTWW28lWFIAgJTnr7/+kouLi9KmTWuOde3aVTVq1Ih21+aSXw7op1Ono51jgU+HFLOpDgAg8TRp0kSrV6+Wn5+fVq5cKScnJ5UqVUrbtm2Ti4uLtdMDAAAAUpR4FwFu3bql1q1ba+fOncqUKZMk6f79+6pZs6aWLl2qbNm4cxMAXieGYWjJkiXq3r27OnTooK+++srcZjKZohUA1v52LMYCQK5MmSgAAADMGjVqpEaNGkmSQkJC9O2336pfv346dOiQeak5AAAAIDY2fMdgFu89AXr27KnQ0FCdPHlSd+/e1d27d3XixAmFhISoV69eiZEjACCZunPnjlq3bq327dsrODhY06ZN09atW2PtH/b0qb47fMQiVjRHdjX0KKHRzZomdroAgBRm165d8vb2Vs6cOTVp0iTVqlVL+/fvt3ZaAAAAQIoS75kAGzdu1JYtW1S0aFFzrFixYpoxY4bq1auXoMkBAJKvH3/8UR07dtSNGzfMsQ8++CDW5eGiDENdFi2xiE1p3VKZXlg+CACAGzduyN/fX/PmzVNISIhatWqlsLAwrV69mk2BAQAAEGfxvvs9FYv3exEVFWWxseMzdnZ2ioqKSpCkAADJV2hoqD7++GM1bNjQXABwcXHR8uXLtWjRImXOnDnG49Yc/S1ajAIAAOBFTZo00Ztvvqljx45pypQpunbtmqZNm2bttAAAAIAULd4zAWrVqqVPPvlE3377rXLmzClJunr1qvr06aPatWsneIIAgORj37598vLy0vnz582xBg0a6JtvvjH/TYjJ4/DwaEWAb7y9Ei1PAEDK9OOPP6pXr17q2rWrChcubO10AAAAkIKxJcBz8Z4JMH36dIWEhMjd3V0FCxZUwYIFlT9/foWEhHCXDgCkYrt27VKVKlXMBYC0adNq1qxZWr9+/UsLAJI0Yu06i+dT27RSGhsm5gEALO3Zs0cPHjxQ2bJlVbFiRU2fPl1BQUHWTgsAAABI0eI9EyBPnjw6fPiwtm7dqtOnT0uSihYtqjp16iR4cgCA5MPT01OVKlXS3r17ValSJS1cuFCFChV66TE/nz+vObv2WMTyurgoo5NTYqYKAEih3n77bb399tuaMmWKli1bpvnz56tv376KiorS5s2blSdPHqVPn97aaQIAACAFsGEqgFm8igDLli3T2rVrFR4ertq1a6tnz56JlRcAIJmxtbVVQECAVqxYoX79+ilNmpf/CfFZEBBjfHCjBomRHgAgFUmXLp06duyojh076uzZs5o3b54+//xzDRgwQHXr1tXatWutnSIAAACQYsR5LYavv/5abdu21a+//qrff/9d3bt316effpqYuQEArOTy5cuqU6eO9u/fbxEvWLCgBgwY8K8FgKv37sUYH9GksRz+5VgAAF705ptvasKECfrrr7/07bffWjsdAAAApBAmU9I8UoI4FwGmT5+u4cOH6+zZszp69KgCAgI0c+bMxMwNAJDEDMOQv7+/PDw8tHXrVnl5eenhw4fxOsfvN29p8GrLOzRHNGksf19vuWfNkpDpAgBeI7a2tmrWrBmzAAAAAIB4inMR4MKFC/L29jY/b9eunSIiInT9+vVESQwAkLRu3bql999/X76+vnrw4IEkKTw8XJcvX47zOaZt266xG360iL1XpjRf/gMAAAAAgCRlY0qaR0oQ5yJAWFiY0qVL9/xAGxvZ29vr8ePHiZIYACDprF27Vh4eHlq9erU55uPjo+PHj6tYsWJxOsehy5d16PKVaPEmJT0SKk0AAAAAAADEU7wWZh46dKjSpk1rfh4eHq6xY8cqY8aM5tjkyZMTLjsAQKIKCQlRnz59NH/+fHMsa9asmjNnjt577724n+fJE03btsMi1tGzsqq9UTihUgUAAAAAAIgzm5SyYH8SiHMRoFq1ajp79qxFrHLlyrpw4YL5uYk3FgBSjAMHDqh169a6dOmSOdakSRPNnTtXbm5u8TpXr2+XWTzvVqO6KuR3T4AsAQAAAAAA8F/EuQiwY8eOREwDAJDU0qZNq2vXrkmSnJ2dNXXqVPn6+sa7oLvr3O8Wz6sVLkwBAAAAAAAAWBX3qz8Xr+WAAACpR4kSJTR27FitXbtWAQEByp8/f7zP8ePxE1r26yGLmK9npYRKEQAAAAAAAP9RnDcGBgCkXJGRkZozZ47CwsIs4n369NH27dtfqQAQHhEZrQDg9967LA0HAAAAAACszsaUNI+UgCIAAKRy58+fV/Xq1dWlSxeNGDHCos3W1la2trbxPufvN2/po8BFFrEu1aoqZ6ZM/yFTAAAAAAAAJDSWAwKAVMowDM2dO1d9+/bVw4cPJUlffPGFunXrpjx58sT7fFGGoQMXL2nWzl3R2krmzqVKBQv855wBAAAAAAASgkkp5Db9JEARAABSoRs3bujDDz/U+vXrzbECBQooICDglQoAG0+c1NKDv8ba3qNmzVfKEwAAAAAAAInrlZYD2r17t9q3b69KlSrp6tWrkqTAwEDt2bMnQZMDAMTfqlWrVKJECYsCQOfOnXX06FFVqVIl3ucLffIk1gLAkEYN5O/rLfs08V9SCAAAAAAAILGwJ8Bz8S4CrFq1SvXr15eTk5OOHDli3mQyODhYfn5+CZ4gACBu7t+/rw4dOqhFixa6c+eOJMnNzU3r1q3TnDlzlD59+lc6b49vl1k8d8uQQZ/Vryd/X28VcnX9z3kDAAAAAAAg8cS7CDBmzBjNmjVLc+fOlZ2dnTnu6empw4cPJ2hyAIC4mz17tgIDA83PmzdvrhMnTqhRo0avfM5d5363eF79jcIa3/w9FcuZ45XPCQAAAAAAkNj+r737js/x+v84/r6zQyJ2CLF3bUFRq6V0qFG1k5j1pVQFRWsrUWpTasYspUtLKUGLqr1nzdSITcTIuq/fH/259W4SspfXs488Hr3OOdc5nyu9kl65P9c5h5kAT8U7CXDq1CnVqVMnWrmbm5vu3r2bFDEBABKgb9++qly5srJkyaLFixdr1apVypkzZ4L7uxYSogU7/rAq61SrZmLDBAAAAAAAQAqK98bAefLk0ZkzZ1SoUCGr8u3bt6tIkSJJFRcA4Dlu3rxp9SG/g4ODVqxYIUdHRxUoUCDR/S/csdPquNFLZRLdJwAAAAAAQEowmdLJa/opIN4zAbp166Y+ffpo165dMplMunLlipYtW6b+/furR48eyREjAOBfIiMjNXr0aBUsWFAHDx60qitevHiSJABOXA3WyeBgy/FrpUupbbWqie4XAAAAAAAAKSveMwEGDRoks9ms1157TQ8fPlSdOnXk6Oio/v37q3fv3skRIwDg/50+fVo+Pj7atWuXJMnb21t79uyRk5NTko3x9e492nDsuFVZ26peSdY/AAAAAABAcksv6/WnhHgnAUwmkz799FMNGDBAZ86cUWhoqMqUKSMXF5fkiA8AIMkwDM2aNUv9+/fXo0ePJEm2trZq3ry5bG1tk2SMq/fuafB3P0Qrb1PVS3ZJNAYAAAAAAABSVryXA3rCwcFBZcqUUbVq1RKdAJg5c6YKFSokJycnVa9eXbt3747TeStWrJDJZFKzZs0SNT4ApGWXL19W48aN9cEHH1gSAMWLF9eOHTs0atQo2dvbJ3qMG/fvx5gA6FizhhqXfSnR/QMAAAAAAKQkkyllvtKDeM8EqF+//jM3Vdi8eXO8+lu5cqX8/Pw0e/ZsVa9eXVOmTFGjRo106tQp5c6dO9bzLly4oP79+6t27drxGg8A0pMVK1aoZ8+eunPnjqWsZ8+eGj9+vDJnzpzo/h9FRGjl7r3aevp0tLrZHdrJKQkSDAAAAAAAAEg98U4CVKxY0eo4IiJCBw8e1NGjR+Xr6xvvACZNmqRu3bqpU6dOkqTZs2dr7dq1WrBggQYNGhTjOVFRUWrfvr1Gjhypbdu26e7du/EeFwDSusGDB2vcuHGWYw8PDy1YsECNGjVKkv6X/rlLm06cjFZerXAh9axXN0nGAAAAAAAASA026eU1/RQQ7yTA5MmTYywfMWKEQkND49VXeHi49u3bp8GDB1vKbGxs1KBBA+3cuTPW80aNGqXcuXOrS5cu2rZt2zPHCAsLU1hYmOU4JCQkXjECQGpp0aKFJkyYoKioKLVp00YzZ85U9uzZE93v37dva+iPP8VY17RiBTWvVDHRYwAAAAAAACBtiHcSIDYdOnRQtWrV9MUXX8T5nJs3byoqKkru7u5W5e7u7jp5MvrbqZK0fft2zZ8/XwcPHozTGP7+/ho5cmScYwKAtKJq1ar6/PPPlS9fPrVp0ybR/YVFRKj70uUx1uVycdHQJm8pi5NToscBAAAAAABIbTZMBLBI8MbA/7Vz5045JfOHR/fv35e3t7fmzp2rnDlzxumcwYMH6969e5avv//+O1ljBICE2LVrlzp06KDIyEir8n79+iVJAkCS5vy+PcbyAY0aasJ775IAAAAAAAAAyIDiPROgRYsWVseGYejq1avau3evhg4dGq++cubMKVtbW127ds2q/Nq1a8qTJ0+09mfPntWFCxfUpEkTS5nZbJYk2dnZ6dSpUypatKjVOY6OjnJ0dIxXXACQUiIiIjR69GiNHTtWUVFRKlWqlIYMGZLk4wTfC9G+oCCrsrbVqqphmdKskQcAAAAAADKctPpxx8yZMzVhwgQFBwerQoUKmj59uqpVq/bc81asWKG2bduqadOm+uGHH+I1ZryTAG5ublbHNjY2KlmypEaNGqXXX389Xn05ODioSpUqCgwMVLNmzST986F+YGCgevXqFa19qVKldOTIEauyIUOG6P79+5o6dao8PT3jdzEAkIqOHz8ub29v7d+/31K2fv16DR48WLa2tkkyxt2HDzX7t206GRxsVT7P11t2Nkk2GQwAAAAAAADPsXLlSvn5+Wn27NmqXr26pkyZokaNGunUqVPKnTt3rOdduHBB/fv3V+3atRM0brySAFFRUerUqZPKlSunbNmyJWjA//Lz85Ovr6+8vLxUrVo1TZkyRQ8ePFCnTp0kST4+PsqXL5/8/f3l5OSksmXLWp2fNWtWSYpWDgBpldls1rRp0zRo0CDLxuV2dnYaNmxYkiQAzIahk1eDdeHWLX2zd1+0+rfLlyMBAAAAAAAAMjQbpb2pAJMmTVK3bt0sn33Pnj1ba9eu1YIFCzRo0KAYz4mKilL79u01cuRIbdu2TXfv3o33uPFKAtja2ur111/XiRMnkiwJ0Lp1a924cUPDhg1TcHCwKlasqPXr11s2Cw4KCpINH1YByCCCgoLUqVMnbd682VJWqlQpLV26VFWqVEl0/zdDQ9V/1bex1tcuXkwtq1RO9DgAAAAAAACQwsLCLC95PhHTEvXh4eHat2+fBg8ebCmzsbFRgwYNtHPnzlj7HzVqlHLnzq0uXbpo27ZtCYox3ssBlS1bVufOnVPhwoUTNGBMevXqFePyP5K0devWZ54bEBCQZHEAQHJaunSpPvjgA4WEhFjKPvroI40dO1bOzs6J7v9ReHisCYCS7u4a0Kih7JJomSEAAAAAAIC0LKX2BPD399fIkSOtyoYPH64RI0ZYld28eVNRUVGWl9+fcHd318mTJ2Pse/v27Zo/f74OHjyYqBjjnQT47LPP1L9/f40ePVpVqlRR5syZreqzZMmSqIAAIKPav3+/JQHg6empgIAAvfrqq0nSt983q3X7wYNo5e9WrqTi7rlV0t1dprS6Iw4AAAAAAEA6NXjwYPn5+VmV/XcWQELcv39f3t7emjt3rnLmzJmovuKcBBg1apT69eunN998U5L0zjvvWH2gZBiGTCaToqKiEhUQAGRUY8eO1YYNG+Tl5aWpU6da9jRJKMMw9O3+A/r58JFoddkzZ9akVi0T1T8AAAAAAEB6ZZNC70LGtPRPTHLmzClbW1tdu3bNqvzatWvKkydPtPZnz57VhQsX1KRJE0uZ2WyW9M/ekqdOnVLRokXjFGOckwAjR47U//73P23ZsiWupwDACys0NFS7d++2etPfyclJf/zxh9zc3BLd/4GgvzU1cHOMdbWKFlW3Oq8kegwAAAAAAAAkDQcHB1WpUkWBgYFq1qyZpH8+1A8MDIxxqfxSpUrpyBHrFz+HDBmi+/fva+rUqfL09Izz2HFOAhiGIUmqW7dunDsHgBfRjh075OPjoytXrujAgQMqVaqUpS4pEgBmsznWBMDE91oqh0vmGOsAAAAAAABeFDZpcFlkPz8/+fr6ysvLS9WqVdOUKVP04MEDderUSZLk4+OjfPnyyd/fX05OTipbtqzV+U9Wlfhv+fPEa08A1pMGgNiFhYVpxIgRGj9+vGV6Vo8ePZJ0BtWZ6zf02dp1VmUmSeNbtlAuV9ckGwcAAAAAAABJq3Xr1rpx44aGDRum4OBgVaxYUevXr7dsFhwUFCQbG5skHzdeSYASJUo8NxFw+/btRAUEAOnRkSNH1KFDBx0+fNhSVrNmTc2bNy9J+jebzeq8aEmMdQs7+SbJGAAAAAAAABlFWn2fvVevXjEu/yNJW7dufea5AQEBCRozXkmAkSNHJslSFgCQUURFRWnSpEkaMmSIwsPDJUn29vYaNWqUBgwYIFtb2wT3HRkVpaNXrmrKpsAY68vkzasBjRomuH8AAAAAAABkfPFKArRp00a5c+dOrlgAIF05f/68fH19tW3bNktZ2bJltWTJElWsWDFRfZ8KDpb/LxtirW9eqaKaVqyQqDEAAAAAAAAyqrS4J0BqiXMSgP0AAOApwzDUrFkzy/I/JpNJ/fv31+jRo+Xo6Jiovh9HRMSaAPDMnk2jm76TqP4BAAAAAADw4ohzEsAwjOSMAwDSFZPJpBkzZqhu3boqWLCgFi1apDp16iSqzyizWb2+XqFH4RFW5W7OzmrlVUW1ihVNVP8AAAAAAAAvCt5pfyrOSQCz2ZyccQBAmvf48WM5OTlZjmvXrq1vvvlGr7/+urJkyZKovnefv6Avt/4WrbxsPg/1f511/wEAAAAAAJAw8doTAABeRCEhIerTp48uXLigwMBA2djYWOpatmyZqL4jo6L0wfIVCouMjFbXsHRpta1eNVH9AwAAAAAAvIhsnt/khUESAACeYevWrerYsaMuXrwoSZo6dar69u2bJH0v37Vbvx4/EWPdPF9v2dnwvysAAAAAAAAkDkkAAIjB48eP9emnn2ry5MmWPVFcXV2VM2fORPUbGRWlKZs26+iVKzHWj2vRTHnc3BI1BgAAAAAAwIvOxKYAFiQBAOA/Dhw4IG9vbx07dsxSVrduXQUEBKhQoUKJ6vvHQ4djTADkdnXVuBbNrJYaAgAAAAAAABKLJAAA/L/IyEiNHz9eI0aMUEREhCTJ0dFRY8eO1UcffZQkH9D/dOhwtLKZ7doos6NjovsGAAAAAADAP5gH8BRJAADQP8v/vPrqq9q5c6elrGLFilqyZInKli2b6P53nj2nr37fZlU2rU0rZXF2TnTfAAAAAAAAsGbDckAWrDsBAJKcnJxUrlw5SZKNjY0++eQT7dq1K9EJgBv376vjwkXREgCSSAAAAAAAAAAg2TETAAD+38SJE3Xx4kUNGzZMNWvWTHR/YZGRGrD6uxjrprVtnej+AQAAAAAAEDPmATxFEgDAC2nVqlWKiIhQu3btLGUuLi5av359kvR/79Ej9VnxTbTy7nVq6+UihdmhHgAAAAAAACmCJACAF8qdO3fUu3dvLVu2TC4uLqpRo4YKFy6c5OP8NwHgmS2bRjd7J8nHAQAAAAAAQHS8f/kUewIAeGFs2rRJ5cqV07JlyyRJoaGhWrp0aZKPs+fCRavjfFmzaliTt5J8HAAAAAAAAOB5mAkAIMN7+PChBg0apOnTp1vK3NzcNHPmTKvlgBIrIipKgSdOasWevVblY5o3TbIxAAAAAAAA8HwsxfwUSQAAGdqePXvk7e2tU6dOWcpee+01LVy4UJ6enkkyhmEY6hSwOMa60U2bJMkYAAAAAAAAQEKwHBCADCkiIkIjRoxQjRo1LAkAJycnTZs2Tb/++muSJQAkxZoAaFaxgjyzZ0+ycQAAAAAAABA3Nin0lR4wEwBAhhQaGqq5c+cqKipKkuTl5aUlS5aoVKlSSdJ/eGSkFv3xp3acPRutLnvmzPrw1foqlDNHkowFAAAAAAAAJBRJAAAZUrZs2bRgwQK9/fbbGjJkiD755BPZ29snut9HERHade68Av7YGWP9PF9v2dmklzwwAAAAAABAxsSeAE+RBACQIVy6dEl2dnbKkyePpaxRo0Y6e/asChQokKi+I81mzdr6m/ZdDHpmu7k+HUgAAAAAAAAAIE0hCQAgXTMMQ8uXL9cHH3ygWrVq6eeff7bK9CY2AfAwPFw9l339zDYz27VRZkfHRI0DAAAAAACApMM8gKdIAgBIt27duqUePXpo1apVkqR169YpICBAnTp1SpL+h6/5SRdv3Y6xrlCOHGpZpbLK5vNIkrEAAAAAAACA5EASAEC69Msvv6hLly66evWqpaxdu3Zq1qxZovs+fuWqxm/4Nca6Od4d5GBnm+gxAAAAAAAAkHzYE+ApkgAA0pXQ0FANGDBAs2fPtpRlz55ds2bNUqtWrRLV95nrN/TZ2nUx1tUsWkQda9YkAQAAAAAAAIB0hSQAgHRj586d8vb21tmzZy1ljRs31vz58+Xhkbhlee48eBBrAmDkO01UMEf2RPUPAAAAAACAlGOT2gGkISQBAKQLx48f1yuvvCKz2SxJypQpkyZOnKju3bsnenpX769X6v7jx9HKe9arq2qFCyWqbwAAAAAAACA1kQQAkC6UKVNGbdu21bJly/Tyyy9r8eLFKl68eKL6DIuMVPcly6KVl83nof6vN0xU3wAAAAAAAEg97AnwFEkAAGmS2WyWjY31xK0ZM2aoSpUq6t27t+zsEv7rK8ps1oo9e7Xx+IlodU0qlNe7lSsluG8AAAAAAAAgLSEJACDNuXjxojp27Kju3burTZs2lvKsWbOqb9++Ce534/ETWrZrd6z183w6yM6WjX8BAAAAAADSO+YBPMX+CADSDMMwtGjRIpUvX15bt25Vz549dfny5STpO/Tx41gTAIVy5FBAJ18SAAAAAAAAAMhwmAkAIE24ceOGunfvru+//95S5urqquDgYOXLly/R/ff6emW0siI5c6rf6w2U2dEx0f0DAAAAAAAg7WBLgKdIAgBIdWvWrFG3bt10/fp1S5mvr6+mTp0qNze3RPffceEiq+N6JUuoY80aie4XAAAAAAAASOtIAgBINffv39dHH32kBQsWWMpy5sypOXPmqHnz5onuPzwyUu8vWRatvLVXlUT3DQAAAAAAgLTLhl0BLEgCAEgVBw8eVPPmzXXhwgVLWZMmTTR37ly5u7snqu+IqCgN/XGNgu+FRKtb4OstGxu2QwEAAAAAAMCLgSQAgFSRN29ehYaGSpJcXFw0depUderUSaZELNgWERWlXefOa972HTHWz/FuTwIAAAAAAADgBcCeAE+RBACQKtzd3TVnzhxNnjxZixYtUuHChRPc16OICPVYujzW+gr586tvw9cS3D8AAAAAAACQXpEEAJDsoqKiNH36dHl7eytHjhyW8ubNm6tp06YJejvfMAzN3PKbHoSF6URwcIxtSrq7a2Dj13n7HwAAAAAA4AVjYk8AC5IAAJLVuXPn5OPjox07duiPP/7QypUrrZb8ScgH9GbDUOeAxbHWl8zjrpaVK6u4e+4ExQwAAAAAAABkFCQBACQLwzA0b9489e3bVw8ePJAkrV69WocOHVLFihUT1W9sCYB8WbPqs2bvJGpfAQAAAAAAAKR/fDz0FEkAAEkuODhY3bp1088//2wpK1y4sBYvXpzoBECnGBIAszu0k52trexY9gcAAAAAAACwQhIAQJL67rvv9P777+vWrVuWsm7dumnixIlydXVNcL9HLl/WxF83RSv/qkM7OdrbJ7hfAAAAAAAAZDw27AlgQRIAQJK4d++eevfurSVLlljK3N3dNW/ePL399tsJ7vfLrb9p9/kLMdbN8+kgO1vbBPcNAAAAAAAAZHQkAQAkibVr11olAFq0aKHZs2crV65cCerPbBga8sOPunL3Xoz1U1q3IgEAAAAAAACAGLEnwFMkAQAkibZt22rVqlXavHmzpk+fLm9v7wRt0Gs2DM35fZv+PHc+xvoRTd5WoZw5EhsuAAAAAAAA8EIgCQAgQYKCglSgQAHLsclk0pw5c/To0SOr8rgwG4ZOBQdr7u/bdfvhwxjbzGrfVs4ODomKGQAAAAAAAC8GZgI8ZZPaAQBIXyIjI/XZZ5+paNGi+umnn6zqcuXKFe8EQJTZrC6Llujz9b/GmgCY492BBAAAAAAAAACQAMwEABBnp0+flo+Pj3bt2iVJ6tq1q44ePZrgdf9/PHhI3x84GGOdSdLk1u8pa6ZMCYwWAAAAAAAALyqTmArwBEkAAM9lGIZmzZql/v3769GjR5IkGxsbvf/++3Jzc0tQn/cfP44xAdDKq4oalC4lBzt+PQEAAAAAAACJxadsAJ7p8uXL6tKlizZs2GApK168uBYvXqyXX345Xn0F3b6tYT/+FGNdpQKe6l2/nmxsWKUMAAAAAAAAiWPDRAALkgAAYrVixQr17NlTd+7csZT17NlT48ePV+bMmePUR6TZrA+/XqmH4eGxtqlSsIB6v1o/0fECAAAAAAAAsEYSAECMxo8fr4EDB1qO8+bNq4ULF6pRo0bx6qfX8hV6HBERY52tjY3aVPVSwzKlExUrAAAAAAAA8G/sCfAUSQAAMWrbtq3Gjh2re/fuqXXr1vryyy+VPXv2OJ37MDxctx880JAf1sRY3+WVmqpdvHhShgsAAAAAAAAgBiQBAMTI09NTc+bMUVRUlNq2bRunc8xms7787XftvXAxxvp5Ph1kZ2ublGECAAAAAAAA0ZiYCGBBEgCAdu3apaFDh2r16tXKkiWLpbxVq1ZxOj8iKkpf/b4t1g//Jenzd5uTAAAAAGlCVFSUjhw5ooIFCypbtmypHQ4AAACQrGxSOwAAqSciIkLDhg1TrVq1tHHjRvXp0yfefYQ8fqxui5fGmAAo6+GhBqVLKaCTr9z/lVwAAABISR999JHmz58v6Z8EQN26dVW5cmV5enpq69atqRscAAAAkoUphf5JD5gJALygjh8/Lm9vb+3fv9+q7OHDh8qUKVOc+hj3ywadDA6OVm5rY6NJrVrKzdk5yeIFAABIqNWrV6tDhw6SpJ9++knnz5/XyZMntWTJEn366afasWNHKkcIAAAAJB+SAMALxmw2a9q0aRo0aJDCwsIkSXZ2dho2bJgGDx4sO7tn/1owm83afOq0lv65K8b6BR19ZMOiawAAIA25efOm8uTJI0lat26d3nvvPZUoUUKdO3fW1KlTUzk6AAAAJAcbPp6yIAkAvECCgoLUqVMnbd682VJWqlQpLVmyRF5eXnHqo/OiJTGWNyxdWm2rVyUBAAAA0hx3d3cdP35cefPm1fr16zVr1ixJ0sOHD2XLnkUAAADI4EgCAC+Ir7/+Wv/73/8UEhJiKevTp4/8/f3l/Ixle8yGoS0nT+nX4yd07V/n/tu0tq2VxckpyWMGAABICp06dVKrVq2UN29emUwmNWjQQJK0a9culSpVKpWjAwAAQHJIL+v1pwSSAMAL4vbt25YEQP78+RUQEKDXXnvtued1Dlgca92opk1UIHv2JIsRAAAgOYwYMUJly5bV33//rffee0+Ojo6SJFtbWw0aNCiVowMAAACSF0kA4AXRs2dPrVmzRu7u7po2bZqyZs36zPahYWHqtXxFrPXzfb1la2OTxFECAAAkj5YtW0Yr8/X1TYVIkFF1f7eG+naoI/fsrjpy5qr8Jv6ovccvxdjWztZGA3zrq8ObVeSRK4tOB93QkJm/aOOfp63aeeTKos8+eEOv1yipTI4OOnvpprp/tkr7T15OiUsCkE59s2KZlixaoFs3b6p4iVIaMOhTlS1XPtb2m35dr1kzp+nqlcvyLFBQvT/qp1dq142x7djRI/Td6pXyGzBI7Trw/1GkbaxY/RRJACADCg0N1S+//KL33nvPUmYymfTjjz/KKQ7L9jwKD48xATCiydvK45ZFTvb2SRovAABAcgsMDFRgYKCuX78us9lsVbdgwYJUigoZRcsG5fV5n7fV+/PvtedYkHq1eUVrpnRRhdZf6MadB9Haj/hfI7VtVEk9/b/VqYs31PDlElo5zkf13/9Sh05fkSRldXXW5jk99Nu+c2rWd4Fu3HmgYp45def+o5S+PADpyK/r12nyF59r8JARKluuvL5etli9e3TTtz+uU/YcOaK1P3TwgD4d1F8ffNhXtevU0/p1P6v/R721dMVqFStewqrtlsCNOnrkkHLlyp1SlwMgifAaL5DB7NixQxUqVFCrVq0UGBhoVfesBIBhGPrp0GF1XLhIPZZ9Ha1+Zru2KpQzBwkAAACQ7owcOVKvv/66AgMDdfPmTd25c8fqC0isD9vW1sIfd2vJ2r06eeG6en/+vR49jpDv21VjbN+ucWWNX7RFG3ae0oUrtzX3uz+1YedJ9WlX29Kmn3ddXbp2T90/W6W9xy/p4tU7Ctz9l85fvp1SlwUgHVq2ZJGatXhP7zRroSJFi2nwkBFycnLSmh++i7H9imWLVaPmK/Lp2EWFixRVj159VKp0aX2zYrlVu+vXrmnCuDEaPXa87Ox5pxjpgymFvtIDfmqBDCIsLEwjRozQ+PHjLW+39e7dW0ePHpVNDMv2/H37ti7duatfjh5T0O1n/yGxsKOPTMyhAgAA6dTs2bMVEBAgb2/v1A4FGZC9na0qlcynCYu2WMoMw9DmPWdUrVyBGM9xcLDV4/BIq7JHYRGqWaGQ5fit2mW06c/TWjamvV6pVERXbtzTnO/+1MIfdyfLdQBI/yIiwnXyxDF16tLNUmZjY6NqL9fQ4cMHYzzn8OFDau9tvaxPjZqvaOuWpy8Vms1mDft0oLw7dlbRYsWTJXYAyYskAJABHDlyRB06dNDhw4ctZTVr1tTixYutEgBRZrOuhYTok+9/jFO/dYoXV+dXaiZ5vAAAACkpPDxcNWvyTIPkkTNrJtnZ2er67VCr8ut37qtkoVwxnrPpz9P6sG1tbT94Tucu3Vb9qsXUtF5Zqz23CntkV7cWL2va19s0ftEWVSmdXxP7vqPwiEgtW7c/Wa8JQPp0985dRUVFRVv2J3uOHLpw/nyM59y6eVPZc+SM1v7WzZuW40UL58nW1lZt2pFMR/piwwutFiQBgHQsKipKkyZN0pAhQxQeHi5Jsre316hRozRgwADZ2trqVHCwJvy6UZFR5uf09g97W1uNad5UuV1dkzN0AACAFNO1a1ctX75cQ4cOTdD5YWFhCgsLsyozzJEy2fDnFBKm/+Sf9OXgd3VoRX8ZhqFzl29r8c97rZYPsrExaf+Jyxo+e4Mk6dDpK3qpaB51a/4ySQAAKebE8WNasWyJlq74lhUCgHSMp1YgnTp//rx8fX21bds2S1nZsmW1ZMkSVaxYUYZhaPKmQB36+9Iz+/EqVFDFcuXSK8WKyiUOmwYDAACkN48fP9acOXO0adMmlS9fXvb/2eNo0qRJzzzf399fI0eOtCqzzVdT9vlfSfJYkf7cvPtQkZFRyp3dxao8dzZXBd+6H8s5D9Rq4GI5Otgph1smXbkRos8+eEPnrzxdpjP45n2duHDN6ryTF66rWb2ySX8RADKErNmyytbWVrdv3bIqv33rlnLkzBnjOTly5tTtWzdjbX9g/17dvn1Lbzd+1VIfFRWlKRPH6+tli/XTL9Z7EQJpCWmrp0gCAOlUjx49LAkAk8mkfv36afTo0QoOfaCOCxc989xy+fIpW+ZM6ljj5Rj3CwAAAMhIDh8+rIoVK0qSjh49alUXl7caBw8eLD8/P6uy3A1GxtIaL5qIyCgdOHVZ9asW00+/H5f0z31Vv2oxzV71xzPPDQuP1JUbIbKztVGzemX1beDT5T13Hr6gEgWslxMq7plTQcF3k/waAGQM9vYOKlX6Je3e9afqvdpA0j/r+e/Z9adatWkf4znly1fQnl1/ql2Hp/sC7PrzD5UrX1GS9Obb76ha9RpW5/Tu0U1vvv2OmjRrkTwXAiDJkQQA0qkZM2aoYsWKypUrlxYtWqS8JUtp9C8bdPnu3Rjb96xXV9UKF0rRGAEAANKCLVu2PL/RMzg6OsrR0dGqjKWA8G/Tvt6muUNbad+JS9p7/JJ6tX5FmZzstXjtXknSvGGtdOVGiIbNWi9JqvqSpzxyZdGh01eVL1cWfdq1oWxsTJq09DdLn9NXbNeWuT01wLe+vg08rKplPNW5WXX1GvdtqlwjgPShvbevRgwdrDIvldVLZctp+dLFevTokZo0ay5JGvbpQOXO7a5eff5Jbrdp76P3u/ho6aKFeqVOXW1Yv07Hjx3TJ0P/SXZnzZpNWbNmsxrDzt5OOXLmVKFChVP24oD4YiqABU+uQDpx7949ubm5WY6LFSumn3/+WZUrV9aH334vnY15kx9J+sq7vRzt+HEHAAAvtjNnzujs2bOqU6eOnJ2dZRgG6xsjSazedFg5s2bWsG6vyz2Hqw7/dUVN+y6wbBbsmSerzIZhae/oYKfh3RupsEd2hT4K14Y/TqrLyBW6F/rY0mbfiUtqPXCxRvVorE86v6YLV+9owJSftGLDwZS+PADpyOuN39SdO3c0+8tpunXzpkqULK3pX85Rjv/f/Dc4+KrVigAVKlbSGP8J+nLGVM2cPlmeBQrqiynTVax4idS6BADJwGQY/3oSeQGEhITIzc1N9+7dU5YsWVI7HOC5QkJC1KdPH/3xxx86cOCAMmXK9LTu8WN9+PXKGM97r0plvVW+XEqFCQAAkGaftW/duqVWrVppy5YtMplM+uuvv1SkSBF17txZ2bJl08SJE+Pdp/PLA5MhUgCIv+tb/VM7BACQJLk6pa0lp3edvZci41Qv6vb8Rqksbf2XAWBl69atKl++vAICAnT69Gl9/PHHlrqDf1+KMQHQyquK5vl0IAEAAADw//r27St7e3sFBQVZvVDRunVrrV+/PhUjAwAAAJIf64MAadDjx4/16aefavLkyXoyWcfV1VVVqlTR37fvKPDkSW09dTraeTPatpaLk1NKhwsAAJCm/frrr9qwYYPy589vVV68eHFdvHgxlaICAABAcmLVx6fSxEyAmTNnqlChQnJyclL16tW1e/fuWNvOnTtXtWvXVrZs2ZQtWzY1aNDgme2B9ObAgQPy8vLSpEmTLAmA2rVra+KKlfpNNhr645poCYBXihVVQCdfEgAAAAAxePDggdUMgCdu374dbcNfAAAAIKNJ9STAypUr5efnp+HDh2v//v2qUKGCGjVqpOvXr8fYfuvWrWrbtq22bNminTt3ytPTU6+//rouX76cwpEDSSsyMlJjx45V9erVdezYMUmSvb29vFq1VmHfTtpxLeafiQr586tr7VdSMlQAAIB0pXbt2lq8eLHl2GQyyWw2a/z48apXr17qBQYAAIBkY0qhr/Qg1TcGrl69uqpWraoZM2ZIksxmszw9PdW7d28NGjTouedHRUUpW7ZsmjFjhnx8fJ7bPq1uVoYXW1RUlGrUrq09O3dayrIXKKBXur6vbP+Ztv5Eh5erq0rBAsoWw1ttAAAAqSGtPmsfPXpUr732mipXrqzNmzfrnXfe0bFjx3T79m3t2LFDRYsWjXefbAwMIK1gY2AAaUVa2xh4z/mU2Ri4auG0vzFwqu4JEB4ern379mnw4MGWMhsbGzVo0EA7//Vh6LM8fPhQERERyp49e4z1YWFhCgsLsxyHhIQkLmggif1x9qzm/L5d5vyeknbKZDKp7JtvqULTZrK1s/4RfbVUSb1VrpxyuGROnWABAADSobJly+r06dOaMWOGXF1dFRoaqhYtWuj999/XZ599pjlz5qR2iAAAAECySdUkwM2bNxUVFSV3d3ercnd3d508eTJOfQwcOFAeHh5q0KBBjPX+/v4aOXJkomMFktK9R4/UZ8U3VmVlGjXW3cuXVaJePeUuVtxS/ma5siqfP59K5cmT0mECAABkGG5ubvr000+tyg4dOqT58+eTBAAAAMiATOlmsZ7kl6pJgMQaN26cVqxYoa1bt8oplg1RBw8eLD8/P8txSEiIPD09UypEIJrd5y/o4wkTdP/GDZV78y1LuY2NjV7p2k3vVamsXK6uKpIrp3K6uKRipAAAAAAAAADSu1RNAuTMmVO2tra6du2aVfm1a9eU5zlvPX/xxRcaN26cNm3apPLly8faztHRUY6OjkkSL5BYbWd8qd3Llurcn/8s++NeooTlrf9xLZopj1vaX0MMAAAAAAAASOtMTASwSNUkgIODg6pUqaLAwEA1a9ZM0j8bAwcGBqpXr16xnjd+/HiNGTNGGzZskJeXVwpFCyROj/HjtWbcOD28c0eSZBiG7IIuauFno2XitxIAAAAAAACAZJDqywH5+fnJ19dXXl5eqlatmqZMmaIHDx6oU6dOkiQfHx/ly5dP/v7/7Hb/+eefa9iwYVq+fLkKFSqk4OBgSZKLi4tcWDoFadDDhw/1lre3tn73naXM3tlZw/399cmHH5IAAAAASCYtWrR4Zv3du3dTJhAAAACkOD5xeyrVkwCtW7fWjRs3NGzYMAUHB6tixYpav369ZbPgoKAg2djYWNrPmjVL4eHhatmypVU/w4cP14gRI1IydOCZosxm+S9eogmDBynk/5NVkpS3dBn98cs6FSpYMBWjAwAAyPjcnrPUopubm3x8fFIoGgAAACB1mAzDMFI7iJQUEhIiNzc33bt3T1myZEntcJBBBd28pXe6dtXhn9bIMJslSbb29qrSspUCvhiv0h4eqRwhAABA0nuRnrWdXx6Y2iEAgCTp+lb/1A4BACRJrk42z2+UgvZfDEmRcSoXTPvPvak+EwDISMxmszovWqKoyEj9feCAJQGQo2Ah1X7/fX09oL+c7O1TOUoAAAAAAAAALwqSAEAiRUZFaf2x49pw9Jjuh4VJkmzt7PRKt/e17rNReqlRY60PWKg82bKlcqQAAAAAAADAi8HErgAWJAGABIiMitLkTYE6duWqJOnB7duKDAuTW968ljbZ8uXTnLXr1PHV+mz+CwAAAAAAACBVkAQA4sEwDN0IDdXHq7+zHJ//c6f+XLpELjly6q2hw2Rrby9XJydNb9s6laMFAAAAAAAAXky8k/sUSQDgOcyGoR1nzmr+9h1W5Y9DQ/Xn4kW6uHePJOnOpb+VL+iCxn32WWqECQAAAAAAAADRkAQAYhFpNst/3XqdvXEjWt2lw4f1x8IFenTvrqWsXbt2GtivXwpGCAAAAAAAACAmTAR4yia1AwDSouNXrqrroiXREgARjx9r5+JFCpwyyZIAyJYtm1auXKlly5YpG5v/AgAAAAAAAIjFzJkzVahQITk5Oal69eravXt3rG3nzp2r2rVrK1u2bMqWLZsaNGjwzPaxIQkA/MfkjYEav+HXaOVhVy5p+/hxOr11i6WscePGOnr0qFq1apWSIQIAAAAAAAB4FlMKfcXDypUr5efnp+HDh2v//v2qUKGCGjVqpOvXr8fYfuvWrWrbtq22bNminTt3ytPTU6+//rouX74cr3FNhmEY8Qs1fQsJCZGbm5vu3bunLFmypHY4SEPCIiIU8Mef2nnunFW5g62tPq1fTyWKFVV4eLgkKVOmTJo4caK6d+8uE7uMAAAASHqxnrWdXx6Y2iEAgCTp+lb/1A4BACRJrk5p633zQ3/fT5FxKni6xrlt9erVVbVqVc2YMUOSZDab5enpqd69e2vQoEHPPT8qKkrZsmXTjBkz5OPjE+dx09Z/GSCV/H37trovXR4tAfBRg9c0x6eDCnrm18CB//yh9/LLL+vgwYP63//+RwIAAAAAAAAASINMKfRPXIWHh2vfvn1q0KCBpczGxkYNGjTQzp0749THw4cPFRERoezZs8fre8HGwHjhrdq7T2uPHLUqM8xmtanqpYqe+S1lQ4cOVf78+dW5c2fZ2fGjAwAAAAAAALzowsLCFBYWZlXm6OgoR0dHq7KbN28qKipK7u7uVuXu7u46efJknMYaOHCgPDw8rBIJccFMALywvt69Rx0XLoqWAAi9eVMXFgfo4Nqfrcrt7e31/vvvkwAAAAAAAAAA0jiTKWW+/P395ebmZvXl75/0S7WNGzdOK1as0Pfffy8nJ6d4ncunmXghdVy4KFqZYRhyuxSk7774Qvfv39fOnTv1xhtvqGLFiikfIAAAAAAAAIA0b/DgwfLz87Mq++8sAEnKmTOnbG1tde3aNavya9euKU+ePM8c44svvtC4ceO0adMmlS9fPt4xkgTAC+XG/fsasPq7aOWPQ0J0Z+MGLV671lKWN29ePXr0KCXDAwAAAAAAAJAEUmonz5iW/omJg4ODqlSposDAQDVr1kzSPxsDBwYGqlevXrGeN378eI0ZM0YbNmyQl5dXgmIkCYAXwk+HDuvb/QdirHsji4s+HPSxrl+/binz9fXV1KlT5ebmllIhAgAAAAAAAMjA/Pz85OvrKy8vL1WrVk1TpkzRgwcP1KlTJ0mSj4+P8uXLZ1lO6PPPP9ewYcO0fPlyFSpUSMHBwZIkFxcXubi4xHlckgDIsK6HhOjsjZv66vdtMdZHPHokuz271CYgwFKWM2dOzZkzR82bN0+hKAEAAAAAAAAkuZSaChAPrVu31o0bNzRs2DAFBwerYsWKWr9+vWWz4KCgINnYPN3Gd9asWQoPD1fLli2t+hk+fLhGjBgR53FNhmEYSXIF6URISIjc3Nx07949ZcmSJbXDQTKZ/dvv+vPc+Vjrq2XLqgl9P9KFCxcsZU2aNNHcuXOj7dANAACAuHmRnrWdXx6Y2iEAgCTp+tak33wSABLC1cnm+Y1S0NHLoSkyTtl8cX8jP7UwEwAZTs9lX+theHiMdRNavqtcri569OiRpv//LtouLi6aMmWKOnfuLJMpDaYIAQAAAAAAAMSLKS1OBUglJAGQYVy5e0+ffP9DtPJXS5VUXjc3vVa6lGz+/0N+Z2dnLVmyRB9//LHmzZunIkWKpHC0AAAAAAAAAJD8SAIg3TsVfE3+v6yPsW5629bKZG+vSZMmqaCdrUqUKGGp8/Ly0ubNm1MqTAAAAAAAAAAphAU/niIJgHTrws1bGvHTz7HWf9WhnS7//bd8fHy0Y8cOrV69Wjt27JCdHbc9AAAAAAAAgBcDn4Yi3Vm8808dv3JVwSEhMdZ3qlVTdYoX07x589S3b189ePBAkrRnzx799ttveu2111IyXAAAAAAAAAApjIkAT5EEQLqx48xZzd22PdZ6v4YNVD5/PgUHB6tJkyZau3atpa5w4cJavHixXnnllZQIFQAAAAAAAADSBJIASLMMw9ClO3d15+FDTdu8WZFR5hjbVSlYQL1frS9J+vbbb9W9e3fdunXLUt+tWzdNnDhRrq6uKRI3AAAAAAAAgFTGVAALkgBIkzYeP6Flu3Y/s81nzd6Rh5ubbGxsdO/ePfXu3VtLliyx1Lu7u2vevHl6++23kztcAAAAAAAAAEiTSAIgzTAMQ/6/rNfpa9ef2a5b7VdUq1hRq7JDhw5p6dKlluMWLVpo9uzZypUrV7LECgAAAAAAACDtMjEVwIIkANKE41euavyGX2Otr1zAU0Vz5dIbZV+SjY1NtPo6deqob9++mjdvnqZPny5vb2+ZTPygAwAAAAAAAHixkQRAqgqLiFD3pctjrf+s2TvKny1btPITJ06oZMmSVgmBMWPGqE+fPipQoECyxAoAAAAAAAAgfeD94KdIAiBVBN2+remBW3QjNDTG+lnt28rZwSFaeWRkpMaNG6eRI0dq4sSJ+vDDDy11Tk5OJAAAAAAAAAAA4F9IAiBFHQj6W1MDN8daP6BRQ73k4RFj3enTp+Xj46Ndu3ZJkgYOHKjGjRurRIkSyRIrAAAAAAAAgPSJiQBPkQRAirh465aGr/k51vpGL5VR22pVY6wzDEOzZs1S//799ejRI0mSjY2N+vfvr0KFCiVHuAAAAAAAAACQIZAEQLIIi4zUzrPnFPDHzme2a1imtN6rUlkOdjHfipcvX1bnzp31669PNw0uXry4Fi9erJdffjlJYwYAAAAAAACQQTAVwIIkAJJcyKNH+nDFN89s0//1BiqbL98z26xYsUI9e/bUnTt3LGU9e/bU+PHjlTlz5iSJFQAAAAAAAAAyMpIASLSH4eHaeuq0Nh4/oTsPHz6z7ft1aqtm0SLP7XPu3Ll6//33Lcd58+bVwoUL1ahRo0THCwAAAAAAACBjMzEVwIIkABIs0mzWl1u2an/Q389s59fwNZXPnz9efbdp00b+/v46f/68WrdurS+//FLZs2dPTLgAAAAAAAAA8MIhCYAEMQxDXRcteWab9tWr6bXSpWRjen7WzTAMmf7VztXVVUuWLFFQUJDatm2b6HgBAAAAAAAAvDji8JHkC4MkABLk6JUr0cq8ChVUtUKFVLmAp+xsbePc165du9SrVy+tXr1aBQsWtJTXqlVLtWrVSpJ4AQAAAAAAAOBFRBIA8XIyOFjb/jqjHWfOWpVPa9taWZyc4tVXRESERo8erbFjxyoqKkodO3ZUYGCgbGxskjJkAAAAAAAAAC8YJgI8RRIAsTIMQ/cePdKN+6GatnmL7j9+HGO7vg1ei3cC4MSJE/L29ta+ffssZQ8fPtTt27eVM2fORMUNAAAAAAAAAPgHSQBEM33zFu27GBTn9uXyecS5rdls1vTp0zVo0CA9/v+kgp2dnYYNG6bBgwfLzo5bEgAAAAAAAEAiMRXAgk9cYREZFaWui5fGqW3LKpVVu3gxuTk7x7n/oKAgderUSZs3b7aUlSpVSkuWLJGXl1e84wUAAAAAAAAAPBtJgBeYYRhaf/SY9gUF6fyNm4oyjBjbOdnbq0qBAsqXLasalC4tB7u4b/r7xOrVq9WlSxeFhIRYyvr06SN/f385xyORAAAAAAAAAADPY2IqgAVJgBfUuRs3Nerntc9s85V3ezkm0fI8mTNntiQA8ufPr4CAAL322mtJ0jcAAAAAAAAAIGYkAV5AJ65e1efrf421voR7bg16o7FsTEmXLXvjjTfUvXt3PXz4UNOmTVPWrFmTrG8AAAAAAAAA+Lck/Ggz3SMJ8ILZefacvvp9W7TyT998Qx5Zsyqzo0OixwgNDdWiRYvUs2dPmf710zZz5kzZ2sZ/KSEAAAAAAAAAQMKQBHjB/DcB0PWVWnqleLEk63/Hjh3y8fHRuXPn5OTkpC5duljqSAAAAAAAAAAASAlMBHjKJrUDQMrZdPyE1XFrrypJlgAIDw/X4MGDVadOHZ07d06SNGTIED1+/DhJ+gcAAAAAAAAAxB8zAV4AIY8fa+bmrTp17ZpV+RvlyiZJ/0eOHJG3t7cOHTpkKatZs6YWL14sJyenJBkDAAAAAAAAAOKMqQAWzATI4AzD0Idfr4yWABjTvGmi+46KitKECRPk5eVlSQDY29vL399fv//+u4oWLZroMQAAAAAAAAAACcdMgAzMbDar86Il0coblC6lfFmzJqrv8+fPy9fXV9u2Pd1joGzZslqyZIkqVqyYqL4BAAAAAAAAIDFMTAWwIAmQQUVGRanr4qXRyhd29JHJlPgfgM8++8ySADCZTOrXr59Gjx7N8j8AAAAAAAAAkIaQBMhgDMPQxF836eiVK9HqvurQLkkSAJI0YcIErV+/Xg4ODlq0aJHq1KmTJP0CAAAAAAAAQGIl0cegGQJJgAzkyt17+uT7H2KsC+jkm6i+r127Jnd3d8tx9uzZtW7dOhUuXFhZsmRJVN8AAAAAAAAAgORBEiCD6Lnsaz0MD4+xbp6vd4L7DQkJUZ8+fbRmzRodPXpUefPmtdRVqFAhwf0CAAAAAAAAQHJhIsBTJAHSObNhaPHOP6MlAGxMJs1s10bODg4J7vu3336Tr6+vLl68KEnq0qWL1q5dm2RLCgEAAAAAAAAAkhdJgHTscUSE/rd0ebTy/9Wto5eLFE54v48fa8iQIZo0aZIMw5Akubq6qlWrVgnuEwAAAAAAAABSCu8xP0USIJ3a9tdfmr/9j2jlo5u+I8/s2RLc74EDB+Tt7a1jx45ZyurUqaNFixapUKFCCe4XAAAAAAAAAFIOWYAnbFI7AMTfT4cOx5gAGNu8aYITAJGRkRo7dqyqV69uSQA4ODjoiy++0JYtW0gAAAAAAAAAAEA6xEyAdORWaKj6rfo2Wrln9mwa3fSdRPXdokUL/fTTT5bjihUrasmSJSpbtmyi+gUAAAAAAACAlMZyQE8xEyCdOBkcHGMCwL9Fs0QnACTJx8dHkmRjY6NPPvlEu3btIgEAAAAAAAAAAOkcMwHSuEcREeoRw+a/kjTkrTeV180tScZp2bKlBg8erLfffls1a9ZMkj4BAAAAAAAAIDUwEeApkgBp2NrDR7Rq3/4Y6wI6+Sa439WrV2vLli2aOXOmVfnYsWMT3CcAAAAAAAAAIO0hCZBGmc3mGBMAg99orJJ53BPU5927d9WrVy8tW7ZMklS7dm21adMmUXECAAAAAAAAQFrDngBPsSdAGhQZFaXOi5ZYldUsWkQLO/okOAGwadMmlStXzpIAkKTNmzcnKk4AAAAAAAAAQNpGEiCNMRuGui5ealVWvXAhvV+ntkwJSF89fPhQH374oRo2bKhLly5Jktzc3LR06VJ99dVXSRIzAAAAAAAAAKQlphT6Jz1gOaA0pnPA4mhl/6tbJ0F97dmzRz4+Pjp58qSl7LXXXtPChQvl6emZ4BgBAAAAAAAAAOkDMwHSkPDIqGhlCzv6xHsGQFRUlEaOHKkaNWpYEgBOTk6aOnWqfv31VxIAAAAAAAAAADI2Uwp9pQPMBEhDlu/ebXWckASAJNnY2Gjfvn2KivonqVClShUtXbpUpUqVSpI4AQAAAAAAAADpAzMB0oiQx4+19dRpy3FeN7cEJQAkyWQyae7cucqbN6+GDx+unTt3kgAAAAAAAAAA8MJgIsBTzARIIz78eqXV8SdvNo7zuZcuXVJQUJBq1qxpKXN3d9fp06fl4uKSZDECAAAAAAAAANIXZgKkAXN/32513PilMnJ1cnrueYZhaPny5SpXrpxatGihmzdvWtWTAAAAAAAAAADwIjKZUuYrPSAJkAbsOn/e6rhNtarPPefWrVtq06aN2rdvr7t37+ratWsaMmRIcoUIAAAAAAAAAEiHWA4oDYg0my3//mX7ts9tv379enXu3FlXr161lLVr107+/v7JEh8AAAAAAAAApCemdLNif/JjJkAqC753z/Lvro6OyuTgEGvbBw8eqEePHnrjjTcsCYBs2bJp5cqVWrZsmbJly5bs8QIAAAAAAAAA0g9mAqSyQd/9YPl30zMWkdq5c6d8fHx05swZS1njxo01f/58eXh4JGeIAAAAAAAAAJC+MBHAgiRAKtpz4aLV8dvly8XYLjQ0VG+99Zbu3LkjScqUKZMmTpyo7t27PzNxAABAemIYhiIjIxUVFZXaoQCIha2trezs7HgGBQAAANIRkgCpaOaWrVbHr79UJsZ2Li4umjx5sjp27KiXX35ZixcvVvHixVMgQgAAUkZ4eLiuXr2qhw8fpnYoAJ4jU6ZMyps3rxyesYwlAAAAkNp4beUpkgCp5FZoqNXxsLfftPy72WxWWFiYnJ2dLWU+Pj5ydnZWixYtZGfHfzYAQMZhNpt1/vx52draysPDQw4ODrxlDKRBhmEoPDxcN27c0Pnz51W8eHHZ2LDFGAAAAJDW8WlyKum36lur4yK5ckmSLl68qI4dO6po0aKaN2+epd5kMqlVq1YpGiMAACkhPDxcZrNZnp6eypQpU2qHA+AZnJ2dZW9vr4sXLyo8PFxOTk6pHRIAAAAQI94te4pXd1KB2Wy2Om5RqaIMw9CiRYtUvnx5bd26VfPnz9eaNWtSKUIAAFIebxQD6QM/qwAAAED6kiae4GfOnKlChQrJyclJ1atX1+7du5/ZftWqVSpVqpScnJxUrlw5rVu3LoUiTRq//3XG6vhlj7x699131bFjR4WEhEiSChQoIDc3t9QIDwAAAAAAAADSNVMK/ZMepHoSYOXKlfLz89Pw4cO1f/9+VahQQY0aNdL169djbP/HH3+obdu26tKliw4cOKBmzZqpWbNmOnr0aApHnnCX79y1/PvtE8dVrlw5ff/995YyX19fHT58WHXr1k2F6AAAAAAAAAAAGUWqJwEmTZqkbt26qVOnTipTpoxmz56tTJkyacGCBTG2nzp1qho3bqwBAwaodOnSGj16tCpXrqwZM2akcOQJt/HECUU8eqQ/Fi7QTxPGWxIeOXPm1HfffaeAgABmAQAAgAzr1KlTypMnj+7fv5/aoeBf1q9fr4oVK0ZbuhIAAABIj0ymlPlKD1I1CRAeHq59+/apQYMGljIbGxs1aNBAO3fujPGcnTt3WrWXpEaNGsXaPk0KDdWa4cP017bfLUVvv/22jhw5oubNm6diYAAAIK46duwok8kkk8kke3t7FS5cWB9//LEeP34cre3PP/+sunXrytXVVZkyZVLVqlUVEBAQY7/ffvut6tWrJzc3N7m4uKh8+fIaNWqUbt++ncxXlHIGDx6s3r17y9XVNVpdqVKl5OjoqODg4Gh1hQoV0pQpU6KVjxgxQhUrVrQqCw4OVu/evVWkSBE5OjrK09NTTZo0UWBgYFJdRoziu2zl1q1bLffRv7/+e/3PWz5zzpw5qlevnrJkySKTyaS7d+/GaRyTyaQ9e/ZIkho3bix7e3stW7Ys8d8IAAAAAGlGqiYBbt68qaioKLm7u1uVu7u7x/iHn/TPH3TxaR8WFqaQkBCrr9Tmki2bXHPl+uffXVw0b948rVmzRnny5EnlyAAAQHw0btxYV69e1blz5zR58mR99dVXGj58uFWb6dOnq2nTpqpVq5Z27dqlw4cPq02bNvrf//6n/v37W7X99NNP1bp1a1WtWlW//PKLjh49qokTJ+rQoUNasmRJil1XeHh4svUdFBSkn3/+WR07doxWt337dj169EgtW7bUokWLEjzGhQsXVKVKFW3evFkTJkzQkSNHtH79etWvX18ffPBBIqJ/tsQsW3nq1CldvXrV8pU7d25LXVyWz3z48KEaN26sTz75JMb+a9asadX/1atX1bVrVxUuXFheXl6Wdh07dtS0adMS8V0AAAAAkNak+nJAyc3f319ubm6WL09Pz9QOSSYbG9Xq0kVFq1TRoUOH1KVLF5nSy9wRAABg4ejoqDx58sjT01PNmjVTgwYNtHHjRkv933//rX79+umjjz7S2LFjVaZMGRUrVkz9+vXThAkTNHHiRO3atUuStHv3bo0dO1YTJ07UhAkTVLNmTRUqVEgNGzbUt99+K19f31jjuHTpktq2bavs2bMrc+bM8vLysvTbsWNHNWvWzKr9Rx99pHr16lmO69Wrp169eumjjz5Szpw51ahRI7Vr106tW7e2Oi8iIkI5c+bU4sWLJUlms1n+/v4qXLiwnJ2dVaFCBa1evfqZ37NvvvlGFSpUUL58+aLVzZ8/X+3atZO3t3esS0PGRc+ePWUymbR79269++67KlGihF566SX5+fnpzz//THC/z5OYZStz586tPHnyWL5sbJ4+psdl+cyPPvpIgwYN0ssvvxxj/w4ODlb958iRQz/++KM6depk9RzapEkT7d27V2fPnk3EdwIAAABAWmKXmoPnzJlTtra2unbtmlX5tWvXYn0rPk+ePPFqP3jwYPn5+VmOQ0JCUj0RMPCNRjIbhuy6dJZH1qypGgsAAGnRiDU/696jRyk+rpuzs0a883aCzj169Kj++OMPFSxY0FK2evVqRURERHvjX5K6d++uTz75RF9//bWqV6+uZcuWycXFRT179oyx/6yxPDOEhoaqbt26ypcvn2Vm4f79++O9rvuiRYvUo0cP7dixQ5J05swZvffeewoNDZWLi4skacOGDXr48KFl+UJ/f38tXbpUs2fPVvHixfX777+rQ4cOypUrl+rWrRvjONu2bbN68/yJ+/fva9WqVdq1a5dKlSqle/fuadu2bapdu3a8ruP27dtav369xowZo8yZM0erj+37KEnLli1T9+7dn9n/L7/8EmtMO3futHrulP5ZtvKHH354btwVK1ZUWFiYypYtqxEjRqhWrVqSni6fOXjwYEvb5y2fGRdr1qzRrVu31KlTJ6vyAgUKyN3dXdu2bVPRokUT3D8AAACQ2njn+qlUTQI4ODioSpUqCgwMtLyhZjabFRgYqF69esV4To0aNRQYGKiPPvrIUrZx40bVqFEjxvaOjo5ydHRM6tATJX+2bKkdAgAAadq9R4905+HD1A7juX7++We5uLgoMjJSYWFhsrGxsXrr+/Tp03Jzc1PevHmjnevg4KAiRYro9OnTkqS//vpLRYoUkb29fbxiWL58uW7cuKE9e/Yoe/bskqRixYrF+1qKFy+u8ePHW46LFi2qzJkz6/vvv5e3t7dlrHfeeUeurq4KCwvT2LFjtWnTJstzWJEiRbR9+3Z99dVXsSYBLl68GGMSYMWKFSpevLheeuklSVKbNm00f/78eCcBzpw5I8MwVKpUqXidJ0nvvPOOqlev/sw2Mc1geCK+y1ZKUt68eTV79mx5eXkpLCxM8+bNU7169bRr1y5Vrlz5mctnnjx5Mg5XFbP58+erUaNGyp8/f7Q6Dw8PXbx4McF9AwAAAEhbUjUJIEl+fn7y9fWVl5eXqlWrpilTpujBgweWt5J8fHyUL18++fv7S5L69OmjunXrauLEiXrrrbe0YsUK7d27V3PmzEnNywAAAEnIzdk5XYxbv359zZo1Sw8ePNDkyZNlZ2end999N0FjG4aRoPMOHjyoSpUqWRIACVWlShWrYzs7O7Vq1UrLli2Tt7e3Hjx4oB9//FErVqyQ9M+H7Q8fPlTDhg2tzgsPD1elSpViHefRo0dycnKKVr5gwQJ16NDBctyhQwfVrVtX06dPj3ED4dgk9PsoSa6urvEaKymULFlSJUuWtBzXrFlTZ8+e1eTJk5NtH4hLly5pw4YN+uabb2Ksd3Z21sN0kIQDAAAAnsUkpgI8kepJgNatW+vGjRsaNmyYgoODVbFiRa1fv97ytlNQUJDVmqg1a9bU8uXLNWTIEH3yyScqXry4fvjhB5UtWza1LgEAACSxhC7Jk9IyZ85seet+wYIFqlChgubPn68uXbpIkkqUKKF79+7pypUr8vDwsDo3PDxcZ8+eVf369S1tt2/froiIiHjNBnB+TuLCxsYm2gfjERERMV7Lf7Vv315169bV9evXtXHjRjk7O6tx48aS/lmGSJLWrl0b7e34Z83CzJkzp+7cuWNVdvz4cf3555/avXu3Bg4caCmPiorSihUr1K1bN0lSlixZdO/evWh93r17V25ubpL+mdFgMpkS9JZ8YpcDiu+ylbGpVq2atm/fLilhy2c+z8KFC5UjRw698847Mdbfvn1buXLlSlDfAAAAANKeNLExcK9evXTx4kWFhYVp165dVtOwt27dqoCAAKv27733nk6dOqWwsDAdPXpUb775ZgpHDAAAYM3GxkaffPKJhgwZokf/v5/Bu+++K3t7e02cODFa+9mzZ+vBgwdq27atJKldu3YKDQ3Vl19+GWP/d+/ejbG8fPnyOnjwoG7fvh1jfa5cuXT16lWrsoMHD8bpmmrWrClPT0+tXLlSy5Yt03vvvWdJUJQpU0aOjo4KCgpSsWLFrL6etf9SpUqVdPz4cauy+fPnq06dOjp06JAOHjxo+fLz89P8+fMt7UqWLKl9+/ZF63P//v0qUaKEJCl79uxq1KiRZs6cqQcPHkRrG9v3UfpnOaB/jx/TV0xLGT3xZNnKf3vWspWxOXjwoGUJqX8vn/nEk+Uz49uv9M9MiYULF8rHxyfGZNPjx4919uzZZ87mAAAAANIDkyllvtKDVJ8JAAAAkFG89957GjBggGbOnKn+/furQIECGj9+vPr16ycnJyd5e3vL3t5eP/74oz755BP169fP8vJD9erV9fHHH6tfv366fPmymjdvLg8PD505c0azZ8/WK6+8oj59+kQbs23btho7dqyaNWsmf39/5c2bVwcOHJCHh4dq1KihV199VRMmTNDixYtVo0YNLV26VEePHo3zh7zt2rXT7Nmzdfr0aW3ZssVS7urqqv79+6tv374ym8165ZVXdO/ePe3YsUNZsmSRr69vjP01atRIXbt2VVRUlGxtbRUREaElS5Zo1KhR0WZ2du3aVZMmTdKxY8f00ksvqW/fvqpdu7bGjBmjFi1aKCoqSl9//bV27txplTyZOXOmatWqpWrVqmnUqFEqX768IiMjtXHjRs2aNUsnTpyIMbbELgcUl2UrBw8erMuXL2vx4sWSpClTpqhw4cJ66aWX9PjxY82bN0+bN2/Wr7/+ajnnectnSv/sRxAcHKwzZ85Iko4cOSJXV1cVKFDAaqmozZs36/z58+ratWuM1/Dnn3/K0dExQQkGAAAAAGlTmpgJAAAAkBHY2dmpV69eGj9+vOUt9I8++kjff/+9tm3bJi8vL5UtW1bLly/XrFmz9MUXX1id//nnn2v58uXatWuXGjVqpJdeekl+fn4qX758rB+qOzg46Ndff1Xu3Ln15ptvqly5cho3bpxsbW0l/fOh+9ChQ/Xxxx+ratWqun//vnx8fOJ8Te3bt9fx48eVL18+1apVy6pu9OjRGjp0qPz9/VW6dGk1btxYa9euVeHChWPt74033pCdnZ02bdokSVqzZo1u3bql5s2bR2tbunRplS5d2jIboGbNmvrll1/0yy+/qFatWqpXr57++OMPBQYGWiUQihQpov3796t+/frq16+fypYtq4YNGyowMFCzZs2K87XH15NlK+fMmaMKFSpo9erV0ZatvHr1qoKCgizH4eHh6tevn8qVK6e6devq0KFD2rRpk1577TVLm9atW+uLL77QsGHDVLFiRR08eNBq+Uzpn5kllSpVsiydVKdOHVWqVElr1qyxinH+/PmqWbNmrBsnf/3112rfvr0yZcqUJN8TAAAAILWYUugrPTAZidk9LR0KCQmRm5ub7t27pyxZsqR2OAAAvPAeP36s8+fPq3DhwjFuGIuMZ+bMmVqzZo02bNiQ2qHgX27evKmSJUtq7969z0zkPOtn9kV61nZ+eeDzGwFACri+1T+1QwAASZKrU9p63/z+Y3OKjJPWrjsmLAcEAACAFNW9e3fdvXtX9+/fT9TyO0haFy5c0JdffvnMBAAAAACQbqSX1/RTAEkAAAAApCg7Ozt9+umnqR0G/sPLy+uZGx8DAAAASJ9IAgAAAAAAAAAAMhQTUwEs0v6CRQAAAAAAAAAAIEGYCQAAANIEwzBSOwQAccDPKgAAANIDExMBLJgJAAAAUpW9vb0k6eHDh6kcCYC4ePKz+uRnFwAAAEDaxkwAAACQqmxtbZU1a1Zdv35dkpQpUyaZeGUDSHMMw9DDhw91/fp1Zc2aVba2tqkdEgAAABAr/qp8iiQAAABIdXny5JEkSyIAQNqVNWtWy88sAAAAgLSPJAAAAEh1JpNJefPmVe7cuRUREZHa4QCIhb29PTMAAAAAkD4wFcCCJAAAAEgzbG1t+YARAAAAAIAkRBIAAAAAAAAAAJChmJgKYGGT2gEAAAAAAAAAAIDkwUwAAAAAAAAAAECGYmIigMULlwQwDEOSFBISksqRAAAAABkLz9gAAABA2mMynnwq/oK4dOmSPD09UzsMAAAAIMO6d++esmTJktphAGlaWFiY/P39NXjwYDk6OqZ2OABeYPw+AjK+Fy4JYDabdeXKFbm6usqUSnNCQkJC5Onpqb///ps/jiCJewLRcU/gv7gn8F/cE/i3tHI/PPnTIkuWLKn2rA2kFyEhIXJzcyNpBiDV8fsIyPheuOWAbGxslD9//tQOQ9I/fxzxyxX/xj2B/+KewH9xT+C/uCfwb9wPAAAAAP7LJrUDAAAAAAAAAAAAyYMkAAAAAAAAAAAAGRRJgFTg6Oio4cOHs9kKLLgn8F/cE/gv7gn8F/cE/o37AUh/+LkFkFbw+wjI+F64jYEBAAAAAAAAAHhRMBMAAAAAAAAAAIAMiiQAAAAAAAAAAAAZFEkAAAAAAAAAAAAyKJIAyWTmzJkqVKiQnJycVL16de3evfuZ7VetWqVSpUrJyclJ5cqV07p161IoUqSU+NwTc+fOVe3atZUtWzZly5ZNDRo0eO49hPQnvr8nnlixYoVMJpOaNWuWvAEixcX3nrh7964++OAD5c2bV46OjipRogT//8hA4ns/TJkyRSVLlpSzs7M8PT3Vt29fPX78OIWiRXL7/fff1aRJE3l4eMhkMumHH3547jlbt25V5cqV5ejoqGLFiikgICDZ4wTSo44dO8pkMmncuHFW5T/88INMJlOyjn3hwgWZTCYdPHgwWccB8GLo2LEjfycCiBFJgGSwcuVK+fn5afjw4dq/f78qVKigRo0a6fr16zG2/+OPP9S2bVt16dJFBw4cULNmzdSsWTMdPXo0hSNHconvPbF161a1bdtWW7Zs0c6dO+Xp6anXX39dly9fTuHIkVzie088ceHCBfXv31+1a9dOoUiRUuJ7T4SHh6thw4a6cOGCVq9erVOnTmnu3LnKly9fCkeO5BDf+2H58uUaNGiQhg8frhMnTmj+/PlauXKlPvnkkxSOHMnlwYMHqlChgmbOnBmn9ufPn9dbb72l+vXr6+DBg/roo4/UtWtXbdiwIZkjBdInJycnff7557pz505qhwIAAJD0DCS5atWqGR988IHlOCoqyvDw8DD8/f1jbN+qVSvjrbfesiqrXr260b1792SNEyknvvfEf0VGRhqurq7GokWLkitEpLCE3BORkZFGzZo1jXnz5hm+vr5G06ZNUyBSpJT43hOzZs0yihQpYoSHh6dUiEhB8b0fPvjgA+PVV1+1KvPz8zNq1aqVrHEidUgyvv/++2e2+fjjj42XXnrJqqx169ZGo0aNkjEyIH3y9fU13n77baNUqVLGgAEDLOXff/+98e8/mVevXm2UKVPGcHBwMAoWLGh88cUXVv0ULFjQGDNmjNGpUyfDxcXF8PT0NL766qtnjn3+/HlDknHgwIEY66OiooyxY8cahQoVMpycnIzy5csbq1atstRv2bLFkGRs2rTJqFKliuHs7GzUqFHDOHnypKXNwYMHjXr16hkuLi6Gq6urUblyZWPPnj3x+RYBSCee9XfikSNHjMaNGxuZM2c2cufObXTo0MG4ceOGpb5u3bpG7969jQEDBhjZsmUz3N3djeHDh1vqzWazMXz4cMPT09NwcHAw8ubNa/Tu3TuZrwhAUmEmQBILDw/Xvn371KBBA0uZjY2NGjRooJ07d8Z4zs6dO63aS1KjRo1ibY/0JSH3xH89fPhQERERyp49e3KFiRSU0Hti1KhRyp07t7p06ZISYSIFJeSeWLNmjWrUqKEPPvhA7u7uKlu2rMaOHauoqKiUChvJJCH3Q82aNbVv3z7LkkHnzp3TunXr9Oabb6ZIzEh7eL4E4sfW1lZjx47V9OnTdenSpWj1+/btU6tWrdSmTRsdOXJEI0aM0NChQ6MtszVx4kR5eXnpwIED6tmzp3r06KFTp04lOC5/f38tXrxYs2fP1rFjx9S3b1916NBBv/32m1W7Tz/9VBMnTtTevXtlZ2enzp07W+rat2+v/Pnza8+ePdq3b58GDRoke3v7BMcEIP25e/euXn31VVWqVEl79+7V+vXrde3aNbVq1cqq3aJFi5Q5c2bt2rVL48eP16hRo7Rx40ZJ0rfffqvJkyfrq6++0l9//aUffvhB5cqVS43LAZAAdqkdQEZz8+ZNRUVFyd3d3arc3d1dJ0+ejPGc4ODgGNsHBwcnW5xIOQm5J/5r4MCB8vDwiPbHPNKnhNwT27dv1/z581kvNoNKyD1x7tw5bd68We3bt9e6det05swZ9ezZUxERERo+fHhKhI1kkpD7oV27drp586ZeeeUVGYahyMhI/e9//2M5oBdYbM+XISEhevTokZydnVMpMiDtat68uSpWrKjhw4dr/vz5VnWTJk3Sa6+9pqFDh0qSSpQooePHj2vChAnq2LGjpd2bb76pnj17SvrnGX7y5MnasmWLSpYsGe94wsLCNHbsWG3atEk1atSQJBUpUkTbt2/XV199pbp161rajhkzxnI8aNAgvfXWW3r8+LGcnJwUFBSkAQMGqFSpUpKk4sWLxzsWAOnbjBkzVKlSJY0dO9ZStmDBAnl6eur06dMqUaKEJKl8+fKWvyWKFy+uGTNmKDAwUA0bNlRQUJDy5MmjBg0ayN7eXgUKFFC1atVS5XoAxB8zAYA0bty4cVqxYoW+//57OTk5pXY4SAX379+Xt7e35s6dq5w5c6Z2OEgjzGazcufOrTlz5qhKlSpq3bq1Pv30U82ePTu1Q0Mq2Lp1q8aOHasvv/xS+/fv13fffae1a9dq9OjRqR0aAKQrn3/+uRYtWqQTJ05YlZ84cUK1atWyKqtVq5b++usvq1l45cuXt/y7yWRSnjx5LPu5vPHGG3JxcZGLi4teeuml58Zy5swZPXz4UA0bNrSc5+LiosWLF+vs2bNWbf89bt68eSXJMq6fn5+6du2qBg0aaNy4cdHOBZDxHTp0SFu2bLH6XfIkMfjv3wn//l0i/fP75Mnvkvfee0+PHj1SkSJF1K1bN33//feKjIxMuYsAkCjMBEhiOXPmlK2tra5du2ZVfu3aNeXJkyfGc/LkyROv9khfEnJPPPHFF19o3Lhx2rRpU7T/GSP9iu89cfbsWV24cEFNmjSxlJnNZkmSnZ2dTp06paJFiyZv0EhWCfk9kTdvXtnb28vW1tZSVrp0aQUHBys8PFwODg7JGjOST0Luh6FDh8rb21tdu3aVJJUrV04PHjzQ+++/r08//VQ2Nrz38aKJ7fkyS5YszAIAnqFOnTpq1KiRBg8ebPWGf1z9d5kdk8lkeW6bN2+eHj16FGO7mISGhkqS1q5dq3z58lnVOTo6xjquyWSS9PR5ccSIEWrXrp3Wrl2rX375RcOHD9eKFSvUvHnz+FwagHQsNDRUTZo00eeffx6t7kniUHr27zBPT0+dOnVKmzZt0saNG9WzZ09NmDBBv/32G0uMAekAfxEmMQcHB1WpUkWBgYGWMrPZrMDAQMsUzv+qUaOGVXtJ2rhxY6ztkb4k5J6QpPHjx2v06NFav369vLy8UiJUpJD43hOlSpXSkSNHdPDgQcvXO++8o/r16+vgwYPy9PRMyfCRDBLye6JWrVo6c+aM5aFckk6fPq28efOSAEjnEnI/PHz4MNoH/U8SRIZhJF+wSLN4vgQSbty4cfrpp5+s9tAoXbq0duzYYdVux44dKlGihFVC/lny5cunYsWKqVixYipYsOBz25cpU0aOjo4KCgqynPfkK77PfyVKlFDfvn3166+/qkWLFlq4cGG8zgeQvlWuXFnHjh1ToUKFov0+yZw5c5z7cXZ2VpMmTTRt2jRt3bpVO3fu1JEjR5IxcgBJhZkAycDPz0++vr7y8vJStWrVNGXKFD148ECdOnWSJPn4+Chfvnzy9/eXJPXp00d169bVxIkT9dZbb2nFihXau3ev5syZk5qXgSQU33vi888/17Bhw7R8+XIVKlTIsj/Ek2l7SP/ic084OTmpbNmyVudnzZpVkqKVI/2K7++JHj16aMaMGerTp4969+6tv/76S2PHjtWHH36YmpeBJBLf+6FJkyaaNGmSKlWqpOrVq+vMmTMaOnSomjRpEucPp5C2hYaG6syZM5bj8+fP6+DBg8qePbsKFCigwYMH6/Lly1q8eLEk6X//+59mzJihjz/+WJ07d9bmzZv1zTffaO3atal1CUC6Ua5cObVv317Tpk2zlPXr109Vq1bV6NGj1bp1a+3cuVMzZszQl19+mSRjxrR58EsvvaT+/furb9++MpvNeuWVV3Tv3j3t2LFDWbJkka+v73P7ffTokQYMGKCWLVuqcOHCunTpkvbs2aN33303SeIGkPbcu3cv2l5y77//vubOnau2bdvq448/Vvbs2XXmzBmtWLFC8+bNi9PzYkBAgKKiolS9enVlypRJS5culbOzc5ySmgBSH0mAZNC6dWvduHFDw4YNU3BwsCpWrKj169dbNmcLCgqyeluvZs2aWr58uYYMGaJPPvlExYsX1w8//MCHexlIfO+JWbNmKTw8XC1btrTqZ/jw4RoxYkRKho5kEt97AhlffO8JT09PbdiwQX379lX58uWVL18+9enTRwMHDkytS0ASiu/9MGTIEJlMJg0ZMkSXL19Wrly51KRJE40ZMya1LgFJbO/evapfv77l2M/PT5Lk6+urgIAAXb16VUFBQZb6woULa+3aterbt6+mTp2q/Pnza968eWrUqFGKxw6kR6NGjdLKlSstx5UrV9Y333yjYcOGafTo0cqbN69GjRqVoCWDYtKmTZtoZX///bdGjx6tXLlyyd/fX+fOnVPWrFlVuXLlOG/8bmtrq1u3bsnHx0fXrl1Tzpw51aJFC40cOTJJ4gaQ9mzdulWVKlWyKuvSpYt27NihgQMH6vXXX1dYWJgKFiyoxo0bx/nvzqxZs2rcuHHy8/NTVFSUypUrp59++kk5cuRIjssAkMRMBnPEAQAAAAAAAADIkHjNFAAAAAAAAACADIokAAAAAAAAAAAAGRRJAAAAAAAAAAAAMiiSAAAAAAAAAAAAZFAkAQAAAAAAAAAAyKBIAgAAAAAAAAAAkEGRBAAAAAAAAAAAIIMiCQAAAAAAAAAAQAZFEgAAMriAgABlzZo1tcNIMJPJpB9++OGZbTp27KhmzZqlSDwAAABAavnvc2+9evX00UcfpXgcW7dulclk0t27d1N8bABA/JEEAIB0oGPHjjKZTNG+zpw5k9qhKSAgwBKPjY2N8ufPr06dOun69etJ0v/Vq1f1xhtvSJIuXLggk8mkgwcPWrWZOnWqAgICkmS82IwYMcJynba2tvL09NT777+v27dvx6sfEhYAAAAZz7+f1x0cHFSsWDGNGjVKkZGRyTrud999p9GjR8epLR/cA8CLyy61AwAAxE3jxo21cOFCq7JcuXKlUjTWsmTJolOnTslsNuvQoUPq1KmTrly5og0bNiS67zx58jy3jZubW6LHiYuXXnpJmzZtUlRUlE6cOKHOnTvr3r17WrlyZYqMDwAAgLTryfN6WFiY1q1bpw8++ED29vYaPHiwVbvw8HA5ODgkyZjZs2dPkn4AABkbMwEAIJ1wdHRUnjx5rL5sbW01adIklStXTpkzZ5anp6d69uyp0NDQWPs5dOiQ6tevL1dXV2XJkkVVqlTR3r17LfXbt29X7dq15ezsLE9PT3344Yd68ODBM2MzmUzKkyePPDw89MYbb+jDDz/Upk2b9OjRI5nNZo0aNUr58+eXo6OjKlasqPXr11vODQ8PV69evZQ3b145OTmpYMGC8vf3t+r7yXJAhQsXliRVqlRJJpNJ9erVk2T9dv2cOXPk4eEhs9lsFWPTpk3VuXNny/GPP/6oypUry8nJSUWKFNHIkSOf+6aWnZ2d8uTJo3z58qlBgwZ67733tHHjRkt9VFSUunTposKFC8vZ2VklS5bU1KlTLfUjRozQokWL9OOPP1reFNu6dask6e+//1arVq2UNWtWZc+eXU2bNtWFCxeeGQ8AAADSjifP6wULFlSPHj3UoEEDrVmzxvKsOmbMGHl4eKhkyZKSnv/8FxUVJT8/P2XNmlU5cuTQxx9/LMMwrMb873JAYWFhGjhwoDw9PeXo6KhixYpp/vz5unDhgurXry9JypYtm0wmkzp27ChJMpvN8vf3tzzDVqhQQatXr7YaZ926dSpRooScnZ1Vv359nlMBIJ0hCQAA6ZyNjY2mTZumY8eOadGiRdq8ebM+/vjjWNu3b99e+fPn1549e7Rv3z4NGjRI9vb2kqSzZ8+qcePGevfdd3X48GGtXLlS27dvV69eveIVk7Ozs8xmsyIjIzV16lRNnDhRX3zxhQ4fPqxGjRrpnXfe0V9//SVJmjZtmtasWaNvvvlGp06d0rJly1SoUKEY+929e7ckadOmTbp69aq+++67aG3ee+893bp1S1u2bLGU3b59W+vXr1f79u0lSdu2bZOPj4/69Omj48eP66uvvlJAQIDGjBkT52u8cOGCNmzYYPUWl9lsVv78+bVq1SodP35cw4YN0yeffKJvvvlGktS/f3+1atVKjRs31tWrV3X16lXVrFlTERERatSokVxdXbVt2zbt2LFDLi4uaty4scLDw+McEwAAANIOZ2dny7NcYGCgTp06pY0bN+rnn3+O0/PfxIkTFRAQoAULFmj79u26ffu2vv/++2eO6ePjo6+//lrTpk3TiRMn9NVXX8nFxUWenp769ttvJUmnTp3S1atXLS+r+Pv7a/HixZo9e7aOHTumvn37qkOHDvrtt98k/ZOsaNGihZo0aaKDBw+qa9euGjRoUHJ92wAAycEAAKR5vr6+hq2trZE5c2bLV8uWLWNsu2rVKiNHjhyW44ULFxpubm6WY1dXVyMgICDGc7t06WK8//77VmXbtm0zbGxsjEePHsV4zn/7P336tFGiRAnDy8vLMAzD8PDwMMaMGWN1TtWqVY2ePXsahmEYvXv3Nl599VXDbDbH2L8k4/vvvzcMwzDOnz9vSDIOHDhg1cbX19do2rSp5bhp06ZG586dLcdfffWV4eHhYURFRRmGYRivvfaaMXbsWKs+lixZYuTNmzfGGAzDMIYPH27Y2NgYmTNnNpycnAxJhiRj0qRJsZ5jGIbxwQcfGO+++26ssT4Zu2TJklbfg7CwMMPZ2dnYsGHDM/sHAABA6vv3M57ZbDY2btxoODo6Gv379zd8fX0Nd3d3IywszNI+Ls9/efPmNcaPH2+pj4iIMPLnz2/1LFm3bl2jT58+hmEYxqlTpwxJxsaNG2OMccuWLYYk486dO5ayx48fG5kyZTL++OMPq7ZdunQx2rZtaxiGYQwePNgoU6aMVf3AgQOj9QUASLvYEwAA0on69etr1qxZluPMmTNL+ueteH9/f508eVIhISGKjIzU48eP9fDhQ2XKlClaP35+furatauWLFliWdKmaNGikv5ZKujw4cNatmyZpb1hGDKbzTp//rxKly4dY2z37t2Ti4uLzGazHj9+rFdeeUXz5s1TSEiIrly5olq1alm1r1Wrlg4dOiTpn6V8GjZsqJIlS6px48Z6++239frrryfqe9W+fXt169ZNX375pRwdHbVs2TK1adNGNjY2luvcsWOH1Zv/UVFRz/y+SVLJkiW1Zs0aPX78WEuXLtXBgwfVu3dvqzYzZ87UggULFBQUpEePHik8PFwVK1Z8ZryHDh3SmTNn5OrqalX++PFjnT17NgHfAQAAAKS0n3/+WS4uLoqIiJDZbFa7du00YsQIffDBBypXrpzVDNLnPf/du3dPV69eVfXq1S11dnZ28vLyirYk0BMHDx6Ura2t6tatG+eYz5w5o4cPH6phw4ZW5eHh4apUqZIk6cSJE1ZxSFKNGjXiPAYAIPWRBACAdCJz5swqVqyYVdmFCxf09ttvq0ePHhozZoyyZ8+u7du3q0uXLgoPD4/xw+wRI0aoXbt2Wrt2rX755RcNHz5cK1asUPPmzRUaGqru3bvrww8/jHZegQIFYo3N1dVV+/fvl42NjfLmzStnZ2dJUkhIyHOvq3Llyjp//rx++eUXbdq0Sa1atVKDBg2irUMaH02aNJFhGFq7dq2qVq2qbdu2afLkyZb60NBQjRw5Ui1atIh2rpOTU6z9Ojg4WP4bjBs3Tm+99ZZGjhyp0aNHS5JWrFih/v37a+LEiapRo4ZcXV01YcIE7dq165nxhoaGqkqVKlbJlyfSyubPAAAAeLYnL+04ODjIw8NDdnZPP3J58gLPE8nx/PfkGTw+nuwltnbtWuXLl8+qztHRMUFxAADSHpIAAJCO7du3T2azWRMnTrS85f5k/flnKVGihEqUKKG+ffuqbdu2WrhwoZo3b67KlSvr+PHj0ZINz2NjYxPjOVmyZJGHh4d27Nhh9UbSjh07VK1aNat2rVu3VuvWrdWyZUs1btxYt2/fVvbs2a36e/L2VFRU1DPjcXJyUosWLbRs2TKdOXNGJUuWVOXKlS31lStX1qlTp+J9nf81ZMgQvfrqq+rRo4flOmvWrKmePXta2vz3TX4HB4do8VeuXFkrV65U7ty5lSVLlkTFBAAAgNQR00s7sYnL81/evHm1a9cu1alTR5IUGRmpffv2WT3X/lu5cuVkNpv122+/qUGDBtHqY3qWLlOmjBwdHRUUFBTrDILSpUtrzZo1VmV//vnn8y8SAJBmsDEwAKRjxYoVU0REhKZPn65z585pyZIlmj17dqztHz16pF69emnr1q26ePGiduzYoT179liW+Rk4cKD++OMP9erVSwcPHtRff/2lH3/8Md4bA//bgAED9Pnnn2vlypU6deqUBg0apIMHD6pPnz6SpEmTJunrr7/WyZMndfr0aa1atUp58uRR1qxZo/WVO3duOTs7a/369bp27Zru3bsX67jt27fX2rVrtWDBAsuGwE8MGzZMixcv1siRI3Xs2DGdOHFCK1as0JAhQ+J1bTVq1FD58uU1duxYSVLx4sW1d+9ebdiwQadPn9bQoUO1Z88eq3MKFSqkw4cP69SpU7p586YiIiLUvn175cyZU02bNtW2bdt0/vx5bd26VR9++KEuXboUr5gAAACQ9sXl+a9Pnz4aN26cfvjhB508eVI9e/bU3bt3Y+2zUKFC8vX1VefOnfXDDz9Y+nzyklDBggVlMpn0888/68aNGwoNDZWrq6v69++vvn37atGiRTp79qz279+v6dOna9GiRZKk//3vf/rrr780YMAAnTp1SsuXL1dAQEByf4sAAEmIJAAApGMVKlTQpEmT9Pnnn6ts2bJatmyZ/P39Y21va2urW7duycfHRyVKlFCrVq30xhtvaOTIkZKk8uXL67ffftPp06dVu3ZtVapUScOGDZOHh0eCY/zwww/l5+enfv36qVy5clq/fr3WrFmj4sWLS/pnKaHx48fLy8tLVatW1YULF7Ru3TrLzIZ/s7Oz07Rp0/TVV1/Jw8NDTZs2jXXcV199VdmzZ9epU6fUrl07q7pGjRrp559/1q+//qqqVavq5Zdf1uTJk1WwYMF4X1/fvn01b948/f333+revbtatGih1q1bq3r16rp165bVrABJ6tatm0qWLCkvLy/lypVLO3bsUKZMmfT777+rQIECatGihUqXLq0uXbro8ePHzAwAAADIgOLy/NevXz95e3vL19fXstRk8+bNn9nvrFmz1LJlS/Xs2VOlSpVSt27d9ODBA0lSvnz5NHLkSA0aNEju7u6WF31Gjx6toUOHyt/fX6VLl1bjxo21du1aFS5cWNI/y4J+++23+uGHH1ShQgXNnj3b8hIMACB9MBmx7SgDAAAAAAAAAADSNWYCAAAAAAAAAACQQZEEAAAAAAAAAAAggyIJAAAAAAAAAABABkUSAAAAAAAAAACADIokAAAAAAAAAAAAGRRJAAAAAAAAAAAAMiiSAAAAAAAAAAAAZFAkAQAAAAAAAAAAyKBIAgAAAAAAAAAAkEGRBAAAAAAAAAAAIIMiCQAAAAAAAAAAQAZFEgAAAAAAAAAAgAzq/wACteOqIGxVSAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:43:59,793 INFO: === Dataset: l ===\n", "2025-01-16 15:44:07,908 INFO:Total samples: 18911\n", "2025-01-16 15:45:07,301 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:45:07,371 INFO:Model DeiT evaluation completed in 275.91 seconds.\n", "2025-01-16 15:45:07,371 INFO:\n", "=== Evaluating DeiT3 on Test Datasets ===\n", "/tmp/ipykernel_444257/1849592376.py:359: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-01-16 15:45:07,520 INFO:Loaded model weights from DeiT3_best.pth\n", "2025-01-16 15:45:07,520 INFO: === Dataset: a ===\n", "2025-01-16 15:45:08,849 INFO:Total samples: 3181\n", "2025-01-16 15:45:19,285 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABgEAAAJOCAYAAACeMadaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAADlTklEQVR4nOzdd3gU5d7G8XsTUgkJLYQWCU1qIHQBqaIcUI5YKQIhVOlFVEApUg8iCAJKkRpEkaKgNBEBpSNFEASkSwkQSkJNnfcPXjasCZCFJJNNvp/r2uvMPDOzc+9ujszub57nsRiGYQgAAAAAAAAAAGQ4TmYHAAAAAAAAAAAAqYMiAAAAAAAAAAAAGRRFAAAAAAAAAAAAMiiKAAAAAAAAAAAAZFAUAQAAAAAAAAAAyKAoAgAAAAAAAAAAkEFRBAAAAAAAAAAAIIOiCAAAAAAAAAAAQAZFEQAAAAAAAAAAgAyKIgAAh7ZhwwZZLBZt2LDB7CiA6QICAtS2bVuzYwAAgEwqs1+b79y5UzVq1FDWrFllsVi0d+/eFH3+zP7+JoXrXwBIHooAAFLdnDlzZLFYrA93d3flz59fDRs21Geffabr16+nyHnuXRQn5yFJBw4c0BtvvKEiRYrI09NTuXPnVu3atfXDDz8k63xDhw61eU4XFxcFBASoZ8+eunbtWpLHxMTE6LPPPlOVKlWULVs2eXl5qUqVKvrss88UExOT5DFxcXGaPXu26tatq5w5c8rNzU0BAQEKCQnR77//nqyskZGR+uijj1S+fHl5eXnJw8NDZcuW1fvvv69z584l6zkyo1u3bmno0KGp/kVr5cqVGjp0aKqe42HOnTunoUOHpvgX1cdl9vsBAEBGllGvze/Zu3evWrVqJX9/f7m5uSlnzpxq0KCBZs+erbi4uBR5bUmJiYnRG2+8oStXrujTTz9VaGioChUqlGrnS2t169aVxWJR8eLFk9y+du1a6+e5ePFiu5//4MGDGjp0qE6ePPmESQEASclidgAAmcewYcNUuHBhxcTEKCwsTBs2bFDv3r01fvx4LV++XOXKlbP7OWvXrq3bt2/L1dVVly5dUmhoqM32AQMGyMvLSx988EGiY0+dOqXr168rODhY+fPn161bt7RkyRL997//1bRp09SpU6dkZfjiiy/k5eWlmzdvat26dZo0aZJ2796tTZs22ex38+ZNvfjii9q4caNeeukltW3bVk5OTlq9erV69eqlpUuXasWKFcqaNav1mNu3b+vVV1/V6tWrVbt2bQ0cOFA5c+bUyZMn9e2332ru3Lk6ffq0ChYs+MB8x48fV4MGDXT69Gm98cYb6tSpk1xdXbVv3z7NnDlT3333nY4cOZKs15rZ3Lp1Sx999JGku198UsvKlSs1ZcoU0374PnfunD766CMFBAQoKCjIlAz3M/v9AAAgM8iI1+Zffvml3n77bfn5+al169YqXry4rl+/rnXr1ql9+/Y6f/68Bg4caPfrSo5jx47p1KlTmjFjhjp06JAq57j//TWDu7u7jh49qh07dqhq1ao227766iu5u7vrzp07j/XcBw8e1EcffaS6desqICAg2ccdPnxYTk7c3woAj2QAQCqbPXu2IcnYuXNnom3r1q0zPDw8jEKFChm3bt1K8XOXKVPGqFOnTrL3j42NNcqXL2+UKFHikfsOGTLEkGRcunTJpr1Zs2aGJGP79u027Z06dTIkGZMmTUr0XJMnTzYkGW+//bZNe7du3QxJxqeffppk1rFjxxr//PPPAzPGxMQY5cuXNzw9PY3ffvst0faIiAhj4MCBD3uZyXb79m0jLi4uRZ4rvbh06ZIhyRgyZEiqnufe5/ykChUqZAQHB9t93M6dOw1JxuzZs584Q0pIqfcDAAAkllGvzbdu3Wo4Ozsbzz77rBEZGZlo+86dO1P1Wmfjxo2GJGPRokWpdg4z1alTxyhTpoxRokQJo3fv3jbbbt++bXh7exuvvfbaY78HixYtMiQZ69evf+S+8fHxqfL3CQAZGeVSAKaqX7++Bg0apFOnTmn+/Pk22w4dOqTXX39dOXPmlLu7uypXrqzly5fb7JPS42I6OzvL39//gcP5JEetWrUk3b0b6J4zZ85o5syZql+/vrp3757omG7duqlevXr68ssvdebMGesx06ZN0/PPP6/evXsnmbVfv34P7QWwZMkS/fHHH/rggw/07LPPJtru7e2tkSNHWtcfNKZm3bp1be6Ev/e+f/PNN/rwww9VoEABeXp6avfu3bJYLJo7d26i51izZo0sFot+/PFHa9vZs2fVrl07+fn5yc3NTWXKlNGsWbMe+HruFxsbq+HDh6to0aLWIZIGDhyoqKgom/0CAgL00ksvadOmTapatarc3d1VpEgRzZs376HPf/LkSfn6+kqSPvroI2v35vvvTk/O32hMTIw++ugjFS9eXO7u7sqVK5eeffZZrV27VpLUtm1bTZkyRZISdYt/EMMwNGLECBUsWFCenp6qV6+eDhw4kGi/K1euqF+/fgoMDJSXl5e8vb3VqFEj/fHHH9Z9NmzYoCpVqkiSQkJCrOefM2eOJOm3337TG2+8oaeeekpubm7y9/dXnz59dPv2bZtzhYWFKSQkRAULFpSbm5vy5cunl19+OVGX7lWrVqlWrVrKmjWrsmXLphdffNEm++O8H8uWLdOLL76o/Pnzy83NTUWLFtXw4cNTtcs/AAAZkSNfm9+7Xvvqq6+ULVu2RNsrV65sc5178+ZNvfPOO9Zhg0qUKKFPPvlEhmHYHGexWNS9e3d9//33Klu2rPWadfXq1dZ92rZtqzp16kiS3njjDVksFuu187+vo+8/5t93vH/zzTeqVKmSsmXLJm9vbwUGBmrixInW7Q96fxctWqRKlSrJw8NDuXPnVqtWrXT27NlE5/Py8tLZs2fVtGlTeXl5ydfXV/369bPrmqlFixZauHCh4uPjrW0//PCDbt26pTfffDPR/qdOnVLXrl1VokQJeXh4KFeuXHrjjTdsrhHnzJmjN954Q5JUr1496/Xfvdd573p+zZo1qly5sjw8PDRt2jTrtnufq2EYqlevnnx9fXXx4kXr80dHRyswMFBFixbVzZs3H/r6Ll68qPbt28vPz0/u7u4qX758ou82J0+elMVi0SeffKLp06dbv49UqVJFO3fufOR7mJxrdABIaQwHBMB0rVu31sCBA/XTTz+pY8eOku6OCVqzZk0VKFBA/fv3V9asWfXtt9+qadOmWrJkiV555ZUUO//Nmzd1+/ZtRUREaPny5Vq1apWaNWv22M9374I2R44c1rZVq1YpLi5Obdq0eeBxbdq00fr167V69Wp16NBBq1atUmxsrFq3bv3YWe59MXuS53iY4cOHy9XVVf369VNUVJRKly6tIkWK6Ntvv1VwcLDNvgsXLlSOHDnUsGFDSdKFCxf0zDPPWL9Y+fr6atWqVWrfvr0iIyOTLHzcr0OHDpo7d65ef/11vfPOO9q+fbtGjx6tv/76S999953NvkePHtXrr7+u9u3bKzg4WLNmzVLbtm1VqVIllSlTJsnn9/X11RdffKEuXbrolVde0auvvipJ1q7xyf0bHTp0qEaPHq0OHTqoatWqioyM1O+//67du3fr+eefV+fOnXXu3DmtXbs2UZf5Bxk8eLBGjBihxo0bq3Hjxtq9e7deeOEFRUdH2+x3/Phxff/993rjjTdUuHBhXbhwQdOmTVOdOnV08OBB5c+fX6VKldKwYcM0ePBgderUyVrEqlGjhqS7Xypv3bqlLl26KFeuXNqxY4cmTZqkM2fOaNGiRdZzvfbaazpw4IB69OihgIAAXbx4UWvXrtXp06etX3BDQ0MVHByshg0basyYMbp165a++OILPfvss9qzZ48CAgIe6/2YM2eOvLy81LdvX3l5eemXX37R4MGDFRkZqbFjxybrOQAAwF2OeG1+69YtrVu3TrVr19ZTTz31yHMYhqH//ve/Wr9+vdq3b6+goCCtWbNG7777rs6ePatPP/3UZv9NmzZp6dKl6tq1q7Jly6bPPvtMr732mk6fPq1cuXKpc+fOKlCggEaNGqWePXuqSpUq8vPzs+t1r127Vi1atNBzzz2nMWPGSJL++usvbd68Wb169XrgcXPmzFFISIiqVKmi0aNH68KFC5o4caI2b96sPXv2KHv27NZ94+Li1LBhQ1WrVk2ffPKJfv75Z40bN05FixZVly5dkpWzZcuW1jmz6tevL0lasGCBnnvuOeXJkyfR/jt37tSWLVvUvHlzFSxYUCdPntQXX3yhunXr6uDBg/L09FTt2rXVs2dPffbZZxo4cKBKlSolSdb/le4O+9OiRQt17txZHTt2VIkSJRKdy2KxaNasWSpXrpzefvttLV26VJI0ZMgQHThwQBs2bLAZevXfbt++rbp16+ro0aPq3r27ChcurEWLFqlt27a6du1aos9hwYIFun79ujp37iyLxaKPP/5Yr776qo4fPy4XF5cHnic51+gAkOLM7YgAIDN4WJfje3x8fIwKFSpY15977jkjMDDQuHPnjrUtPj7eqFGjhlG8eHFr2/r16x/abTQ5XY47d+5sSDIkGU5OTsbrr79uXLly5ZGv695wQIcPHzYuXbpknDx50pg1a5bh4eFh+Pr6Gjdv3rTu27t3b0OSsWfPngc+3+7duw1JRt++fQ3DMIw+ffo88phHqVChguHj45Ps/R80nEydOnVs3sd773uRIkUSdcUdMGCA4eLiYvMeRkVFGdmzZzfatWtnbWvfvr2RL18+Izw83Ob45s2bGz4+Pg/t4rt3715DktGhQweb9n79+hmSjF9++cXmNUkyfv31V2vbxYsXDTc3N+Odd9554DkM4+HDASX3b7R8+fLGiy+++NDz2DP8zcWLFw1XV1fjxRdfNOLj463tAwcONCTZfH537txJNETTiRMnDDc3N2PYsGHWtocNB5TU5zB69GjDYrEYp06dMgzDMK5evWpIMsaOHfvA3NevXzeyZ89udOzY0aY9LCzM8PHxsWm3dzigpDJ27tzZ8PT0tPl8AABAxrw2/+OPPwxJRq9evR663z3ff/+9IckYMWKETfvrr79uWCwW4+jRo9Y2SYarq6tN273z3T/M573X/u+hcP59HX1PcHCwUahQIet6r169DG9vbyM2NvaBuf/9/kZHRxt58uQxypYta9y+fdu6348//mhIMgYPHmxzPkk214CGcff7QqVKlR54zvtfR5kyZQzDMIzKlSsb7du3Nwzj7nWgq6urMXfu3CTfg6Su07Zu3WpIMubNm2dte9hwQPeu51evXp3ktn9/f5k2bZohyZg/f76xbds2w9nZOdEQRkmZMGGC9bh7oqOjjerVqxteXl7WYaZOnDhhSDJy5cpl87e5bNkyQ5Lxww8/PPQ8yb1GB4CUxHBAANIFLy8vXb9+XdLd7pG//PKL3nzzTV2/fl3h4eEKDw/X5cuX1bBhQ/3999+Jurc+id69e2vt2rWaO3euGjVqpLi4uER3VD9MiRIl5Ovrq4CAALVr107FihXTqlWr5Onpad3n3mtLqmvyPfe2RUZG2vzvw455lMjIyCc6/lGCg4Pl4eFh09asWTPFxMRY77yRpJ9++knXrl2z3sVlGIaWLFmiJk2ayDAM62ccHh6uhg0bKiIiQrt3737geVeuXClJ6tu3r037O++8I0lasWKFTXvp0qWtd7hLd+/yL1GihI4fP/4Yr9q+v9Hs2bPrwIED+vvvvx/rXP/2888/Kzo6Wj169LAZJiepnhNubm7WidLi4uJ0+fJleXl5qUSJEg99f+93/+d78+ZNhYeHq0aNGjIMQ3v27LHu4+rqqg0bNujq1atJPs/atWt17do1tWjRwubzdnZ2VrVq1bR+/frkvgUPzXjv86hVq5Zu3bqlQ4cOPfbzAgCQWTnatbm9180rV66Us7OzevbsadP+zjvvyDAMrVq1yqa9QYMGKlq0qHW9XLly8vb2fuxryaRkz55dN2/etA4ZmRy///67Ll68qK5du8rd3d3a/uKLL6pkyZKJrokl6e2337ZZr1Wrlt2vo2XLllq6dKmio6O1ePFiOTs7P7A3yP3XaTExMbp8+bKKFSum7NmzJ/t6VJIKFy5s7VH8KJ06dVLDhg3Vo0cPtW7dWkWLFtWoUaMeedzKlSuVN29etWjRwtrm4uKinj176saNG9q4caPN/s2aNbPp/X3v+8aj3s+UuEYHAHtRBACQLty4ccN60X706FEZhqFBgwbJ19fX5jFkyBBJshnj8UmVLFlSDRo0UJs2bfTjjz/qxo0b1h+nk2PJkiVau3atFixYoGeeeUYXL15M9MP4vdd278tUUv5dKPD29n7kMY/i7e39RMc/SuHChRO1lS9fXiVLltTChQutbQsXLlTu3LmtXYYvXbqka9euafr06Yk+45CQEEkP/4xPnTolJycnFStWzKY9b968yp49u06dOmXTnlS38Bw5cjzwB+tHsedvdNiwYbp27ZqefvppBQYG6t1339W+ffse67ySrK+tePHiNu2+vr42X0IkKT4+Xp9++qmKFy8uNzc35c6dW76+vtq3b58iIiKSdb7Tp0+rbdu2ypkzp3Xs2Htj3t57Djc3N40ZM0arVq2Sn5+fateurY8//lhhYWHW57lXBKlfv36i9+ynn356ov9PHzhwQK+88op8fHzk7e0tX19ftWrVyiYjAABIPke7Nrf3uvnUqVPKnz9/oqLBveFnUvtaMildu3bV008/rUaNGqlgwYJq166dzbwDSbmXM6mhcUqWLJnodbi7u1vnvLrncV5H8+bNFRERoVWrVumrr77SSy+99MACzO3btzV48GDr3Av3rkevXbtm13VaUt87HmbmzJm6deuW/v77b82ZMyfR97OknDp1SsWLF7f+QH9Pcv8u7l2LP+r9TIlrdACwF3MCADDdmTNnFBERYf1B994kU/369Xvg3R7//vE3Jb3++uvq3Lmzjhw5kuQF9b/Vrl1buXPnliQ1adJEgYGBeuutt7Rr1y7rBeS9C8d9+/YpKCgoyee598Nw6dKlJd29cJek/fv3P/CYRylZsqT27Nmjf/75R/7+/o/c/0ETsMbFxcnZ2TlR+4Mupps1a6aRI0cqPDxc2bJl0/Lly9WiRQtlyXL3n517n3GrVq0SzR1wz72x9x8n778llV1Ssgs9/2bP32jt2rV17NgxLVu2TD/99JO+/PJLffrpp5o6dao6dOjwWOdPrlGjRmnQoEFq166dhg8frpw5c8rJyUm9e/e2mcztQeLi4vT888/rypUrev/991WyZEllzZpVZ8+eVdu2bW2eo3fv3mrSpIm+//57rVmzRoMGDdLo0aP1yy+/qEKFCtZ9Q0NDlTdv3kTnuve3Ya9r166pTp068vb21rBhw1S0aFG5u7tr9+7dev/995P1OgEAQAJHvDYvVqyYsmTJov3796dKhie5lrRYLEnu9+/JePPkyaO9e/dqzZo1WrVqlVatWqXZs2erTZs2iSamfVwPeh32ypcvn+rWratx48Zp8+bNWrJkyQP37dGjh2bPnq3evXurevXq8vHxkcViUfPmze26TkvOj/j327Bhg6KioiTd/T5VvXp1u45Pjsf9u3jSa3QAeBwUAQCY7t7kn/e+VBQpUkTS3a6XDRo0SPM8t2/flvR4dxB7eXlpyJAhCgkJ0bfffqvmzZtLkho1aiRnZ2eFhoY+cHLgefPmKUuWLPrPf/5jc8z8+fMfe2LfJk2a6Ouvv9b8+fM1YMCAR+6fI0cOXbt2LVH7qVOnrJ9LcjRr1kwfffSRlixZIj8/P0VGRlrfC+nuXevZsmVTXFzcY33GhQoVUnx8vP7++2+bCcMuXLiga9euqVChQnY/Z1IeVGSw9280Z86cCgkJUUhIiG7cuKHatWtr6NCh1iJAcosZkqyv7e+//7b5TC5dupTorqPFixerXr16mjlzpk37tWvXrIWrh51///79OnLkiObOnWvzd/ugbupFixbVO++8o3feeUd///23goKCNG7cOM2fP9/ahT5PnjyPfM/seT82bNigy5cva+nSpapdu7a1/cSJE8l+DgAAkMARr809PT1Vv359/fLLL8m6+aVQoUL6+eefdf36dZs72O8NI5hS15LS3evrpIaH+fdd5ZLk6uqqJk2aqEmTJoqPj1fXrl01bdo0DRo0KMlCy72chw8ftva4vefw4cMp+jr+rWXLlurQoYOyZ8+uxo0bP3C/xYsXKzg4WOPGjbO23blzJ9F3Dnuu/x7l/Pnz6tGjh1544QW5urpaC1iPej8KFSqkffv2KT4+3qY3QEr/XST3Gh0AUhLDAQEw1S+//KLhw4ercOHCeuuttyTd/ZGwbt26mjZtms6fP5/omEuXLqXIuZPqthwTE6N58+bJw8PDeke+vd566y0VLFhQY8aMsbb5+/srJCREP//8s7744otEx0ydOlW//PKL2rdvr4IFC1qP6dixo3766SdNmjQp0THx8fEaN26czpw588Asr7/+ugIDAzVy5Eht3bo10fbr16/rgw8+sK4XLVpU27Ztsxl39ccff9Q///yTvBf//0qVKqXAwEAtXLhQCxcuVL58+Wx+oHV2dtZrr72mJUuW6M8//0x0/KM+43tfNCZMmGDTPn78eEl3x0FNCffmdfj3lxR7/kYvX75ss83Ly0vFihWz3pkkSVmzZk3yPElp0KCBXFxcNGnSJJu7jP79Xkh33+d/34m0aNGiROP2Puj89+5uuv85DMPQxIkTbfa7deuW7ty5Y9NWtGhRZcuWzfo6GzZsKG9vb40aNUoxMTGJst7/ntnzfiSVMTo6Wp9//vkjjwUAALYc+dp8yJAhMgxDrVu31o0bNxJt37Vrl/WO+saNGysuLk6TJ0+22efTTz+VxWJRo0aNnuCV2CpatKgOHTpk8z798ccf2rx5s81+/75mdHJysvaMvf+68X6VK1dWnjx5NHXqVJt9Vq1apb/++ivFromT8vrrr2vIkCH6/PPP5erq+sD9kroenTRpUqKeEPZc/z1Kx44dFR8fr5kzZ2r69OnKkiWL2rdv/8g79Bs3bqywsDCbYU1jY2M1adIkeXl5WYfEfFLJvUYHgJRETwAAaWbVqlU6dOiQYmNjdeHCBf3yyy9au3atChUqpOXLl9tMZjVlyhQ9++yzCgwMVMeOHVWkSBFduHBBW7du1ZkzZ/THH388cZ7OnTsrMjJStWvXVoECBRQWFqavvvpKhw4d0rhx4+Tl5fVYz+vi4qJevXrp3Xff1erVq6139n/66ac6dOiQunbtatO+Zs0aLVu2THXq1LG5Q0aSxo0bp2PHjqlnz55aunSpXnrpJeXIkUOnT5/WokWLdOjQIZs77JPKsnTpUjVo0EC1a9fWm2++qZo1a8rFxUUHDhzQggULlCNHDo0cOVKS1KFDBy1evFj/+c9/9Oabb+rYsWM2d3Hbo1mzZho8eLDc3d3Vvn37RGNr/u9//9P69etVrVo1dezYUaVLl9aVK1e0e/du/fzzz7py5coDn7t8+fIKDg7W9OnTrcPB7NixQ3PnzlXTpk1Vr149u/Mm5d4XzoULF+rpp59Wzpw5VbZsWZUtWzbZf6OlS5dW3bp1ValSJeXMmVO///67Fi9erO7du1vPU6lSJUlSz5491bBhQzk7Oz/wc/X19VW/fv00evRovfTSS2rcuLH27NmjVatWJbpz6KWXXtKwYcMUEhKiGjVqaP/+/frqq68S9eooWrSosmfPrqlTpypbtmzKmjWrqlWrppIlS6po0aLq16+fzp49K29vby1ZsiRRj4MjR47oueee05tvvqnSpUsrS5Ys+u6773ThwgXr6/D29tYXX3yh1q1bq2LFimrevLl8fX11+vRprVixQjVr1rR+Ebfn/ahRo4Zy5Mih4OBg9ezZUxaLRaGhoY891BMAAJlFRrs2r1GjhqZMmaKuXbuqZMmSat26tYoXL67r169rw4YNWr58uUaMGCHpbm/ZevXq6YMPPtDJkydVvnx5/fTTT1q2bJl69+79WNe+D9KuXTuNHz9eDRs2VPv27XXx4kVNnTpVZcqUsU5oLN29Dr9y5Yrq16+vggUL6tSpU5o0aZKCgoJser7ez8XFRWPGjFFISIjq1KmjFi1a6MKFC5o4caICAgLUp0+fFHsd/+bj46OhQ4c+cr+XXnpJoaGh8vHxUenSpbV161b9/PPPypUrl81+QUFBcnZ21pgxYxQRESE3NzfVr19fefLksSvX7NmztWLFCs2ZM8d6c9WkSZPUqlUrffHFF+ratesDj+3UqZOmTZumtm3bateuXQoICNDixYu1efNmTZgwIdkTTz9Kcq/RASBFGQCQymbPnm1Isj5cXV2NvHnzGs8//7wxceJEIzIyMsnjjh07ZrRp08bImzev4eLiYhQoUMB46aWXjMWLF1v3Wb9+vSHJWL9+fZLPUaZMGaNOnTpJbvv666+NBg0aGH5+fkaWLFmMHDlyGA0aNDCWLVuWrNc1ZMgQQ5Jx6dKlRNsiIiIMHx+fROeOiooyPv30U6NSpUpG1qxZDU9PT6NixYrGhAkTjOjo6CTPExsba3z55ZdGrVq1DB8fH8PFxcUoVKiQERISYuzZsydZWa9evWoMHjzYCAwMNDw9PQ13d3ejbNmyxoABA4zz58/b7Dtu3DijQIEChpubm1GzZk3j999/N+rUqWPzWu6974sWLXrgOf/++2/rZ75p06Yk97lw4YLRrVs3w9/f33BxcTHy5s1rPPfcc8b06dMf+ZpiYmKMjz76yChcuLDh4uJi+Pv7GwMGDDDu3Lljs1+hQoWMF198MdHx/35ND7JlyxajUqVKhqurqyHJGDJkiHVbcv5GR4wYYVStWtXInj274eHhYZQsWdIYOXKkzecdGxtr9OjRw/D19TUsFovxqH+e4+LijI8++sjIly+f4eHhYdStW9f4888/jUKFChnBwcHW/e7cuWO888471v1q1qxpbN26NcnXvmzZMqN06dJGlixZDEnG7NmzDcMwjIMHDxoNGjQwvLy8jNy5cxsdO3Y0/vjjD5t9wsPDjW7duhklS5Y0smbNavj4+BjVqlUzvv3220TZ169fbzRs2NDw8fEx3N3djaJFixpt27Y1fv/998d+PzZv3mw888wzhoeHh5E/f37jvffeM9asWfPQ/zYAAJBZZdRr83t27dpltGzZ0sifP7/h4uJi5MiRw3juueeMuXPnGnFxcdb9rl+/bvTp08e6X/HixY2xY8ca8fHxNs8nyejWrVui8/z7uuth18fz5883ihQpYri6uhpBQUHGmjVrjODgYKNQoULWfRYvXmy88MILRp48eQxXV1fjqaeeMjp37mxzrf6g93fhwoVGhQoVDDc3NyNnzpzGW2+9ZZw5c8Zmn+DgYCNr1qyJst37TvModerUMcqUKfPQfZJ6D65evWqEhIQYuXPnNry8vIyGDRsahw4dSvT+GYZhzJgxwyhSpIjh7Oxs8zofdD1/b9u95/nnn38MHx8fo0mTJon2e+WVV4ysWbMax48ff+hruHDhgjWvq6urERgYaL3mvefEiROGJGPs2LGJjv/394Wk2HONDgApxWIY3CoHAAAAAAAAAEBGxJwAAAAAAAAAAABkUBQBAAAAAAAAAADIoCgCAAAAAAAAAACQQVEEAAAAAAAAAAAgg6IIAAAAAAAAAABABkURAAAAAAAAAACADCqL2QHSWnx8vM6dO6ds2bLJYrGYHQcAAADIMAzDkCR5e3tzrQ0AAACkE5muCHDu3Dn5+/ubHQMAAADIsCIiIuTt7W12jFTlUaG72REAQJJ0dedksyMAgCTJPZ390pxW12u396T//w6ns48m9WXLlk2S9M8//2T4LyYAAABAWoqMjOSGGwAAACCdyXRFgHvdkr29vSkCAAAAAAAAAEBGZGE63Ht4JwAAAAAAAAAAyKAoAgAAAAAAAAAAMhaLJW0edpoyZYoCAgLk7u6uatWqaceOHQ/cNyYmRsOGDVPRokXl7u6u8uXLa/Xq1XafkyIAAAAAAAAAAACpbOHCherbt6+GDBmi3bt3q3z58mrYsKEuXryY5P4ffvihpk2bpkmTJungwYN6++239corr2jPnj12nZciAAAAAAAAAAAgY7E4pc3DDuPHj1fHjh0VEhKi0qVLa+rUqfL09NSsWbOS3D80NFQDBw5U48aNVaRIEXXp0kWNGzfWuHHj7DovRQAAAAAAAAAAAB5DVFSUIiMjbR5RUVGJ9ouOjtauXbvUoEEDa5uTk5MaNGigrVu3PvC53d3dbdo8PDy0adMmuzJSBAAAAAAAAAAAZCxpNCfA6NGj5ePjY/MYPXp0ojjh4eGKi4uTn5+fTbufn5/CwsKSfAkNGzbU+PHj9ffffys+Pl5r167V0qVLdf78ebveCooAAAAAAAAAAAA8hgEDBigiIsLmMWDAgBR57okTJ6p48eIqWbKkXF1d1b17d4WEhMjJyb6f9bOkSBoAAAAAAAAAANILO8frf1xubm5yc3N75H65c+eWs7OzLly4YNN+4cIF5c2bN8ljfH199f333+vOnTu6fPmy8ufPr/79+6tIkSJ2ZaQnAAAAAAAAAAAAqcjV1VWVKlXSunXrrG3x8fFat26dqlev/tBj3d3dVaBAAcXGxmrJkiV6+eWX7To3PQEAAAAAAAAAABmLxWJ2gkT69u2r4OBgVa5cWVWrVtWECRN08+ZNhYSESJLatGmjAgUKWOcU2L59u86ePaugoCCdPXtWQ4cOVXx8vN577z27zksRAAAAAAAAAACAVNasWTNdunRJgwcPVlhYmIKCgrR69WrrZMGnT5+2Ge//zp07+vDDD3X8+HF5eXmpcePGCg0NVfbs2e06r8UwDCMlX0h6FxkZKR8fH0VERMjb29vsOAAAAECGkZmutT0qdDc7AgBIkq7unGx2BACQJLmns9vNPZ55P03Oc3vbmDQ5z5NgTgAAAAAAAAAAADKodFafAQAAAAAAAADgCaXDOQHMQk8AAAAAAAAAAAAyKHoCAAAAAAAAAAAyFgv3v99j6jvx66+/qkmTJsqfP78sFou+//77Rx6zYcMGVaxYUW5ubipWrJjmzJmT6jkBAAAAAAAAAHBEphYBbt68qfLly2vKlCnJ2v/EiRN68cUXVa9ePe3du1e9e/dWhw4dtGbNmlROCgAAAAAAAABwGBZL2jwcgKnDATVq1EiNGjVK9v5Tp05V4cKFNW7cOElSqVKltGnTJn366adq2LBhasUEAAAAHur8dSkm3uwUkkcWyTer2SkAAAAApCcONSfA1q1b1aBBA5u2hg0bqnfv3g88JioqSlFRUdb1yMjI1IoHAACATKjrSmnF3+ad3zAMWf7/DqQGhaWZ/zUvCwAAAJBuMCeAlUO9E2FhYfLz87Np8/PzU2RkpG7fvp3kMaNHj5aPj4/14e/vnxZRAQAAkAncijGvAGDExShi9TBd/fZtcwIAAAAAcAgO1RPgcQwYMEB9+/a1rkdGRlIIAAAASKbfz0nLj0ixcWYnSZ+i7xsCyNdTql4wbc579cxhrf2ktSKO7JQk1W7QWEWqv6yyedLm/AAAAEC65yDj9acFhyoC5M2bVxcuXLBpu3Dhgry9veXh4ZHkMW5ubnJzc0uLeAAAABlKdJzU/gfp2h2zkziG0r7SpORPd/VY4uPj9fnnn+u9996z9oR1dnbWc9mPqW8qnxsAAACAY3KoIkD16tW1cuVKm7a1a9eqevXqJiUCAAB4sOg46Xas2SkeX8QdCgDJZZHUqFjqnuPs2bMKCQnR2rVrrW1PP/20QkNDVbVq1dQ9OQAAAOBomBPAytQiwI0bN3T06FHr+okTJ7R3717lzJlTTz31lAYMGKCzZ89q3rx5kqS3335bkydP1nvvvad27drpl19+0bfffqsVK1aY9RIAAACStPkfqcsKKSLK7CQpo2p+6aO6ZqdIv3J6SHm9Uu/5v/76a3Xt2lXXrl2ztnXv3l1jxoyRp6dn6p0YAAAAgMMztQjw+++/q169etb1e2P3BwcHa86cOTp//rxOnz5t3V64cGGtWLFCffr00cSJE1WwYEF9+eWXatiwYZpnBwAAeJjv/so4BQBJKpzj7nA3SFu3bt1Su3bttHDhQmtbgQIFNGvWLL3wwgsmJgMAAADSOXoCWJlaBKhbt64Mw3jg9jlz5iR5zJ49e1IxFQAAcFQXb0pL/pIi08GP73vvm8aoWgHJ3aEGYbSVx1PqXsXsFJmTu7u7Ll++bF1v0aKFpkyZohw5cpiYCgAAAIAjceCvowAAALYGb5BWHX3kbmnuk+elp3zMTgFH5OTkpNmzZ6tOnToaNWqUmjVrZnYkAAAAwDE4WcxOkG5QBAAAABnG8atmJ0isaA6poLfZKeAotm3bptjYWD377LPWtoIFC+rw4cPKkoVLdwAAAAD245sEAABId+7ESq2/k3ace7zj3ZyluU1TNNJjcbZI5f24AQWPFh0drWHDhmn06NEqUKCA9u3bp+zZs1u3UwAAAAAA7MScAFZ8mwAAAOnOln8evwAgSbk9peoFUy4PkJoOHjyo1q1ba/fu3ZKkf/75R5999pkGDx5scjIAAAAAGQFFAAAAYLoLN6WVf0tRsXfXDyXMg6r8XpKfV/Kfyy2L1KlCyuYDUkN8fLwmTpyoAQMGKCrq7mzWWbJk0dChQ/X++++bnA4AAABwcBa6ZN9DEQAAAJiuw3Jp38WktwUHSW9XStM4QKo7ffq02rZtq/Xr11vbSpcurdDQUFWsWNHEZAAAAAAyGgZGAgAApjt8+cHbquZPuxxAajMMQ/PmzVNgYKBNAaBPnz76/fffKQAAAAAAKcXilDYPB0BPAACAaQauk1YeleINs5PAbFFxd/+3oLc0qFZCe4lcUuEc5mQCUsP58+fVpUsX3bp1S5Lk7++vuXPnql69eiYnAwAAAJBRUQQAAJjixFXpqz/NToH0pmA26T/FzE4BpJ78+fPrk08+UdeuXdWmTRt99tln8vHxMTsWAAAAkPEwJ4AVRQAAgCluxSYsZ3OVfD3Ny4L0wcdd6lXN7BRAyrp+/bqcnZ3l6ZnwH7m3335bpUuXVp06dUxMBgAAACCzoAgAADDFwUsJy/99Whr1nHlZACA1bNq0SW3atNGLL76oSZMmWdstFgsFAAAAACC1Och4/WmBdwIAYIo79/UEuHTLvBwAkNKioqL0/vvvq3bt2jpx4oQmT56stWvXmh0LAAAAQCZFTwAAQIqZuF367pAUl4yJfq9HJSy/UDT1MgFAWtq3b59at26tffv2WdueffZZFS3Kf+gAAACANMWcAFYUAQAAKeLSTWn8tsc7NqtLymYBgLQWFxencePGadCgQYqOjpYkubi4aMSIEXrnnXfk7OxsckIAAAAAmRVFAADAEzl2VToUbjukj6vz3cl+kyMor1QvIFWiAUCaOHHihNq0aaNNmzZZ2wIDAxUaGqry5cubmAwAAADIxJgTwIoiAADgse06L736beL2xsWkif9J+zwAkNb++OMPPfvss7px44aku5P+vvvuuxo2bJjc3NxMTgcAAAAATAwMAHgCO88l3V7KN21zAIBZypYta73bPyAgQBs3btSYMWMoAAAAAABms1jS5uEA6AkAAClk1VFp5h7pTqzZSdLO/UMAvVZKKplbyu/FRL8AMg9nZ2fNnTtX48aN05gxY5QtWzazIwEAAACADYoAAJBCBq23/VE8s3mpuFS/sNkpACD1REREqHfv3urUqZOqV69ubS9atKg+//xzE5MBAAAASIQ5AawoAgAw3cWb0pHLZqd4clfvJCw7O0ZvsBRTtYBU09/sFACQetavX6+2bdvq9OnT2rRpk/bu3ausWbOaHQsAAAAAHokiAABTHbksNVogxcabnSTllPGVVrY0OwUAICXcuXNHAwcO1Keffmptu3Dhgv744w/VqFHDxGQAAAAAHspBxutPCxQBAJhqy5mMVQCQpKI5zE4AAEgJu3fvVuvWrXXw4EFrW926dTVnzhwVKlTIxGQAAAAAkHwUAQCkmJvR0rit0mE7hvY5dz1h+fkiUolcKZ8rLWV3l14taXYKAMCTiI2N1ZgxYzR06FDFxt6d7d3NzU2jR49Wr1695OTE2KIAAABAusecAFYUAQCkmOVHpJl7H//4V0pKLxZPsTgAANjt2LFjatWqlbZt22Ztq1ChgkJDQ1WmTBkTkwEAAADA46EIAKSBuPi7d8fHGWYnSV0HLj3+sSVySbWfSrksAAA8jtu3b2v37t2SJCcnJw0YMECDBw+Wq6uryckAAAAA2IWeAFYUAYBUZhjSK99Kf1wwO0namtxIqheQ/P2zujBfCwDAfGXLltXIkSM1bdo0zZs3T9WrVzc7EgAAAAA8EcohQCo7fyPzFQCku3f2e7km/0EBAABghh9//FFRUVE2bX369NHevXspAAAAAACOzGJJm4cDoCcAkALCb0lTd0nnryfedismYbmQj1S7UNrlMkv1gtLTDj7BLwAgY7t69aq6deumr7/+Wu+//77+97//Wbc5Ozsra9asJqYDAAAA8MQYDsiKIgCQAmbsvvt4lPJ+0oh6qZ8HAAA82Nq1axUSEqKzZ89Kkj7++GMFBwerVKlSJicDAAAAgJRHEQCw0/nrUky8bdvxq48+zj2L9HKJ1MkEAAAe7datW3r//fc1efJka1v27Nk1ZcoUlSxZ0sRkAAAAAFKcgwzVkxYoAgB2eHuFtOrow/dZ9LpUIFvidh/3u2PfAwCAtLdz5061atVKR44csbY9//zzmjVrlgoWLGhiMgAAAABIXRQBgGS6Ef3oAoCbs1Qyt+TtljaZAADAw8XExGjkyJEaMWKE4uLiJEkeHh76+OOP1bVrVzk5MU4oAAAAkCExJ4AVRQAgmS7eTFj29bw7+e39nJ2kl4pTAAAAID2ZPn26PvroI+t6lSpVFBoaqhIlGKMPAAAAQOZAEQBIponbE5ZL5ZYmNTIvCwAASJ5OnTpp1qxZ+uOPPzRo0CANHDhQLi4uZscCAAAAkNqYE8CKIgDwADFx0q3YhPUL9/UEqF0o7fMAAIBHu337tjw8PKzrLi4u+uqrr3T9+nVVqVLFxGQAAAAAYA4GRgKSsOu8VOVLqdzUhMfWMwnbm5cxLxsAAEjMMAzNnz9fhQoV0t69e222lSxZkgIAAAAAkMlYLJY0edhrypQpCggIkLu7u6pVq6YdO3Y8dP8JEyaoRIkS8vDwkL+/v/r06aM7d+7YdU6KAEASvj0gXX3A/5eyuUpu9KEBACDduHz5st588021bt1aly5dUqtWrey+KAYAAACA1LZw4UL17dtXQ4YM0e7du1W+fHk1bNhQFy9eTHL/BQsWqH///hoyZIj++usvzZw5UwsXLtTAgQPtOi8/ZSJTu3xLWvSXFPGv3wl2nE1YrukvZfn/cpmLk9SsjOTqnHYZAQDAg61cuVLt27dXWFiYta1ChQqKiYmRu7u7ickAAAAAmOlx7tJPbePHj1fHjh0VEhIiSZo6dapWrFihWbNmqX///on237Jli2rWrKmWLVtKkgICAtSiRQtt37490b4PQxEAmdqI36Slhx683SIptKnkTJ8ZAADSlRs3bqhfv36aNm2atS1nzpyaNm2aXn/9dROTAQAAAMhMoqKiFBUVZdPm5uYmNzc3m7bo6Gjt2rVLAwYMsLY5OTmpQYMG2rp1a5LPXaNGDc2fP187duxQ1apVdfz4ca1cuVKtW7e2KyM/bSJTO3714dsbFKEAAABAerN161YFBQXZFAAaNWqkP//8kwIAAAAAgLssafMYPXq0fHx8bB6jR49OFCc8PFxxcXHy8/Ozaffz87Pp2Xy/li1batiwYXr22Wfl4uKiokWLqm7dugwHhMwtOk4K/l7acuaRuybyzWu26+5ZpHJ5UiQWAABIIZMnT1avXr0UHx8vSfL09NT48ePVqVOndNndFwAAAEDGNmDAAPXt29em7d+9AB7Xhg0bNGrUKH3++eeqVq2ajh49ql69emn48OEaNGhQsp+HIgAylB1nH68AkNNDql4w5fMAAICUVa1aNeuP/dWrV9e8efNUrFgxk1MBAAAASG/S6iahpIb+SUru3Lnl7OysCxcu2LRfuHBBefPmTfKYQYMGqXXr1urQoYMkKTAwUDdv3lSnTp30wQcfyMkpeUOYUASAQ7odI608Kl26adt+9ErCcl4vKZ/Xo5/LzVlqG5Si8QAAQCqpUqWKhg0bJkl67733lCULl7MAAAAA0j9XV1dVqlRJ69atU9OmTSVJ8fHxWrdunbp3757kMbdu3Ur0Q7+zs7MkyTCMZJ+bb01wSBO2S1N3PXyftwKlnlXTJg8AAEh5J0+e1Pjx4zV+/HibH/vtHf8SAAAAQOaTHocL7du3r4KDg1W5cmVVrVpVEyZM0M2bNxUSEiJJatOmjQoUKGCdU6BJkyYaP368KlSoYB0OaNCgQWrSpIm1GJAcFAHgkA6FP3qfqvlTPwcAAEh5hmFozpw56tWrl65fvy5fX1+7xrsEAAAAgPSoWbNmunTpkgYPHqywsDAFBQVp9erV1smCT58+bXPn/4cffiiLxaIPP/xQZ8+ela+vr5o0aaKRI0fadV6LYU+/gQwgMjJSPj4+ioiIkLe3t9lx8BiOXJaen5+w/ukLkqeL7T7Fc0lFc6RtLgAA8OQuXryoTp06admyZda2YsWKaf/+/XJ3dzcxGZIjM11re1RIuss2AKS1qzsnmx0BACRJ7unsdnPv5vPS5DyR37RJk/M8iXT20QCPtvCA7XqjYpKHS9L7AgAAx7F8+XJ17NhRFy9etLaFhIRowoQJFAAAAAAA4DFRBEC6F29IW/6R/om8u77vvgm0m5ehAAAAgKOLjIxUnz59NGvWLGubr6+vpk+fbp0wCwAAAADskR7nBDALRQCke0v+kvqtTXpbcPm0zQIAAFLWr7/+quDgYJ08edLa9t///lczZsxQnjx5zAsGAAAAABkERQCke/ff+X8/b1epcPY0jQIAAFLYsmXLrAUALy8vTZw4USEhIdy1AwAAAODJ8JXCiiIA0r2tZxKWe1aVCnpLThbpWX+GAgIAwNGNHDlSq1evVq5cuTR37lwVLlzY7EgAAAAAkKFQBEC6dzM6YblpSaloDvOyAACAxxcXF6c9e/aocuXK1jZ3d3etXbtWfn5+cnZ2NjEdAAAAgIyE3sUJKAIg3Qm/Je04Kxn/v+7slLCNAgAAAI7p2LFjatOmjXbv3q3du3erVKlS1m358+c3MRkAAAAAZGwUAZCu3IiW6s6Vrkcn3pbFKXEbAABI3wzD0IwZM9S3b1/dvHlTktS2bVtt27aNO3MAAAAApBq+bySgCIB05VB40gUASSqVO22zAACAJxMWFqYOHTpoxYoV1rYiRYpo/PjxXJADAAAAQBqhCABTnbwmjdoknbt+d/1WTMK2qvml54veXXZ3lv5TLM3jAQCAx7RkyRJ17txZly9ftrZ16tRJ48aNk5eXl4nJAAAAAGQG3HiUgCIATDVzj7TmWNLbquSXOlVM2zwAAODJXLt2TT179lRoaKi1zc/PTzNnztSLL75oYjIAAAAAyJwoAsAUZyLv9gL4+0pCm5NFulefC8guvVoqiQMBAEC61rRpU23cuNG6/tprr2nq1KnKnZtx/QAAAACkHXoCJKAIgDS36bTU6jvJ+Ff7xmDpKR9TIgEAgBQyfPhw1alTR9myZdPkyZPVqlUrLr4BAAAAwEQUAZDmNv+TuADg7Sr5epoSBwAAPIH4+Hg5OTlZ12vVqqUZM2bo+eef11NPPWViMgAAAACZGvciWVEEQKozDOmL36UtZ+6un7iWsO2VktJT3tILRSUPF1PiAQCAxxAbG6tRo0Zp06ZNWr16tU0hoH379iYmAwAAAADcjyIAUt2fF6UxW5Le1ipQqpw/bfMAAIAnc+TIEbVu3Vo7duyQJE2YMEF9+/Y1ORUAAAAAJGBY0gROj94FeDInI5Jur5JfCsqbtlkAAMDjMwxDU6ZMUVBQkLUA4OzsrNu3b5ucDAAAAADwIPQEQKo6Eyl1X5Ww3r2K1KXy3WUvV3MyAQAA+509e1bt2rXTTz/9ZG17+umnNW/ePFWrVs3EZAAAAACQGD0BEtATAKnqt9O268Vy3v3xnwIAAACO45tvvlFgYKBNAaBbt27as2cPBQAAAAAASOfoCYBUcfW2NHWXtPmfhLbAPNKLxc3LBAAA7BMXF6dWrVrpm2++sbblz59fs2fP1gsvvGBiMgAAAAB4OHoCJKAIgFQxe+/dIsD92paXXJ1NiQMAAB6Ds7OzvL29revNmzfXlClTlDNnThNTAQAAAADsQREAj80wpHPXpTgj8bZjV23X/bJKdQqlTS4AAJByxo0bpz179qhv375q3ry52XEAAAAAIHnoCGBFEQCPxTCkFkulrWceve/8plJ1fykLM1AAAJCubdu2TWfOnNHrr79ubfPy8tL27dvpSguHtnv3brm4uCgwMFCStGzZMs2ePVulS5fW0KFD5erKhFUAAADIuPhZFo/l7PXkFQBcnKTSvhQAAABIz2JiYjRo0CDVrFlTISEhOn78uM12CgBwdJ07d9aRI0ckScePH1fz5s3l6empRYsW6b333jM5HQAAAFKDxWJJk4cjoCcA7GIY0tJD0oaTCW0FskmV8iXe18kiNSom5fJMs3gAAMBOBw8eVOvWrbV7925J0o0bNzR+/HhNnjzZ5GRAyjly5IiCgoIkSYsWLVLt2rW1YMECbd68Wc2bN9eECRNMzQcAAACkJooAsMveC1Lfn2zbqhaQJjQ0Jw8AAHg88fHx+uyzz9S/f39FRUVJkrJkyaIhQ4aof//+JqcDUpZhGIqPj5ck/fzzz3rppZckSf7+/goPDzczGgAAAFKJo9ylnxYoAiDZbsVIh//1HcnZIr1QxJw8AADg8Zw+fVpt27bV+vXrrW2lSpVSaGioKlWqZGIyIHVUrlxZI0aMUIMGDbRx40Z98cUXkqQTJ07Iz8/P5HQAAABA6qIIgGQZ9qs0a49k3NfWuZLUsYLkm9W0WAAAwA6GYSg0NFQ9evRQZGSktb13794aNWqUPDw8TEwHpJ4JEyborbfe0vfff68PPvhAxYoVkyQtXrxYNWrUMDkdAAAAUgM9ARJQBECyzP3DtgAgSYF5KAAAAOBIbty4oQEDBlgLAP7+/pozZ47q169vcjIgdZUrV0779+9P1D527Fg5OzubkAgAAABIOxQBkCyxd4dQlberVCGfVMZXep5hgAAAcCjZsmXTrFmz9J///Edt2rTRxIkTlT17drNjAWkmOjpaFy9etM4PcM9TTz1lUiIAAACkFnoCJKAIALsUzSnNa2p2CgAAkBzXr1/XnTt35Ovra21r2LCh9uzZo6CgIPOCAWnsyJEjat++vbZs2WLTbhiGLBaL4uLiTEoGAAAApD6KAAAAABnQpk2b1KZNG5UsWVIrVqywuQuGAgAym5CQEGXJkkU//vij8uXLx11hAAAAmQGXfFYUAfBIXyUePhUAAKRTUVFRGjJkiD7++GMZhqETJ05oxowZ6tSpk9nRANPs3btXu3btUsmSJc2OAgAAAKQ5igB4pBm7E5ZzuJuXAwAAPNz+/fvVqlUr7du3z9pWs2ZNNWjQwMRUgPlKly6t8PBws2MAAAAgDdH7M4GT2QGmTJmigIAAubu7q1q1atqxY8dD958wYYJKlCghDw8P+fv7q0+fPrpz504apc08/rokTd0lTf1dunwrob3vM+ZlAgAASYuLi9PYsWNVuXJlawHAxcVF//vf/7Rx40YVKVLE5ISAucaMGaP33ntPGzZs0OXLlxUZGWnzAAAAADIyU3sCLFy4UH379tXUqVNVrVo1TZgwQQ0bNtThw4eVJ0+eRPsvWLBA/fv316xZs1SjRg0dOXJEbdu2lcVi0fjx4014BRlTxB3p5YVS1L/mR/PLKgX6mZMJAAAk7cSJEwoODtZvv/1mbQsMDFRoaKjKly9vYjIg/bjXG+a5556zaWdiYAAAgIyLngAJTC0CjB8/Xh07dlRISIgkaerUqVqxYoVmzZql/v37J9p/y5Ytqlmzplq2bClJCggIUIsWLbR9+/Y0zZ3RnYpIXACQpGoF0j4LAAB4sNOnT6tcuXK6ceOGpLsXuf369dPw4cPl5uZmcjog/Vi/fr3ZEQAAAADTmFYEiI6O1q5duzRgwABrm5OTkxo0aKCtW7cmeUyNGjU0f/587dixQ1WrVtXx48e1cuVKtW7dOq1iZzp1C0ktykpertIzBc1OAwAA7vfUU0/p5Zdf1ldffaWAgADNmzdPtWrVMjsWkO7UqVPH7AgAAABIY/QESGBaESA8PFxxcXHy87MdX8bPz0+HDh1K8piWLVsqPDxczz77rAzDUGxsrN5++20NHDjwgeeJiopSVFSUdZ0xP+1TKLv0n2JmpwAAAA8yefJk5c2bV0OGDFG2bNnMjgOkW7/99pumTZum48ePa9GiRSpQoIBCQ0NVuHBhPfvss2bHAwAAAFKN6RMD22PDhg0aNWqUPv/8c+3evVtLly7VihUrNHz48AceM3r0aPn4+Fgf/v7+aZjY8URESUuTrsEAAAATRUREqG3btvrmm29s2rNnz65PPvmEAgDwEEuWLFHDhg3l4eGh3bt3W28SioiI0KhRo0xOBwAAgFRhSaOHAzCtCJA7d245OzvrwoULNu0XLlxQ3rx5kzxm0KBBat26tTp06KDAwEC98sorGjVqlEaPHq34+PgkjxkwYIAiIiKsj3/++SfFX0tGErJMmr3X7BQAAOB+GzZsULly5TR37lx16dJFZ8+eNTsS4FBGjBihqVOnasaMGXJxcbG216xZU7t37zYxGQAAAJD6TCsCuLq6qlKlSlq3bp21LT4+XuvWrVP16tWTPObWrVtycrKN7OzsLEkyDCPJY9zc3OTt7W3zwIPtv2i7Xt4v6f0AAEDqu3Pnjt555x3Vq1dPp0+fliTFxcXpwIEDJicDHMvhw4dVu3btRO0+Pj66du1a2gcCAABAqrNYLGnycASmzQkgSX379lVwcLAqV66sqlWrasKECbp586ZCQkIkSW3atFGBAgU0evRoSVKTJk00fvx4VahQQdWqVdPRo0c1aNAgNWnSxFoMwOObsVuKjktYX/iaVK2AeXkAAMjM9uzZo1atWungwYPWtrp162rOnDkqVKiQickAx5M3b14dPXpUAQEBNu2bNm1SkSJFzAkFAAAApBFTiwDNmjXTpUuXNHjwYIWFhSkoKEirV6+2ThZ8+vRpmzv/P/zwQ1ksFn344Yc6e/asfH191aRJE40cOdKsl5Bh3IiW/rc5Yb1qfumZgublAQAgs4qNjdWYMWM0dOhQxcbGSrrbs3HUqFHq3bt3ol6RAB6tY8eO6tWrl2bNmiWLxaJz585p69at6tevnwYNGmR2PAAAAKQCR7lLPy1YjAeNo5NBRUZGysfHRxEREQwNdJ/Lt6SKMxLWZ/9Xql/YvDwAAGRGp06dUosWLbR161ZrW1BQkObPn68yZcqYmAxInvR6rW0YhnUusVu3bkm6W1zr16+fhg8f/ljP6VGhe0pGRAbQ+c3a6hP8nPxyeWv/kbPqO2aRfj9wKsl9s2Rx0rvtXlCrl6opf57sOnLqgj6cuExrt/xl3admxaLq06aBKpZ+Svl8ffRmn+n6YcO+tHo5cCBXd042OwLSmW8WfKW5s2cqPPySni5RUv0HDlJguXIP3P+nNas0ZdJEnTt7Vk8VClDvvv1Uq3Yd6/bL4eGaMP4Tbd2ySdevX1fFSpXV/4NBKlQoIA1eDRyJu6m3mydWqOcPaXKeU581SZPzPAluJUMizxWmAAAAgBnc3d31999/S5KcnJz0wQcfaPv27RQAgCdksVj0wQcf6MqVK/rzzz+1bds2Xbp0SUOGDNG5c+fMjocM4PUXKmrMO69o5LRVqt5yjPYdOavln3eTbw6vJPcf2rWJOrz2rPp+vEgVXhuhLxdv0sJxHVW+REJ37Kwebtp/5Kx6j16YVi8DQAawetVKffLxaHXu2k3fLPpOJUqUVJfO7XX58uUk99+7Z7f6v/uOXnn1dS1c/L3q1X9OvXt0099/H5F0t5Deu2c3nTnzjyZM+lwLF3+nfPkLqHP7EGthHUivmBMgAUUAAACAdMLPz0/Tp09XsWLFtGnTJo0YMUKurq5mxwIyDFdXV5UuXVpVq1aVl5eXDhw4IH9/f7NjIQPo2aq+Zi/dotDl23ToeJh6jPxGt+9EK7hp9ST3b/lSVX088yet2XRQJ89e1oxFm7Rm80H1al3fus9Pmw/qo89/1PL13P0PIPlC587Wq6+/qaavvKaixYrpwyEfyd3dXd8vXZLk/l/Nn6caz9ZS23YdVKRoUXXv2VulSpfWNwvmS5JOnTqpfX/s1QeDh6psYDkFFC6iDwcP1Z2oO1q9ckVavjTAbhQBElAEgCQpPlMNCgUAQPqwZMkShYeH27S98sor+vPPP1W9etI/HAEA0heXLM6qUMpfv2w/bG0zDEO/bD+squWS7mLt6pJFd6JjbNpu34lWjQpFUzUrgIwtJjpafx08oGeq17C2OTk56ZlnamjfH3uSPGbf3r165hnb684aNZ/Vvr17rc8pSW6ubjbP6erqqj27d6XwKwCQWigCQJJ08L7fH25Gm5cDAIDM4OrVq2rZsqVef/11denSRf+eosnNze0BRwIA0pvcObyUJYuzLl65btN+8XKk8uZKem6Mn7f+pZ6t6qvoU76yWCyqX62kXq4fpLy5089cGgAcz9VrVxUXF6dcuXLZtOfKlSvRjSf3hIeHK1eu3In3v3x3/4DCRZQvX359NmGcIiMiFBMdrVlfTteFsDBdunQpdV4IkFIsafRwABQBIEk6fN/QcC7O5uUAACCjW7t2rQIDA/X1119LkhYvXqxff/3V5FQAHiYqKkqRkZE2DyM+zuxYcGD9xi7WsdMX9cfSQYrcMUGf9n9D85ZvUzxdtAGkMy4uLho/cZJOnTypWjWqqlrlIO3csV3P1qotJycH+fUTgNLZnM0ww3eHpJG/Jaw/U8C8LAAAZFS3bt3S+++/r8mTJ1vbsmfPrilTpqh27domJgMyrn37Hj6W+uHDhx+6/Z7Ro0fro48+smlz9qsil3xVHzsbMo7wqzcUGxunPDmz2bTnyeWtsMuRDzzmzb4z5OaaRbl8surcpQiN6PmyTpxNeuJOAEiOHNlzyNnZOdEkwJcvX1bu3LmTPCZ37ty6fDk88f739Q4oXaasvl26TNevX1dMTIxy5sypt5q/oTJlyqb8iwBSUHodr3/KlCkaO3aswsLCVL58eU2aNElVqyZ9XVm3bl1t3LgxUXvjxo21YkXy5+WgJwD022nb9aI5zckBAEBGtXPnTlWsWNGmANCgQQPt379fLVu2TLcXp4CjCwoKUoUKFRQUFJToUaFCBTVv3jxZzzNgwABFRETYPLL4VUrl9HAUMbFx2vPXP6pXrYS1zWKxqF7Vp7Vj34mHHhsVHatzlyKUJYuTmj4XpB83MAkwgMfn4uqqUqXLaPu2rda2+Ph4bd++VeXKV0jymHJBQdq+bZtN27atW1QuKCjRvtmyZVPOnDl16tRJHTzwp+rWfy5F8wOZwcKFC9W3b18NGTJEu3fvVvny5dWwYUNdvHgxyf2XLl2q8+fPWx9//vmnnJ2d9cYbb9h1XnoCZHLHrkpL/kpY7/uM9EIR8/IAAJCRxMTEaOTIkRoxYoTi4u4OHeLu7q6PP/5Y3bp1k5MT92MAqenEiYf/AJtcbm5uiebqsDgxhiYSfDb/F80Y1lq7Dp7W73+eVPeW9eTp4aZ5y+7+sPbl8NY6dzFCgyctlyRVKVtI+fNk1x+Hz6hAnuz6oHNjOTlZNH7Oz9bnzOrhqqL+vtb1gAK5VO7pAroaeUv/hF1N2xcIwGG0Dg7RoIHvq0yZsiobWE7zQ+fq9u3bavrKq5KkDwa8pzx5/NSrzzuSpLdatVH7tq01d84s1a5dR6tXrdSBP//UoKHDrM/505pVypEjp/Lly6+//z6sj0ePUr36DVSj5rOmvEYgudLjzVbjx49Xx44dFRISIkmaOnWqVqxYoVmzZql///6J9s+Z0/Zu7W+++Uaenp4UAWCfidtt118tJTnzewQAACnixx9/tBlCpEqVKpo3b55KlixpYiog8yhUqJDZEZBJLP5pt3Ln8NLgLi/KL1c27Tt8Vi93m2KdLNg/b06b8f7d3Fw0pNtLKlwgt27citKazQfUftA8Rdy4bd2nYulC+unLXtb1j/u9JkkKXb5NnYbMT6NXBsDR/KdRY129ckWfT/5M4eGXVKJkKX0+7Uvl+v/hgMLOn5eTJeGHn6AKFTX64080+bMJmjRhvJ4qFKAJk6aoePGnrftcunRJn3z8P10OvyxfX1+99N+X1fntrmn+2oD0KioqSlFRUTZtSd1EEh0drV27dmnAgAHWNicnJzVo0EBbt25VcsycOVPNmzdX1qxZ7cpoMQwjU808FBkZKR8fH0VERMjb29vsOKaKN6QqM6Tw/7/OrP2UNK+plA6LZAAAOCTDMPTqq6/qhx9+0KBBgzRw4EC5uLiYHQtINY5wrR0YGKiVK1fK39//iZ7Ho0L3FEoEAE/m6s7Jj94JANKAezq73bxYv1Vpcp5WXtsTzR81ZMgQDR061Kbt3LlzKlCggLZs2aLq1atb29977z1t3LhR27f/627tf9mxY4eqVaum7du3P3AOgQdJZx8N0lKr7xIKAJI07SUKAAAAPIlr164pe/bs1nWLxaLp06fr5MmTqlKlinnBAFidPHlSMTExZscAAABABjFgwAD17dvXpu3fvQBSwsyZMxUYGGh3AUBiYuBMKzJK2vxPwnqerJIbw5oCAPBYDMPQ/PnzFRAQoB9++MFmm6+vLwUAAAAAAEhjFoslTR5ubm7y9va2eSRVBMidO7ecnZ114cIFm/YLFy4ob968D30tN2/e1DfffKP27ds/1ntBT4BMYtVRaeXfd4cAkqSYeNvtM5swFwAAAI/j8uXLevvtt7V48WJJUocOHfTnn3/K19f3EUcCMEOtWrXk4eFhdgwAAABkMq6urqpUqZLWrVunpk2bSpLi4+O1bt06de/+8KEmFy1apKioKLVq1eqxzk0RIBO4dkfqsSrxD//31A+QyvmlaSQAADKEVatWqV27dgoLC7O2Pf/884z7D6RjK1euNDsCAAAA0kB6HPa8b9++Cg4OVuXKlVW1alVNmDBBN2/eVEhIiCSpTZs2KlCggEaPHm1z3MyZM9W0aVPlypXrsc5LESCDi4mT/rz44AKAm7P0Ssm0zQQAgKO7ceOG+vXrp2nTplnbcubMqalTp+qNN94wMRmAB/n777+1fv16Xbx4UfHxthfHgwcPNikVAAAAMpNmzZrp0qVLGjx4sMLCwhQUFKTVq1fLz+/uHdqnT5+Wk5PtcC2HDx/Wpk2b9NNPPz32eS2GYRhPlNzBREZGysfHRxEREfL29jY7Tqq6fEtqtEC6cDOhrVExaVCthHVvNylbys9TAQBAhrV161a1bt1ax44ds7Y1atRIM2fOVL58+UxMBpgvvV5rz5gxQ126dFHu3LmVN29eWe67LcxisWj37t12P6dHhYd32QaAtHJ152SzIwCAJMk9nd1uXuL9NWlynsNjGqbJeZ5EOvtokJJ+PW1bAJCkYjmlAunn+xgAAA5l3rx5CgkJsd5F7OnpqfHjx6tTp042PyoCSF9GjBihkSNH6v333zc7CgAAAJDmKAJkYJFRCcuBeaRaT0ntgkyLAwCAw6tXr56yZcumiIgIVa9eXfPmzVOxYsXMjgXgEa5evcpQXQAAAJkM92klcHr0LnBUm/9JWH6tlPR+TSmnh3l5AABwdP7+/vr88881cuRI/frrrxQAAAfxxhtvPNEYqgAAAIAjoydABhQdJ92OlXzuG+s/r5d5eQAAcEQnT57UBx98oM8//1w+Pj7W9pYtW5qYCsDjKFasmAYNGqRt27YpMDBQLi4uNtt79uxpUjIAAACkFicnugLcQxEgg/nlhNRztXQ92rbdn3kAAABIFsMwNGfOHPXq1UvXr1+Xi4uL5syZY3YsAE9g+vTp8vLy0saNG7Vx40abbRaLhSIAAAAAMjSKABnM4r8SFwAsknIxDBAAAI908eJFderUScuWLbO2bdiwQVeuXFHOnDlNTAbgSZw4ccLsCAAAAEhjzAmQgDkBMphVRxOWqxeU6gVIo5+T8mUzLRIAAA5h+fLlCgwMtCkAtG3bVvv27aMAAGQghmHIMAyzYwAAAABphiJABrL/ghR/3/eZSf+R5rwstShrXiYAANK7yMhItW/fXi+//LIuXrwoScqdO7e+++47zZ49W97ejKkHZATz5s1TYGCgPDw85OHhoXLlyik0NNTsWAAAAEglFoslTR6OgOGAMpDj12zXc3uaEgMAAIfx22+/qU2bNjp58qS1rUmTJpoxY4b8/PzMCwYgRY0fP16DBg1S9+7dVbNmTUnSpk2b9Pbbbys8PFx9+vQxOSEAAACQeigCZCCHwxOWP6jFuFcAADzKvn37rAUALy8vTZw4USEhIQ5zNweA5Jk0aZK++OILtWnTxtr23//+V2XKlNHQoUMpAgAAAGRAfK1LQBEgA7l4K2E5nmFOAQB4pK5du2r58uW6ffu25s6dq8KFC5sdCUAqOH/+vGrUqJGovUaNGjp//rwJiQAAAIC0w5wAGYRhSL+fS1gPYgQDAABsxMXFae3atTZtFotFCxcu1Pr16ykAABlYsWLF9O233yZqX7hwoYoXL25CIgAAAKQ25gRIQE+ADGLjKenEtYR1Dz5ZAACsjh07pjZt2mjLli1au3atGjRoYN2WPXt284IBSBMfffSRmjVrpl9//dU6J8DmzZu1bt26JIsDAAAAQEZCT4AM4tBl2/Wnc5mTAwCA9MQwDE2fPl3ly5fXli1bJEkdOnRQdHS0yckApKXXXntN27dvV65cufT999/r+++/V+7cubVjxw698sorZscDAABAKqAnQALuF8+A/vec5OFidgoAAMx1/vx5dejQQStXrrS2FSlSRPPmzZOrq6uJyQCYoVKlSvrqq6/MjgEAAACkOYoAGZCPm9kJAAAw1+LFi/X222/r8uWErnIdO3bUuHHjlC1bNhOTAUhLTk5Oj7w7y2KxKDY2No0SAQAAIK04yE36aYIiAAAAyDCuXbumHj16aP78+dY2Pz8/ffnll3rppZdMTAbADN99990Dt23dulWfffaZ4uPj0zARAAAAkPYoAgAAgAyjY8eOWrx4sXX91Vdf1dSpU+Xr62tiKgBmefnllxO1HT58WP3799cPP/ygt956S8OGDTMhGQAAAFKbo4zXnxaYGBgAAGQYo0ePlqenp7y9vTVv3jwtXryYAgAASdK5c+fUsWNHBQYGKjY2Vnv37tXcuXNVqFAhs6MBAAAAqYqeAAAAwGFFR0fbTPJbrFgxLVy4UOXKldNTTz1lYjIA6UVERIRGjRqlSZMmKSgoSOvWrVOtWrXMjgUAAIBURkeABPQEAAAADic2NlbDhg1TxYoVdevWLZttL730EgUAAJKkjz/+WEWKFNGPP/6or7/+Wlu2bKEAAAAAgEyHngAZhWF2AAAA0sbhw4fVpk0b7dixQ5L03nvvafLkySanApAe9e/fXx4eHipWrJjmzp2ruXPnJrnf0qVL0zgZAAAAUhtzAiSgCJBBfHfI7AQAAKQuwzD0+eef691339Xt27clSc7OzsqVK5cMw+ACD0Aibdq04b8NAAAAyPQoAmQQhbJLhy7fXc7taWoUAABS3NmzZxUSEqK1a9da255++mnNmzdP1apVMzEZgPRszpw5ZkcAAACASbgXJAFzAji441eljj9IW88ktBXyMS8PAAAp7euvv1bZsmVtCgDdunXTnj17KAAAAAAAAPAI9ARwcDN2Sz8dt21zdTYnCwAAKckwDLVt21bz5s2ztuXPn1+zZ8/WCy+8YGIyAAAAAEB6x7CQCegJ4OCu3klYdnOW2paXcniYlwcAgJRisVhUunRp63rz5s21f/9+CgAAAAAAANiBngAObtXRhOWNwVK+bOZlAQAgpfXr109btmxRixYt1Lx5c7PjAAAAAAAcBB0BElAEcHB5skoXb95dpgcAAMCRbdu2TTt37lSPHj2sbc7Ozlq2bJmJqQAAAAAAcGwUARzcvQKAJLnzaQIAHFB0dLSGDx+uUaNGSZIqVaqkGjVqmJwKAAAAAODImBMgAXMCOLDrUQnLOdzNywEAwOM6ePCgqlevrhEjRig+Pl7x8fGaPHmy2bEAAAAAAMgwKAI4sBvRCcv3TxAMAEB6Fx8frwkTJqhixYravXu3JClLliwaPny45s2bZ3I6AAAAAICjs1jS5uEIGEAmg2hczOwEAAAkz+nTp9W2bVutX7/e2laqVCmFhoaqUqVKJiYDAAAAACDjoScAAABIE4ZhaN68eQoMDLQpAPTu3Vu7du2iAAAAAAAASDEWiyVNHo6AngAO7Hr0o/cBACC9iI2N1aeffqrIyEhJkr+/v+bMmaP69eubnAwAAAAAgIyLngAO7PvDCcsx8eblAAAgOVxcXBQaGio3Nze1bt1a+/btowAAAAAAAEgVzAmQgJ4ADsowpBNXE9aL5TAvCwAASbl+/bouXbqkIkWKWNvKli2rAwcOqGjRoiYmAwAAAAAg86AngIMKXiatPJqw3qDIg/cFACCtbdq0SeXLl1fTpk0VFRVls40CAAAAAAAgtTEnQAKKAA7o0k1p46mEdYukvF6mxQEAwCoqKkr9+/dX7dq1deLECe3fv1/Dhg0zOxYAAAAAAJkWwwE5iGWHpe1n7i7firXdNvE/UkHvtM8EAMD99u/fr1atWmnfvn3Wtpo1a6p9+/YmpgIAAAAAZEYOcpN+mqAI4AAOhUs9Vye9rXEx6eUSaZsHAID7xcXFafz48frwww8VHR0t6e4kwMOHD1e/fv3k7OxsckIAAAAAADIvigAO4J/IpNudLFJDhlUGAJjoxIkTCg4O1m+//WZtCwwMVGhoqMqXL29iMgAAAABAZuYo4/WnBYoADqZtealZmbvLuT2lPFnNzQMAyLyuXbumihUr6tq1a5LuXmD169dPw4cPl5ubm7nhAAAAAACAJCYGdjh5skqlfe8+KAAAAMyUPXt29ejRQ5IUEBCgDRs26OOPP6YAAAAAAAAwncViSZOHI6AngAO4dsfsBAAA3GUYhs1FzqBBg+Ti4qJevXrJ25tZ6gEAAAAASG/oCeAAZu4xOwEAILOLiIhQ27ZtNXr0aJt2FxcXDRo0iAIAAAAAACBdsVjS5uEI6AngAHzuG1Whan7zcgAAMqcNGzYoODhYp0+fVpYsWdSoUSNVqFDB7FgAAAAAACAZ6AmQzi08IG07m7Bezs+8LACAzOXOnTt65513VK9ePZ0+fVqS5OHhYV0GAAAAACC9Yk6ABPQESOfuHwoom6uUhbINACAN7NmzR61atdLBgwetbXXr1tWcOXNUqFAhE5MBAAAAAAB78JNyOnf4csLyqPqSM58YACAVxcbGauTIkapataq1AODm5qZx48Zp3bp1FAAAAAAAAA6BOQES8JNyOnY6ImE5u7v03xLmZQEAZHznzp1T7dq19eGHHyo2NlaSFBQUpN9//119+/aVkxOXDQAAAAAAPIkpU6YoICBA7u7uqlatmnbs2PHQ/a9du6Zu3bopX758cnNz09NPP62VK1fadU6GA0rH/r6vF8C1O+blAABkDjly5NDVq1clSU5OTurfv7+GDBkiV1dXk5MBAAAAAGCf9Dhe/8KFC9W3b19NnTpV1apV04QJE9SwYUMdPnxYefLkSbR/dHS0nn/+eeXJk0eLFy9WgQIFdOrUKWXPnt2u81IESMe2nElY7l3NvBwAgMzBw8NDoaGhat26tWbOnKkaNWqYHQkAAAAAgMeSDmsAGj9+vDp27KiQkBBJ0tSpU7VixQrNmjVL/fv3T7T/rFmzdOXKFW3ZskUuLi6SpICAALvPS7/+dGzH2YTlbNyECQBIYYsWLdLhw4dt2ipXrqw///yTAgAAAAAAACkoOjpau3btUoMGDaxtTk5OatCggbZu3ZrkMcuXL1f16tXVrVs3+fn5qWzZsho1apTi4uLsOvcT9QS4c+eO3N3dn+Qp8BAnryUsNy5uWgwAQAZz9epVde/eXQsWLFDVqlW1efNmZcmScEng7OxsYjoAAAAAAJ6cUxp1BYiKilJUVJRNm5ubm9zc3GzawsPDFRcXJz8/P5t2Pz8/HTp0KMnnPn78uH755Re99dZbWrlypY4ePaquXbsqJiZGQ4YMSXZGu3sCxMfHa/jw4SpQoIC8vLx0/PhxSdKgQYM0c+ZMe58OD7D/ghQZnbCeg1oLACAF/PzzzwoMDNSCBQskSTt27NB3331ncioAAAAAABzT6NGj5ePjY/MYPXp0ijx3fHy88uTJo+nTp6tSpUpq1qyZPvjgA02dOtWu57G7CDBixAjNmTNHH3/8sc1EgWXLltWXX35p79PhAfZdtF13Z/YGAMATuHXrlnr27Knnn39eZ8/eHW8ue/bs+uqrr/T666+bnA4AAAAAgJRlsaTNY8CAAYqIiLB5DBgwIFGe3Llzy9nZWRcuXLBpv3DhgvLmzZvka8iXL5+efvppmx77pUqVUlhYmKKjo5M8Jil2FwHmzZun6dOn66233rI5efny5R/YbQH2+XiLNPCXhPUPa6XPiSwAAI5h586dqlixoiZNmmRta9Cggfbv36+WLVvKwj8yAAAAAAA8Fjc3N3l7e9s8/j0UkCS5urqqUqVKWrdunbUtPj5e69atU/Xq1ZN87po1a+ro0aOKj4+3th05ckT58uWzuUH/UewuApw9e1bFihVL1B4fH6+YmBh7nw7/8k+kNGWnbVv+bOZkAQA4tpiYGA0dOlTVq1e3TgDs7u6uzz77TGvWrFHBggVNTggAAAAAQOqwWCxp8rBH3759NWPGDM2dO1d//fWXunTpops3byokJESS1KZNG5teBF26dNGVK1fUq1cvHTlyRCtWrNCoUaPUrVs3u85r9yAzpUuX1m+//aZChQrZtC9evFgVKlSw9+nwLzf/1YujfsDdBwAA9tq1a5eGDRsmwzAkSVWqVNG8efNUsmRJk5MBAAAAAJD5NGvWTJcuXdLgwYMVFhamoKAgrV692jpZ8OnTp+XklHDfvr+/v9asWaM+ffqoXLlyKlCggHr16qX333/frvPaXQQYPHiwgoODdfbsWcXHx2vp0qU6fPiw5s2bpx9//NHep8O/HL2SsNyirPS/58zLAgBwbM8884z69OmjiRMnatCgQRo4cKBcXFzMjgUAAAAAQKpzSqcj33bv3l3du3dPctuGDRsStVWvXl3btm17onPaPRzQyy+/rB9++EE///yzsmbNqsGDB+uvv/7SDz/8oOeff/6JwkCKjEpYDrthXg4AgOMJCwuzGSdQkkaOHKkdO3ZoyJAhFAAAAAAAAMiE7C4CSFKtWrW0du1aXbx4Ubdu3dKmTZv0wgsvpHS2TOnM9YTl54uYlwMA4DgMw9BXX32lkiVL2kz+K92dA6BixYomJQMAAAAAwBzpcU4As9hdBChSpIguX76cqP3atWsqUoRfrZ/UX5fMTgAAcCSXL1/Wm2++qVatWikiIkL9+/fXX3/9ZXYsAAAAAACQTtg9J8DJkycVFxeXqD0qKkpnz55NkVCZWS6PhOVSuc3LAQBI/1auXKn27dsrLCzM2vbaa68pX758JqYCAAAAAMB8DnKTfppIdhFg+fLl1uU1a9bIx8fHuh4XF6d169YpICDA7gBTpkzR2LFjFRYWpvLly2vSpEmqWrXqA/e/du2aPvjgAy1dulRXrlxRoUKFNGHCBDVu3Njuc6dHi+67eTObm3k5AADp140bN9SvXz9NmzbN2pYzZ05NnTpVb7zxhonJAAAAAABAepPsIkDTpk0l3R1LKTg42Gabi4uLAgICNG7cOLtOvnDhQvXt21dTp05VtWrVNGHCBDVs2FCHDx9Wnjx5Eu0fHR2t559/Xnny5NHixYtVoEABnTp1StmzZ7frvOlZkezS8Wt3l/NmNTMJACA92rJli9q0aaNjx45Z2xo1aqSZM2fSAwAAAAAAgP9nEV0B7kl2ESA+Pl6SVLhwYe3cuVO5cz/5WDXjx49Xx44dFRISIkmaOnWqVqxYoVmzZql///6J9p81a5auXLmiLVu2yMXFRZIeq/dBenavACDREwAAYOv777/Xa6+9Zv032dPTU+PHj1enTp0cZjIiAAAAAACQtuyeGPjEiRMpUgCIjo7Wrl271KBBg4QwTk5q0KCBtm7dmuQxy5cvV/Xq1dWtWzf5+fmpbNmyGjVqVJJzFDiiqNiEZRe7PxkAQEb33HPPqVChQpKk6tWr648//lDnzp0pAAAAAAAA8C9OlrR5OAK7JwaWpJs3b2rjxo06ffq0oqOjbbb17NkzWc8RHh6uuLg4+fn52bT7+fnp0KFDSR5z/Phx/fLLL3rrrbe0cuVKHT16VF27dlVMTIyGDBmS5DFRUVGKioqyrkdGRiYrnxmi7qtlxMSblwMAkD5ly5ZNc+fO1W+//ab33ntPWbI81j/jAAAAAAAgE7H714M9e/aocePGunXrlm7evKmcOXMqPDxcnp6eypMnT7KLAI8jPj5eefLk0fTp0+Xs7KxKlSrp7NmzGjt27AOLAKNHj9ZHH32UaplS0s376il1CpmXAwBgvpMnT6pHjx6aNGmSzdB3tWrVUq1atcwLBgAAAACAA6DXfAK7B53p06ePmjRpoqtXr8rDw0Pbtm3TqVOnVKlSJX3yySfJfp7cuXPL2dlZFy5csGm/cOGC8ubNm+Qx+fLl09NPPy1nZ2drW6lSpRQWFpaoR8I9AwYMUEREhPXxzz//JDtjWjt0OWH5xDXTYgAATGQYhmbPnq1y5crpxx9/VNu2ba1zAAAAAAAAANjL7iLA3r179c4778jJyUnOzs6KioqSv7+/Pv74Yw0cODDZz+Pq6qpKlSpp3bp11rb4+HitW7dO1atXT/KYmjVr6ujRozY/hhw5ckT58uWTq6trkse4ubnJ29vb5pFe3V+bqktPAADIdC5evKhXXnlF7dq10/Xr1yXd7RGQngvYAAAAAACkRxZL2jwcgd1FABcXFzk53T0sT548On36tCTJx8fH7h8p+vbtqxkzZmju3Ln666+/1KVLF928eVMhISGSpDZt2mjAgAHW/bt06aIrV66oV69eOnLkiFasWKFRo0apW7du9r6MdC+Xh9kJAABpadmyZSpbtqyWLVtmbWvbtq327dtnnQwYAAAAAADAXnbPCVChQgXt3LlTxYsXV506dTR48GCFh4crNDRUZcuWteu5mjVrpkuXLmnw4MEKCwtTUFCQVq9ebZ0s+PTp09aCgyT5+/trzZo16tOnj8qVK6cCBQqoV69eev/99+19GQAApAuRkZHq06ePZs2aZW3LnTu3ZsyYoaZNm5oXDAAAAAAAB+bkKLfppwG7iwCjRo2yDlEwcuRItWnTRl26dFHx4sU1c+ZMuwN0795d3bt3T3Lbhg0bErVVr15d27Zts/s8juBQuNkJAABpafPmzWrVqpVOnjxpbWvSpIlmzJhhLYgDAAAAAAA8CbuLAJUrV7Yu58mTR6tXr07RQJlZRFTC8vWk5zkGAGQgkZGR1gKAl5eXJk6cqJCQEFm4WwEAAAAAgCfCV+sEds8J8CC7d+/WSy+9lFJPlym53PdpVMlvXg4AQNpo1KiROnfurFq1amnfvn1q164dBQAAAAAAAJCi7CoCrFmzRv369dPAgQN1/PhxSdKhQ4fUtGlTValSRfHx8akSMjPycDE7AQAgJcXFxWnhwoUyDMOmfcKECVq/fr0KFy5sUjIAAAAAADIei8WSJg9HkOwiwMyZM9WoUSPNmTNHY8aM0TPPPKP58+erevXqyps3r/7880+tXLkyNbMCAOCQjh07ptq1a6t58+aJ5s9xd3eXs7OzSckAAAAAAEBGl+wiwMSJEzVmzBiFh4fr22+/VXh4uD7//HPt379fU6dOValSpVIzZ4ZnGNLEHWanAACkJMMwNH36dJUvX15btmyRJL3zzjuKiIgwORkAAAAAABmbxZI2D0eQ7CLAsWPH9MYbb0iSXn31VWXJkkVjx45VwYIFUy1cZnLymu26r6cpMQAAKSQsLExNmjRR586ddfPmTUlSkSJFtHLlSvn4+JicDgAAAAAAZBZZkrvj7du35el595dpi8UiNzc35cuXL9WCZTYx/5pOobSvOTkAAE9u8eLFevvtt3X58mVrW8eOHTV+/Hh5eXmZmAwAAAAAgMzByVFu008DyS4CSNKXX35p/fEiNjZWc+bMUe7cuW326dmzZ8qly6TeLG12AgDA47h27Zp69Oih+fPnW9v8/Pw0c+ZMvfjiiyYmAwAAAAAAmVWyiwBPPfWUZsyYYV3PmzevQkNDbfaxWCwUAQAAmdbgwYNtCgCvvfaapk6dmqhgDgAAAAAAUhf9ABIkuwhw8uTJVIyB/RfNTgAAeFJDhw7VkiVLdOPGDU2ePFmtWrWShe6HAAAAAADARHYNB4TUs/mfhOV4w7wcAIDku3Hjhs0Y/zlz5tSSJUuUP39+PfXUUyYmAwAAAAAgc+OmvAROZgfAXVnu+yReetq8HACAR4uNjdWwYcNUrFgxnT9/3mbbM888QwEAAAAAAACkG/QESIcKZDM7AQDgQY4cOaLWrVtrx44dkqT27dtrxYoV3GEAAAAAAEA64sTXdCt6AgAAkAyGYWjKlCkKCgqyFgCcnZ1VuXJlxcXFmZwOAAAAAAAgafQESCd+Pm52AgDAg5w9e1YhISFau3atta148eIKDQ1VtWrVTEwGAAAAAACSQo/9BI/VE+DYsWP68MMP1aJFC128eFGStGrVKh04cCBFw2Um988J4OVqXg4AgK2vv/5aZcuWtSkAdOvWTXv27KEAAAAAAAAA0j27iwAbN25UYGCgtm/frqVLl+rGjRuSpD/++ENDhgxJ8YCZhY97wnJ+5gQAgHShW7duatmypa5duyZJyp8/v9asWaPJkycra9as5oYDAAAAAAAPZLGkzcMR2F0E6N+/v0aMGKG1a9fK1TXhlvX69etr27ZtKRouM8rqYnYCAMA99evXty43b95c+/fv1wsvvGBiIgAAAAAAAPvYPSfA/v37tWDBgkTtefLkUXh4eIqEAgAgPXjttdfUvXt31axZU82bNzc7DgAAAAAASCbmBEhgd0+A7Nmz6/z584na9+zZowIFCqRIKAAA0tr27dv1/vvvJ2qfNGkSBQAAAAAAAOCw7O4J0Lx5c73//vtatGiRLBaL4uPjtXnzZvXr109t2rRJjYwAAKSamJgYDRs2TKNGjVJ8fLyCgoLUokULs2MBQKazfPnyZO/73//+NxWTAAAAICNwoiOAld1FgFGjRqlbt27y9/dXXFycSpcurbi4OLVs2VIffvhhamQEACBVHDx4UK1bt9bu3butbfPmzVPz5s3pNggAaaxp06bJ2s9isSguLi51wwAAAAAZiN1FAFdXV82YMUODBg3Sn3/+qRs3bqhChQoqXrx4auQDACDFxcfHa+LEiRowYICioqIkSVmyZNGQIUPUv39/CgAAYIL4+HizIwAAACAD4bt9AruLAJs2bdKzzz6rp556Sk899VRqZAIAINWcPn1abdu21fr1661tpUqVUmhoqCpVqmRiMgAAAAAAgJRndxGgfv36KlCggFq0aKFWrVqpdOnSqZEr0zly2ewEAJCxGYah0NBQ9ejRQ5GRkdb23r17a9SoUfLw8DAxHQDg327evKmNGzfq9OnTio6OttnWs2dPk1IBAADAUdAPIIHdRYBz587pm2++0ddff63//e9/KleunN566y21aNFCBQsWTI2MGV5UbMLyzRjzcgBARrdkyRJrAcDf319z5sxR/fr1TU4FAPi3PXv2qHHjxrp165Zu3rypnDlzKjw8XJ6ensqTJw9FAAAAAMAOTvYekDt3bnXv3l2bN2/WsWPH9MYbb2ju3LkKCAjgh5THFMPwpwCQ6iwWi6ZPny5fX1+1bt1a+/bt498tAEin+vTpoyZNmujq1avy8PDQtm3bdOrUKVWqVEmffPKJ2fEAAADgAJwsljR5OAK7iwD3K1y4sPr376///e9/CgwM1MaNG1MqV6by+7mE5VpMswAAKeLGjRvas2ePTZufn5/27dunefPmKXv27OYEAwA80t69e/XOO+/IyclJzs7OioqKkr+/vz7++GMNHDjQ7HgAAACAQ3nsIsDmzZvVtWtX5cuXTy1btlTZsmW1YsWKlMyWaewNS1i+Ef3g/QAAybNp0yaVL19ejRo1Unh4uM22vHnzmpQKAJBcLi4ucnK6+1UlT548On36tCTJx8dH//zzj5nRAAAA4CAslrR5OAK7iwADBgxQ4cKFVb9+fZ0+fVoTJ05UWFiYQkND9Z///Cc1MmZ4W88mLLcLMi0GADi8qKgo9e/fX7Vr19bx48d14cIF9enTx+xYAAA7VahQQTt37pQk1alTR4MHD9ZXX32l3r17q2zZsianAwAAAByL3RMD//rrr3r33Xf15ptvKnfu3KmRKdPZdiZhOaeHeTkAwJHt379frVq10r59+6xtNWvW1NChQ80LBQB4LKNGjdL169clSSNHjlSbNm3UpUsXFS9eXLNmzTI5HQAAAByBxVFu008DdhcBNm/enBo5MjVPF+lWzN3lKvnNzQIAjiYuLk7jx4/Xhx9+qOjou2Oqubi4aNiwYXr33Xfl7OxsckIAgL0qV65sXc6TJ49Wr15tYhoAAADAsSWrCLB8+XI1atRILi4uWr58+UP3/e9//5siwTKLeCOhAFA0h+Rmd1kGADKvEydOKDg4WL/99pu1rWzZsgoNDVVQUJB5wQAAAAAAgKnoCJAgWT85N23aVGFhYcqTJ4+aNm36wP0sFovi4uJSKlumcOJawvKxq6bFAACHEx0drVq1auns2bsTq1gsFvXr10/Dhw+Xm5ubyekAAE+icOHCD+2+ffz48TRMAwAAADi2ZBUB4uPjk1zGkzOMhOXqBc3LAQCOxtXVVSNHjlTbtm0VEBCguXPnqnbt2mbHAgCkgN69e9usx8TEaM+ePVq9erXeffddc0IBAADAoTjRFcDK7sFn5s2bp2bNmiW6yzI6OlrffPON2rRpk2LhMpuC2cxOAADpW1xcnM0Y/23atNHNmzfVqlUreXt7m5gMAJCSevXqlWT7lClT9Pvvv6dxGgAAACDlTJkyRWPHjlVYWJjKly+vSZMmqWrVqknuO2fOHIWEhNi0ubm56c6dO3ad08nekCEhIYqIiEjUfv369USBAABICREREWrbtq06depk026xWNS1a1cKAACQSTRq1EhLliwxOwYAAAAcgMWSNg97LFy4UH379tWQIUO0e/dulS9fXg0bNtTFixcfeIy3t7fOnz9vfZw6dcru98LuIoBhGEmOz3nmzBn5+PjYHQAAgIfZsGGDypUrp7lz52rWrFlatmyZ2ZEAACZZvHixcubMaXYMAAAA4LGMHz9eHTt2VEhIiEqXLq2pU6fK09NTs2bNeuAxFotFefPmtT78/PzsPm+yhwOqUKGCLBaLLBaLnnvuOWXJknBoXFycTpw4of/85z92BwAAICl37tzRBx98oPHjx1vbsmXLZneXNwCA47n33eMewzAUFhamS5cu6fPPPzcxGQAAABxFUjeymyk6Olq7du3SgAEDrG1OTk5q0KCBtm7d+sDjbty4oUKFCik+Pl4VK1bUqFGjVKZMGbvOnewiQNOmTSVJe/fuVcOGDeXl5WXd5urqqoCAAL322mt2nRwAgKTs2bNHrVq10sGDB61tderU0Zw5cxQQEGBeMABAmnj55ZdtvrQ5OTnJ19dXdevWVcmSJU1MBgAAANiKiopSVFSUTZubm1uiOXXDw8MVFxeX6E5+Pz8/HTp0KMnnLlGihGbNmqVy5copIiJCn3zyiWrUqKEDBw6oYMGCyc6Y7CLAkCFDJEkBAQFq1qyZ3N3dk30SAACSIzY2VmPGjNHQoUMVGxsr6e4/nKNGjVLv3r3l5GT3KHYAAAc0dOhQsyM80vEN4x+9EwCkgRwv8d8jAOnD7dV9zY5gI61+QRg9erQ++ugjm7YhQ4akyDVt9erVVb16det6jRo1VKpUKU2bNk3Dhw9P9vMkuwhwT3BwsL2HAADwSFeuXNGLL76obdu2WduCgoIUGhqqsmXLmpgMAJDWnJ2ddf78eeXJk8em/fLly8qTJ4/i4uJMSgYAAABHkVbDAQ0YMEB9+9oWQP7dC0CScufOLWdnZ124cMGm/cKFC8qbN2+yzuXi4qIKFSro6NGjdmVMVkEkZ86cCg8PlyTlyJFDOXPmfOAD9rnK0NYAIEnKnj27dag5JycnDRw4UNu3b6cAAACZkGEYSbZHRUXJ1dU1jdMAAAAAD+bm5iZvb2+bR1JFAFdXV1WqVEnr1q2ztsXHx2vdunU2d/s/TFxcnPbv3698+fLZlTFZPQE+/fRTZcuWzbqc3iZVcGR/X05YvnjLvBwAYDYnJyfNmjVLr776qiZOnKgaNWqYHQkAkMY+++wzSXfv2vryyy9t5iGLi4vTr7/+ypwAAAAASBandPgTdt++fRUcHKzKlSuratWqmjBhgm7evKmQkBBJUps2bVSgQAGNHj1akjRs2DA988wzKlasmK5du6axY8fq1KlT6tChg13nTVYR4P4hgNq2bWvXCfBwsfEJyxWT1+sDADKERYsWKU+ePKpTp461zd/fXzt27KDYDACZ1Keffirpbk+AqVOnytnZ2brN1dVVAQEBmjp1qlnxAAAAgCfSrFkzXbp0SYMHD1ZYWJiCgoK0evVq62TBp0+ftpkP8erVq+rYsaPCwsKUI0cOVapUSVu2bFHp0qXtOq/dcwLs3r1bLi4uCgwMlCQtW7ZMs2fPVunSpTV06FC659pp/cmE5dyepsUAgDRz9epVde/eXQsWLJC/v7/2798vHx8f63YKAACQeZ04cUKSVK9ePS1dulQ5cuQwOREAAAAcVXrsCSBJ3bt3V/fu3ZPctmHDBpv1Tz/91HqjzJOwe5Lkzp0768iRI5Kk48ePq1mzZvL09NSiRYv03nvvPXGgzMYvoYezclEEAJDB/fzzzwoMDNSCBQskSf/884+++uork1MBANKb9evXUwAAAAAAUojdRYAjR44oKChI0t2hHOrUqaMFCxZozpw5WrJkSUrny1QCfB69DwA4olu3bqlnz556/vnndfbsWUmSj4+P5s+fry5dupicDgCQ3rz22msaM2ZMovaPP/5Yb7zxhgmJAAAA4GgsFkuaPByB3UUAwzAUH393IPuff/5ZjRs3lnR3HOfw8PCUTQcAcHg7d+5UxYoVNWnSJGvbc889p/379+utt95ymH8wAQBp59dff7V+z7hfo0aN9Ouvv5qQCAAAAHBcdhcBKleurBEjRig0NFQbN27Uiy++KOnu+J33JjAAACAmJkZDhw5V9erVdfjwYUmSu7u7PvvsM/3000/y9/c3OSEAIL26ceNGknONubi4KDIy0oREAAAAcDROlrR5OAK7iwATJkzQ7t271b17d33wwQcqVqyYJGnx4sWqUaNGigcEADimf/75R2PHjlVcXJyku0XkPXv2qEePHjYz3QMA8G+BgYFauHBhovZvvvlGpUuXNiERAAAA4Liy2HtAuXLltH///kTtY8eOlbOzc4qEAgA4viJFimjs2LHq2bOnPvzwQ33wwQdycXExOxYAwAEMGjRIr776qo4dO6b69etLktatW6cFCxZo8eLFJqcDAACAI2D04QR2FwHu2bVrl/766y9JUunSpVWxYsUUCwUAcDxnzpxRzpw55enpaW3r0qWL6taty12bAAC7NGnSRN9//71GjRqlxYsXy8PDQ+XLl9cvv/yinDlzmh0PAAAAcCh2FwEuXryoZs2aaePGjcqePbsk6dq1a6pXr56++eYb+fr6pnRGAEA6ZhiGFixYoG7duqlNmzb67LPPrNssFgsFAADAY3nxxRet849FRkbq66+/Vr9+/bRr1y7rUHMAAADAgzjRFcDK7kGZe/TooRs3bujAgQO6cuWKrly5oj///FORkZHq2bNnamQEAKRTly9fVrNmzdSqVStFRERo0qRJWrdundmxAAAZxK+//qrg4GDlz59f48aNU/369bVt2zazYwEAAAAOxe6eAKtXr9bPP/+sUqVKWdtKly6tKVOm6IUXXkjRcACA9GvVqlVq166dwsLCrG1vvfUWw8MBAJ5IWFiY5syZo5kzZyoyMlJvvvmmoqKi9P3339O7DAAAAMlm993vGZjd70V8fHySEzu6uLgoPj4+RUIBANKvGzdu6O2331bjxo2tBYCcOXPq22+/1fz585UjRw6TEwIAHFWTJk1UokQJ7du3TxMmTNC5c+c0adIks2MBAAAADs3ungD169dXr1699PXXXyt//vySpLNnz6pPnz567rnnUjwgACD92Lp1q1q3bq1jx45Z2xo1aqQvv/zS+m8CAACPa9WqVerZs6e6dOmi4sWLmx0HAAAADowpARLY3RNg8uTJioyMVEBAgIoWLaqiRYuqcOHCioyM5C4dAMjAfv31Vz377LPWAoCnp6emTp2qFStWUAAAAKSITZs26fr166pUqZKqVaumyZMnKzw83OxYAAAAgEOzuyeAv7+/du/erXXr1umvv/6SJJUqVUoNGjRI8XCZQRwjKAFwEDVr1lT16tW1efNmVa9eXfPmzVOxYsXMjgUAyECeeeYZPfPMM5owYYIWLlyoWbNmqW/fvoqPj9fatWvl7++vbNmymR0TAAAADsCJrgBWdhUBFi5cqOXLlys6OlrPPfecevTokVq5Mo1vD5qdAACSx9nZWXPnztWiRYvUr18/Zclidx0ZAIBkyZo1q9q1a6d27drp8OHDmjlzpv73v/+pf//+ev7557V8+XKzIwIAAAAOI9nDAX3xxRdq0aKFfv/9d/3999/q1q2b3n333dTMlimUyJWw7O9jXg4AuN+pU6fUoEEDbdu2zaa9aNGi6t+/PwUAAECaKVGihD7++GOdOXNGX3/9tdlxAAAA4CAslrR5OIJkFwEmT56sIUOG6PDhw9q7d6/mzp2rzz//PDWzZQr3/514uZoWAwAkSYZhaM6cOQoMDNS6devUunVr3bx50+xYAADI2dlZTZs2pRcAAAAAYKdkFwGOHz+u4OBg63rLli0VGxur8+fPp0qwzMaDm2oBmOzixYt69dVXFRISouvXr0uSoqOjderUKZOTAQAAAAAA2MfJkjYPR5DsIkBUVJSyZs2acKCTk1xdXXX79u1UCQYASDvLly9XYGCgvv/+e2tb27ZttX//fpUuXdq8YAAAAAAAAHgidt1/PmjQIHl6elrXo6OjNXLkSPn4JAxmP378+JRLBwBIVZGRkerTp49mzZplbcudO7emT5+uV155xcRkAAAAAAAAj8/JUQbsTwPJLgLUrl1bhw8ftmmrUaOGjh8/bl238MYCgMPYsWOHmjVrppMnT1rbmjRpohkzZsjPz8+8YAAAAAAAAEgxyS4CbNiwIRVjZF6HLpudAEBm5enpqXPnzkmSvLy8NHHiRIWEhFDQBQAAAAAADo+fNxIke04ApLy/LiUs34k1LweAzKls2bIaOXKkatWqpX379qldu3YUAAAAAAAAADKY/2vv3uN7rv//j9/fO4/N8KE5rUbObSzGciY0HRQSOW1GklMyhHJWhiKKyPkcnZSiibFC+yLM2eS4yFmmDdvs/f794edd7zaHse2199yuLq9Lez1ez9fr9XjNy3rt/Xg9n0+KAAa6+K85lS3GpQHgIZCWlqaZM2cqOTnZJt6vXz9t2LBBpUuXNigzAAAAAACArOdgypnFHlAEyCV61zA6AwB51ZEjR9SgQQN1795dI0eOtNnm6OgoR0dHYxIDAAAAAABAtqMIAAB5lMVi0cyZM1W1alVt3rxZkvThhx/qjz/+MDgzAAAAAACA7GXKoT/2gCKAgU4nGp0BgLzqzJkzat68ubp3766kpCRJUpkyZbRhwwb5+PgYnB0AAAAAAAByyn0VATZu3KiOHTuqVq1aOnXqlCRp0aJF2rRpU5Yml9d9se+fr5kTAEBW+frrr+Xn56dVq1ZZY926dVNsbKzq1q1rYGYAAAAAAAA5gzkB/pHpIsDXX3+t4OBgubu7a+fOndZJJhMSEjR27NgsTzAvy+/yz9d1eTEXwAO6fPmyQkJC1Lp1a128eFGS5O3trR9++EEzZ86Up6enwRkCAAAAAAAgp2W6CPDee+9pxowZmjVrlpydna3xOnXqaMeOHVmaXF634fg/X1cualgaAPKIzz77TIsWLbKuv/zyy9q7d6+ef/55A7MCAAAAAADIefQE+EemiwBxcXGqX79+uriXl5cuX76cFTk9NPL/U0ORu5NxeQDIG/r166dq1aqpQIECWrhwob788ksVKVLE6LQAAAAAAABgoEx/9FysWDEdPnxYvr6+NvFNmzapTJkyWZXXQ8HZUVLqza9dKQIAyKQLFy7YfMjv4uKiZcuWydXVVY8++qiBmQEAAAAAABjLZLKT1/RzQKZ7AnTr1k19+/bVli1bZDKZ9Oeff2rJkiUaMGCAevTokR055nmlCxqdAQB7cuPGDY0ZM0aPPfaYYmNjbbaVK1eOAgAAAAAAAACsMv3++eDBg2U2m9W4cWNdvXpV9evXl6urqwYMGKA+ffpkR44AgP/v0KFDCgkJ0ZYtWyRJnTp10rZt2+Tm5mZwZgAAAAAAALmHvYzXnxMyXQQwmUx69913NXDgQB0+fFiJiYmqXLmyPDw8siM/AIAki8Wi6dOna8CAAbp27ZokydHRUS1btpSjo6PB2QEAAAAAACC3yvRwQLe4uLiocuXKqlmz5gMXAKZNmyZfX1+5ubkpKChIW7duvaf9li1bJpPJpBYtWjzQ+QEgNzt16pSaNWumXr16WQsA5cqV0+bNmzV69Gg5Ozvf5QgAAAAAAAAPF5MpZxZ7kOmeAI0aNbrjpArr16/P1PGWL1+u8PBwzZgxQ0FBQZo8ebKCg4MVFxenRx555Lb7HT9+XAMGDFC9evUydT4AsCfLli1Tz5499ddff1ljPXv21IQJE5Q/f34DMwMAAAAAAIA9yHRPgICAAFWtWtW6VK5cWSkpKdqxY4f8/f0zncCkSZPUrVs3hYWFqXLlypoxY4by5cunuXPn3naftLQ0dejQQaNGjVKZMmUyfU4AsAdDhgxRu3btrAWAEiVKKDIyUtOmTaMAAAAAAAAAcAcOJlOOLPYg0z0BPvroowzjI0eOVGJiYqaOlZKSou3bt2vIkCHWmIODg5o0aaKYmJjb7jd69Gg98sgj6tq1qzZu3HjHcyQnJys5Odm6fuXKlUzlCABGadWqlT744AOlpaXp1Vdf1bRp01S4cGGj0wIAAAAAAIAdyXQR4HY6duyomjVr6sMPP7znfS5cuKC0tDR5e3vbxL29vXXw4MEM99m0aZPmzJmj2NjYezpHRESERo0adc85AUBuUaNGDY0fP14lS5bUq6++anQ6AAAAAAAAdsPBPl7SzxH3PTHwf8XExMjNzS2rDpehv//+W506ddKsWbNUpEiRe9pnyJAhSkhIsC5//PFHtuYIAPdjy5Yt6tixo27cuGET79+/PwUAAAAAAAAA3LdM9wRo1aqVzbrFYtHp06f122+/adiwYZk6VpEiReTo6KizZ8/axM+ePatixYqla3/kyBEdP35czZs3t8bMZrMkycnJSXFxcXr88cdt9nF1dZWrq2um8gKAnJKamqoxY8Zo7NixSktLU8WKFTV06FCj0wIAAAAAALBrdjJcf47IdE8ALy8vm6Vw4cJq2LChVq9erREjRmTqWC4uLqpevbqioqKsMbPZrKioKNWqVStd+4oVK2rPnj2KjY21Li+++KIaNWqk2NhY+fj4ZPZyAMAw+/fv11NPPaUxY8YoLS1NkhQZGWn9GgAAAAAAAHhQmeoJkJaWprCwMPn7+6tQoUJZkkB4eLhCQ0MVGBiomjVravLkyUpKSlJYWJgkKSQkRCVLllRERITc3Nzk5+dns3/BggUlKV0cAHIrs9msjz/+WIMHD7ZOXO7k5KThw4dryJAhcnR0NDhDAAAAAAAA++YgugLckqkigKOjo5555hkdOHAgy4oAbdu21fnz5zV8+HCdOXNGAQEBioyMtE4WHB8fLweHLJu6AAAMFR8fr7CwMK1fv94aq1ixohYvXqzq1asbmBkAAAAAAADyokzPCeDn56ejR4+qdOnSWZZE79691bt37wy3RUdH33Hf+fPnZ1keAJCdFi9erF69eunKlSvW2FtvvaWxY8fK3d3dwMwAAAAAAADyFuYE+EemX7F/7733NGDAAP3www86ffq0rly5YrMAADK2Y8cO689JHx8fRUVF6aOPPqIAAAAAAAAAgGxzzz0BRo8erf79++u5556TJL344osy/aucYrFYZDKZmNASAG5j7NixWrNmjQIDAzVlyhTrnCYAAAAAAADIWg70BLC65yLAqFGj9MYbb2jDhg3ZmQ8A5AmJiYnaunWrnn76aWvMzc1Nv/76q7y8vAzMDAAAAAAAAA+Tey4CWCwWSVKDBg2yLZmHycJd0uXrRmcBIDts3rxZISEh+vPPP7Vz505VrFjRuo0CAAAAAAAAQPZzYFIAq0zNCWDiG5clUtOk9zf9s57P2bhcAGSd5ORkDRkyRPXr19fRo0d1/fp19ejRw+i0AAAAAAAAkEtMmzZNvr6+cnNzU1BQkLZu3XpP+y1btkwmk0ktWrTI9DnvuSeAJJUvX/6uhYBLly5lOomHTZpFun7jn/U+NY3LBUDW2LNnjzp27Kjdu3dbY7Vr19bs2bMNzAoAAAAAAODhlBvfZ1++fLnCw8M1Y8YMBQUFafLkyQoODlZcXJweeeSR2+53/PhxDRgwQPXq1buv82aqCDBq1CiGssgCCf8aBqhWKenZssblAuDBpKWladKkSRo6dKhSUlIkSc7Ozho9erQGDhwoR0dHgzMEAAAAAABAbjBp0iR169ZNYWFhkqQZM2Zo1apVmjt3rgYPHpzhPmlpaerQoYNGjRqljRs36vLly5k+b6aKAK+++uodKxK4N4f/+ufrQxeNywPAgzl27JhCQ0O1ceNGa8zPz0+LFi1SQECAcYkBAAAAAAA85HLbnAApKSnavn27hgwZYo05ODioSZMmiomJue1+o0eP1iOPPKKuXbvafAaVGfdcBGA+gKzz7+/kSxUMSwPAA7BYLGrRooV1+B+TyaQBAwZozJgxcnV1NTg7AAAAAAAA5ITk5GQlJyfbxFxdXdN9PnThwgWlpaXJ29vbJu7t7a2DBw9meOxNmzZpzpw5io2NfaAc73liYIvF8kAnQsbcM9UXA0BuYTKZNHXqVJlMJvn6+io6OloTJkygAAAAAAAAAJALmEw5s0RERMjLy8tmiYiIeOD8//77b3Xq1EmzZs1SkSJFHuhY9/wRtNlsfqATAYC9u379utzc3Kzr9erV0xdffKFnnnlGBQoUMDAzAAAAAAAAGGHIkCEKDw+3iWX0kmiRIkXk6Oios2fP2sTPnj2rYsWKpWt/5MgRHT9+XM2bN7fGbn1G7+TkpLi4OD3++OP3lCPvoQPAXVy5ckV9+/bV8ePHFRUVJQeHfzpRtW7d2sDMAAAAAAAAkJF7HgLnAWU09E9GXFxcVL16dUVFRalFixaSbn6oHxUVpd69e6drX7FiRe3Zs8cmNnToUP3999+aMmWKfHx87jlHigAAcAfR0dHq3LmzTpw4IUmaMmWK+vXrZ3BWAAAAAAAAsDfh4eEKDQ1VYGCgatasqcmTJyspKUlhYWGSpJCQEJUsWVIRERFyc3OTn5+fzf4FCxaUpHTxu6EIAAAZuH79ut5991199NFH1jlRPD09H3gMNgAAAAAAAGQ/k8lkdArptG3bVufPn9fw4cN15swZBQQEKDIy0jpZcHx8vM0IFFmFIgAA/MfOnTvVqVMn7du3zxpr0KCB5s+fL19fX+MSAwAAAAAAgF3r3bt3hsP/SDdHpLiT+fPn39c5c2poJADI9W7cuKGxY8cqKCjIWgBwdXXVxIkTtX79egoAAAAAAAAAdsKUQ4s9oCcAAOjm8D9PP/20YmJirLGAgAAtWrQo0+OsAQAAAAAAwFgOuXA4IKPQEwAAJLm5ucnf31+S5ODgoHfeeUdbtmyhAAAAAAAAAAC7Rk8AAPj/Jk6cqBMnTmj48OGqXbu20ekAAAAAAADgPtEP4B8UAQxgthidAYAvv/xSqampat++vTXm4eGhyMhIA7MCAAAAAAAAshZFAAMkJP/zdQFX4/IAHkZ//fWX+vTpoyVLlsjDw0O1atVS6dKljU4LAAAAAAAAWYgpAf7BnAAGuHD1n6+L5DMuD+Bhs27dOvn7+2vJkiWSpMTERC1evNjgrAAAAAAAAIDsQ08AA/xNTwAgR129elWDBw/WJ598Yo15eXlp2rRpNsMBAQAAAAAAIG8w0RXAiiKAwRy4F4FstW3bNnXq1ElxcXHWWOPGjTVv3jz5+PgYmBkAAAAAAACQ/RgOCECelJqaqpEjR6pWrVrWAoCbm5s+/vhj/fTTTxQAAAAAAAAA8jCHHFrsAT0BAORJiYmJmjVrltLS0iRJgYGBWrRokSpWrGhwZgAAAAAAAEDOsZdiBQBkSqFChTR37lw5OTlp5MiR+vXXXykAAAAAAAAAPCRMJlOOLPaAngAA8oSTJ0/KyclJxYoVs8aCg4N15MgRPfroowZmBgAAAAAAABiHngAA7JrFYtGSJUvk5+enrl27ymKx2GynAAAAAAAAAPDwMeXQYg8oAgCwWxcvXlTbtm3VsWNHJSQkaPXq1Zo/f77RaQEAAAAAAAC5BsMBAbBLP/74o7p27arTp09bY+3bt1eLFi2MSwoAAAAAAAC5gr2M158T6AkAwK4kJiaqR48eeu6556wFgMKFC2v58uVasmSJChUqZHCGAAAAAAAAQO5BTwAAdiMmJkadOnXSkSNHrLFmzZppzpw5KlGihIGZAQAAAAAAIDfh7fd/UAQwwPU0ozMA7M/+/ftVt25dmc1mSVK+fPk0ceJEde/ene5dAAAAAAAAwG1QEDHAD4f++dpiXBqAXalcubLatWsnSXrqqacUGxurN954gwIAAAAAAAAA0jGZTDmy2AN6AhigTCHp2OWbXz/mZWgqQK5lNpvl4GBbp5w6daqqV6+uPn36yMmJH18AAAAAAADA3dATwGBF8hmdAZD7nDhxQo0bN9ayZcts4gULFlS/fv0oAAAAAAAAAOCOTDm02AOKAAByDYvFogULFqhKlSqKjo5Wz549derUKaPTAgAAAAAAAOwWRQAAucL58+f18ssvq3Pnzrpy5YokydPTU2fOnDE4MwAAAAAAANgbkylnFntAEQCA4VauXCk/Pz+tWLHCGgsNDdXu3btVvXp1AzMDAAAAAAAA7BsDawMwzN9//6233npLc+fOtcaKFCmimTNnqmXLlgZmBgAAAAAAAHvmYDcj9mc/igAADBEbG6uWLVvq+PHj1ljz5s01a9YseXt7G5cYAAAAAAAAkIdQBDDADfM/XztQkMJDqnjx4kpMTJQkeXh4aMqUKQoLC5PJXgZTAwAAAAAAQK7FR0z/YE4AA1y+fvO/DibJ08XYXACjeHt7a+bMmapXr552796tLl26UAAAAAAAAAAAshhFAANcvHrzv4XdJEf+BvAQSEtL0+TJk3Xx4kWbeMuWLRUdHa3SpUsblBkAAAAAAADyIlMO/bEHfARtgKs3bv43H70A8BA4evSoGjRooH79+qlHjx6yWCw22x0c+DEEAAAAAAAAZBc+fTOQfdSJgPtjsVg0a9YsValSRZs3b5YkffXVV9q1a5fBmQEAAAAAACCvM5lyZrEHFAEAZLkzZ87oxRdf1Ouvv66kpCRJUunSpfXLL78oICDA2OQAAAAAAACAh4iT0QkAyFu++eYbvf766zbj/3fr1k0TJ06Up6engZkBAAAAAADgYeHAOCxWFAEAZImEhAT16dNHixYtssa8vb01e/ZsvfDCCwZmBgAAAAAAADy8KAIAyBKrVq2yKQC0atVKM2bMUNGiRQ3MCgAAAAAAAA8jexmvPycwJwCALNGuXTu1aNFCBQoU0IIFC/TVV19RAAAAAAAAAAAMRk8AAPclPj5ejz76qHXdZDJp5syZunbtmk0cAAAAAAAAyGn0BPgHPQEAZMqNGzf03nvv6fHHH9f3339vs61o0aIUAAAAAAAAAIBchJ4AAO7ZoUOHFBISoi1btkiSXnvtNe3du5dhfwAAAAAAAJCrmERXgFvoCQDgriwWiz799FMFBARYCwAODg56/fXX5eXlZXB2AAAAAAAAAG6HngAA7ujUqVPq2rWr1qxZY42VK1dOCxcu1FNPPWVgZgAAAAAAAEDGHOgIYEVPAAC3tWzZMvn7+9sUAHr27KmdO3dSAAAAAAAAAADsAD0BAGRowoQJGjRokHW9ePHimjdvnoKDgw3MCgAAAAAAALg75gT4Bz0BAGSoXbt21vH+27Ztq71791IAAAAAAAAAAOwMPQEAZMjHx0czZ85UWlqa2rVrZ3Q6AAAAAAAAwD0z0RHAip4AALRlyxY988wzunLlik28TZs2FAAAAECek5aWptjYWP31119GpwIAAABkO4oAwEMsNTVVw4cPV506dbR27Vr17dvX6JQAAACy3FtvvaU5c+ZIulkAaNCggapVqyYfHx9FR0cbmxwAAACyhSmH/tgDigDAQ2r//v166qmnNGbMGKWlpVljV69eNTgzAACArPXVV1+patWqkqTvv/9ex44d08GDB9WvXz+9++67BmcHAAAAZC+KAMBDxmw2a/LkyapWrZp27NghSXJyctLo0aO1efNm5cuXz+AMAQAAstaFCxdUrFgxSdLq1av1yiuvqHz58urSpYv27NljcHYAAADIDg6mnFnsAUUA4CESHx+vpk2bql+/fkpOTpYkVaxYUTExMRo2bJicnJgrHAAA5D3e3t7av3+/0tLSFBkZqaZNm0qSrl69KkdHR4OzAwAAwMNk2rRp8vX1lZubm4KCgrR169bbtv3mm28UGBioggULKn/+/AoICNCiRYsyfU6KAMBD4vPPP5e/v7/Wr19vjfXt21c7duxQYGCggZkBAABkr7CwMLVp00Z+fn4ymUxq0qSJJGnLli2qWLGiwdkBAAAgO+TGOQGWL1+u8PBwjRgxQjt27FDVqlUVHBysc+fOZdi+cOHCevfddxUTE6Pdu3crLCxMYWFhWrNmTabOy2u/wEPi0qVLunLliiSpVKlSmj9/vho3bmxwVgAAANlv5MiR8vPz0x9//KFXXnlFrq6ukiRHR0cNHjzY4OwAAADwsJg0aZK6deumsLAwSdKMGTO0atUqzZ07N8Pn0oYNG9qs9+3bVwsWLNCmTZsUHBx8z+elCAA8JHr27KmVK1fK29tbH3/8sQoWLGh0SgAAADmmdevW6WKhoaEGZIK8asWXn2vZ4vm6dPGCyparoDcHDFGlJ/wzbHvsyGHNmzlNcQf36+zpP9Wr39t6pV2ndO3Onzurz6Z+pK2/btL15OsqWcpHg4a9p4qVn8juywFgx7o3r6p+rQPlXSi/9hw9r/BPN+i3Q2du2753iyfV7YWq8ilaQBevXNOKjYc0bN4mJaempWs7oE0NjelST1NX7NDAz6Kz8SqAB2fKZeP1p6SkaPv27RoyZIg15uDgoCZNmigmJuau+1ssFq1fv15xcXEaP358ps5NEQDIgxITE/Xjjz/qlVdescZMJpO+++47ubm5GZgZAACAMaKiohQVFaVz587JbDbbbJs7d65BWSGvWL82Up9O/kDhg4ep0hNV9NWyRRr4Znct+vJ7FSr8v3Ttk5Ovq3jJUmrQ+BlN+2hChsf8+0qCencL0ZPVa2j8lOkqWLCQTv4RL88CBbL7cgDYsdb1y2t8twbq80mUtsWdVu8W1bTy/Vaq+to8nU+4lq5924YVNaZLPb0x6SfFHPhT5UoW0qz+wbJIGjTzZ5u21ct7q+tzVbT76PkcuhrAPiQnJ1vn3rzF1dXV2vv0lgsXLigtLU3e3t42cW9vbx08ePC2x09ISFDJkiWVnJwsR0dHffrpp9Y5ru4VcwIAeczmzZtVtWpVtWnTRlFRUTbbKAAAAICH0ahRo/TMM88oKipKFy5c0F9//WWzAA/qy6UL9XyLl/Vs85byLfO4wgcPl5ubu1Z/vyLD9hUr+6nHm/3V+Jln5ezikmGbpQvn6pFHimnw8PdU6Ql/FS9ZSjWeqq2SpXyy81IA2Lk3W1XXvMi9WrR2nw7GX1KfT9bpWvINhQb7Zdj+qcolFLPvTy2PPqj4s1cUteOEvog+qMAKxWza5Xdz1ry3n1PPKWt1OfF6TlwK8MBMObRERETIy8vLZomIiMiy6/D09FRsbKy2bdum999/X+Hh4YqOjs7UMegJAOQRycnJGjlypCZMmGB9u61Pnz7au3evHByo9wEAgIfXjBkzNH/+fHXqlH64FeBBpaamKu7gfrUP7WqNOTg4qHqNp7R/z677Pu6vG6NVI6i2RgwO166d21Wk6CNq0bqtXmiRfmgrAJAkZycHPVnOWx8s32qNWSzS+p0nVLNS8Qz3+b/9f+rVpysqsHwx/XbojHyLeSm4RmktjTpg025yr6cVufWoNuyM1+B2Qdl6HYC9GTJkiMLDw21i/+0FIElFihSRo6Ojzp49axM/e/asihUrlq79LQ4ODipbtqwkKSAgQAcOHFBERES6+QLuhCIAkAfs2bNHHTt21O7du62x2rVra+HChRQAAADAQy8lJUW1a9c2Og3kUQmX/5I5LU2F/zPsT6HC/1P8iWP3fdw/T53Ud998oTbtQ9QxrJsO7t+rjyeOk5OTs5q98NKDpg0gDypSwF1Ojg46d/mqTfzc5auq4FM4w32WRx/U/7zcFTWxrUwmydnJUTN/2GVTSHilQQUFlPVW3TeXZGv+QFZzyKFJATIa+icjLi4uql69uqKiotSiRQtJktlsVlRUlHr37n3P5zObzemGH7obigCAHUtLS9OkSZM0dOhQpaSkSJKcnZ01evRoDRw4UI6OjgZnCAAAYLzXXntNS5cu1bBhw+5r/4zGeU1ONt3TL3vA/bKYzapQ6Ql169lXklSuQiUdO3JYK7/5giIAgCxTr0opDWxbU32nRWnbwTN6vERBffhGQ51uH6RxS7eoVBEPffBGQ73wztcZThQMIHPCw8MVGhqqwMBA1axZU5MnT1ZSUpLCwsIkSSEhISpZsqR1OKGIiAgFBgbq8ccfV3JyslavXq1FixZp+vTpmTovRQDATh07dkyhoaHauHGjNebn56dFixYpICDAuMQAAABymevXr2vmzJlat26dqlSpImdnZ5vtkyZNuuP+ERERGjVqlE0sfNBQDRhyf0UF5C1eBQvJwdFRly5dtIn/demiCv8v/aTA9+p/RYrqsdKP28Qe8y2jXzasu+9jAsjbLly5phtpZj1SMJ9N/JGC+XTmr6QM9xkRUlufrz+g+ZF7JUn7jl9QPjdnTXuzicZ/vkVPlvOWd6H8ipna0bqPk6OD6vqV0hsvBsir+RSZzZbsuyjgAeRMP4DMadu2rc6fP6/hw4frzJkzCggIUGRkpHWy4Pj4eJtRPZKSktSzZ0+dPHlS7u7uqlixohYvXqy2bdtm6rwUAQA71aNHD2sBwGQyqX///hozZgyT/wIAAPzH7t27rS9J7N2712ab6R66iWc0zuul67nx10oYwdnZWRUqVtaObVtUr2FjSTe76W//7f/U8pV2931cvyoB+uPEcZvYH/HH5V0s43G9ASD1hlk7fz+rRgGP6vuYI5Ikk0lqFPCoZnwfm+E+7q7O6T7EvzXPoMlk0obYeFXvvsBm+8z+wYr745ImfrGNAgBwH3r37n3b4X/+O+Hve++9p/fee++Bz0kRALBTU6dOVUBAgIoWLaoFCxaofv36RqcEAACQK23YsOGB9s9onNckS8oDHRN5yyvtQxQx6l1VqPSEKj3hr6+WLdL1a9f07AstJEljR7yjIo88otd7vSXp5mTCx4/d/IDuRmqqLpw/p98PHZS7ez6V8nnUesxeXTtp8bxZatgkWAf37dEP336t/u8MN+ISAdiJj7/ZrlkDmmn772f1W9wZ9W5ZTfncnLXwp32SpNkDmunPi4kaPm+TJGn1lqN6s2U17TpyTlsPntbjJQpqeEgdrd5yVGazRYnXUrX/hG1Pp6Trqbp05Xq6OJDr8M6GFUUAwE4kJCTIy8vLul62bFn98MMPqlatmgoUKGBgZgAAAPbh8OHDOnLkiOrXry93d3dZLJZ76gkA3M3TTZvp8l+XNG/mNF26eEFly1fUhCkzVPh/RSRJZ8+elsnhn3vtwvlz6tbxFev68sXztXzxfFWtFqgpM+ZJkipW9tOYCZM169PJWjBnhoqXKKne4W+rabMXcvbiANiVr345pCJe+TS8U215F8qn3UfP66Wh31gnC/Z5xFNmyz9v749b+n+yWCwaEVpHJf7noQsJV7Vqy1GNnL/ZqEsAkA1MFovloeq3c+XKFXl5eSkhIcGwD06fnClduiY95iX90tmQFGBHrly5or59++rXX3/Vzp07lS9fvrvvBAAAYIDc8KydkYsXL6pNmzbasGGDTCaTfv/9d5UpU0ZdunRRoUKFNHHixEwf83QCPQEA5A5l2k41OgUAkCRdiwy/e6MctOVIQo6cJ+hxr7s3MpjD3ZsAMEp0dLSqVKmi+fPn69ChQ3r77beNTgkAAMDu9OvXT87OzoqPj7d5oaJt27aKjIw0MDMAAAAg+zEcEJALXb9+Xe+++64++ugj3eqs4+npqerVqxucGQAAgP356aeftGbNGpUqVcomXq5cOZ04ccKgrAAAAJCdGPXxH7miJ8C0adPk6+srNzc3BQUFaevWrbdtO2vWLNWrV0+FChVSoUKF1KRJkzu2B+zNzp07FRgYqEmTJlkLAPXr19fu3bsVFhZmcHYAAAD2JykpKcMhFS9dupRuwl8AAAAgrzG8CLB8+XKFh4drxIgR2rFjh6pWrarg4GCdO3cuw/bR0dFq166dNmzYoJiYGPn4+OiZZ57RqVOncjhzIGvduHFDY8eOVVBQkPbt2ydJcnFx0YcffqgNGzbI19fX2AQBAADsVL169bRw4ULruslkktls1oQJE9SwYUPjEgMAAEC2MeXQYg8Mnxg4KChINWrU0NSpNyeyMZvN8vHxUZ8+fTR48OC77p+WlqZChQpp6tSpCgkJuWv73DBZGRMD47/MZrMaN26s6OhoaywgIECLFi2Sn5+fcYkBAABkQm541s7I3r171bhxY1WrVk3r16/Xiy++qH379unSpUvavHmzHn/88Uwfk4mBAeQWTAwMILfIbRMDbzuWMxMD1yjNxMB3lJKSou3bt6tJkybWmIODg5o0aaKYmJh7OsbVq1eVmpqqwoULZ7g9OTlZV65csVmA3MbBwUHPPvus9et33nlHW7ZsoQAAAACQBfz8/HTo0CHVrVtXL730kpKSktSqVStt3bpV48ePNzo9AAAAIFsZOjHwhQsXlJaWJm9vb5u4t7e3Dh48eE/HGDRokEqUKGFTSPi3iIgIjRo16oFzBbJb//79tW/fPnXv3l21a9c2Oh0AAIA8xcvLS++++65NbNeuXZozZ45mzpxpUFYAAADILia7Gawn+xk+J8CDGDdunJYtW6YVK1bIzc0twzZDhgxRQkKCdfnjjz9yOEsgvS+//DLdW2eOjo5asGABBQAAAAAAAAAAWcbQngBFihSRo6Ojzp49axM/e/asihUrdsd9P/zwQ40bN07r1q1TlSpVbtvO1dVVrq6uWZIv8KD++usv9enTR0uWLJGDg4Pq1avHh/4AAAAAAABAFjPREcDK0J4ALi4uql69uqKioqwxs9msqKgo1apV67b7TZgwQWPGjFFkZKQCAwNzIlXgga1bt07+/v5asmSJpJv3+tdff21wVgAAAAAAAADyMkN7AkhSeHi4QkNDFRgYqJo1a2ry5MlKSkpSWFiYJCkkJEQlS5ZURESEJGn8+PEaPny4li5dKl9fX505c0aS5OHhIQ8PD8OuA7idq1evavDgwfrkk0+sMS8vL02dOlUdOnQwMDMAAIC8rVWrVnfcfvny5ZxJBAAAADmOjgD/MLwI0LZtW50/f17Dhw/XmTNnFBAQoMjISOtkwfHx8XJw+KfDwvTp05WSkqLWrVvbHGfEiBEaOXJkTqYO3NW2bdvUqVMnxcXFWWONGzfWvHnz5OPjY2BmAAAAeZ+Xl9ddt4eEhORQNgAAAIAxDC8CSFLv3r3Vu3fvDLdFR0fbrB8/fjz7EwIe0I0bN/T+++9rzJgxSktLkyS5ublp/Pjx6t27t01hCwAAANlj3rx5RqcAAAAAo9AVwCpXFAGAvMZsNuu7776zFgCqV6+uxYsXq2LFigZnBgAAAAAAAOBhwuvIQDZwcXHRokWLlD9/fo0YMUIxMTEUAAAAAAAAAIAcYsqhP/aAngBAFjh58qSSkpJUoUIFa+yJJ57Q8ePHVaRIEQMzAwAAAAAAAPAwoycA8AAsFouWLFkiPz8/tWnTRsnJyTbbKQAAAAAAAAAAOc9kypnFHlAEAO7TxYsX1bZtW3Xs2FEJCQnavXu3JkyYYHRaAAAAAAAAAGDFcEDAffjxxx/VtWtXnT592hpr3769evfubWBWAAAAAAAAACTZyWj9OYOeAEAmJCYmqkePHnruueesBYBChQpp+fLlWrJkiQoVKmRwhgAAAAAAAADwD3oCAPcoJiZGnTp10pEjR6yxZs2aac6cOSpRooSBmQEAAAAAAACwQVcAK4oAwD04ffq0GjZsqJSUFElSvnz5NHHiRHXv3l0me5kBBAAAAAAAAMBDh+GAgHtQvHhxDRo0SJL01FNPKTY2Vm+88QYFAAAAAAAAACAXMuXQH3tATwAgA2azWRaLRY6OjtbYsGHDVKpUKXXp0kVOTvzTAQAAAAAAAJD70RMA+I8TJ07o6aef1oQJE2zizs7Oev311ykAAAAAAAAAALmcyZQziz2gCAD8fxaLRfPnz5e/v79+/vlnjRgxQrGxsUanBQAAAAAAAAD3jVeaAUnnz59X9+7dtWLFCmusePHiunbtmoFZAQAAAAAAALgfdvKSfo6gJwAeeitXrpSfn59NASA0NFS7d+9WrVq1DMwMAAAAAAAAAB4MPQHw0Pr777/11ltvae7cudZYkSJFNHPmTLVs2dLAzAAAAAAAAAA8ELoCWFEEwEMpLi5OzZo10/Hjx62x5s2ba9asWfL29jYuMQAAAAAAAADIQhQB8FB69NFH5ebmJkny8PDQ5MmT1aVLF5nsZUpvAAAAAAAAALdloiuAFXMC4KHk7u6uRYsWqVGjRtq1a5e6du1KAQAAAAAAAABAnkMRAHleWlqaPvjgAx06dMgmHhgYqPXr16tMmTIGZQYAAAAAAAAgO5hMObPYA4oAyNOOHj2qBg0a6O2331anTp1048YNo1MCAAAAAAAAgBxDEQB5ksVi0axZs1SlShVt3rxZkrRt2zb9/PPPBmcGAAAAAAAAILuZcmixBxQBkOecOXNGzZs31+uvv66kpCRJUunSpfXLL7+ocePGBmcHAAAAAAAAADmHIgDylK+//lp+fn5atWqVNdatWzft2rVLdevWNTAzAAAAAAAAADmGrgBWTkYnAGSFhIQE9enTR4sWLbLGvL29NXv2bL3wwgsGZgYAAAAAAAAAxqEIgDxh165dWrx4sXW9VatWmjFjhooWLWpgVgAAAAAAAACMYLKX1/RzAMMBIU+oX7+++vXrpwIFCmjBggX66quvKAAAAAAAAAAAeOhRBIBdOnDggMxms03s/fff1549exQSEiKTiUofAAAAAAAA8LAymXJmsQcUAWBXbty4offee09VqlTR1KlTbba5ubnp0UcfNSgzAAAAAAAAAMh9KALAbhw6dEh169bVsGHDdOPGDQ0aNEiHDh0yOi0AAAAAAAAAuYwphxZ7QBEAuZ7FYtGnn36qgIAAbdmyRZLk4OCgAQMGyNfX19jkAAAAAAAAACAXczI6AeBOTp06pS5duuinn36yxsqVK6eFCxfqqaeeMjAzAAAAAAAAALmWvbymnwPoCYBca9myZfL397cpAPTs2VM7d+6kAAAAAAAAAAAA94CeAMiVZs2apddff926Xrx4cc2bN0/BwcEGZgUAAAAAAADAHpjoCmBFTwDkSq+++qpKly4tSWrbtq327t1LAQAAAAAAAACAXZs2bZp8fX3l5uamoKAgbd269bZtZ82apXr16qlQoUIqVKiQmjRpcsf2t0MRALmCxWKxWff09NSiRYu0dOlSLVu2TIULFzYoMwAAAAAAAAD2xmTKmSUzli9frvDwcI0YMUI7duxQ1apVFRwcrHPnzmXYPjo6Wu3atdOGDRsUExMjHx8fPfPMMzp16lSmzksRAIbbsmWLatasqRMnTtjE69Spo3bt2hmUFQAAAAAAAABknUmTJqlbt24KCwtT5cqVNWPGDOXLl09z587NsP2SJUvUs2dPBQQEqGLFipo9e7bMZrOioqIydV6KADBMamqqhg8frjp16ui3335T586dZTabjU4LAAAAAAAAgJ0z5dByr1JSUrR9+3Y1adLEGnNwcFCTJk0UExNzT8e4evWqUlNTMz1qChMDwxAHDhxQp06dtH37dmvs6tWrunTpkooUKWJgZgAAAAAAAABwb5KTk5WcnGwTc3V1laurq03swoULSktLk7e3t03c29tbBw8evKdzDRo0SCVKlLApJNwLegIgR5nNZk2ZMkXVqlWzFgCcnJw0evRobd68mQIAAAAAAAAAgAeXQ10BIiIi5OXlZbNERERk+eWMGzdOy5Yt04oVK+Tm5papfekJgBwTHx+vsLAwrV+/3hqrWLGiFi1apMDAQAMzAwAAAAAAAIDMGzJkiMLDw21i/+0FIElFihSRo6Ojzp49axM/e/asihUrdsdzfPjhhxo3bpzWrVunKlWqZDpHegIgR3z11Vfy9/e3KQD07dtXO3bsoAAAAAAAAAAAIEuZcuiPq6urChQoYLNkVARwcXFR9erVbSb1vTXJb61atW57HRMmTNCYMWMUGRl535+j0hMAOSJ//vy6cuWKJKlUqVKaP3++GjdubHBWAAAAAAAAAJAzwsPDFRoaqsDAQNWsWVOTJ09WUlKSwsLCJEkhISEqWbKkdTih8ePHa/jw4Vq6dKl8fX115swZSZKHh4c8PDzu+bwUAZAjnn32WXXv3l1Xr17Vxx9/rIIFCxqdEgAAAAAAAIA8ymQyOoP02rZtq/Pnz2v48OE6c+aMAgICFBkZaZ0sOD4+Xg4O/wzeM336dKWkpKh169Y2xxkxYoRGjhx5z+elCIAsl5iYqAULFqhnz54y/etf27Rp0+To6GhgZgAAAAAAAABgnN69e6t3794ZbouOjrZZP378eJackyIAstTmzZsVEhKio0ePys3NTV27drVuowAAAAAAAAAAICfkwo4AhmFiYGSJlJQUDRkyRPXr19fRo0clSUOHDtX169cNzgwAAAAAAAAAHl70BMAD27Nnjzp16qRdu3ZZY7Vr19bChQvl5uZmYGYAAAAAAAAAHkp0BbCiJwDuW1pamj744AMFBgZaCwDOzs6KiIjQL7/8oscff9zgDAEAAAAAAADg4UZPANyXY8eOKTQ0VBs3brTG/Pz8tGjRIgUEBBiXGAAAAAAAAICHnomuAFb0BMB9ee+996wFAJPJpAEDBmjbtm0UAAAAAAAAAAAgF6EnAO7LBx98oMjISLm4uGjBggWqX7++0SkBAAAAAAAAgCTJREcAK4oAuCdnz56Vt7e3db1w4cJavXq1SpcurQIFChiYGQAAAAAAAADgdhgOCHd05coVhYWFqXLlyjp9+rTNtqpVq1IAAAAAAAAAAJDrmHJosQcUAXBbP//8s6pUqaL58+fr0qVL6tq1qywWi9FpAQAAAAAAAADuEUUApHP9+nUNGDBAjRo10okTJyRJnp6eatOmjcGZAQAAAAAAAMDdmUw5s9gD5gSAjZ07d6pTp07at2+fNVa/fn0tWLBAvr6+xiUGAAAAAAAAAPfMTj6hzwH0BIAk6caNGxo7dqyCgoKsBQAXFxd9+OGH2rBhAwUAAAAAAAAAALBD9ASAJKlVq1b6/vvvresBAQFatGiR/Pz8DMwKAAAAAAAAADLPXobqyQn0BIAkKSQkRJLk4OCgd955R1u2bKEAAAAAAAAAAAB2jp4AkCS1bt1aQ4YM0QsvvKDatWsbnQ4AAAAAAAAA3Dc6AvyDngAPoa+++kq9evVKFx87diwFAAAAAAAAAADIQ+gJ8BC5fPmyevfurSVLlkiS6tWrp1dffdXgrAAAAAAAAAAgazEnwD/oCfCQWLdunfz9/a0FAElav369gRkBAAAAAAAAALIbRYA87urVq3rzzTfVtGlTnTx5UpLk5eWlxYsX67PPPjM4OwAAAAAAAADIeqYc+mMPGA4oD9u2bZtCQkJ08OBBa6xx48aaN2+efHx8DMwMAAAAAAAAAJAT6AmQB6WlpWnUqFGqVauWtQDg5uamKVOm6KeffqIAAAAAAAAAACBvM+XQYgfoCZAHOTg4aPv27UpLS5MkVa9eXYsXL1bFihUNzgwAAAAAAAAAkJPoCZAHmUwmzZo1S8WLF9eIESMUExNDAQAAAAAAAADAQ4OOAP+gJ0AecPLkScXHx6t27drWmLe3tw4dOiQPDw8DMwMAAAAAAAAAGImeAHbMYrFo6dKl8vf3V6tWrXThwgWb7RQAAAAAAAAAADyMTKacWewBRQA7dfHiRb366qvq0KGDLl++rLNnz2ro0KFGpwUAAAAAAAAAyEUYDsgORUZGqkuXLjp9+rQ11r59e0VERBiYFQAAAAAAAADkDia7GbE/+9ETwI4kJSWpR48eevbZZ60FgEKFCmn58uVasmSJChUqZHCGAAAAAAAAAIDchJ4AdiImJkYhISE6fPiwNdasWTPNmTNHJUqUMDAzAAAAAAAAAMhl6AhgRRHADiQmJur555/XX3/9JUnKly+fJk6cqO7du8tkL7NPAABwF2lpaUpNTTU6DQB34OjoKCcnJ55BAQAAADtCEcAOeHh46KOPPlLnzp311FNPaeHChSpXrpzRaQEAkGUSExN18uRJWSwWo1MBcBf58uVT8eLF5eLiYnQqAAAAwG3x2so/KALkQmazWcnJyXJ3d7fGQkJC5O7urlatWsnJib82AEDekZaWppMnTypfvnwqWrQobxgDuZTFYlFKSorOnz+vY8eOqVy5cnJwYIoxAAAAILfj0+Rc5sSJE+rcubMef/xxzZ492xo3mUxq06aNgZkBAJA9UlNTZbFYVLRoUZsCOIDcx93dXc7Ozjpx4oRSUlLk5uZmdEoAAABAhni/7B+8upNLWCwWLViwQFWqVFF0dLTmzJmjlStXGp0WAAA5hh4AgH3g7X8AAADAvuSKJ/hp06bJ19dXbm5uCgoK0tatW+/Y/ssvv1TFihXl5uYmf39/rV69OocyzR7nz5/Xyy+/rM6dO+vKlSuSpEcffVReXl4GZwYAAAAAAAAA9seUQ3/sgeFFgOXLlys8PFwjRozQjh07VLVqVQUHB+vcuXMZtv/111/Vrl07de3aVTt37lSLFi3UokUL7d27N4czzxrff/+9/Pz8tGLFCmssNDRUu3fvVoMGDQzMDAAAAAAAAABg7wwvAkyaNEndunVTWFiYKleurBkzZihfvnyaO3duhu2nTJmiZs2aaeDAgapUqZLGjBmjatWqaerUqTmc+YMxX/9bh+a+phdffNFa8ChSpIi++eYbzZ8/n14AAAAgz4qLi1OxYsX0999/G50K/mX//v0qVaqUkpKSjE4FAAAAeGAmU84s9sDQIkBKSoq2b9+uJk2aWGMODg5q0qSJYmJiMtwnJibGpr0kBQcH37Z9bpTy10md/qCqzm6cY4298MIL2rNnj1q2bGlgZgAA4F517txZJpNJJpNJzs7OKl26tN5++21dv349XdsffvhBDRo0kKenp/Lly6caNWpo/vz5GR7366+/VsOGDeXl5SUPDw9VqVJFo0eP1qVLl7L5inLOkCFD1KdPH3l6eqbbVrFiRbm6uurMmTPptvn6+mry5Mnp4iNHjlRAQIBN7MyZM+rTp4/KlCkjV1dX+fj4qHnz5oqKisqqy8jQ/QxbOW3aNFWqVEnu7u6qUKGCFi5caLP9m2++UWBgoAoWLKj8+fMrICBAixYtSnecAwcO6MUXX5SXl5fy58+vGjVqKD4+Pl07i8WiZ599ViaTSd9++601XrlyZT311FOaNGlS5i8cAAAAQK5laBHgwoULSktLk7e3t03c29s7w1/8pJu/0GWmfXJysq5cuWKzGM3Zq4Sc/ldGkuTh4aHZs2dr5cqVKlasmMGZAQCAzGjWrJlOnz6to0eP6qOPPtJnn32mESNG2LT55JNP9NJLL6lOnTrasmWLdu/erVdffVVvvPGGBgwYYNP23XffVdu2bVWjRg39+OOP2rt3ryZOnKhdu3Zl+KFvdklJScm2Y8fHx+uHH35Q586d023btGmTrl27ptatW2vBggX3fY7jx4+revXqWr9+vT744APt2bNHkZGRatSokXr16vUA2d/Z/QxbOX36dA0ZMkQjR47Uvn37NGrUKPXq1Uvff/+9tU3hwoX17rvvKiYmRrt371ZYWJjCwsK0Zs0aa5sjR46obt26qlixoqKjo7V7924NGzZMbm5u6c45efLk207EHRYWpunTp+vGjRsP8J0AAAAAkJs4GZ1AdouIiNCoUaOMTsOGycFB/2s3T9e/7alt30xRmTJljE4JAADcB1dXV2sR38fHR02aNNHatWs1fvx4SdIff/yh/v3766233tLYsWOt+/Xv318uLi5688039corrygoKEhbt27V2LFjNXnyZPXt29fa1tfXV02bNtXly5dvm8fJkyc1cOBArVmzRsnJyapUqZKmTZumoKAgde7cWZcvX7Z54/utt95SbGysoqOjJUkNGzaUn5+fnJyctHjxYvn7+6t48eJKS0vT8uXLrfulpqaqePHimjRpkkJCQmQ2mzV+/HjNnDlTZ86cUfny5TVs2DC1bt36trl+8cUXqlq1qkqWLJlu25w5c9S+fXs1aNBAffv21aBBg+74/b+dnj17ymQyaevWrcqfP781/sQTT6hLly73dcx78e9hKyVpzJgxWrt2raZOnaoZM2ZkuM+iRYvUvXt3tW3bVpJUpkwZbdu2TePHj1fz5s0l3fz7+be+fftqwYIF2rRpk4KDgyXdLCA999xzmjBhgrXd448/nu58sbGxmjhxon777TcVL1483famTZvq0qVL+vnnn9W4cePMfxMAAAAA5DqGFgGKFCkiR0dHnT171iZ+9uzZ274VX6xYsUy1HzJkiMLDw63rV65ckY+PzwNm/mCWtZLSLD5yfvN7lSlsaCoAAORKL3wunb+a8+ctmk/6od397bt37179+uuveuyxx6yxr776Sqmpqene+Jek7t2765133tHnn3+uoKAgLVmyRB4eHurZs2eGxy9YsGCG8cTERDVo0EAlS5a09izcsWOHzGZzpvJfsGCBevTooc2bN0uSDh8+rFdeeUWJiYny8PCQJK1Zs0ZXr161Dl8YERGhxYsXa8aMGSpXrpx++eUXdezYUUWLFlWDBg0yPM/GjRsVGBiYLv7333/ryy+/1JYtW1SxYkUlJCRo48aNqlevXqau49KlS4qMjNT7779vUwC45XbfR0lasmSJunfvfsfj//jjj7fNKSYmxua5U7o5bOW/CzD/lZycnO5tfXd3d23dulWpqalydna22WaxWLR+/XrFxcVZi01ms1mrVq3S22+/reDgYO3cuVOlS5fWkCFD1KJFC+u+V69eVfv27TVt2rTbPju7uLgoICBAGzdupAgAAAAAu2Yv4/XnBEOLAC4uLqpevbqioqKsv6CYzWZFRUWpd+/eGe5Tq1YtRUVF6a233rLG1q5dq1q1amXY3tXVVa6urlmd+gOpUMToDAAAyN3OX5XOJBqdxd398MMP8vDw0I0bN5ScnCwHBwdNnTrVuv3QoUPy8vLK8I1rFxcXlSlTRocOHZIk/f777ypTpky6D33vZunSpTp//ry2bdumwoVvvl1QtmzZTF9LuXLl0r1Fnj9/fq1YsUKdOnWynuvFF1+Up6enkpOTNXbsWK1bt876HFamTBlt2rRJn3322W2LACdOnMiwCLBs2TKVK1dOTzzxhCTp1Vdf1Zw5czJdBDh8+LAsFosqVqyYqf0k6cUXX1RQUNAd22TUg+GWzA5bKd0sEsyePVstWrRQtWrVtH37ds2ePVupqam6cOGC9d5JSEhQyZIllZycLEdHR3366adq2rSpJOncuXNKTEzUuHHj9N5772n8+PGKjIxUq1attGHDBuvfRb9+/VS7dm299NJLd7zGEiVK6MSJE3dsAwAAAMB+GD4cUHh4uEJDQxUYGKiaNWtq8uTJSkpKUlhYmCQpJCREJUuWVEREhKSb3Z8bNGigiRMn6vnnn9eyZcv022+/aebMmUZeBgAAyEJF89nHeRs1aqTp06crKSlJH330kZycnPTyyy/f17ktFst97RcbG6snn3zSWgC4X9WrV7dZd3JyUps2bbRkyRJ16tRJSUlJ+u6777Rs2TJJNz9sv3r1qvWD6FtSUlL05JNP3vY8165dy3Cc+rlz56pjx47W9Y4dO6pBgwb65JNPMpxA+Hbu9/soSZ6enpk6V1YYNmyYzpw5o6eeekoWi0Xe3t4KDQ3VhAkT5ODwz/Rdnp6eio2NVWJioqKiohQeHq4yZcqoYcOG1l4fL730kvr16ydJCggI0K+//qoZM2aoQYMGWrlypdavX6+dO3feNSd3d3ddvWpAVxwAAAAgC5lEV4BbDC8CtG3bVufPn9fw4cN15swZBQQEKDIy0voWVXx8vM0vQLVr19bSpUs1dOhQvfPOOypXrpy+/fZb+fn5GXUJAAAgi93vkDw5LX/+/Na37ufOnauqVatqzpw56tq1qySpfPnySkhI0J9//qkSJUrY7JuSkqIjR46oUaNG1rabNm3KcAiYO3F3d7/jdgcHh3QfjKempmZ4Lf/VoUMHNWjQQOfOndPatWvl7u6uZs2aSbo5DJEkrVq1Kt3b8XfqhVmkSBH99ddfNrH9+/fr//7v/7R161abeQDS0tK0bNkydevWTZJUoEABJSQkpDvm5cuX5eXlJelmjwaTyaSDBw/eNofbedDhgDI7bKV08+9v7ty5+uyzz3T27FkVL15cM2fOlKenp4oWLWpt5+DgYL3XAgICdODAAUVERKhhw4YqUqSInJycVLlyZZtjV6pUSZs2bZIkrV+/XkeOHEk3HNLLL7+sevXqWeeHkG4OqZTRfAIAAAAA7JPD3Ztkv969e+vEiRNKTk7Wli1bbLphR0dHa/78+TbtX3nlFcXFxSk5OVl79+7Vc889l8MZAwAA2HJwcNA777yjoUOH6tq1a5JufsDq7OysiRMnpms/Y8YMJSUlqV27mxWP9u3bKzExUZ9++mmGx7/dxMBVqlRRbGysLl26lOH2okWL6vTp0zax2NjYe7qm2rVry8fHR8uXL9eSJUv0yiuvWAsUlStXlqurq+Lj41W2bFmb5U7zLz355JPav3+/TWzOnDmqX7++du3apdjYWOsSHh6uOXPmWNtVqFBB27dvT3fMHTt2qHz58pKkwoULKzg4WNOmTVNSUlK6tneaYPnFF1+0OX9GS0ZDGd1ya9jKf7vTsJX/5uzsrFKlSsnR0VHLli3TCy+8YPMizH+ZzWYlJydLujm0VI0aNRQXF2fT5tChQ9Y5KgYPHqzdu3fbXIskffTRR5o3b57Nfnv37r1jbw4AAADAHphMObPYA8N7AgAAAOQVr7zyigYOHKhp06ZpwIABevTRRzVhwgT1799fbm5u6tSpk5ydnfXdd9/pnXfeUf/+/a0vPwQFBentt99W//79derUKbVs2VIlSpTQ4cOHNWPGDNWtW1d9+/ZNd8527dpp7NixatGihSIiIlS8eHHt3LlTJUqUUK1atfT000/rgw8+0MKFC1WrVi0tXrw4Ux/ytm/fXjNmzNChQ4e0YcMGa9zT01MDBgxQv379ZDabVbduXSUkJGjz5s0qUKCAQkNDMzxecHCwXnvtNaWlpcnR0VGpqalatGiRRo8ena5n52uvvaZJkyZp3759euKJJ9SvXz/Vq1dP77//vlq1aqW0tDR9/vnniomJsSmeTJs2TXXq1FHNmjU1evRoValSRTdu3NDatWs1ffp0HThwIMPcHnQ4oHsZtnLIkCE6deqUFi5cKOnmB/Vbt25VUFCQ/vrrL02aNEl79+7VggULrPtEREQoMDBQjz/+uJKTk7V69WotWrRI06dPt7YZOHCg2rZtq/r166tRo0aKjIzU999/b33Dv1ixYhn2SHj00UdVunRp6/rx48d16tQpNWnS5L6/DwAAAAByl1zREwAAACAvcHJyUu/evTVhwgTrW+hvvfWWVqxYoY0bNyowMFB+fn5aunSppk+frg8//NBm//Hjx2vp0qXasmWLgoOD9cQTTyg8PFxVqlS57YfqLi4u+umnn/TII4/oueeek7+/v8aNGydHR0dJNz90HzZsmN5++23VqFFDf//9t0JCQu75mjp06KD9+/erZMmSqlOnjs22MWPGaNiwYYqIiFClSpXUrFkzrVq1yuZD5f969tln5eTkpHXr1kmSVq5cqYsXL6ply5bp2laqVEmVKlWy9gaoXbu2fvzxR/3444+qU6eOGjZsqF9//VVRUVE2BYQyZcpox44datSokfr37y8/Pz81bdpUUVFRNh+cZ7Vbw1bOnDlTVatW1VdffZVu2MrTp08rPj7eup6WlqaJEyeqatWqatq0qa5fv65ff/1Vvr6+1jZJSUnq2bOnnnjiCdWpU0dff/21Fi9erNdee83apmXLlpoxY4YmTJggf39/zZ49W19//bXq1q2bqWv4/PPP9cwzz1h7EAAAAAD2ypRDiz0wWR5k9jQ7dOXKFXl5eSkhIUEFChQwOh0AAB56169f17Fjx1S6dOkMJ4xF3jNt2jStXLlSa9asMToV/EtKSorKlSunpUuXpiv4/Nud/s0+TM/apxNSjE4BACRJZdpONToFAJAkXYsMNzoFG39fN+fIeTzdcv979gwHBAAAgBzVvXt3Xb58WX///fcDDb+DrBUfH6933nnnjgUAAAAAwG7Yy2v6OSD3lykAAACQpzg5Oendd9+lAJDLlC1bVt27dzc6DQAAACBPmzZtmnx9feXm5qagoCBt3br1tm337dunl19+Wb6+vjKZTJo8efJ9nZMiAAAAAAAAAAAgTzHl0J/MWL58ucLDwzVixAjt2LFDVatWVXBwsM6dO5dh+6tXr6pMmTIaN26cihUrdt/fC4oAAAAAAAAAAABks0mTJqlbt24KCwtT5cqVNWPGDOXLl09z587NsH2NGjX0wQcf6NVXX5Wrq+t9n5ciAAAAyBUsFovRKQC4B/xbBQAAgD0wmXJmuVcpKSnavn27mjRpYo05ODioSZMmiomJyYbvwD+YGBgAABjK0dFR0s0HInd3d4OzAXA3V69elSQ5OzsbnAkAAABgvOTkZCUnJ9vEXF1d0725f+HCBaWlpcnb29sm7u3trYMHD2ZrjhQBAACAoZycnJQvXz6dP39ezs7OcnCgoyKQG1ksFl29elXnzp1TwYIFrQU8AAAAIDfK3Gj99y8iIkKjRo2yiY0YMUIjR47MoQzujiIAAAAwlMlkUvHixXXs2DGdOHHC6HQA3EXBggUfaFIyAAAAIC8ZMmSIwsPDbWIZjd9fpEgROTo66uzZszbxs2fPZvvzNUUAAABgOBcXF5UrV04pKSlGpwLgDpydnekBAAAAAPuQQ10BXF3SD/2TERcXF1WvXl1RUVFq0aKFJMlsNisqKkq9e/fO1hwpAgAAgFzBwcFBbm5uRqcBAAAAAEC2CA8PV2hoqAIDA1WzZk1NnjxZSUlJCgsLkySFhISoZMmSioiIkHRz7rz9+/dbvz516pRiY2Pl4eGhsmXL3vN5KQIAAAAAAAAAAPIUU47NCnDv2rZtq/Pnz2v48OE6c+aMAgICFBkZaZ0sOD4+3maevD///FNPPvmkdf3DDz/Uhx9+qAYNGig6Ovqez2uyWCyWLLsKO3DlyhV5eXkpISFBBQoUMDodAAAAIM94mJ61TycwfBmA3KFM26lGpwAAkqRrkeF3b5SDrqXmzHncnXPmPA+CngAAAAAAAAAAgDzFlPs6AhjmoSsC3Or4cOXKFYMzAQAAAPIWnrEBAACA3OehGw7o5MmT8vHxMToNAAAAIM96GIYDAh5UcnKyIiIiNGTIELm6uhqdDoCHGD+PgLzvoSsCmM1m/fnnn/L09JTJoD4hV65ckY+Pj/744w9+OYIk7gmkxz2B/+KewH9xT+Dfcsv9cOtXiwIFChj2rA3Yi4dpDg0AuRs/j4C876EbDsjBwUGlSpUyOg1JN3854ocr/o17Av/FPYH/4p7Af3FP4N+4HwAAAAD8l4PRCQAAAAAAAAAAgOxBEQAAAAAAAAAAgDyKIoABXF1dNWLECCZbgRX3BP6LewL/xT2B/+KewL9xPwD2h3+3AHILfh4Bed9DNzEwAAAAAAAAAAAPC3oCAAAAAAAAAACQR1EEAAAAAAAAAAAgj6IIAAAAAAAAAABAHkURIJtMmzZNvr6+cnNzU1BQkLZu3XrH9l9++aUqVqwoNzc3+fv7a/Xq1TmUKXJKZu6JWbNmqV69eipUqJAKFSqkJk2a3PUegv3J7M+JW5YtWyaTyaQWLVpkb4LIcZm9Jy5fvqxevXqpePHicnV1Vfny5fn/Rx6S2fth8uTJqlChgtzd3eXj46N+/frp+vXrOZQtstsvv/yi5s2bq0SJEjKZTPr222/vuk90dLSqVasmV1dXlS1bVvPnz8/2PAF71LlzZ5lMJo0bN84m/u2338pkMmXruY8fPy6TyaTY2NhsPQ+Ah0Pnzp35PRFAhigCZIPly5crPDxcI0aM0I4dO1S1alUFBwfr3LlzGbb/9ddf1a5dO3Xt2lU7d+5UixYt1KJFC+3duzeHM0d2yew9ER0drXbt2mnDhg2KiYmRj4+PnnnmGZ06dSqHM0d2yew9ccvx48c1YMAA1atXL4cyRU7J7D2RkpKipk2b6vjx4/rqq68UFxenWbNmqWTJkjmcObJDZu+HpUuXavDgwRoxYoQOHDigOXPmaPny5XrnnXdyOHNkl6SkJFWtWlXTpk27p/bHjh3T888/r0aNGik2NlZvvfWWXnvtNa1ZsyabMwXsk5ubm8aPH6+//vrL6FQAAACyngVZrmbNmpZevXpZ19PS0iwlSpSwREREZNi+TZs2lueff94mFhQUZOnevXu25omck9l74r9u3Lhh8fT0tCxYsCC7UkQOu5974saNG5batWtbZs+ebQkNDbW89NJLOZApckpm74np06dbypQpY0lJScmpFJGDMns/9OrVy/L000/bxMLDwy116tTJ1jxhDEmWFStW3LHN22+/bXniiSdsYm3btrUEBwdnY2aAfQoNDbW88MILlooVK1oGDhxoja9YscLy71+Zv/rqK0vlypUtLi4ulscee8zy4Ycf2hznscces7z//vuWsLAwi4eHh8XHx8fy2Wef3fHcx44ds0iy7Ny5M8PtaWlplrFjx1p8fX0tbm5ulipVqli+/PJL6/YNGzZYJFnWrVtnqV69usXd3d1Sq1Yty8GDB61tYmNjLQ0bNrR4eHhYPD09LdWqVbNs27YtM98iAHbiTr8n7tmzx9KsWTNL/vz5LY888oilY8eOlvPnz1u3N2jQwNKnTx/LwIEDLYUKFbJ4e3tbRowYYd1uNpstI0aMsPj4+FhcXFwsxYsXt/Tp0yebrwhAVqEnQBZLSUnR9u3b1aRJE2vMwcFBTZo0UUxMTIb7xMTE2LSXpODg4Nu2h325n3viv65evarU1FQVLlw4u9JEDrrfe2L06NF65JFH1LVr15xIEznofu6JlStXqlatWurVq5e8vb3l5+ensWPHKi0tLafSRja5n/uhdu3a2r59u3XIoKNHj2r16tV67rnnciRn5D48XwKZ4+joqLFjx+qTTz7RyZMn023fvn272rRpo1dffVV79uzRyJEjNWzYsHTDbE2cOFGBgYHauXOnevbsqR49eiguLu6+84qIiNDChQs1Y8YM7du3T/369VPHjh31888/27R79913NXHiRP32229ycnJSly5drNs6dOigUqVKadu2bdq+fbsGDx4sZ2fn+84JgP25fPmynn76aT355JP67bffFBkZqbNnz6pNmzY27RYsWKD8+fNry5YtmjBhgkaPHq21a9dKkr7++mt99NFH+uyzz/T777/r22+/lb+/vxGXA+A+OBmdQF5z4cIFpaWlydvb2ybu7e2tgwcPZrjPmTNnMmx/5syZbMsTOed+7on/GjRokEqUKJHul3nYp/u5JzZt2qQ5c+YwXmwedT/3xNGjR7V+/Xp16NBBq1ev1uHDh9WzZ0+lpqZqxIgROZE2ssn93A/t27fXhQsXVLduXVksFt24cUNvvPEGwwE9xG73fHnlyhVdu3ZN7u7uBmUG5F4tW7ZUQECARowYoTlz5thsmzRpkho3bqxhw4ZJksqXL6/9+/frgw8+UOfOna3tnnvuOfXs2VPSzWf4jz76SBs2bFCFChUynU9ycrLGjh2rdevWqVatWpKkMmXKaNOmTfrss8/UoEEDa9v333/fuj548GA9//zzun79utzc3BQfH6+BAweqYsWKkqRy5cplOhcA9m3q1Kl68sknNXbsWGts7ty58vHx0aFDh1S+fHlJUpUqVay/S5QrV05Tp05VVFSUmjZtqvj4eBUrVkxNmjSRs7OzHn30UdWsWdOQ6wGQefQEAHK5cePGadmyZVqxYoXc3NyMTgcG+Pvvv9WpUyfNmjVLRYoUMTod5BJms1mPPPKIZs6cqerVq6tt27Z69913NWPGDKNTgwGio6M1duxYffrpp9qxY4e++eYbrVq1SmPGjDE6NQCwK+PHj9eCBQt04MABm/iBAwdUp04dm1idOnX0+++/2/TCq1KlivVrk8mkYsWKWedzefbZZ+Xh4SEPDw898cQTd83l8OHDunr1qpo2bWrdz8PDQwsXLtSRI0ds2v77vMWLF5ck63nDw8P12muvqUmTJho3bly6fQHkfbt27dKGDRtsfpbcKgz++2fCv3+WSDd/ntz6WfLKK6/o2rVrKlOmjLp166YVK1boxo0bOXcRAB4IPQGyWJEiReTo6KizZ8/axM+ePatixYpluE+xYsUy1R725X7uiVs+/PBDjRs3TuvWrUv3P2PYr8zeE0eOHNHx48fVvHlza8xsNkuSnJycFBcXp8cffzx7k0a2up+fE8WLF5ezs7McHR2tsUqVKunMmTNKSUmRi4tLtuaM7HM/98OwYcPUqVMnvfbaa5Ikf39/JSUl6fXXX9e7774rBwfe+3jY3O75skCBAvQCAO6gfv36Cg4O1pAhQ2ze8L9X/x1mx2QyWZ/bZs+erWvXrmXYLiOJiYmSpFWrVqlkyZI221xdXW97XpPJJOmf58WRI0eqffv2WrVqlX788UeNGDFCy5YtU8uWLTNzaQDsWGJiopo3b67x48en23arcCjd+WeYj4+P4uLitG7dOq1du1Y9e/bUBx98oJ9//pkhxgA7wG+EWczFxUXVq1dXVFSUNWY2mxUVFWXtwvlftWrVsmkvSWvXrr1te9iX+7knJGnChAkaM2aMIiMjFRgYmBOpIodk9p6oWLGi9uzZo9jYWOvy4osvqlGjRoqNjZWPj09Opo9scD8/J+rUqaPDhw9bH8ol6dChQypevDgFADt3P/fD1atX033Qf6tAZLFYsi9Z5Fo8XwL3b9y4cfr+++9t5tCoVKmSNm/ebNNu8+bNKl++vE1B/k5KliypsmXLqmzZsnrsscfu2r5y5cpydXVVfHy8db9bS2af/8qXL69+/frpp59+UqtWrTRv3rxM7Q/AvlWrVk379u2Tr69vup8n+fPnv+fjuLu7q3nz5vr4448VHR2tmJgY7dmzJxszB5BV6AmQDcLDwxUaGqrAwEDVrFlTkydPVlJSksLCwiRJISEhKlmypCIiIiRJffv2VYMGDTRx4kQ9//zzWrZsmX777TfNnDnTyMtAFsrsPTF+/HgNHz5cS5cula+vr3V+iFvd9mD/MnNPuLm5yc/Pz2b/ggULSlK6OOxXZn9O9OjRQ1OnTlXfvn3Vp08f/f777xo7dqzefPNNIy8DWSSz90Pz5s01adIkPfnkkwoKCtLhw4c1bNgwNW/e/J4/nELulpiYqMOHD1vXjx07ptjYWBUuXFiPPvqohgwZolOnTmnhwoWSpDfeeENTp07V22+/rS5dumj9+vX64osvtGrVKqMuAbAb/v7+6tChgz7++GNrrH///qpRo4bGjBmjtm3bKiYmRlOnTtWnn36aJefMaPLgJ554QgMGDFC/fv1kNptVt25dJSQkaPPmzSpQoIBCQ0Pvetxr165p4MCBat26tUqXLq2TJ09q27Ztevnll7MkbwC5T0JCQrq55F5//XXNmjVL7dq109tvv63ChQvr8OHDWrZsmWbPnn1Pz4vz589XWlqagoKClC9fPi1evFju7u73VNQEYDyKANmgbdu2On/+vIYPH64zZ84oICBAkZGR1snZ4uPjbd7Wq127tpYuXaqhQ4fqnXfeUbly5fTtt9/y4V4ektl7Yvr06UpJSVHr1q1tjjNixAiNHDkyJ1NHNsnsPYG8L7P3hI+Pj9asWaN+/fqpSpUqKlmypPr27atBgwYZdQnIQpm9H4YOHSqTyaShQ4fq1KlTKlq0qJo3b67333/fqEtAFvvtt9/UqFEj63p4eLgkKTQ0VPPnz9fp06cVHx9v3V66dGmtWrVK/fr105QpU1SqVCnNnj1bwcHBOZ47YI9Gjx6t5cuXW9erVaumL774QsOHD9eYMWNUvHhxjR49+r6GDMrIq6++mi72xx9/aMyYMSpatKgiIiJ09OhRFSxYUNWqVbvnid8dHR118eJFhYSE6OzZsypSpIhatWqlUaNGZUneAHKf6OhoPfnkkzaxrl27avPmzRo0aJCeeeYZJScn67HHHlOzZs3u+ffOggULaty4cQoPD1daWpr8/f31/fff63//+192XAaALGay0EccAAAAAAAAAIA8iddMAQAAAAAAAADIoygCAAAAAAAAAACQR1EEAAAAAAAAAAAgj6IIAAAAAAAAAABAHkURAAAAAAAAAACAPIoiAAAAAAAAAAAAeRRFAAAAAAAAAAAA8iiKAAAAAAAAAAAA5FEUAQAgj5s/f74KFixodBr3zWQy6dtvv71jm86dO6tFixY5kg8AAABglP8+9zZs2FBvvfVWjucRHR0tk8mky5cv5/i5AQCZRxEAAOxA586dZTKZ0i2HDx82OjXNnz/fmo+Dg4NKlSqlsLAwnTt3LkuOf/r0aT377LOSpOPHj8tkMik2NtamzZQpUzR//vwsOd/tjBw50nqdjo6O8vHx0euvv65Lly5l6jgULAAAAPKefz+vu7i4qGzZsho9erRu3LiRref95ptvNGbMmHtqywf3APDwcjI6AQDAvWnWrJnmzZtnEytatKhB2dgqUKCA4uLiZDabtWvXLoWFhenPP//UmjVrHvjYxYoVu2sbLy+vBz7PvXjiiSe0bt06paWl6cCBA+rSpYsSEhK0fPnyHDk/AAAAcq9bz+vJyclavXq1evXqJWdnZw0ZMsSmXUpKilxcXLLknIULF86S4wAA8jZ6AgCAnXB1dVWxYsVsFkdHR02aNEn+/v7Knz+/fHx81LNnTyUmJt72OLt27VKjRo3k6empAgUKqHr16vrtt9+s2zdt2qR69erJ3d1dPj4+evPNN5WUlHTH3Ewmk4oVK6YSJUro2Wef1Ztvvql169bp2rVrMpvNGj16tEqVKiVXV1cFBAQoMjLSum9KSop69+6t4sWLy83NTY899pgiIiJsjn1rOKDSpUtLkp588kmZTCY1bNhQku3b9TNnzlSJEiVkNpttcnzppZfUpUsX6/p3332natWqyc3NTWXKlNGoUaPu+qaWk5OTihUrppIlS6pJkyZ65ZVXtHbtWuv2tLQ0de3aVaVLl5a7u7sqVKigKVOmWLePHDlSCxYs0HfffWd9Uyw6OlqS9Mcff6hNmzYqWLCgChcurJdeeknHjx+/Yz4AAADIPW49rz/22GPq0aOHmjRpopUrV1qfVd9//32VKFFCFSpUkHT357+0tDSFh4erYMGC+t///qe3335bFovF5pz/HQ4oOTlZgwYNko+Pj1xdXVW2bFnNmTNHx48fV6NGjSRJhQoVkslkUufOnSVJZrNZERER1mfYqlWr6quvvrI5z+rVq1W+fHm5u7urUaNGPKcCgJ2hCAAAds7BwUEff/yx9u3bpwULFmj9+vV6++23b9u+Q4cOKlWqlLZt26bt27dr8ODBcnZ2liQdOXJEzZo108svv6zdu3dr+fLl2rRpk3r37p2pnNzd3WU2m3Xjxg1NmTJFEydO1Icffqjdu3crODhYL774on7//XdJ0scff6yVK1fqiy++UFxcnJYsWSJfX98Mj7t161ZJ0rp163T69Gl988036dq88sorunjxojZs2GCNXbp0SZGRkerQoYMkaePGjQoJCVHfvn21f/9+ffbZZ5o/f77ef//9e77G48ePa82aNTZvcZnNZpUqVUpffvml9u/fr+HDh+udd97RF198IUkaMGCA2rRpo2bNmun06dM6ffq0ateurdTUVAUHB8vT01MbN27U5s2b5eHhoWbNmiklJeWecwIAAEDu4e7ubn2Wi4qKUlxcnNauXasffvjhnp7/Jk6cqPnz52vu3LnatGmTLl26pBUrVtzxnCEhIfr888/18ccf68CBA/rss8/k4eEhHx8fff3115KkuLg4nT592vqySkREhBYuXKgZM2Zo37596tevnzp27Kiff/5Z0s1iRatWrdS8eXPFxsbqtdde0+DBg7Pr2wYAyA4WAECuFxoaanF0dLTkz5/furRu3TrDtl9++aXlf//7n3V93rx5Fi8vL+u6p6enZf78+Rnu27VrV8vrr79uE9u4caPFwcHBcu3atQz3+e/xDx06ZClfvrwlMDDQYrFYLCVKlLC8//77NvvUqFHD0rNnT4vFYrH06dPH8vTTT1vMZnOGx5dkWbFihcVisViOHTtmkWTZuXOnTZvQ0FDLSy+9ZF1/6aWXLF26dLGuf/bZZ5YSJUpY0tLSLBaLxdK4cWPL2LFjbY6xaNEiS/HixTPMwWKxWEaMGGFxcHCw5M+f3+Lm5maRZJFkmTRp0m33sVgsll69ellefvnl2+Z669wVKlSw+R4kJydb3N3dLWvWrLnj8QEAAGC8fz/jmc1my9q1ay2urq6WAQMGWEJDQy3e3t6W5ORka/t7ef4rXry4ZcKECdbtqampllKlStk8SzZo0MDSt29fi8ViscTFxVkkWdauXZthjhs2bLBIsvz111/W2PXr1y358uWz/PrrrzZtu3btamnXrp3FYrFYhgwZYqlcubLN9kGDBqU7FgAg92JOAACwE40aNdL06dOt6/nz55d08634iIgIHTx4UFeuXNGNGzd0/fp1Xb16Vfny5Ut3nPDwcL322mtatGiRdUibxx9/XNLNoYJ2796tJUuWWNtbLBaZzWYdO3ZMlSpVyjC3hIQEeXh4yGw26/r166pbt65mz56tK1eu6M8//1SdOnVs2tepU0e7du2SdHMon6ZNm6pChQpq1qyZXnjhBT3zzDMP9L3q0KGDunXrpk8//VSurq5asmSJXn31VTk4OFivc/PmzTZv/qelpd3x+yZJFSpU0MqVK3X9+nUtXrxYsbGx6tOnj02badOmae7cuYqPj9e1a9eUkpKigICAO+a7a9cuHT58WJ6enjbx69ev68iRI/fxHQAAAEBO++GHH+Th4aHU1FSZzWa1b99eI0eOVK9eveTv72/Tg/Ruz38JCQk6ffq0goKCrNucnJwUGBiYbkigW2JjY+Xo6KgGDRrcc86HDx/W1atX1bRpU5t4SkqKnnzySUnSgQMHbPKQpFq1at3zOQAAxqMIAAB2In/+/CpbtqxN7Pjx43rhhRfUo0cPvf/++ypcuLA2bdqkrl27KiUlJcMPs0eOHKn27dtr1apV+vHHHzVixAgtW7ZMLVu2VGJiorp3764333wz3X6PPvrobXPz9PTUjh075ODgoOLFi8vd3V2SdOXKlbteV7Vq1XTs2DH9+OOPWrdundq0aaMmTZqkG4c0M5o3by6LxaJVq1apRo0a2rhxoz766CPr9sTERI0aNUqtWrVKt6+bm9ttj+vi4mL9Oxg3bpyef/55jRo1SmPGjJEkLVu2TAMGDNDEiRNVq1YteXp66oMPPtCWLVvumG9iYqKqV69uU3y5JbdM/gwAAIA7u/XSjouLi0qUKCEnp38+crn1As8t2fH8d+sZPDNuzSW2atUqlSxZ0mabq6vrfeUBAMh9KAIAgB3bvn27zGazJk6caH3L/db483dSvnx5lS9fXv369VO7du00b948tWzZUtWqVdP+/fvTFRvuxsHBIcN9ChQooBIlSmjz5s02byRt3rxZNWvWtGnXtm1btW3bVq1bt1azZs106dIlFS5c2OZ4t96eSktLu2M+bm5uatWqlZYsWaLDhw+rQoUKqlatmnV7tWrVFBcXl+nr/K+hQ4fq6aefVo8ePazXWbt2bfXs2dPa5r9v8ru4uKTLv1q1alq+fLkeeeQRFShQ4IFyAgAAgDEyemnndu7l+a948eLasmWL6tevL0m6ceOGtm/fbvNc+2/+/v4ym836+eef1aRJk3TbM3qWrly5slxdXRUfH3/bHgSVKlXSypUrbWL/93//d/eLBADkGkwMDAB2rGzZskpNTdUnn3yio0ePatGiRZoxY8Zt21+7dk29e/dWdHS0Tpw4oc2bN2vbtm3WYX4GDRqkX3/9Vb1791ZsbKx+//13fffdd5meGPjfBg4cqPHjx2v58uWKi4vT4MGDFRsbq759+0qSJk2apM8//1wHDx7UoUOH9OWXX6pYsWIqWLBgumM98sgjcnd3V2RkpM6ePauEhITbnrdDhw5atWqV5s6da50Q+Jbhw4dr4cKFGjVqlPbt26cDBw5o2bJlGjp0aKaurVatWqpSpYrGjh0rSSpXrpx+++03rVmzRocOHdKwYcO0bds2m318fX21e/duxcXF6cKFC0pNTVWHDh1UpEgRvfTSS9q4caOOHTum6Ohovfnmmzp58mSmcgIAAEDudy/Pf3379tW4ceP07bff6uDBg+rZs6cuX75822P6+voqNDRUXbp00bfffms95q2XhB577DGZTCb98MMPOn/+vBITE+Xp6akBAwaoX79+WrBggY4cOaIdO3bok08+0YIFCyRJb7zxhn7//XcNHDhQcXFxWrp0qebPn5/d3yIAQBaiCAAAdqxq1aqaNGmSxo8fLz8/Py1ZskQRERG3be/o6KiLFy8qJCRE5cuXV5s2bfTss89q1KhRkqQqVaro559/1qFDh1SvXj09+eSTGj58uEqUKHHfOb755psKDw9X//795e/vr8jISK1cuVLlypWTdHMooQkTJigwMFA1atTQ8ePHtXr1amvPhn9zcnLSxx9/rM8++0wlSpTQSy+9dNvzPv300ypcuLDi4uLUvn17m23BwcH64Ycf9NNPP6lGjRp66qmn9NFHH+mxxx7L9PX169dPs2fP1h9//KHu3burVatWatu2rYKCgnTx4kWbXgGS1K1bN1WoUEGBgYEqWrSoNm/erHz58umXX37Ro48+qlatWqlSpUrq2rWrrl+/Ts8AAACAPOhenv/69++vTp06KTQ01DrUZMuWLe943OnTp6t169bq2bOnKlasqG7duikpKUmSVLJkSY0aNUqDBw+Wt7e39UWfMWPGaNiwYYqIiFClSpXUrFkzrVq1SqVLl5Z0c1jQr7/+Wt9++62qVq2qGTNmWF+CAQDYB5PldjPKAAAAAAAAAAAAu0ZPAAAAAAAAAAAA8iiKAAAAAAAAAAAA5FEUAQAAAAAAAAAAyKMoAgAAAAAAAAAAkEdRBAAAAAAAAAAAII+iCAAAAAAAAAAAQB5FEQAAAAAAAAAAgDyKIgAAAAAAAAAAAHkURQAAAAAAAAAAAPIoigAAAAAAAAAAAORRFAEAAAAAAAAAAMijKAIAAAAAAAAAAJBH/T820mXj4V26FwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:45:19,355 INFO: === Dataset: b ===\n", "2025-01-16 15:45:20,695 INFO:Total samples: 3181\n", "2025-01-16 15:45:31,029 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:45:31,101 INFO: === Dataset: c ===\n", "2025-01-16 15:45:32,431 INFO:Total samples: 3181\n", "2025-01-16 15:45:42,711 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:45:42,779 INFO: === Dataset: d ===\n", "2025-01-16 15:45:44,107 INFO:Total samples: 3181\n", "2025-01-16 15:45:54,281 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:45:54,347 INFO: === Dataset: e ===\n", "2025-01-16 15:45:54,725 INFO:Total samples: 911\n", "2025-01-16 15:45:58,134 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:45:58,203 INFO: === Dataset: f ===\n", "2025-01-16 15:46:03,695 INFO:Total samples: 12911\n", "2025-01-16 15:46:44,452 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:46:44,522 INFO: === Dataset: g ===\n", "2025-01-16 15:46:47,105 INFO:Total samples: 6000\n", "2025-01-16 15:47:06,530 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:47:06,596 INFO: === Dataset: h ===\n", "2025-01-16 15:47:09,180 INFO:Total samples: 6000\n", "2025-01-16 15:47:28,385 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:47:28,452 INFO: === Dataset: i ===\n", "2025-01-16 15:47:31,017 INFO:Total samples: 6000\n", "2025-01-16 15:47:50,164 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:47:50,230 INFO: === Dataset: j ===\n", "2025-01-16 15:47:52,774 INFO:Total samples: 6000\n", "2025-01-16 15:48:12,396 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:48:12,463 INFO: === Dataset: k ===\n", "2025-01-16 15:48:14,989 INFO:Total samples: 6000\n", "2025-01-16 15:48:34,168 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:48:34,235 INFO: === Dataset: l ===\n", "2025-01-16 15:48:42,148 INFO:Total samples: 18911\n", "2025-01-16 15:49:42,412 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/DeiT3_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:49:42,482 INFO:Model DeiT3 evaluation completed in 275.11 seconds.\n", "2025-01-16 15:49:42,482 INFO:\n", "=== Evaluating Twins_SVT on Test Datasets ===\n", "/tmp/ipykernel_444257/1849592376.py:359: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-01-16 15:49:42,586 INFO:Loaded model weights from Twins_SVT_best.pth\n", "2025-01-16 15:49:42,587 INFO: === Dataset: a ===\n", "2025-01-16 15:49:43,907 INFO:Total samples: 3181\n", "2025-01-16 15:49:53,908 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:49:53,976 INFO: === Dataset: b ===\n", "2025-01-16 15:49:55,304 INFO:Total samples: 3181\n", "2025-01-16 15:50:05,428 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:50:05,496 INFO: === Dataset: c ===\n", "2025-01-16 15:50:06,859 INFO:Total samples: 3181\n", "2025-01-16 15:50:16,805 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:50:16,873 INFO: === Dataset: d ===\n", "2025-01-16 15:50:18,245 INFO:Total samples: 3181\n", "2025-01-16 15:50:28,063 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:50:28,130 INFO: === Dataset: e ===\n", "2025-01-16 15:50:28,529 INFO:Total samples: 911\n", "2025-01-16 15:50:31,957 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:50:32,026 INFO: === Dataset: f ===\n", "2025-01-16 15:50:37,504 INFO:Total samples: 12911\n", "2025-01-16 15:51:15,349 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:51:15,418 INFO: === Dataset: g ===\n", "2025-01-16 15:51:17,926 INFO:Total samples: 6000\n", "2025-01-16 15:51:35,936 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:51:36,003 INFO: === Dataset: h ===\n", "2025-01-16 15:51:38,506 INFO:Total samples: 6000\n", "2025-01-16 15:51:56,504 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:51:56,571 INFO: === Dataset: i ===\n", "2025-01-16 15:51:59,072 INFO:Total samples: 6000\n", "2025-01-16 15:52:17,092 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:52:17,158 INFO: === Dataset: j ===\n", "2025-01-16 15:52:19,664 INFO:Total samples: 6000\n", "2025-01-16 15:52:37,647 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:52:37,715 INFO: === Dataset: k ===\n", "2025-01-16 15:52:40,223 INFO:Total samples: 6000\n", "2025-01-16 15:52:58,358 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:52:58,426 INFO: === Dataset: l ===\n", "2025-01-16 15:53:06,485 INFO:Total samples: 18911\n", "2025-01-16 15:54:01,373 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_SVT_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:54:01,442 INFO:Model Twins_SVT evaluation completed in 258.96 seconds.\n", "2025-01-16 15:54:01,443 INFO:\n", "=== Evaluating Twins_PCPVT on Test Datasets ===\n", "/tmp/ipykernel_444257/1849592376.py:359: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-01-16 15:54:01,549 INFO:Loaded model weights from Twins_PCPVT_best.pth\n", "2025-01-16 15:54:01,550 INFO: === Dataset: a ===\n", "2025-01-16 15:54:02,915 INFO:Total samples: 3181\n", "2025-01-16 15:54:08,629 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:54:08,696 INFO: === Dataset: b ===\n", "2025-01-16 15:54:10,073 INFO:Total samples: 3181\n", "2025-01-16 15:54:15,806 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:54:15,874 INFO: === Dataset: c ===\n", "2025-01-16 15:54:17,221 INFO:Total samples: 3181\n", "2025-01-16 15:54:22,957 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:54:23,025 INFO: === Dataset: d ===\n", "2025-01-16 15:54:24,350 INFO:Total samples: 3181\n", "2025-01-16 15:54:30,088 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:54:30,158 INFO: === Dataset: e ===\n", "2025-01-16 15:54:30,537 INFO:Total samples: 911\n", "2025-01-16 15:54:32,726 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:54:32,793 INFO: === Dataset: f ===\n", "2025-01-16 15:54:38,219 INFO:Total samples: 12911\n", "2025-01-16 15:54:59,122 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:54:59,190 INFO: === Dataset: g ===\n", "2025-01-16 15:55:01,681 INFO:Total samples: 6000\n", "2025-01-16 15:55:11,972 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:55:12,038 INFO: === Dataset: h ===\n", "2025-01-16 15:55:14,525 INFO:Total samples: 6000\n", "2025-01-16 15:55:24,758 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:55:24,825 INFO: === Dataset: i ===\n", "2025-01-16 15:55:27,407 INFO:Total samples: 6000\n", "2025-01-16 15:55:37,745 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:55:37,812 INFO: === Dataset: j ===\n", "2025-01-16 15:55:40,399 INFO:Total samples: 6000\n", "2025-01-16 15:55:50,461 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:55:50,531 INFO: === Dataset: k ===\n", "2025-01-16 15:55:53,130 INFO:Total samples: 6000\n", "2025-01-16 15:56:03,222 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:56:03,294 INFO: === Dataset: l ===\n", "2025-01-16 15:56:11,377 INFO:Total samples: 18911\n", "2025-01-16 15:56:41,634 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/Twins_PCPVT_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:56:41,703 INFO:Model Twins_PCPVT evaluation completed in 160.26 seconds.\n", "2025-01-16 15:56:41,703 INFO:\n", "=== Evaluating PiT on Test Datasets ===\n", "/tmp/ipykernel_444257/1849592376.py:359: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n", " state_dict = torch.load(model_save_path, map_location=device)\n", "2025-01-16 15:56:41,839 INFO:Loaded model weights from PiT_best.pth\n", "2025-01-16 15:56:41,839 INFO: === Dataset: a ===\n", "2025-01-16 15:56:43,180 INFO:Total samples: 3181\n", "2025-01-16 15:56:51,408 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:56:51,477 INFO: === Dataset: b ===\n", "2025-01-16 15:56:52,800 INFO:Total samples: 3181\n", "2025-01-16 15:57:00,865 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:57:00,932 INFO: === Dataset: c ===\n", "2025-01-16 15:57:02,261 INFO:Total samples: 3181\n", "2025-01-16 15:57:10,509 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:57:10,576 INFO: === Dataset: d ===\n", "2025-01-16 15:57:11,898 INFO:Total samples: 3181\n", "2025-01-16 15:57:19,908 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:57:19,974 INFO: === Dataset: e ===\n", "2025-01-16 15:57:20,352 INFO:Total samples: 911\n", "2025-01-16 15:57:23,269 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:57:23,337 INFO: === Dataset: f ===\n", "2025-01-16 15:57:28,838 INFO:Total samples: 12911\n", "2025-01-16 15:58:00,766 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:58:00,835 INFO: === Dataset: g ===\n", "2025-01-16 15:58:03,398 INFO:Total samples: 6000\n", "2025-01-16 15:58:18,684 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABgEAAAJOCAYAAACeMadaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAADM20lEQVR4nOzdd1yV9f//8edh4wJRQVMUV5mBmjPcq0yNsulIUBzl3pVaituPlqapZU4UR6Y2NEeZqeVKE03L0pyUe+MEgev7h18vO4EJBlwcfNx/t3P7el7nGs9z8vPzOud1vd9vm2EYhgAAAAAAAAAAQLbjZHUAAAAAAAAAAACQMWgCAAAAAAAAAACQTdEEAAAAAAAAAAAgm6IJAAAAAAAAAABANkUTAAAAAAAAAACAbIomAAAAAAAAAAAA2RRNAAAAAAAAAAAAsimaAAAAAAAAAAAAZFM0AQAAAAAAAAAAyKZoAgBwWG3btlVAQIDVMYAMExAQoLZt21odAwAA4J6y47X59u3bVb16deXMmVM2m027du1K1+OvX79eNptN69evT9fjOjKufwEgY9AEAJDlREZGymazmQ8PDw89/PDD6tatm06dOpXiPm3btrXb526Pf7ugHDJkiN22rq6uCggIUI8ePXTx4sUU97l586Y++OADValSRblz51auXLlUpUoVffDBB7p582aK+yQmJmr27NmqW7eufHx85O7uroCAAIWHh+unn35K1WcUGxuroUOHqnz58sqVK5c8PT0VGBiot956S8ePH0/VMR5E165d05AhQzL8i9bKlSs1ZMiQDD3Hvzl+/LiGDBmS7l9U75fVnwcAALh/Vl2b37Zr1y61bt1a/v7+cnd3l4+Pjxo2bKjZs2crMTExnd/tHTdv3tTLL7+s8+fP6/3331dUVJSKFSuWYefLbHXr1pXNZlPp0qVTfH3NmjXmf6clS5ak+fh79+7VkCFDdOTIkf+YFACQHlysDgAAdzNs2DAVL15cN27c0MaNG/XRRx9p5cqV+uWXX5QjRw5Nnz5dSUlJkqTXX39dDRs2NPc9fPiwBg8erNdee021atUy6yVLlrzneT/66CPlypVLV69e1dq1azVp0iRFR0dr48aNdttdvXpVTZs21YYNG/TMM8+obdu2cnJy0urVq9WzZ0999tlnWrFihXLmzGnuc/36db3wwgtavXq1ateurYEDB8rHx0dHjhzRp59+qjlz5igmJkZFihS5a75Dhw6pYcOGiomJ0csvv6zXXntNbm5u2r17t2bOnKnPP/9c+/fvT/Xn/CC5du2ahg4dKunWF5+MsnLlSk2ZMsWyH76PHz+uoUOHKiAgQBUqVLAkw99Z/XkAAID/zopr8xkzZqhTp07y8/NTaGioSpcurcuXL2vt2rVq3769Tpw4oYEDB2bI+z148KCOHj2q6dOnq0OHDhlyjtq1a+v69etyc3PLkOPfi4eHhw4cOKBt27apatWqdq/Nnz9fHh4eunHjxn0de+/evRo6dKjq1q2bphEi+/btk5MT96sCQHqjCQAgy2rcuLEqV64sSerQoYPy5cun8ePH68svv1TLli3l6upqbhscHKzg4GDz+U8//aTBgwcrODhYrVu3TtN5X3rpJeXPn1/SrS8wLVq00KJFi5JdHPfp00cbNmzQpEmT1K1bN7PeuXNnTZkyRd26dVO/fv300Ucfma+98cYbWr16td5//3316tXL7rwRERF6//33/zVbQkKCXnjhBZ06dUrr169XzZo17V4fOXKkxowZk6b3ezc3btyQm5sbF+EAAADI9GvzrVu3qlOnTgoODtbKlSuVO3du87VevXrpp59+0i+//JJO7y6506dPS5K8vb0z7BxOTk7y8PDIsOPfS8mSJZWQkKCFCxfafc+5ceOGPv/8czVt2lRLly7N8ByGYejGjRvy9PSUu7t7hp8PAB5E/LIDwGHUr19f0q07iaTMm3f09t1KBw8eNGt//fWXZs6cqfr169s1AG7r2rWr6tWrpxkzZuivv/4y9/n444/15JNPJmsASJKzs7P69ev3r6MAli5dqp9//llvv/12sgaAJOXJk0cjR440n99tTs26deva3Ql/ez7STz75RO+8844KFy6sHDlyKDo6WjabTXPmzEl2jK+//lo2m01fffWVWTt27JjatWsnPz8/ubu767HHHtOsWbPu+n7+LiEhQcOHD1fJkiXNKZIGDhyouLg4u+0CAgL0zDPPaOPGjapatao8PDxUokQJzZ0791+Pf+TIERUoUECSNHToUHN489/vTv/999/10ksvycfHRx4eHqpcubKWLVtmd5ybN29q6NChKl26tDw8PJQvXz7VrFlTa9askXTr7+WUKVMkyW64+78xDEMjRoxQkSJFlCNHDtWrV0+//vprsu3Onz+vfv36KSgoSLly5VKePHnUuHFj/fzzz+Y269evV5UqVSRJ4eHh5vkjIyMlST/88INefvllFS1aVO7u7vL391fv3r11/fp1u3OdPHlS4eHhKlKkiNzd3VWoUCE999xzyYZ0r1q1SrVq1VLOnDmVO3duNW3a1C77/XweSUlJGjJkiB566CHz89i7dy9zxAIAkIVk9LX57eu1+fPn2zUAbqtcubLddcHVq1fVt29fc9qgRx55RO+9954Mw7Dbz2azqVu3bvriiy8UGBhoXrOuXr3a3KZt27aqU6eOJOnll1+WzWYzr53/eR39933++f4/+eQTVapUSblz51aePHkUFBSkiRMnmq/fbU2AxYsXq1KlSvL09FT+/PnVunVrHTt2LNn5cuXKpWPHjqlZs2bKlSuXChQooH79+qVpmqSWLVtq0aJF5igOSVq+fLmuXbumV155Jdn2R48eVZcuXfTII4/I09NT+fLl08svv2x3jRgZGamXX35ZklSvXj3z+u/2+7x9Pf/111+rcuXK8vT01Mcff2y+dvu/q2EYqlevngoUKGA2ZSQpPj5eQUFBKlmypK5evfqv7+/06dNq3769/Pz85OHhofLlyyf7bnPkyBHZbDa99957mjZtmvl9pEqVKtq+fXuqPsfdu3erTp068vT0VJEiRTRixAjNnj1bNpuNKZEAZAmMBADgMG7/CJ8vX75MPe/ti7a8efOatVWrVikxMVFhYWF33S8sLEzr1q3T6tWr1aFDB61atUoJCQkKDQ297yy3f5D+L8f4N8OHD5ebm5v69eunuLg4lS1bViVKlNCnn36qNm3a2G27aNEi5c2bV40aNZIknTp1Sk888YT5xapAgQJatWqV2rdvr9jY2BQbH3/XoUMHzZkzRy+99JL69u2rH3/8UaNHj9Zvv/2mzz//3G7bAwcO6KWXXlL79u3Vpk0bzZo1S23btlWlSpX02GOPpXj8AgUK6KOPPlLnzp31/PPP64UXXpAklStXTpL066+/qkaNGipcuLD69++vnDlz6tNPP1WzZs20dOlSPf/885JurR0xevRodejQQVWrVlVsbKx++uknRUdH68knn9Trr7+u48ePa82aNYqKikrV5z548GCNGDFCTZo0UZMmTRQdHa2nnnpK8fHxdtsdOnRIX3zxhV5++WUVL15cp06d0scff6w6depo7969euihh/Too49q2LBhyYbcV69eXdKtL5XXrl1T586dlS9fPm3btk2TJk3SX3/9pcWLF5vnevHFF/Xrr7+qe/fuCggI0OnTp7VmzRrFxMSYX3CjoqLUpk0bNWrUSGPGjNG1a9f00UcfqWbNmtq5c6cCAgLu6/MYMGCAxo4dq5CQEDVq1Eg///yzGjVqdN/D0QEAQPrLyGvza9euae3atapdu7aKFi16z+0Nw9Czzz6rdevWqX379qpQoYK+/vprvfHGGzp27Fiy0bYbN27UZ599pi5duih37tz64IMP9OKLLyomJkb58uXT66+/rsKFC2vUqFHq0aOHqlSpIj8/vzS9hzVr1qhly5Zq0KCBOVL3t99+06ZNm9SzZ8+77hcZGanw8HBVqVJFo0eP1qlTpzRx4kRt2rRJO3futBuZkJiYqEaNGqlatWp677339O2332rcuHEqWbKkOnfunKqcrVq1MtfMut3YWbBggRo0aCBfX99k22/fvl2bN29WixYtVKRIER05ckQfffSR6tatq7179ypHjhyqXbu2evTooQ8++EADBw7Uo48+Kknm/5VuTfvTsmVLvf766+rYsaMeeeSRZOey2WyaNWuWypUrp06dOumzzz6TdGsE9a+//qr169fbTb36T9evX1fdunV14MABdevWTcWLF9fixYvVtm1bXbx4Mdl/hwULFujy5ct6/fXXZbPZNHbsWL3wwgs6dOiQ3UiXfzp27JjZ7BgwYIBy5sypGTNmMKoBQNZiAEAWM3v2bEOS8e233xpnzpwx/vzzT+OTTz4x8uXLZ3h6ehp//fWXYRiG0aZNG6NYsWIpHmP79u2GJGP27NmpPm9ERIQhydi3b59x5swZ48iRI8asWbMMT09Po0CBAsbVq1fNbXv16mVIMnbu3HnX40VHRxuSjD59+hiGYRi9e/e+5z738vjjjxteXl6p3r5YsWJGmzZtktXr1Klj1KlTx3y+bt06Q5JRokQJ49q1a3bbDhgwwHB1dTXOnz9v1uLi4gxvb2+jXbt2Zq19+/ZGoUKFjLNnz9rt36JFC8PLyyvZcf9u165dhiSjQ4cOdvV+/foZkozvvvvO7j1JMr7//nuzdvr0acPd3d3o27fvXc9hGIZx5swZQ5IRERGR7LUGDRoYQUFBxo0bN8xaUlKSUb16daN06dJmrXz58kbTpk3/9Txdu3Y1UvtP7OnTpw03NzejadOmRlJSklkfOHCgIcnuv9+NGzeMxMREu/0PHz5suLu7G8OGDTNr//b3P6X/DqNHjzZsNptx9OhRwzAM48KFC4Yk4913371r7suXLxve3t5Gx44d7eonT540vLy87Opp+TxOnjxpuLi4GM2aNbOrDxkyJNnnAQAAMp4V1+Y///yzIcno2bNnqrb/4osvDEnGiBEj7OovvfSSYbPZjAMHDpg1SYabm5td7fb5Jk2aZNZuXx8vXrzY7pj/vI6+7Z/vv2fPnkaePHmMhISEu+a+fY5169YZhmEY8fHxhq+vrxEYGGhcv37d3O6rr74yJBmDBw+2O58ku2tAw7j1faFSpUp3Peff38djjz1mGIZhVK5c2Wjfvr1hGLeuA93c3Iw5c+ak+BmkdC25ZcsWQ5Ixd+5cs7Z48WK79/Z3t6/nV69eneJr/7ze+/jjjw1Jxrx584ytW7cazs7ORq9eve75HidMmGDud1t8fLwRHBxs5MqVy4iNjTUM49b1tCQjX758dt95vvzyS0OSsXz58n89T/fu3Q2bzWb3Pe/cuXOGj4+PIck4fPjwPbMCQEZjOiAAWVbDhg1VoEAB+fv7q0WLFsqVK5c+//xzFS5cOEPP+8gjj6hAgQIKCAhQu3btVKpUKa1atUo5cuQwt7l8+bIkpTg0+bbbr8XGxtr933/b515iY2P/0/730qZNG3l6etrVmjdvrps3b5p33kjSN998o4sXL6p58+aSbt19tXTpUoWEhMgwDJ09e9Z8NGrUSJcuXVJ0dPRdz7ty5UpJt9ZZ+Lu+fftKklasWGFXL1u2rN2icgUKFNAjjzyiQ4cO3ce7vjXNznfffadXXnlFly9fNrOfO3dOjRo10h9//GEOwfb29tavv/6qP/74477O9U/ffvut4uPj1b17d7tpclIaOeHu7m6u0ZCYmKhz584pV65ceuSRR/718/27v//3vXr1qs6ePavq1avLMAzt3LnT3MbNzU3r16/XhQsXUjzOmjVrdPHiRbVs2dLuv7ezs7OqVaumdevWpfYjsLN27VolJCSoS5cudvXu3bvf1/EAAED6yMxr87ReN69cuVLOzs7q0aOHXb1v374yDEOrVq2yqzds2NBuUeJy5copT548930tmRJvb29dvXrVnDIyNX766SedPn1aXbp0sVsroGnTpipTpkyya2JJ6tSpk93zWrVqpfl9tGrVSp999pni4+O1ZMkSOTs7m6Ng/+nv15I3b97UuXPnVKpUKXl7e6f6elSSihcvbo4ovpfXXntNjRo1Uvfu3RUaGqqSJUtq1KhR99xv5cqVKliwoFq2bGnWXF1d1aNHD125ckUbNmyw27558+Z2o79vf9+41+e5evVqBQcHq0KFCmbNx8dHr776amreHgBkCqYDApBlTZkyRQ8//LBcXFzk5+enRx55JFMWqV26dKny5MmjM2fO6IMPPtDhw4eT/TB++wvJ7WZASv7ZKMiTJ88997mX9P5y8k/FixdPVitfvrzKlCmjRYsWqX379pJuTQWUP39+c8jwmTNndPHiRU2bNk3Tpk1L8dh/n8fzn44ePSonJyeVKlXKrl6wYEF5e3vr6NGjdvWUhoXnzZv3rj9Y38uBAwdkGIYGDRqkQYMGpbjN6dOnVbhwYQ0bNkzPPfecHn74YQUGBurpp59WaGioOa1QWt1+b6VLl7arFyhQwO5LiHRrrvyJEyfqww8/1OHDh+3me03tUPyYmBgNHjxYy5YtS/Z5Xbp0SdKtZsOYMWPUt29f+fn56YknntAzzzyjsLAwFSxYUJLMJsjtvwP/dPvve1rd/jz++XfBx8cn2ecBAAAyT2Zem6f1uvno0aN66KGHkjUNbk8/k9HXkinp0qWLPv30UzVu3FiFCxfWU089pVdeeUVPP/30Xfe5nTOlqXHKlCmjjRs32tU8PDzMNa9uu5/30aJFC/Xr10+rVq3S/Pnz9cwzz9y1AXP9+nWNHj1as2fP1rFjx+zWXLh9LZkaKX3v+DczZ85UyZIl9ccff2jz5s3Jvp+l5OjRoypdunSyv6ep/Xtx+9rzXp/n0aNH7RbCvu2f17MAYCWaAACyrKpVq6py5cqZft7atWsrf/78kqSQkBAFBQXp1Vdf1Y4dO8wLyNsXjrt377a74+Pvdu/eLenWXevSrQt3SdqzZ89d97mXMmXKaOfOnfrzzz/l7+9/z+3vtgBrYmKinJ2dk9XvdjHdvHlzjRw5UmfPnlXu3Lm1bNkytWzZUi4ut/4Zub2QWOvWrZOtHXBban4kv9eCsbellF1SsoXfUut2/n79+t31jqTbF/G1a9fWwYMH9eWXX+qbb77RjBkz9P7772vq1Knq0KHDfZ0/tUaNGqVBgwapXbt2Gj58uHx8fOTk5KRevXrZLeZ2N4mJiXryySd1/vx5vfXWWypTpoxy5sypY8eOqW3btnbH6NWrl0JCQvTFF1/o66+/1qBBgzR69Gh99913evzxx81to6KizMbA393+uwEAALKHzLw2L1WqlFxcXLRnz54MOf5/uZa02WwpbvfPxXh9fX21a9cuff3111q1apVWrVql2bNnKywsLNnCtPfrbu8jrQoVKqS6detq3Lhx2rRpk5YuXXrXbbt3767Zs2erV69eCg4OlpeXl2w2m1q0aJGq69HbUvMj/t+tX79ecXFxkm59n0rpR/f/Kr2/YwBAVsI3dAD4F7ly5VJERITCw8P16aefqkWLFpKkxo0by9nZWVFRUXddHHju3LlycXEx7/a5vc+8efPue2HfkJAQLVy4UPPmzdOAAQPuuX3evHl18eLFZPWjR4+qRIkSqT5v8+bNNXToUC1dulR+fn6KjY01Pwvp1l3ruXPnVmJioho2bJjq495WrFgxJSUl6Y8//rBbMOzUqVO6ePGiihUrluZjpuRuTYbbn4Wrq2uq8vv4+Cg8PFzh4eG6cuWKateurSFDhphNgNQ2MySZ7+2PP/6w+29y5syZZHcdLVmyRPXq1dPMmTPt6hcvXjQbV/92/j179mj//v2aM2eO3d/buw1TL1mypPr27au+ffvqjz/+UIUKFTRu3DjNmzfPHELv6+t7z8/sfj6PAwcO2N0hdu7cuXS9Ow8AAGRdOXLkUP369fXdd9+l6uaXYsWK6dtvv9Xly5ft7mD//fffzdfTS968eVMcmfvPu8olyc3NTSEhIQoJCVFSUpK6dOmijz/+WIMGDUrxLvHbOfft25dstOW+ffvS9X38U6tWrdShQwd5e3urSZMmd91uyZIlatOmjcaNG2fWbty4kew7R1qu/+7lxIkT6t69u5566im5ubmZN+7c6/MoVqyYdu/eraSkJLvRAOn996JYsWI6cOBAsnpKNQCwCmsCAMA9vPrqqypSpIjGjBlj1vz9/RUeHq5vv/1WH330UbJ9pk6dqu+++07t27dXkSJFzH06duyob775RpMmTUq2T1JSksaNG6e//vrrrlleeuklBQUFaeTIkdqyZUuy1y9fvqy3337bfF6yZElt3bpV8fHxZu2rr77Sn3/+mbo3//8effRRBQUFadGiRVq0aJEKFSqk2rVrm687OzvrxRdf1NKlS/XLL78k2//MmTP/evzbXzQmTJhgVx8/frykW/Ogpofb6zr880uKr6+v6tatq48//lgnTpxItt/f8587d87utVy5cqlUqVLmnUmSlDNnzhTPk5KGDRvK1dVVkyZNsrvL6J+fhXTrc/7nnUiLFy821yu41/lv393092MYhqGJEyfabXft2jXduHHDrlayZEnlzp3bfJ+NGjVSnjx5NGrUKN28eTNZ1r9/Zmn5PBo0aCAXF5dk/7uaPHnyPfcFAADZR0REhAzDUGhoqK5cuZLs9R07dph31Ddp0kSJiYnJrhfef/992Ww2NW7cON1ylSxZUr///rvdtc7PP/+sTZs22W33z2tGJycnc2Ts368b/65y5cry9fXV1KlT7bZZtWqVfvvtt3S7Jk7JSy+9pIiICH344Ydyc3O763YpXY9OmjQp2UiItFz/3UvHjh2VlJSkmTNnatq0aXJxcVH79u3veYd+kyZNdPLkSS1atMisJSQkaNKkScqVK5fq1Knzn7NJt66Lt2zZol27dpm18+fPa/78+elyfABID4wEAIB7cHV1Vc+ePfXGG29o9erV5p3977//vn7//Xd16dLFrv7111/ryy+/VJ06dezukJGkcePG6eDBg+rRo4c+++wzPfPMM8qbN69iYmK0ePFi/f7773Z32KeU5bPPPlPDhg1Vu3ZtvfLKK6pRo4ZcXV3166+/asGCBcqbN69GjhwpSerQoYOWLFmip59+Wq+88ooOHjxodxd3WjRv3lyDBw+Wh4eH2rdvn2xuzf/9739at26dqlWrpo4dO6ps2bI6f/68oqOj9e233+r8+fN3PXb58uXVpk0bTZs2TRcvXlSdOnW0bds2zZkzR82aNVO9evXSnDclnp6eKlu2rBYtWqSHH35YPj4+CgwMVGBgoKZMmaKaNWsqKChIHTt2VIkSJXTq1Clt2bJFf/31l37++WdJt6Z3qlu3ripVqiQfHx/99NNPWrJkibp162aep1KlSpKkHj16qFGjRnJ2dr7rf9cCBQqoX79+Gj16tJ555hk1adJEO3fu1KpVq+zu7pekZ555RsOGDVN4eLiqV6+uPXv2aP78+clGdZQsWVLe3t6aOnWqcufOrZw5c6patWoqU6aMSpYsqX79+unYsWPKkyePli5dmuwO+/3796tBgwZ65ZVXVLZsWbm4uOjzzz/XqVOnzPeRJ08effTRRwoNDVXFihXVokULFShQQDExMVqxYoVq1KhhfhFPy+fh5+ennj17aty4cXr22Wf19NNP6+effzY/j/S8qwwAAGRd1atX15QpU9SlSxeVKVNGoaGhKl26tC5fvqz169dr2bJlGjFihKRbo2Xr1aunt99+W0eOHFH58uX1zTff6Msvv1SvXr3u69r3btq1a6fx48erUaNGat++vU6fPq2pU6fqscceMxc0lm5dh58/f17169dXkSJFdPToUU2aNEkVKlSwG/n6d66urhozZozCw8NVp04dtWzZUqdOndLEiRMVEBCg3r17p9v7+CcvLy8NGTLknts988wzioqKkpeXl8qWLastW7bo22+/TbY+VYUKFeTs7KwxY8bo0qVLcnd3V/369eXr65umXLNnz9aKFSsUGRlp3lw1adIktW7dWh999JG6dOly131fe+01ffzxx2rbtq127NihgIAALVmyRJs2bdKECRNSvfD0vbz55puaN2+ennzySXXv3l05c+bUjBkzVLRoUZ0/f57rVwBZgwEAWczs2bMNScb27dv/dbs2bdoYxYoVS/G17du3G5KM2bNnp/q8ERERhiTjzJkzyV67dOmS4eXlZdSpU8euHhcXZ7z//vtGpUqVjJw5cxo5cuQwKlasaEyYMMGIj49P8TwJCQnGjBkzjFq1ahleXl6Gq6urUaxYMSM8PNzYuXNnqrJeuHDBGDx4sBEUFGTkyJHD8PDwMAIDA40BAwYYJ06csNt23LhxRuHChQ13d3ejRo0axk8//WTUqVPH7r2sW7fOkGQsXrz4ruf8448/DEmGJGPjxo0pbnPq1Cmja9euhr+/v+Hq6moULFjQaNCggTFt2rR7vqebN28aQ4cONYoXL264uroa/v7+xoABA4wbN27YbVesWDGjadOmyfb/53u6m82bNxuVKlUy3NzcDElGRESE+drBgweNsLAwo2DBgoarq6tRuHBh45lnnjGWLFlibjNixAijatWqhre3t+Hp6WmUKVPGGDlypN1/74SEBKN79+5GgQIFDJvNZtzrn9vExERj6NChRqFChQxPT0+jbt26xi+//GIUK1bMaNOmjbndjRs3jL59+5rb1ahRw9iyZUuK7/3LL780ypYta7i4uNj9b2Hv3r1Gw4YNjVy5chn58+c3OnbsaPz8889225w9e9bo2rWrUaZMGSNnzpyGl5eXUa1aNePTTz9Nln3dunVGo0aNDC8vL8PDw8MoWbKk0bZtW+Onn366788jISHBGDRokFGwYEHD09PTqF+/vvHbb78Z+fLlMzp16vSv+wIAgPRl1bX5bTt27DBatWplPPTQQ4arq6uRN29eo0GDBsacOXOMxMREc7vLly8bvXv3NrcrXbq08e677xpJSUl2x5NkdO3aNdl5/nnd9W/Xx/PmzTNKlChhuLm5GRUqVDC+/vrrZO9/yZIlxlNPPWX4+voabm5uRtGiRY3XX3/d7lr99jnWrVtnd/xFixYZjz/+uOHu7m74+PgYr776qvHXX3/ZbdOmTRsjZ86cybLd/k5zL3Xq1DEee+yxf90mpc/gwoULRnh4uJE/f34jV65cRqNGjYzff/892ednGIYxffp0o0SJEoazs7Pd+7zb9fzt124f588//zS8vLyMkJCQZNs9//zzRs6cOY1Dhw7963s4deqUmdfNzc0ICgpK9vfw8OHDhiTj3XffTbb/P78v3M3OnTuNWrVqGe7u7kaRIkWM0aNHGx988IEhyTh58uQ99weAjGYzDFY4AQAAWdvFixeVN29ejRgxwm7KKwAAACAr6tWrlz7++GNduXIl3RZxBoD7xZoAAAAgS7l+/Xqy2u01EurWrZu5YQAAAIB7+Of167lz5xQVFaWaNWvSAACQJbAmAAAAyFIWLVqkyMhINWnSRLly5dLGjRu1cOFCPfXUU6pRo4bV8QAAAAA7wcHBqlu3rh599FGdOnVKM2fOVGxsrAYNGmR1NACQRBMAAABkMeXKlZOLi4vGjh2r2NhYc7Hg24v/AQAAAFlJkyZNtGTJEk2bNk02m00VK1bUzJkzVbt2baujAYAkiTUBAAAAAAAAAADIplgTAAAAAAAAAACAbIomAAAAAAAAAAAA2dQDtyZAUlKSjh8/rty5c8tms1kdBwAAAMg2bs80midPHq61AQAAgCzigWsCHD9+XP7+/lbHAAAAALKtS5cuKU+ePFbHyFDer86zOgIASJK2vveC1REAQJJUplAOqyPY8Xy8W6ac5/rOyZlynv/igWsC5M6dW5L0559/ZvsvJgAAAEBmio2N5YYbAAAAIIt54JoAt4cl58mThyYAAAAAAAAAAGRHNpbDvY1PAgAAAAAAAACAbOqBGwkAAAAAAAAAAMjm/n9GGDASAAAAAAAAAACAbIuRAAAAAAAAAACA7IU1AUx8EgAAAAAAAAAAZFOMBAAAAAAAAAAAZC+sCWBiJAAAAAAAAAAAANkUIwEAAAAAAAAAANkLawKY+CQAAAAAAAAAAMimGAkAAAAAAAAAAMheWBPAxEgAAAAAAAAAAACyKUYCAAAAAAAAAACyF9YEMPFJAAAAAAAAAACQTTESAAAAAAAAAACQvbAmgImRAAAAAAAAAAAAZFOMBAAAAAAAAAAAZC+sCWCy9JP4/vvvFRISooceekg2m01ffPHFPfdZv369KlasKHd3d5UqVUqRkZEZnhMAAAAAAAAAAEdkaRPg6tWrKl++vKZMmZKq7Q8fPqymTZuqXr162rVrl3r16qUOHTro66+/zuCkAAAAAAAAAACHYbNlzsMBWDodUOPGjdW4ceNUbz916lQVL15c48aNkyQ9+uij2rhxo95//301atQoo2ICAAAAAAAAAOCQHGpNgC1btqhhw4Z2tUaNGqlXr1533ScuLk5xcXHm89jY2IyKB+A+RUdHa/ny5Xb/WwUAAKljGIZs/38HUp48edS/f3+LEwEAAABZAGsCmByqCXDy5En5+fnZ1fz8/BQbG6vr16/L09Mz2T6jR4/W0KFDMysiHAw/PmcNFy9etDoCAAAOJzExUTt37tTVq1dVp04dq+MAAAAAyKIcqglwPwYMGKA+ffqYz2NjY+Xv729hIqRVRv5Qz4/PWY+3t7fVEQAAyPLOnTun5cuX68SJE5JuTZP58MMPK0+ePBYnAwAAALIIB5mvPzM4VBOgYMGCOnXqlF3t1KlTypMnT4qjACTJ3d1d7u7umREP/5BeP95n1g/1/PhsLXd3d4WEhKhixYpWRwEAIMtKSkrShx9+qAkTJuj69euSJGdnZ1WvXt3uxhcAAAAAuM2hmgDBwcFauXKlXW3NmjUKDg62KNGDKzU/8GfEj/cZ8UM9Pz4DAABHcOzYMYWHh2vNmjVm7eGHH1ZUVJSqVq1qYTIAAAAgC2JNAJOlTYArV67owIED5vPDhw9r165d8vHxUdGiRTVgwAAdO3ZMc+fOlSR16tRJkydP1ptvvql27drpu+++06effqoVK1ZY9RayjbTetZ/WH/j/64/3/FAPAAAeZAsXLlSXLl3srsG6deumMWPGKEeOHNYFAwAAAJDlWdoE+Omnn1SvXj3z+e0hzG3atFFkZKROnDihmJgY8/XixYtrxYoV6t27tyZOnKgiRYpoxowZatSoUaZnzw7+/sP/f7lr/99+4OfHewAAgPt37do1tWvXTosWLTJrhQsX1qxZs/TUU09ZmAwAAADI4hgJYLK0CVC3bl0ZhnHX1yMjI1PcZ+fOnRmY6sEQHR2tGTNmpPhaau/a5wd+AACAjOXh4aFz586Zz1u2bKkpU6Yob968FqYCAAAA4Egcak0A/Df/due/t7c3P+oDAABkMU5OTpo9e7bq1KmjUaNGqXnz5lZHAgAAAByDk83qBFkGTYBs7J/z/N9typ8OHTrwwz8AAEAWsHXrViUkJKhmzZpmrUiRItq3b59cXLh0BwAAAJB2fJPIpv5tuh+JO/8BAACykvj4eA0bNkyjR49W4cKFtXv3brspGmkAAAAAAGnEmgAmvk04uH/e7X9bStP9SMzjDwAAkNXs3btXoaGhio6OliT9+eef+uCDDzR48GCLkwEAAADIDmgCOLB73e1/G9P9AAAAZD1JSUmaOHGiBgwYYN7Q4eLioiFDhuitt96yOB0AAADg4GysCXAbTQAHlVID4O9DxiXu+gcAAMiqYmJi1LZtW61bt86slS1bVlFRUVy7AQAAAEhXNAEcyN+n/vnndD/c7Q8AAJD1GYahqKgode/eXbGxsWa9d+/eGjlypDw9PS1MBwAAAGQjrAlgogngAG7/+H/q1KkUX6cBAAAA4BhOnDihzp0769q1a5Ikf39/zZkzR/Xq1bM4GQAAAIDsinZIFnd72p9/NgC8vb3l5+dHAwAAAMCBPPTQQ3rvvfckSWFhYdqzZw8NAAAAACAj2GyZ83AAjATI4pYvX2733M/Pj3n+AQAAHMTly5fl7OysHDlymLVOnTqpbNmyqlOnjoXJAAAAADwoaAJkYdHR0XYjALjrHwAAwHFs3LhRYWFhatq0qSZNmmTWbTYbDQAAAAAgo7EmgIlPIou6PQ3QbX5+fjQAAAAAHEBcXJzeeust1a5dW4cPH9bkyZO1Zs0aq2MBAAAAeEAxEiCL+uc0QCEhIRYlAQAAQGrt3r1boaGh2r17t1mrWbOmSpYsaWEqAAAA4AHkIPP1ZwZGAmRRcXFx5p+ZBggAACBrS0xM1NixY1WlShWzAeDq6qoxY8Zo/fr1KlGihMUJAQAAADyoGAmQxURHR2v58uW6dOmSJMnb25sGAAAAQBZ2+PBhhYWFaePGjWYtKChIUVFRKl++vIXJAAAAgAcYawKYaAJkMcuXL7dbDNjd3d3CNAAAAPg3P//8s2rWrKkrV65IurXo7xtvvKFhw4ZxHQcAAAAgS6AdksXcngbIZrPJz8+PtQAAAACysMDAQPNu/4CAAG3YsEFjxoyhAQAAAABYzWbLnIcDYCRAFhIdHa2LFy9Kkry8vBQREWFtIAAAAPwrZ2dnzZkzR+PGjdOYMWOUO3duqyMBAAAAgB1GAmQhy5cvN//M3WMAAABZy6VLlxQeHq4tW7bY1UuWLKkPP/yQBgAAAACQldicMufhABgJkEVER0fbrQXANEAAAABZx7p169S2bVvFxMRo48aN2rVrl3LmzGl1LAAAAAC4J8doVWRz0dHRmjFjhvncz89PFStWtDARAAAAJOnGjRvq06eP6tevr5iYGEnSqVOn9PPPP1ucDAAAAMC/Yk0AEyMBLPbPBoDEKAAAAICsIDo6WqGhodq7d69Zq1u3riIjI1WsWDELkwEAAABA6jESwGJ/XwdAkjp06MAoAAAAAAslJCRo5MiRqlatmtkAcHd31/jx47V27VoaAAAAAIAjYE0AEyMBLBYXF2f+mQYAAACAtQ4ePKjWrVtr69atZu3xxx9XVFSUHnvsMQuTAQAAAMD9cYxWxQPA29ubBgAAAIDFrl+/rujoaEmSk5OT3n77bW3dupUGAAAAAOBoGAlgcoyUAAAAQCYIDAzUyJEjVapUKW3cuFEjRoyQm5ub1bEAAAAA4L7RBAAAAMAD66uvvrKbnlGSevfurV27dik4ONiiVAAAAAD+M5stcx4OgCYAAAAAHjgXLlxQq1atFBISooiICLvXnJ2dlTNnTouSAQAAAEgXTAdkcoyU2VR0dLQuXrxodQwAAIAHypo1axQUFKSFCxdKksaOHavffvvN4lQAAAAAkDFoAlho+fLl5p/d3d0tTAIAAJD9Xbt2Td27d9dTTz2lY8eOSZK8vb01b948lSlTxuJ0AAAAANIV0wGZXKwO8CD7+/yzISEhFiYBAADI3rZv367WrVtr//79Zu3JJ5/UrFmzVKRIEQuTAQAAAEDGYiRAFuDt7a2KFStaHQMAACDbuXnzpoYMGaLg4GCzAeDp6alJkyZp9erVNAAAAACA7Io1AUyMBAAAAEC2NW3aNA0dOtR8XqVKFUVFRemRRx6xMBUAAAAAZB7HaFUAAAAA9+G1115TxYoV5ezsrCFDhmjTpk00AAAAAIAHAWsCmBgJAAAAgGzj+vXr8vT0NJ+7urpq/vz5unz5sqpUqWJhMgAAAACwBiMBAAAA4PAMw9C8efNUrFgx7dq1y+61MmXK0AAAAAAAHjA2my1THo6AJgAAAAAc2rlz5/TKK68oNDRUZ86cUevWrXXjxg2rYwEAAABAlsB0QAAAAHBYK1euVPv27XXy5Emz9vjjj+vmzZvy8PCwMBkAAAAAKznKXfqZgZEAAAAAcDhXrlxRp06d1LRpU7MB4OPjo8WLFysqKkq5c+e2OCEAAAAAZA2MBAAAAIBD2bJli0JDQ3Xw4EGz1rhxY82cOVOFChWyMBkAAACALIOBACZGAgAAAMBhTJ48WTVr1jQbADly5NDUqVO1YsUKGgAAAAAAkAJGAgAAAMBhVKtWzZzbMzg4WHPnzlWpUqUsTgUAAAAgq2FNgDtoAgAAAMBhVKlSRcOGDZMkvfnmm3Jx4XIWAAAAAP4N35osEh0drYsXL1odAwAAIMs6cuSIxo8fr/Hjx9v92D9w4EALUwEAAABwBIwEuIMmgEWWL19u/tnd3d3CJAAAAFmLYRiKjIxUz549dfnyZRUoUECDBg2yOhYAAAAAOCQWBrZIXFyc+eeQkBALkwAAAGQdp0+f1vPPP6927drp8uXLkqS5c+fqxo0bFicDAAAA4EhsNlumPBwBTQCLeXt7q2LFilbHAAAAsNyyZcsUFBSkL7/80qyFh4drx44d8vDwsDAZAAAAADgupgMCAACApWJjY9W7d2/NmjXLrBUoUEDTpk1Ts2bNrAsGAAAAwGE5yl36mYEmAAAAACzz/fffq02bNjpy5IhZe/bZZzV9+nT5+vpaFwwAAAAAsgmaAAAAALDMl19+aTYAcuXKpYkTJyo8PJy7dgAAAAD8N3ylMNEEAAAAgGVGjhyp1atXK1++fJozZ46KFy9udSQAAAAAyFZoAgAAACBTJCYmaufOnapcubJZ8/Dw0Jo1a+Tn5ydnZ2cL0wEAAADIThhdfIeT1QEAAACQ/R08eFC1a9dWrVq19Ntvv9m99tBDD9EAAAAAAIAMQhMAAAAAGcYwDE2bNk3ly5fX5s2bdePGDbVt21aGYVgdDQAAAEA2ZrPZMuXhCJgOCAAAABni5MmT6tChg1asWGHWSpQoofHjxzvMxTIAAAAAODqaAAAAAEh3S5cu1euvv65z586Ztddee03jxo1Trly5LEwGAAAA4EHAjUd30AQAAABAurl48aJ69OihqKgos+bn56eZM2eqadOmFiYDAAAAgAcTTQAAAACkm2bNmmnDhg3m8xdffFFTp05V/vz5LUwFAAAA4EHDSIA7WBgYAAAA6Wb48OGy2WzKkyeP5s6dq8WLF9MAAAAAAAALMRIAAAAA9y0pKUlOTnfuK6lVq5amT5+uJ598UkWLFrUwGQAAAIAHGgMBTIwEAAAAQJolJCRo2LBhevrpp5WUlGT3Wvv27WkAAAAAAEAWwUgAAAAApMn+/fsVGhqqbdu2SZImTJigPn36WJwKAAAAAO5gTYA7GAkAAACAVDEMQ1OmTFGFChXMBoCzs7OuX79ucTIAAAAAwN0wEgAAAAD3dOzYMbVr107ffPONWXv44Yc1d+5cVatWzcJkAAAAAJAcIwHuYCQAAAAA/tUnn3yioKAguwZA165dtXPnThoAAAAAAJDFMRIAAAAAKUpMTFTr1q31ySefmLWHHnpIs2fP1lNPPWVhMgAAAAD4d4wEuIORAAAAAEiRs7Oz8uTJYz5v0aKF9uzZQwMAAAAAAO7TlClTFBAQIA8PD1WrVs1cb+1uJkyYoEceeUSenp7y9/dX7969dePGjTSdkyYAAAAA7mrcuHGqUqWKFi5cqIULF8rHx8fqSAAAAABwb7ZMeqTBokWL1KdPH0VERCg6Olrly5dXo0aNdPr06RS3X7Bggfr376+IiAj99ttvmjlzphYtWqSBAwem6bw0AQAAACBJ2rp1q5YsWWJXy5Url3788Ue1aNHColTAfxcdHa09e/aYz7/88ks1a9ZMAwcOVHx8vIXJAAAA8CAZP368OnbsqPDwcJUtW1ZTp05Vjhw5NGvWrBS337x5s2rUqKFWrVopICBATz31lFq2bHnP0QP/RBMAAADgAXfz5k0NGjRINWrUUHh4uA4dOmT3OnNpwtG9/vrr2r9/vyTp0KFDatGihXLkyKHFixfrzTfftDgdAAAAMoLNZsuUR1xcnGJjY+0ecXFxyfLEx8drx44datiwoVlzcnJSw4YNtWXLlhTfQ/Xq1bVjxw7zR/9Dhw5p5cqVatKkSZo+C5oAAAAAD7C9e/fqiSee0IgRI5SUlKQrV65o/PjxVscC0tX+/ftVoUIFSdLixYtVu3ZtLViwQJGRkVq6dKm14QAAAODQRo8eLS8vL7vH6NGjk2139uxZJSYmys/Pz67u5+enkydPpnjsVq1aadiwYapZs6ZcXV1VsmRJ1a1bl+mAAAAAcG9JSUmaMGGCKlasqOjoaEmSi4uLhg8frgkTJlgbDkhnhmEoKSlJkvTtt9+ad075+/vr7NmzVkYDAABABsmskQADBgzQpUuX7B4DBgxIl/ewfv16jRo1Sh9++KGio6P12WefacWKFRo+fHiajuOSLmkAAADgMGJiYtS2bVutW7fOrD366KOKiopSpUqVLEwGZIzKlStrxIgRatiwoTZs2KCPPvpIknT48OFkd2IBAAAAaeHu7i53d/d7bpc/f345Ozvr1KlTdvVTp06pYMGCKe4zaNAghYaGqkOHDpKkoKAgXb16Va+99prefvttOTml7h5/RgIAAAA8IAzD0Ny5cxUUFGTXAOjVq5d27NhBAwDZ1oQJExQdHa1u3brp7bffVqlSpSRJS5YsUfXq1S1OBwAAgIyQWSMBUsvNzU2VKlXS2rVrzVpSUpLWrl2r4ODgFPe5du1ash/6nZ2dJd36fpdajAQAAAB4QFy5ckUDBgxQbGyspFtToURGRqp+/foWJwMyVrly5bRnz55k9Xfffdf8EgUAAABktD59+qhNmzaqXLmyqlatqgkTJujq1asKDw+XJIWFhalw4cLmmgIhISEaP368Hn/8cVWrVk0HDhzQoEGDFBISkqbrWJoAAAAAD4jcuXNr1qxZevrppxUWFqaJEyfK29vb6lhApomPj9fp06fN9QFuK1q0qEWJAAAAkFHScpd+ZmnevLnOnDmjwYMH6+TJk6pQoYJWr15tTlEZExNjd+f/O++8I5vNpnfeeUfHjh1TgQIFFBISopEjR6bpvDQBAAAAsqnLly/rxo0bKlCggFlr1KiRdu7cqQoVKlgXDMhk+/fvV/v27bV582a7umEYstlsSkxMtCgZAAAAHjTdunVTt27dUnxt/fr1ds9dXFwUERGhiIiI/3ROmgAAAADZ0MaNGxUWFqYyZcpoxYoVdnfB0ADAgyY8PFwuLi766quvVKhQoSx5VxgAAADSGZd8JpoAAAAA2UhcXJwiIiI0duxYGYahw4cPa/r06XrttdesjgZYZteuXdqxY4fKlCljdRQAAAAg09EEAAAAyCb27Nmj1q1ba/fu3WatRo0aatiwoYWpAOuVLVtWZ8+etToGAAAAMhGjP+9wuvcmGWvKlCkKCAiQh4eHqlWrpm3btv3r9hMmTNAjjzwiT09P+fv7q3fv3rpx40YmpQUAAMh6EhMT9e6776py5cpmA8DV1VX/+9//tGHDBpUoUcLihIC1xowZozfffFPr16/XuXPnFBsba/cAAAAAsjNLRwIsWrRIffr00dSpU1WtWjVNmDBBjRo10r59++Tr65ts+wULFqh///6aNWuWqlevrv3796tt27ay2WwaP368Be8AAADAWocPH1abNm30ww8/mLWgoCBFRUWpfPnyFiYDso7bo2EaNGhgV2dhYAAAgOyLkQB3WNoEGD9+vDp27Kjw8HBJ0tSpU7VixQrNmjVL/fv3T7b95s2bVaNGDbVq1UqSFBAQoJYtW+rHH3/M1NwAAABZQUxMjMqVK6crV65IunWR269fPw0fPlzu7u4WpwOyjnXr1lkdAQAAALCMZU2A+Ph47dixQwMGDDBrTk5OatiwobZs2ZLiPtWrV9e8efO0bds2Va1aVYcOHdLKlSsVGhqaWbEBAACyjKJFi+q5557T/PnzFRAQoLlz56pWrVpWxwKynDp16lgdAQAAAJmMkQB3WNYEOHv2rBITE+Xn52dX9/Pz0++//57iPq1atdLZs2dVs2ZNGYahhIQEderUSQMHDrzreeLi4hQXF2c+Z85PAACQnUyePFkFCxZURESEcufObXUcIMv64Ycf9PHHH+vQoUNavHixChcurKioKBUvXlw1a9a0Oh4AAACQYSxfGDgt1q9fr1GjRunDDz9UdHS0PvvsM61YsULDhw+/6z6jR4+Wl5eX+fD398/ExAAAAOnj0qVLatu2rT755BO7ure3t9577z0aAMC/WLp0qRo1aiRPT09FR0ebNwldunRJo0aNsjgdAAAAMoQtkx4OwLImQP78+eXs7KxTp07Z1U+dOqWCBQumuM+gQYMUGhqqDh06KCgoSM8//7xGjRql0aNHKykpKcV9BgwYoEuXLpmPP//8M93fCwAAQEZav369ypUrpzlz5qhz5846duyY1ZEAhzJixAhNnTpV06dPl6urq1mvUaOGoqOjLUwGAAAAZDzLmgBubm6qVKmS1q5da9aSkpK0du1aBQcHp7jPtWvX5ORkH9nZ2VmSZBhGivu4u7srT548dg8AAABHcOPGDfXt21f16tVTTEyMJCkxMVG//vqrxckAx7Jv3z7Vrl07Wd3Ly0sXL17M/EAAAADIcDabLVMejsCyNQEkqU+fPmrTpo0qV66sqlWrasKECbp69arCw8MlSWFhYSpcuLBGjx4tSQoJCdH48eP1+OOPq1q1ajpw4IAGDRqkkJAQsxkAAACQHezcuVOtW7fW3r17zVrdunUVGRmpYsWKWZgMcDwFCxbUgQMHFBAQYFffuHGjSpQoYU0oAAAAIJNY2gRo3ry5zpw5o8GDB+vkyZOqUKGCVq9ebS4WHBMTY3fn/zvvvCObzaZ33nlHx44dU4ECBRQSEqKRI0da9RYAAADSVUJCgsaMGaMhQ4YoISFB0q2RjaNGjVKvXr2SjYoEcG8dO3ZUz549NWvWLNlsNh0/flxbtmxRv379NGjQIKvjAQAAIAM4yl36mcHSJoAkdevWTd26dUvxtfXr19s9d3FxUUREhCIiIjIhWcaJjo5m2DEAAEjm6NGjatmypbZs2WLWKlSooHnz5umxxx6zMBng2Pr376+kpCQ1aNBA165dU+3ateXu7q5+/fqpe/fuVsdDNtHhyYfVo2lZ+Xp56peYC3pzznZFHzp31+07P11G7Ro8rCL5c+jc5Tgt2xajoYt2Ku5m8vXueoU8piEtHtdHq37TgHk7MvJtAMgGVny+SF98MkcXzp9TQKmH9VqPt/Two4Epbhtz+KAWzP5QB/f9ptOnTqh913569uVXk2137sxpzfl4oqK3bVLcjRsqVNhf3d8aotJluEYFHAG3kllg+fLl5p/d3d0tTAIAALISDw8P/fHHH5IkJycnvf322/rxxx9pAAD/kc1m09tvv63z58/rl19+0datW3XmzBlFRETo+PHjVsdDNvD8E8U08tVKGvPZbtV5Z6V+ibmgz/rXV/48KX/fe6l6gCKaP64xn+9WtTeWq/v0rXr+iWIa/MrjybZ9vEQ+hdcvrV+OXsjotwEgG/jhu68168Nxat72dY2fvkDFSz6sIW900cUL51PcPi7uhvwKFVHoaz2U1yd/ittcuRyr/t3aytnFRYPHTNbkOUsV3qWPcuVm3U1kbawJcAdNAAvExcWZfw4JCbEwCQAAyEr8/Pw0bdo0lSpVShs3btSIESPk5uZmdSwg23Bzc1PZsmVVtWpV5cqVS7/++qv8/f2tjoVsoGvjRzVn3QHN//6Q9h27pN6zftS1uES1rlMqxe2rli6gH/ef1pLNRxRz9qrW7TmhpVuOqGLJfHbb5XR30fQuNdRjxlZdvBqfGW8FgIP7cvE8PdX0BTVs/JyKBpRU5z5vy93DQ9+u/CLF7UuXeUzhnXurdoOn5erqmuI2SxfMVn7fgurZf6gefjRQfoUK6/EqwSpUmH9DkbXRBLiDJoCFvL29VbFiRatjAAAAiyxdulRnz561qz3//PP65ZdfFBwcbFEqAEBauDo7qUJxH2345YRZMwxpwy8nVLV0ynfVbvvjjCoUz6eKJW796F+sQC49Wb6w1uw6Zrfde22r6Jtdx7Th15MZ9wYAZBs3b97UwX2/qXylambNyclJ5StV0769u+/7uNs2b1DJR8pqTMQbCmtWX706tNA3X32WHpEBZBLL1wQAAAB40Fy4cEFdu3bVwoUL9dJLL+nTTz+1u4OE6QIBwHHky+0uF2cnnb50w65+OvaGSj/kleI+SzYfUb7c7lod8ZRsssnVxUkzv92v8ct+Nbd54YliKlfcR/UHrcrQ/ACyj9hLF5SUlChvHx+7unfefPor5sh9H/fU8WNa/eViPfdKa73cur3++P1XTf9grFxcXFT/6Wf/Y2ogAznGTfqZgiYAAABAJlqzZo3Cw8N17Nituz2XLFmi77//XnXq1LE4GYC7iYuLs5vSU5KMxJuyOac8bQJwLzUf9VOfZwPVd/Z27Th4ViX8cmt0aGW90SxI736xR4V9cuh/YZX1/Oi1KS4UDACZyTCSVPKRsgrt2F2SVKJ0GR09fECrly2hCQA4CJoAAAAAmeDatWt66623NHnyZLPm7e2tKVOmqHbt2hYmA7Kv3bv/feqDffv2peo4o0eP1tChQ+1q7oHPy6PcC/edDdnHuctxSkhMkq+Xh13dN4+HTl+6nuI+A18qr0UbDytq/QFJ0t4/LyqHu4smtK+m977cowrFfeTr5akNI5uY+7g4O6l6GV91fOoR+bZZqCTDyLg3BcAh5fHKKycnZ108b78I8MUL55TXJ99d9rq3vPnyy79YCbuaf7Hi2vL92vs+JpAZHGW+/sxAEwAAACCDbd++XaGhoXY/ODZs2FCzZ89WkSJFLEwGZG8VKlSQzWaTkcKPpbfrqflyOGDAAPXp08eu5v/a0nTLCcd2MzFJuw6fV53HCmrFjr8kSTabVDuwoKZ/sz/FfXK4Oyf7ET8x6dZzm2za8OtJBb+13O71Ka9V1x8nLmnC8l9pAABIkaurq0o+8qh2R/+oJ2rVkyQlJSVp945tavJ88/s+7qOBFXT8z6N2tWN/xqiAX6H/lBdA5qEJAAAAkEFu3rypkSNHasSIEUpMTJQkeXh4aOzYserataucnJwsTghkb4cPH06X47i7uydbq4OpgPB3U1b9po9er66dh89rx8Gz6vz0o8rp7qL5Gw5KkqZ2qq7jF65p2KJdkqTV0cfUpUkZ7T5ya/vifrn19kvltXrnX0oyDF25kaDf/rpkd45rcQk6fzkuWR0A/u65l1tr4ujBKvVIWZV+NFDLlyzQjRvX1bDxc5Kk90e9o3z5fRX2Wg9Jt65X/zxy6NafE27q3NnTOvTHPnl6eqpQkaKSpGdfbq23urbV4nkzVbPuk9r/+6/65qul6tJ3kDVvEkglRgLcQRMAAAAgg3z11Vd2U4hUqVJFc+fOVZkyZSxMBTw4ihUrZnUEPCA+33pU+XO7a+BL5eTr5ak9Ry/oxTHf6UzsrcWCi+TLaXf3/rtf7JEhQ++8XEGFfDx1NjZOq3f+pRGf7rLoHQDILmrVb6TYixe0YPZHunD+nIqXekQRY6fI+/+nAzp76qScbHduRDl/9ox6d2xhPv9i0Vx9sWiuAstX0siJMyRJpcs8pgHDxylq+iQtmjNNfoUKq0O3N1T3ySYC4BhsRkpjY7Ox2NhYeXl56dKlS8qTJ48lGQYOHKiLFy/K29tbo0aNsiQDAADIeIZh6IUXXtDy5cs1aNAgDRw4UK6u3D2M7CsrXGvfS1BQkFauXCl/f///dBzvV+elUyIA+G+2vsf6JACyhjKFclgdwU6pfqsy5TwH3mucKef5LxgJAAAAkE5uN/lvs9lsmjZtmo4cOaIqVapYFwyA6ciRI7p586bVMQAAAIBMw0S0AAAA/5FhGJo3b54CAgK0fLn9Qo4FChSgAQAAAAAAmcxms2XKwxHQBAAAAPgPzp07p1deeUWhoaG6dOmSOnTooDNnzlgdC8Bd1KpVS56enlbHAAAAADIN0wEBAADcp1WrVqldu3Y6efKkWXvyySeZ9x/IwlauXGl1BAAAAGQCB7lJP1PQBAAAAEijK1euqF+/fvr444/Nmo+Pj6ZOnaqXX37ZwmQA7uaPP/7QunXrdPr0aSUlJdm9NnjwYItSAQAAABmPJgAAAEAabNmyRaGhoTp48KBZa9y4sWbOnKlChQpZmAzA3UyfPl2dO3dW/vz5VbBgQbu5W202G00AAACAbMhR5uvPDDQBAAAAUmnu3LkKDw837yLOkSOHxo8fr9dee40LTCALGzFihEaOHKm33nrL6igAAABApqMJAAAAkEr16tVT7ty5denSJQUHB2vu3LkqVaqU1bEA3MOFCxeYqgsAAOABw31adzhZHQAAAMBR+Pv768MPP9TIkSP1/fff0wAAHMTLL7+sb775xuoYAAAAgCUYCQAAAJCCI0eO6O2339aHH34oLy8vs96qVSsLUwG4H6VKldKgQYO0detWBQUFydXV1e71Hj16WJQMAAAAGcXJiaEAt9EEAAAA+BvDMBQZGamePXvq8uXLcnV1VWRkpNWxAPwH06ZNU65cubRhwwZt2LDB7jWbzUYTAAAAANkaTQAAAID/d/r0ab322mv68ssvzdr69et1/vx5+fj4WJgMwH9x+PBhqyMAAAAgk7EmwB2sCQAAACBp2bJlCgoKsmsAtG3bVrt376YBAGQjhmHIMAyrYwAAAACZhiYAAAB4oMXGxqp9+/Z67rnndPr0aUlS/vz59fnnn2v27NnKkyePxQkBpIe5c+cqKChInp6e8vT0VLly5RQVFWV1LAAAAGQQm82WKQ9HwHRAAADggfXDDz8oLCxMR44cMWshISGaPn26/Pz8rAsGIF2NHz9egwYNUrdu3VSjRg1J0saNG9WpUyedPXtWvXv3tjghAAAAkHFoAgAAgAfW7t27zQZArly5NHHiRIWHhzvM3RwAUmfSpEn66KOPFBYWZtaeffZZPfbYYxoyZAhNAAAAgGyIr3V30AQAAAAPrC5dumjZsmW6fv265syZo+LFi1sdCUAGOHHihKpXr56sXr16dZ04ccKCRAAAAEDmYU0AAADwQEhMTNSaNWvsajabTYsWLdK6detoAADZWKlSpfTpp58mqy9atEilS5e2IBEAAAAyGmsC3MFIAAAAkO0dPHhQYWFh2rx5s9asWaOGDRuar3l7e1sXDECmGDp0qJo3b67vv//eXBNg06ZNWrt2bYrNAQAAACA7YSQAAADItgzD0LRp01S+fHlt3rxZktShQwfFx8dbnAxAZnrxxRf1448/Kl++fPriiy/0xRdfKH/+/Nq2bZuef/55q+MBAAAgAzAS4A5GAgAAgGzpxIkT6tChg1auXGnWSpQooblz58rNzc3CZACsUKlSJc2fP9/qGAAAAECmowkAAACynSVLlqhTp046d+6cWevYsaPGjRun3LlzW5gMQGZycnK6591ZNptNCQkJmZQIAAAAmcVBbtLPFDQBAABAtnHx4kV1795d8+bNM2t+fn6aMWOGnnnmGQuTAbDC559/ftfXtmzZog8++EBJSUmZmAgAAADIfDQBAABAttGxY0ctWbLEfP7CCy9o6tSpKlCggIWpAFjlueeeS1bbt2+f+vfvr+XLl+vVV1/VsGHDLEgGAACAjOYo8/VnBhYGBgAA2cbo0aOVI0cO5cmTR3PnztWSJUtoAACQJB0/flwdO3ZUUFCQEhIStGvXLs2ZM0fFihWzOhoAAACQoRgJAAAAHFZ8fLzdIr+lSpXSokWLVK5cORUtWtTCZACyikuXLmnUqFGaNGmSKlSooLVr16pWrVpWxwIAAEAGYyDAHYwEAAAADichIUHDhg1TxYoVde3aNbvXnnnmGRoAACRJY8eOVYkSJfTVV19p4cKF2rx5Mw0AAAAAPHAYCQAAABzKvn37FBYWpm3btkmS3nzzTU2ePNniVACyov79+8vT01OlSpXSnDlzNGfOnBS3++yzzzI5GQAAADIaawLcQRMAAAA4BMMw9OGHH+qNN97Q9evXJUnOzs7Kly+fDMPgAg9AMmFhYfz/DQAAAHjg0QQAAABZ3rFjxxQeHq41a9aYtYcfflhz585VtWrVLEwGICuLjIy0OgIAAAAswr0gd7AmAAAAyNIWLlyowMBAuwZA165dtXPnThoAAAAAAADcAyMBAABAlmQYhtq2bau5c+eatYceekizZ8/WU089ZWEyAAAAAEBWx7SQdzASAAAAZEk2m01ly5Y1n7do0UJ79uyhAQAAAAAAQBowEgAAAGRZ/fr10+bNm9WyZUu1aNHC6jgAAAAAAAfBQIA7aAIAAIAsYevWrdq+fbu6d+9u1pydnfXll19amAoAAAAAAMdGEwAAAFgqPj5ew4cP16hRoyRJlSpVUvXq1S1OBQAAAABwZKwJcAdrAgAAAMvs3btXwcHBGjFihJKSkpSUlKTJkydbHQsAAAAAgGyDJgAAAMh0SUlJmjBhgipWrKjo6GhJkouLi4YPH665c+danA4AAAAA4Ohstsx5OAKmAwIAAJkqJiZGbdu21bp168zao48+qqioKFWqVMnCZAAAAAAAZD+MBAAAAJnCMAzNnTtXQUFBdg2AXr16aceOHTQAAAAAAADpxmazZcrDETASAAAAZIqEhAS9//77io2NlST5+/srMjJS9evXtzgZAAAAAADZFyMBAABApnB1dVVUVJTc3d0VGhqq3bt30wAAAAAAAGQI1gS4g5EAAAAgQ1y+fFlnzpxRiRIlzFpgYKB+/fVXlSxZ0sJkAAAAAAA8OBgJAAAA0t3GjRtVvnx5NWvWTHFxcXav0QAAAAAAAGQ01gS4gyYAAABIN3Fxcerfv79q166tw4cPa8+ePRo2bJjVsQAAAAAAeGAxHRAAAEgXe/bsUevWrbV7926zVqNGDbVv397CVAAAAACAB5GD3KSfKRgJAAAA/pPExES9++67qly5stkAcHV11f/+9z9t2LDBbk0AAAAAAACQuRgJAAAA7tvhw4fVpk0b/fDDD2YtKChIUVFRKl++vIXJAAAAAAAPMkeZrz8z0AQAAAD35eLFi6pYsaIuXrwo6dYFVr9+/TR8+HC5u7tbGw4AAAAAAEhiOiAAAHCfvL291b17d0lSQECA1q9fr7Fjx9IAAAAAAABYzmazZcrDETASAAAApJphGHYXOYMGDZKrq6t69uypPHnyWJgMAAAAAACkhJEAAADgni5duqS2bdtq9OjRdnVXV1cNGjSIBgAAAAAAIEux2TLn4QgYCQAAAP7V+vXr1aZNG8XExMjFxUWNGzfW448/bnUsAAAAAACQCowEAAAAKbpx44b69u2revXqKSYmRpLk6elp/hkAAAAAgKyKNQHuYCQAAABIZufOnWrdurX27t1r1urWravIyEgVK1bMwmQAAAAAACAtGAkAAABMCQkJGjlypKpWrWo2ANzd3TVu3DitXbuWBgAAAAAAwCGwJsAdjAQAAACSpOPHj+ull17Sli1bzFqFChUUFRWlwMBAC5MBAAAAAID7xUgAAAAgScqbN68uXLggSXJyctLAgQP1448/0gAAAAAAADgc1gS4gyYAAACQdGvR36ioKJUpU0Y//PCDRo4cKTc3N6tjAQAAAACQZkwHdAfTAQEA8IBavHixypUrp0ceecSsVa5cWb/88oucnZ0tTAYAAAAAANLLfxoJcOPGjfTKAQAAMsmFCxf06quv6pVXXlFYWJgSEhLsXqcBAAAAAABwdE42W6Y8HEGamwBJSUkaPny4ChcurFy5cunQoUOSpEGDBmnmzJnpHhAAAKSfb7/9VkFBQVqwYIEkadu2bfr8888tTgUAAAAAADJKmpsAI0aMUGRkpMaOHWs3T3BgYKBmzJiRruEAAED6uHbtmnr06KEnn3xSx44dkyR5e3tr/vz5eumllyxOBwAAAABA+mJNgDvS3ASYO3eupk2bpldffdVuuoDy5cvr999/T9dwAADgv9u+fbsqVqyoSZMmmbWGDRtqz549atWqlWyOctUCAAAAAADSLM1NgGPHjqlUqVLJ6klJSbp582a6hAIAAP/dzZs3NWTIEAUHB2vfvn2SJA8PD33wwQf6+uuvVaRIEYsTAgAAAACQMWw2W6Y8HEGamwBly5bVDz/8kKy+ZMkSPf744+kSCgAA/Hc7duzQsGHDlJiYKEmqUqWKdu7cqe7du8vJKc2XAAAAAAAAwAGl+ReAwYMHq1u3bhozZoySkpL02WefqWPHjho5cqQGDx6cERkBAMB9eOKJJ9S7d285OztryJAh2rRpk8qUKWN1LAAAAAAAMpyTLXMeaTVlyhQFBATIw8ND1apV07Zt2/51+4sXL6pr164qVKiQ3N3d9fDDD2vlypVp+yzSGvK5557T8uXL9e233ypnzpwaPHiwfvvtNy1fvlxPPvlkWg8HAADSycmTJ5WUlGRXGzlypLZt26aIiAi5urpalAwAAAAAACxatEh9+vRRRESEoqOjVb58eTVq1EinT59Ocfv4+Hg9+eSTOnLkiJYsWaJ9+/Zp+vTpKly4cJrO63I/YWvVqqU1a9bcz64AACCdGYahBQsWqGvXrho6dKh69uxpvubh4aGKFStamA4AAAAAgMyXFefrHz9+vDp27Kjw8HBJ0tSpU7VixQrNmjVL/fv3T7b9rFmzdP78eW3evNm8sS8gICDN503zSIASJUro3LlzyeoXL15UiRIl0hwAAADcv3PnzumVV15R69atdenSJfXv31+//fab1bEAAAAAAMDfxMfHa8eOHWrYsKFZc3JyUsOGDbVly5YU91m2bJmCg4PVtWtX+fn5KTAwUKNGjTLX/kutNI8EOHLkSIoniYuL07Fjx9J6OAAAcJ9Wrlyp9u3b6+TJk2btxRdfVKFChSxMBQAAAACA9TJrIEBcXJzi4uLsau7u7nJ3d7ernT17VomJifLz87Or+/n56ffff0/x2IcOHdJ3332nV199VStXrtSBAwfUpUsX3bx5UxEREanOmOqRAMuWLdOyZcskSV9//bX5fNmyZfr88881fPjw+xqKYMVCCAAAOLIrV66oU6dOatq0qdkA8PHx0aeffqp58+bJ29vb2oAAAAAAADwgRo8eLS8vL7vH6NGj0+XYSUlJ8vX11bRp01SpUiU1b95cb7/9tqZOnZqm46R6JECzZs0k3ZpLqU2bNnavubq6KiAgQOPGjUvTyW8vhDB16lRVq1ZNEyZMUKNGjbRv3z75+vom2/72Qgi+vr5asmSJChcurKNHj/JjBwDggbF582aFhYXp4MGDZq1x48aaOXMmIwAAAAAAAPh/NmXOUIABAwaoT58+drV/jgKQpPz588vZ2VmnTp2yq586dUoFCxZM8diFChWSq6urnJ2dzdqjjz6qkydPKj4+Xm5ubqnKmOqRAElJSUpKSlLRokV1+vRp83lSUpLi4uK0b98+PfPMM6k9nCT7hRDKli2rqVOnKkeOHJo1a1aK299eCOGLL75QjRo1FBAQoDp16qh8+fJpOi8AAI7oiy++UK1atcwGQI4cOcxFhGgAAAAAAACQ+dzd3ZUnTx67R0pNADc3N1WqVElr1641a0lJSVq7dq2Cg4NTPHaNGjV04MABJSUlmbX9+/erUKFCqW4ASPexMPDhw4eVP3/+tO6WjJULIQAA4IgaNGigYsWKSZKCg4P1888/6/XXX5ctsyY6BAAAAADAQTjZMueRFn369NH06dM1Z84c/fbbb+rcubOuXr2q8PBwSVJYWJgGDBhgbt+5c2edP39ePXv21P79+7VixQqNGjVKXbt2TdN507wwsCRdvXpVGzZsUExMjOLj4+1e69GjR6qOkVkLIfxzYYbY2NhU5QMAIKvJnTu35syZox9++EFvvvmmXFzu659xAAAAAABggebNm+vMmTMaPHiwTp48qQoVKmj16tXmb+QxMTFycrpz376/v7++/vpr9e7dW+XKlVPhwoXVs2dPvfXWW2k6b5p/Pdi5c6eaNGmia9eu6erVq/Lx8dHZs2eVI0cO+fr6proJcD/+vhCCs7OzKlWqpGPHjundd9+9axNg9OjRGjp0aIZlAgAgIxw5ckTdu3fXpEmTFBAQYNZr1aqlWrVqWRcMAAAAAAAHkFVHzXfr1k3dunVL8bX169cnqwUHB2vr1q3/6Zxpng6od+/eCgkJ0YULF+Tp6amtW7fq6NGjqlSpkt57771UH+d+F0J4+OGH77oQQkoGDBigS5cumY8///wz1RkBAMhshmFo9uzZKleunL766iu1bdvWbu4/AAAAAACAtEhzE2DXrl3q27evnJyc5OzsrLi4OPn7+2vs2LEaOHBgqo+TWQshpLQwAwAAWdHp06f1/PPPq127drp8+bKkWyMCaGADAAAAAJA2NlvmPBxBmpsArq6u5rxEvr6+iomJkSR5eXml+UcKqxZCAAAgq/nyyy8VGBioL7/80qy1bdtWu3fvNhcDBgAAAAAASKs0rwnw+OOPa/v27SpdurTq1KmjwYMH6+zZs4qKilJgYGCajmXVQggAAGQVsbGx6t27t2bNmmXW8ufPr+nTp6tZs2bWBQMAAAAAwIE5Ocpt+pkgzU2AUaNGmVMUjBw5UmFhYercubNKly6tmTNnpjmAFQshAACQFWzatEmtW7fWkSNHzFpISIimT59uNsQBAAAAAAD+izQ3ASpXrmz+2dfXV6tXr07XQAAAPChiY2PNBkCuXLk0ceJEhYeHy8bdCgAAAAAA/Cd8tb4jzWsC3E10dLSeeeaZ9DocAADZXuPGjfX666+rVq1a2r17t9q1a0cDAAAAAAAApKs0NQG+/vpr9evXTwMHDtShQ4ckSb///ruaNWumKlWqKCkpKUNCAgDg6BITE7Vo0SIZhmFXnzBhgtatW6fixYtblAwAAAAAgOzHZrNlysMRpLoJMHPmTDVu3FiRkZEaM2aMnnjiCc2bN0/BwcEqWLCgfvnlF61cuTIjswIA4JAOHjyo2rVrq0WLFsnWz/Hw8JCzs7NFyQAAAAAAQHaX6ibAxIkTNWbMGJ09e1affvqpzp49qw8//FB79uzR1KlT9eijj2ZkTgAAHI5hGJo2bZrKly+vzZs3S5L69u2rS5cuWZwMAAAAAIDszWbLnIcjSHUT4ODBg3r55ZclSS+88IJcXFz07rvvqkiRIhkWDgAAR3Xy5EmFhITo9ddf19WrVyVJJUqU0MqVK+Xl5WVxOgAAAAAA8KBwSe2G169fV44cOSTdmk/J3d1dhQoVyrBgAAA4qiVLlqhTp046d+6cWevYsaPGjx+vXLlyWZgMAAAAAIAHg5Oj3KafCVLdBJCkGTNmmD9eJCQkKDIyUvnz57fbpkePHumXDgAAB3Lx4kV1795d8+bNM2t+fn6aOXOmmjZtamEyAAAAAADwoEp1E6Bo0aKaPn26+bxgwYKKioqy28Zms9EEAAA8sAYPHmzXAHjxxRc1derUZA1zAAAAAACQsRgHcEeqmwBHjhzJwBgAADi+IUOGaOnSpbpy5YomT56s1q1by8bwQwAAAAAAYKE0TQcEAADuuHLlit0c/z4+Plq6dKkeeughFS1a1MJkAAAAAAA82Lgp7w4nqwMAAOBoEhISNGzYMJUqVUonTpywe+2JJ56gAQAAAAAAALIMRgIAAJAG+/fvV2hoqLZt2yZJat++vVasWMEdBgAAAAAAZCFOfE03MRIAAIBUMAxDU6ZMUYUKFcwGgLOzsypXrqzExESL0wEAAAAAAKSMkQAAANzDsWPHFB4erjVr1pi10qVLKyoqStWqVbMwGQAAAAAASAkj9u+4r5EABw8e1DvvvKOWLVvq9OnTkqRVq1bp119/TddwAABYbeHChQoMDLRrAHTt2lU7d+6kAQAAAAAAALK8NDcBNmzYoKCgIP3444/67LPPdOXKFUnSzz//rIiIiHQPCACAVbp27apWrVrp4sWLkqSHHnpIX3/9tSZPnqycOXNaGw4AAAAAANyVzZY5D0eQ5iZA//79NWLECK1Zs0Zubm5mvX79+tq6dWu6hgMAwEr169c3/9yiRQvt2bNHTz31lIWJAAAAAAAA0ibNawLs2bNHCxYsSFb39fXV2bNn0yUUAABZwYsvvqhu3bqpRo0aatGihdVxAAAAAABAKrEmwB1pHgng7e2tEydOJKvv3LlThQsXTpdQAABkth9//FFvvfVWsvqkSZNoAAAAAAAAAIeV5pEALVq00FtvvaXFixfLZrMpKSlJmzZtUr9+/RQWFpYRGQEAyDA3b97UsGHDNGrUKCUlJalChQpq2bKl1bEA4IGzbNmyVG/77LPPZmASAAAAZAdODAQwpbkJMGrUKHXt2lX+/v5KTExU2bJllZiYqFatWumdd97JiIwAAGSIvXv3KjQ0VNHR0WZt7ty5atGiBcMGASCTNWvWLFXb2Ww2JSYmZmwYAAAAIBtJcxPAzc1N06dP16BBg/TLL7/oypUrevzxx1W6dOmMyAcAQLpLSkrSxIkTNWDAAMXFxUmSXFxcFBERof79+9MAAAALJCUlWR0BAAAA2Qjf7e9IcxNg48aNqlmzpooWLaqiRYtmRCYAADJMTEyM2rZtq3Xr1pm1Rx99VFFRUapUqZKFyQAAAAAAANJfmpsA9evXV+HChdWyZUu1bt1aZcuWzYhcAACkK8MwFBUVpe7duys2Ntas9+rVS6NGjZKnp6eF6QAA/3T16lVt2LBBMTExio+Pt3utR48eFqUCAACAo2AcwB1pbgIcP35cn3zyiRYuXKj//e9/KleunF599VW1bNlSRYoUyYiMAACki6VLl5oNAH9/f0VGRqp+/foWpwIA/NPOnTvVpEkTXbt2TVevXpWPj4/Onj2rHDlyyNfXlyYAAAAAkAZOad0hf/786tatmzZt2qSDBw/q5Zdf1pw5cxQQEMAPKQCALMtms2natGkqUKCAQkNDtXv3bv7dAoAsqnfv3goJCdGFCxfk6emprVu36ujRo6pUqZLee+89q+MBAADAATjZbJnycARpbgL8XfHixdW/f3/973//U1BQkDZs2JBeuQAA+E+uXLminTt32tX8/Py0e/duzZ07V97e3tYEAwDc065du9S3b185OTnJ2dlZcXFx8vf319ixYzVw4ECr4wEAAAAO5b6bAJs2bVKXLl1UqFAhtWrVSoGBgVqxYkV6ZgMA4L5s3LhR5cuXV+PGjXX27Fm71woWLGhRKgBAarm6usrJ6dZXFV9fX8XExEiSvLy89Oeff1oZDQAAAA7CZsuchyNIcxNgwIABKl68uOrXr6+YmBhNnDhRJ0+eVFRUlJ5++umMyAgAQKrExcWpf//+ql27tg4dOqRTp06pd+/eVscCAKTR448/ru3bt0uS6tSpo8GDB2v+/Pnq1auXAgMDLU4HAAAAOJY0Lwz8/fff64033tArr7yi/PnzZ0QmAADSbM+ePWrdurV2795t1mrUqKEhQ4ZYFwoAcF9GjRqly5cvS5JGjhypsLAwde7cWaVLl9asWbMsTgcAAABHYHOU2/QzQZqbAJs2bcqIHAAA3JfExESNHz9e77zzjuLj4yXdmkZi2LBheuONN+Ts7GxxQgBAWlWuXNn8s6+vr1avXm1hGgAAAMCxpaoJsGzZMjVu3Fiurq5atmzZv2777LPPpkswAADu5fDhw2rTpo1++OEHsxYYGKioqChVqFDBumAAAAAAAMBSDAS4I1VNgGbNmunkyZPy9fVVs2bN7rqdzWZTYmJiemUDAOCu4uPjVatWLR07dkzSrX+D+vXrp+HDh8vd3d3idACA/6J48eL/Onz70KFDmZgGAAAAcGypagIkJSWl+GcAAKzi5uamkSNHqm3btgoICNCcOXNUu3Ztq2MBANJBr1697J7fvHlTO3fu1OrVq/XGG29YEwoAAAAOxYmhAKY0rwkwd+5cNW/ePNldlvHx8frkk08UFhaWbuEAAPi7xMREuzn+w8LCdPXqVbVu3Vp58uSxMBkAID317NkzxfqUKVP0008/ZXIaAAAAwLE5pXWH8PBwXbp0KVn98uXLCg8PT5dQAAD83aVLl9S2bVu99tprdnWbzaYuXbrQAACAB0Tjxo21dOlSq2MAAADAAdhsmfNwBGkeCWAYRorzc/7111/y8vJKl1AAANy2fv16tWnTRjExMZJuLUD/3HPPWZwKAGCFJUuWyMfHx+oYAAAAgENJdRPg8ccfl81mk81mU4MGDeTicmfXxMREHT58WE8//XSGhAQAPHhu3Liht99+W+PHjzdruXPn1o0bNyxMBQDIDLe/e9xmGIZOnjypM2fO6MMPP7QwGQAAABxFSjeyP6hS3QRo1qyZJGnXrl1q1KiRcuXKZb7m5uamgIAAvfjii+keEADw4Nm5c6dat26tvXv3mrU6deooMjJSAQEB1gUDAGSK5557zu5Lm5OTkwoUKKC6deuqTJkyFiYDAAAAHE+qmwARERGSpICAADVv3lweHh4ZFgoA8GBKSEjQmDFjNGTIECUkJEiS3N3dNWrUKPXq1UtOTmleygYA4ICGDBlidYR7OjmntdURAECSlLdKN6sjAIAk6frOyVZHsMMvCHekeU2ANm3aZEQOAMAD7vz582ratKm2bt1q1ipUqKCoqCgFBgZamAwAkNmcnZ114sQJ+fr62tXPnTsnX19fJSYmWpQMAAAAjoLpgO5IVRPAx8dH+/fvV/78+ZU3b95//QDPnz+fbuEAAA8Ob29vc6o5Jycn9e/fXxEREXJzc7M4GQAgsxmGkWI9Li6OfxcAAACANEpVE+D9999X7ty5zT/TRQEApDcnJyfNmjVLL7zwgiZOnKjq1atbHQkAkMk++OADSbfu2poxY4bdOmSJiYn6/vvvWRMAAAAAqeLET9imVDUB/j4FUNu2bTMqCwDgAbJ48WL5+vqqTp06Zs3f31/btm2j2QwAD6j3339f0q2RAFOnTpWzs7P5mpubmwICAjR16lSr4gEAAAAOKc1rAkRHR8vV1VVBQUGSpC+//FKzZ89W2bJlNWTIEIbnAgD+1YULF9StWzctWLBA/v7+2rNnj7y8vMzXaQAAwIPr8OHDkqR69erps88+U968eS1OBAAAAEfFSIA70rxI8uuvv679+/dLkg4dOqTmzZsrR44cWrx4sd588810DwgAyD6+/fZbBQUFacGCBZKkP//8U/Pnz7c4FQAgq1m3bh0NAAAAACCdpLkJsH//flWoUEHSrakc6tSpowULFigyMlJLly5N73wAgGzg2rVr6tGjh5588kkdO3ZMkuTl5aV58+apc+fOFqcDAGQ1L774osaMGZOsPnbsWL388ssWJAIAAICjsdlsmfJwBGluAhiGoaSkJEm37uhs0qSJpFvzOJ89ezZ90wEAHN727dtVsWJFTZo0yaw1aNBAe/bs0auvvuow/2ACADLP999/b37P+LvGjRvr+++/tyARAAAA4LjS3ASoXLmyRowYoaioKG3YsEFNmzaVdGv+Tj8/v3QPCABwTDdv3tSQIUMUHBysffv2SZI8PDz0wQcf6JtvvpG/v7/FCQEAWdWVK1dSXGvM1dVVsbGxFiQCAACAo3GyZc7DEaS5CTBhwgRFR0erW7duevvtt1WqVClJ0pIlS1S9evV0DwgAcEx//vmn3n33XSUmJkq61UTeuXOnunfvLienNP/zAwB4gAQFBWnRokXJ6p988onKli1rQSIAAADAcbmkdYdy5cppz549yervvvuunJ2d0yUUAMDxlShRQu+++6569Oihd955R2+//bZcXV2tjgUAcACDBg3SCy+8oIMHD6p+/fqSpLVr12rBggVasmSJxekAAADgCJh9+I40NwFu27Fjh3777TdJUtmyZVWxYsV0CwUAcDx//fWXfHx8lCNHDrPWuXNn1a1bl7s2AQBpEhISoi+++EKjRo3SkiVL5OnpqfLly+u7776Tj4+P1fEAAAAAh5LmJsDp06fVvHlzbdiwQd7e3pKkixcvql69evrkk09UoECB9M4IAMjCDMPQggUL1LVrV4WFhemDDz4wX7PZbDQAAAD3pWnTpub6Y7GxsVq4cKH69eunHTt2mFPNAQAAAHfjxFAAU5onZe7evbuuXLmiX3/9VefPn9f58+f1yy+/KDY2Vj169MiIjACALOrcuXNq3ry5WrdurUuXLmnSpElau3at1bEAANnE999/rzZt2uihhx7SuHHjVL9+fW3dutXqWAAAAIBDSfNIgNWrV+vbb7/Vo48+atbKli2rKVOm6KmnnkrXcACArGvVqlVq166dTp48adZeffVVpocDAPwnJ0+eVGRkpGbOnKnY2Fi98soriouL0xdffMHoMgAAAKRamu9+z8bS/FkkJSWluLCjq6urkpKS0iUUACDrunLlijp16qQmTZqYDQAfHx99+umnmjdvnvLmzWtxQgCAowoJCdEjjzyi3bt3a8KECTp+/LgmTZpkdSwAAADAoaV5JED9+vXVs2dPLVy4UA899JAk6dixY+rdu7caNGiQ7gEBAFnHli1bFBoaqoMHD5q1xo0ba8aMGea/CQAA3K9Vq1apR48e6ty5s0qXLm11HAAAADgwlgS4I80jASZPnqzY2FgFBASoZMmSKlmypIoXL67Y2Fju0gGAbOz7779XzZo1zQZAjhw5NHXqVK1YsYIGAAAgXWzcuFGXL19WpUqVVK1aNU2ePFlnz561OhYAAADg0NI8EsDf31/R0dFau3atfvvtN0nSo48+qoYNG6Z7OABA1lGjRg0FBwdr06ZNCg4O1ty5c1WqVCmrYwEAspEnnnhCTzzxhCZMmKBFixZp1qxZ6tOnj5KSkrRmzRr5+/srd+7cVscEAACAA3BiKIApTU2ARYsWadmyZYqPj1eDBg3UvXv3jMoFAMhinJ2dNWfOHC1evFj9+vWTi0ua+8gAAKRKzpw51a5dO7Vr10779u3TzJkz9b///U/9+/fXk08+qWXLllkdEQAAAHAYqZ4O6KOPPlLLli31008/6Y8//lDXrl31xhtvZGQ2AIBFjh49qoYNG2rr1q129ZIlS6p///40AAAAmeaRRx7R2LFj9ddff2nhwoVWxwEAAICDsNky5+EIUt0EmDx5siIiIrRv3z7t2rVLc+bM0YcffpiR2QAAmcwwDEVGRiooKEhr165VaGiorl69anUsAADk7OysZs2aMQoAAAAASKNUNwEOHTqkNm3amM9btWqlhIQEnThxIkOCAQAy1+nTp/XCCy8oPDxcly9fliTFx8fr6NGjFicDAAAAAABIGydb5jwcQaqbAHFxccqZM+edHZ2c5ObmpuvXr2dIMABA5lm2bJmCgoL0xRdfmLW2bdtqz549Klu2rHXBAAAAAAAA8J+kaVLnQYMGKUeOHObz+Ph4jRw5Ul5eXmZt/Pjx6ZcOAJChYmNj1bt3b82aNcus5c+fX9OmTdPzzz9vYTIAAAAAAID75+QoE/ZnglQ3AWrXrq19+/bZ1apXr65Dhw6Zz218sADgMLZt26bmzZvryJEjZi0kJETTp0+Xn5+fdcEAAAAAAACQblLdBFi/fn0GxgAAZLYcOXLo+PHjkqRcuXJp4sSJCg8Pp6ELAAAAAAAcHj9v3JHqNQEAANlLYGCgRo4cqVq1amn37t1q164dDQAAAAAAAIBshiYAADwAEhMTNW3aNMXFxdnVe/furXXr1ql48eIWJQMAAAAAAEh/TrbMeTgCmgAAkM0dPHhQderU0euvv64hQ4bYvebs7CxnZ2drggEAAAAAACDD0QQAgGzKMAxNmzZN5cuX16ZNmyRJ7733nv7880+LkwEAAAAAAGQsWyb9P0dAEwAAsqGTJ08qJCREr7/+uq5evSpJKlGihNatWyd/f3+L0wEAAAAAACCz3FcT4IcfflDr1q0VHBysY8eOSZKioqK0cePGdA0HAEi7pUuXKjAwUCtWrDBrHTt21K5du1SzZk0LkwEAAAAAAGQO1gS4I81NgKVLl6pRo0by9PTUzp07zUUmL126pFGjRqV7QABA6ly8eFFhYWF66aWXdO7cOUmSn5+fvvrqK02bNk25c+e2OCEAAAAAAAAyW5qbACNGjNDUqVM1ffp0ubq6mvUaNWooOjo6XcMBAFLv448/VlRUlPn8xRdf1C+//KKmTZtamAoAAAAAACDzMRLgjjQ3Afbt26fatWsnq3t5eenixYvpkQkAcB969+6tihUrKk+ePJo7d64WL16s/PnzWx0LAAAAAAAAFnJJ6w4FCxbUgQMHFBAQYFffuHGjSpQokV65AAD3cPbsWbsf+d3c3PTJJ5/I3d1dRYsWtTAZAAAAAACAtWw2B7lNPxOkeSRAx44d1bNnT/3444+y2Ww6fvy45s+fr379+qlz584ZkREA8DcJCQkaPny4ihUrpl27dtm9Vrp0aRoAAAAAAAAAMKV5JED//v2VlJSkBg0a6Nq1a6pdu7bc3d3Vr18/de/ePSMyAgD+3/79+xUWFqYff/xRkhQaGqrt27fLw8PD4mQAAAAAAABZh6PM158Z0twEsNlsevvtt/XGG2/owIEDunLlisqWLatcuXJlRD4AgCTDMPTRRx+pX79+un79uiTJ2dlZzz//vJydnS1OBwAAAAAAgKwqzdMB3ebm5qayZcuqatWq/7kBMGXKFAUEBMjDw0PVqlXTtm3bUrXfJ598IpvNpmbNmv2n8wNAVnbs2DE9/fTT6tq1q9kAKF26tDZt2qRhw4bJ1dXV4oQAAAAAAABZi82WOQ9HkOaRAPXq1fvXRRW+++67NB1v0aJF6tOnj6ZOnapq1appwoQJatSokfbt2ydfX9+77nfkyBH169dPtWrVStP5AMCRfPLJJ+rSpYsuXLhg1rp06aKxY8cqZ86cFiYDAAAAAACAI0jzSIAKFSqofPny5qNs2bKKj49XdHS0goKC0hxg/Pjx6tixo8LDw1W2bFlNnTpVOXLk0KxZs+66T2Jiol599VUNHTpUJUqUSPM5AcARDBgwQC1btjQbAA899JBWr16tKVOm0AAAAAAAAAD4F042W6Y8HEGaRwK8//77KdaHDBmiK1eupOlY8fHx2rFjhwYMGGDWnJyc1LBhQ23ZsuWu+w0bNky+vr5q3769fvjhh389R1xcnOLi4sznsbGxacoIAFZ54YUX9O677yoxMVEtWrTQlClT5OPjY3UsAAAAAAAAOJA0NwHupnXr1qpataree++9VO9z9uxZJSYmys/Pz67u5+en33//PcV9Nm7cqJkzZ2rXrl2pOsfo0aM1dOjQVGcCgKyiSpUqGjNmjAoXLqwWLVpYHQcAAAAAAMBhODnGTfqZ4r4XBv6nLVu2yMPDI70Ol6LLly8rNDRU06dPV/78+VO1z4ABA3Tp0iXz8eeff2ZoRgC4Hz/++KNat26thIQEu3rfvn1pAAAAAAAAAGQTU6ZMUUBAgDw8PFStWjVt27YtVft98sknstlsatasWZrPmeaRAC+88ILdc8MwdOLECf30008aNGhQmo6VP39+OTs769SpU3b1U6dOqWDBgsm2P3jwoI4cOaKQkBCzlpSUJElycXHRvn37VLJkSbt93N3d5e7unqZcAJBZbt68qeHDh2vUqFFKTExUmTJl9M4771gdCwAAAAAAwKFlxen6Fy1apD59+mjq1KmqVq2aJkyYoEaNGmnfvn3y9fW9635HjhxRv379VKtWrfs6b5pHAnh5edk9fHx8VLduXa1cuVIRERFpOpabm5sqVaqktWvXmrWkpCStXbtWwcHBybYvU6aM9uzZo127dpmPZ599VvXq1dOuXbvk7++f1rcDAJbZu3evnnjiCQ0fPlyJiYmSpNWrV5t/BgAAAAAAQPYxfvx4dezYUeHh4SpbtqymTp2qHDlyaNasWXfdJzExUa+++qqGDh2qEiVK3Nd50zQSIDExUeHh4QoKClLevHnv64T/1KdPH7Vp00aVK1dW1apVNWHCBF29elXh4eGSpLCwMBUuXFijR4+Wh4eHAgMD7fb39vaWpGR1AMiqkpKS9MEHH6h///7mwuUuLi4aPHiwBgwYIGdnZ4sTAgAAAAAAODYnZc5QgLi4OPP3ndtSmp0mPj5eO3bs0IABA+5kdHJSw4YNtWXLlrsef9iwYfL19VX79u31ww8/3FfGNDUBnJ2d9dRTT+m3335LtyZA8+bNdebMGQ0ePFgnT55UhQoVtHr1anOx4JiYGDk5pdvSBQBgqZiYGIWHh+u7774za2XKlNG8efNUqVIlC5MBAAAAAAAgrUaPHq2hQ4fa1SIiIjRkyBC72tmzZ5WYmGj+7n2bn5+ffv/99xSPvXHjRs2cOVO7du36TxnTvCZAYGCgDh06pOLFi/+nE/9dt27d1K1btxRfW79+/b/uGxkZmW45ACAjzZs3T127dlVsbKxZ69Wrl0aNGiVPT08LkwEAAAAAAGQvmbUmwIABA9SnTx+7WnqsUXv58mWFhoZq+vTpyp8//386VpqbACNGjFC/fv00fPhwVapUSTlz5rR7PU+ePP8pEABkV9HR0WYDwN/fX5GRkapfv77FqQAAAAAAAHC/Upr6JyX58+eXs7OzTp06ZVc/deqUChYsmGz7gwcP6siRIwoJCTFrSUlJkm5NK71v3z6VLFkyVRlT3QQYNmyY+vbtqyZNmkiSnn32Wdn+1k4xDEM2m40FLQHgLkaNGqWvv/5alStX1sSJE801TQAAAAAAAJC+nDJpJEBqubm5qVKlSlq7dq2aNWsm6daP+mvXrk1xlpwyZcpoz549drV33nlHly9f1sSJE+Xv75/qc6e6CTB06FB16tRJ69atS/XBAeBBdeXKFW3bts3uTn8PDw9t3rxZXl5eFiYDAAAAAACAFfr06aM2bdqocuXKqlq1qiZMmKCrV68qPDxckhQWFqbChQtr9OjR8vDwUGBgoN3+t28o/Wf9XlLdBDAMQ5JUp06dNJ0AAB40mzZtUlhYmI4fP66dO3eqTJky5ms0AAAAAAAAADKeU2YtCpAGzZs315kzZzR48GCdPHlSFSpU0OrVq83FgmNiYuTk5JTu503TmgC2LPjBAUBWERcXpyFDhmjs2LHmHG2dO3dmBBUAAAAAAAAkSd26dUtx+h9JWr9+/b/uGxkZeV/nTFMT4OGHH75nI+D8+fP3FQQAHNmePXvUunVr7d6926xVr15dM2bMsDAVAAAAAADAg4n72e9IUxNg6NChTGUBAH+TmJio8ePH65133lF8fLwkydXVVcOGDdMbb7whZ2dnixMCAAAAAADgQZamJkCLFi3k6+ubUVkAwKEcPnxYbdq00Q8//GDWAgMDFRUVpQoVKlgXDAAAAAAA4AGXFdcEsEqqVxlgPQAAuMMwDDVr1sxsANhsNr3xxhv66aefaAAAAAAAAAAgy0h1E8AwjIzMAQAOxWazafLkybLZbAoICND69es1duxYubu7Wx0NAAAAAADggWezZc7DEaR6OqCkpKSMzAEAWd6NGzfk4eFhPq9Vq5Y+/fRTPfXUU8qTJ4+FyQAAAAAAAICUpXokAAA8qGJjYxUeHq7GjRsna4i+9NJLNAAAAAAAAACyGKdMejgCR8kJAJZYv369ypUrp8jISK1fv14TJ060OhIAAAAAAACQajQBACAFN27cUN++fVW/fn0dPXpUkpQ7d27lz5/f4mQAAAAAAAC4F5vNlikPR5DqNQEA4EGxc+dOhYaG6tdffzVrderUUWRkpAICAqwLBgAAAAAAAKQRIwEA4P8lJCRo1KhRqlatmtkAcHd317hx4/Tdd9/RAAAAAAAAAHAQtkx6OAJGAgCAbk3/U79+fW3ZssWsVahQQVFRUQoMDLQwGQAAAAAAANLKyUGm6skMjAQAAEkeHh4KCgqSJDk5OWngwIH68ccfaQAAAAAAAADAoTESAAD+37hx43T06FENHjxY1atXtzoOAAAAAAAA7hPjAO6gCQDggbR48WLdvHlTrVq1Mmu5cuXS6tWrLUwFAAAAAAAApC+aAAAeKBcuXFD37t01f/585cqVS8HBwSpevLjVsQAAAAAAAJCOWBLgDtYEAPDA+PbbbxUUFKT58+dLkq5cuaJ58+ZZnAoAAAAAAADIOIwEAJDtXbt2Tf3799ekSZPMmpeXl6ZMmWI3HRAAAAAAAACyBxtDAUw0AQBka9u3b1doaKj27dtn1ho0aKDZs2fL39/fwmQAAAAAAABAxmM6IADZ0s2bNzVkyBAFBwebDQAPDw998MEH+uabb2gAAAAAAAAAZGNOmfRwBIwEAJAtXblyRdOnT1diYqIkqXLlyoqKilKZMmUsTgYAAAAAAABkHkdpVgBAmuTNm1ezZs2Si4uLhgwZos2bN9MAAAAAAAAAeEDYbLZMeTgCRgIAyBb++usvubi4qGDBgmatUaNGOnjwoIoWLWphMgAAAAAAAMA6jAQA4NAMw9D8+fMVGBio9u3byzAMu9dpAAAAAAAAADx4bJn0cAQ0AQA4rHPnzql58+Zq3bq1Ll26pJUrVyoyMtLqWAAAAAAAAECWwXRAABzSqlWr9H/t3Xd8Tuf/x/H3nR0SqyESQuwdMVqrVkXRVo0aRYmtVhFqFTG+xChd1B6xSmmpllJUWqsoYo9qkVLUqESEJHKf3x/9udu7CRWV3Lnj9fQ4j0fPda5zzufEcffk/pzPdXXp0kWXLl2ytLVt21ZNmza1XVAAAAAAAADIEOxlvP70QCUAALsSGxurnj176qWXXrIkAHLlyqWVK1dq2bJlypkzp40jBAAAAAAAADIOKgEA2I3du3erffv2+vnnny1tDRs21Pz58+Xr62vDyAAAAAAAAJCR8Pb7X0gCALALx48f1/PPPy+z2SxJypIli6ZOnaoePXpQ3gUAAAAAAAA8AAkRAHahdOnSatOmjSSpatWqioyM1JtvvkkCAAAAAAAAAMmYTKZ0WewBlQAAMiSz2SwHB+s85fTp01WpUiX17dtXTk58fAEAAAAAAAD/hkoAABnO+fPnVa9ePa1YscKqPUeOHBowYAAJAAAAAAAAADyUKZ0We0ASAECGYRiGwsPDFRAQoIiICPXq1UsXL160dVgAAAAAAACA3SIJACBDuHr1ql577TV17NhRMTExkiRPT09dvnzZxpEBAAAAAADA3phM6bPYA5IAAGxu3bp1Klu2rNasWWNpCw4O1uHDh1WpUiUbRgYAAAAAAADYNwbWBmAzt27dUv/+/bVgwQJLm5eXl+bMmaNmzZrZMDIAAAAAAADYMwe7GbE/7ZEEAGATkZGRatasmc6dO2dpa9y4sebOnStvb2/bBQYAAAAAAABkIiQBANiEj4+PYmNjJUkeHh764IMP1KlTJ5nsZTA1AAAAAAAAZFh8xfQX5gQAYBPe3t6aM2eOatasqcOHD6tz584kAAAAAAAAAIAnjCQAgDSXlJSk999/X9evX7dqb9asmSIiIlSoUCEbRQYAAAAAAIDMyJROf+wBSQAAaeqXX35R7dq1NWDAAPXs2VOGYVhtd3DgYwgAAAAAAABIK3z7BiBNGIahuXPnKiAgQDt37pQkrV69WocOHbJxZAAAAAAAAMjsTKb0WewBSQAAT9zly5f16quvqnv37rp9+7YkqVChQvr+++8VGBho2+AAAAAAAACAp4iTrQMAkLl8/vnn6t69u9X4/926ddPUqVPl6elpw8gAAAAAAADwtHCwk/H60wNJAABPRHR0tPr27aslS5ZY2ry9vTVv3jy98sorNowMAAAAAAAAeHqRBADwRKxfv94qAdC8eXPNmjVLuXPntmFUAAAAAAAAeBrZy3j96YE5AQA8EW3atFHTpk2VLVs2hYeHa/Xq1SQAAAAAAAAAABujEgDAY4mKilKBAgUs6yaTSXPmzNGdO3es2gEAAAAAAID0RiXAX6gEAJAq9+7d0//+9z8VKVJEX375pdW23LlzkwAAAAAAAAAAMhAqAQA8stOnT6tDhw7as2ePJKlr1646evQow/4AAAAAAAAgQzGJUoD7qAQA8K8Mw9DHH3+swMBASwLAwcFB3bt3V/bs2W0cHQAAAAAAAIAHoRIAwENdvHhRXbp00aZNmyxtxYoV0+LFi1W1alUbRgYAAAAAAACkzIFCAAsqAQA80IoVK1SuXDmrBECvXr108OBBEgAAAAAAAACAHaASAECKJk+erCFDhljWfXx8tHDhQjVo0MCGUQEAAAAAAAD/jjkB/kIlAIAUtWnTxjLef+vWrXX06FESAAAAAAAAAICdoRIAQIr8/Pw0Z84cJSUlqU2bNrYOBwAAAAAAAHhkJgoBLKgEAKA9e/boxRdfVExMjFV7q1atSAAAAIBMJykpSZGRkfrjjz9sHQoAAACQ5kgCAE+xxMREjRo1SjVq1NDmzZvVr18/W4cEAADwxPXv31/z58+X9GcCoHbt2qpYsaL8/PwUERFh2+AAAACQJkzp9McekAQAnlLHjx9X1apVNW7cOCUlJVna4uLibBwZAADAk7V69WqVL19ekvTll1/q7NmzOnnypAYMGKB33nnHxtEBAAAAaYskAPCUMZvNev/991WxYkUdOHBAkuTk5KSxY8dq586dypIli40jBAAAeLKuXbumvHnzSpI2bNigli1bqnjx4urcubOOHDli4+gAAACQFhxM6bPYAyYGBp4iUVFR6tSpk7799ltLW8mSJbVkyRJVrlzZhpEBAACkHW9vbx0/flw+Pj7auHGjZs6cKUmKi4uTo6OjjaMDAAAA0hZJAOAp8cknn+jNN9+0mvy3X79+CgsLk7u7uw0jAwAASFudOnVSq1at5OPjI5PJpKCgIEnSnj17VLJkSRtHBwAAgLRgL+P1pweSAMBT4saNG5YEQP78+bVo0SLVq1fPxlEBAACkvdGjR6ts2bL69ddf1bJlS7m6ukqSHB0dNXToUBtHBwAAAKQtkgDAU6JXr15at26dvL299eGHHypHjhy2DgkAACDdtGjRIllbcHCwDSJBZrVi+TKFL5yva9euqniJkho6fKTKBQQ8sP83m77WjI8+0G8XL6pAQX/1DxmkmrVqW7YbhqGPp3+oz1ev0q1bMQqsUFHvjBqtggX90+FqANirGhWLaECHIFUsXUA+ubOr1YA5+jLi8EP3qVmpmCYNbK7SRfLqwuWbmjhvo5Z+uceqT49WtTQguJ68n8mmI6cvKmTSKv147HxaXgrwn5koBLBgYmAgE4qNjdWqVaus2kwmk7744gstXryYBAAAAHjqbN26VcOHD1fXrl3VuXNnqwX4rzZ+vUHvTg5Tj169tWLVGpUoUVI9e3TR9evXU+wfefCAhr49UM2at9DK1WtV94V66t+3t3766bSlz8L5c/XJsiUaETpaSz/5VO7u7urZvYvi4+PT67IA2KGs7q46cvqi+oetfKT+BX2f0ZqP3tT3P55WldcnavrybZo5qq2CqpWy9GnxYkVNGthM42d/rWptJ+nw6Yta93Fv5c7pkVaXAeAJIwkAZDI7d+5U+fLl1apVK23dutVqm5ubm42iAgAAsJ0xY8boxRdf1NatW3Xt2jX98ccfVgvwXy0JX6jmLVqpabPXVKRoUY0IHSM3Nzet/fyzFPsvW7pY1Z+vqY6du6pwkSLq81Z/lSpdWiuWL5X0ZxXAsiWL1a1HT9V9IUjFS5TU/8Im6+rvv+vbrVvS89IA2Jlvdh7XmI+/0rptD3/7/75uLZ7XuYvXNXTaGp06e0WzVn6vNVsj1bddXUuft954QQs/36Ul637QyV8uq+/4FbpzN0HBTaul1WUAT4QpnRZ7wHBAQCYRHx+v0aNHa/LkyTKbzZKkvn376ujRo3JwIN8HAACeXrNmzdKiRYvUvn17W4eCTCgxIUEnjh9Tl249LG0ODg6qWrW6Dh86mOI+hyMj1T64o1Vb9RrPa9v/f8F/8cIFXbt2VVWqVrds9/T0VLmA8jp86KAavfTyk78QAE+lKuULadueU1Ztm3ed0JRBr0mSnJ0cVaGUn6Ys+May3TAMfbvnlJ4LKJSusQJ4fCQBgEzgyJEjeuONN3T48F+Z/urVq2vx4sUkAAAAwFMvISFB1atX//eOwGP44+YfSkpK0jPPPGPV/swzz+js2V9S3OfatWt65hmvZP2vXb/2/9uv/tnmlfyY165de1KhA4C8n8mmKzduWbX9fiNG2T3d5ebqrJzZssjJyVG//7PP9RiV8PdOz1CBVHNgUgALvh0E7FhSUpKmTJmiypUrWxIAzs7OCgsL0/fff68iRYrYOEIAAADb69q1q5YvX/7Y+8fHxysmJsZqYVx2AAAA2AsqAQA7dfbsWQUHB2v79u2WtrJly2rJkiUKDAy0XWAAAAAZzN27dzVnzhxt2bJFAQEBcnZ2tto+bdq0h+4fFhamMWPGWLW9MzJUI0aNftKhwg7lzJFTjo6OySYBvn79ury8vFLcx8vLS9evX0ve//+rA7y8cv/Zdu26cufOY9WnRMmSTzJ8AE+5K9dj5J3L06otT65sir51R3fjE3Xtj1jdu5ekPP/s80w2Xb4ek56hAqlGHcBfqAQA7FTPnj0tCQCTyaRBgwZp3759JAAAAAD+4fDhwwoMDJSDg4OOHj2qgwcPWpbIyMh/3X/YsGGKjo62Wt4eMiztA4ddcHZxUanSZbTnh92WNrPZrD17diugfIUU9wkIDNSeH36wavth9y4F/P+zfL78+eXllVt79vx1zNjYWB05fOiBxwSAx7Hn0FnVea6EVVu9qiW15/BZSVLivSQdPPGr6lb5q4/JZFLd54pr7//3AZDxUQkA2Knp06crMDBQuXPnVnh4uGrVqmXrkAAAADKkbdu2/af9XV1d5erqatV2995/OiQymfbBnTRy+BCVKVNWZcsFaOmScN25c0dNmzWXJL0zbLDy5PFWvwEDJUnt3uigLh3bK3zRAtWqVVsbv96gY0ePauTosZL+/IKtXfsOmjt7pgoWKKh8+fNrxkcfKHeePHqhXpDNrhNAxpfV3UVF/HJb1v3zPaOA4vn0R0ycfr38h8b2fVW+ebKr68glkqS5q3fozddraXy/Jgr/4gfVeba4XqtfQc3emmU5xodLv9Xcse21/3iUfjx6Tn3a1lUWd1ct/uKHZOcHMhRKASxIAgB2Ijo6WtmzZ7esFy1aVF999ZUqVqyobNmy2TAyAAAA+3DmzBn9/PPPqlWrltzd3WUYhkxMGIcnoGGjl/THjRv6ePqHunbtqkqULKWPZ8/TM/8/HNDlS5fkYPqrED+wQkWFTX5X0z98Xx+9P00FCvrr/Y9mqFix4pY+nbp00507dzR29CjduhWjChUr6ePZ85IlpADg7yqWLqhv5vWzrE8e9Jokacm6H9Q9dKnyemWTX95clu3nf7uuZn1nafKg5urdto4uXrmpnmOXa8vuE5Y+q785IK+cHhrV82V5P+Opw6cuqknvGckmCwaQcZkMwzBsHUR6iomJUfbs2RUdHW2zL06HDx+umzdvKkeOHJowYYJNYoD9iImJUb9+/bRr1y4dPHhQWbJksXVIAAAAKcoIz9opuX79ulq1aqVt27bJZDLpp59+UuHChdW5c2flzJlTU6dOTfUxqQQAkFHkfLaPrUMAAEnSnYPTbR2ClT0/R6fLeaoUyf7vnWyMOQGADCwiIkIBAQFatGiRTp8+rcGDB9s6JAAAALszYMAAOTs7KyoqyuqFitatW2vjxo02jAwAAABIewwHBGRAd+/e1TvvvKP33ntP94t1PD09ValSJRtHBgAAYH+++eYbbdq0Sfnz57dqL1asmM6fP2+jqAAAAJCWGPXxLxmiEmDGjBny9/eXm5ubqlSpor179z6w79y5c1WzZk3lzJlTOXPmVFBQ0EP7A/bm4MGDqly5sqZNm2ZJANSqVUuHDx9Wp06dbBwdAACA/bl9+3aKQyreuHGD8dUBAACQ6dk8CbBy5UqFhIQoNDRUBw4cUPny5dWgQQP9/vvvKfaPiIhQmzZttG3bNu3evVt+fn568cUXdfHixXSOHHiy7t27pwkTJqhKlSo6duyYJMnFxUXvvvuutm3bJn9/f9sGCAAAYKdq1qypxYsXW9ZNJpPMZrMmT56sOnXq2C4wAAAApBlTOi32wObDAU2bNk3dunWzvOE8a9YsrV+/XgsWLNDQoUOT9V+2bJnV+rx58/TZZ59p69at6tChQ7rEDDxpZrNZ9evXV0REhKUtMDBQS5YsUdmyZW0XGAAAQCYwefJk1atXTz/++KMSEhI0ePBgHTt2TDdu3NDOnTttHR4AAADSgr18Q58ObFoJkJCQoP379ysoKMjS5uDgoKCgIO3evfuRjhEXF6fExETlypUrxe3x8fGKiYmxWoCMxsHBQY0aNbL89/Dhw7Vnzx4SAAAAAE9A2bJldfr0aT3//PNq0qSJbt++rebNm2vv3r2aNGmSrcMDAAAA0pRNKwGuXbumpKQkeXt7W7V7e3vr5MmTj3SMIUOGyNfX1yqR8HdhYWEaM2bMf44VSGsDBw7UsWPH1KNHD1WvXt3W4QAAAGQq2bNn1zvvvGPVdujQIc2fP19z5syxUVQAAABIKyZKASxsPifAfzFx4kStWLFCa9askZubW4p9hg0bpujoaMvy66+/pnOUQHKrVq1K9taZo6OjwsPDSQAAAAAAAAAAeGJsWgng5eUlR0dHXblyxar9ypUryps370P3fffddzVx4kRt2bJFAQEBD+zn6uoqV1fXJxIv8F/98ccf6tu3r5YtWyYHBwfVrFmTL/0BAAAAAACAJ8xEIYCFTSsBXFxcVKlSJW3dutXSZjabtXXrVlWrVu2B+02ePFnjxo3Txo0bVbly5fQIFfjPtmzZonLlylkmtzabzfrss89sHBUAAAAAAACAzMymlQCSFBISouDgYFWuXFnPPfec3n//fd2+fVudOnWSJHXo0EH58uVTWFiYJGnSpEkaNWqUli9fLn9/f12+fFmS5OHhIQ8PD5tdB/AgcXFxGjp0qD766CNLW/bs2TV9+nS1a9fOhpEBAABkbs2bN3/o9ps3b6ZPIAAAAEh3FAL8xeZJgNatW+vq1asaNWqULl++rMDAQG3cuNEyWXBUVJQcHP4qWJg5c6YSEhLUokULq+OEhoZq9OjR6Rk68K/27dun9u3b69SpU5a2evXqaeHChfLz87NhZAAAAJlf9uzZ/3V7hw4d0ikaAAAAwDZsngSQpD59+qhPnz4pbouIiLBaP3fuXNoHBPxH9+7d0/jx4zVu3DglJSVJktzc3DRp0iT16dPHKrEFAACAtLFw4UJbhwAAAABboRTAIkMkAYDMxmw264svvrAkACpVqqSlS5eqZMmSNo4MAAAAAAAAwNOE15GBNODi4qIlS5Yoa9asCg0N1e7du0kAAAAAAAAAAOnElE5/7AGVAMATcOHCBd2+fVslSpSwtJUpU0bnzp2Tl5eXDSMDAAAAAAAA8DSjEgD4DwzD0LJly1S2bFm1atVK8fHxVttJAAAAAAAAAADpz2RKnyW1ZsyYIX9/f7m5ualKlSrau3fvA/vOnTtXNWvWVM6cOZUzZ04FBQU9tP+DkAQAHtP169fVunVrvfHGG4qOjtbhw4c1efJkW4cFAAAAAAAAIANauXKlQkJCFBoaqgMHDqh8+fJq0KCBfv/99xT7R0REqE2bNtq2bZt2794tPz8/vfjii7p48WKqzksSAHgMX3/9tcqVK6dVq1ZZ2tq2bas+ffrYMCoAAAAAAAAAkmRKpyU1pk2bpm7duqlTp04qXbq0Zs2apSxZsmjBggUp9l+2bJl69eqlwMBAlSxZUvPmzZPZbNbWrVtTdV6SAEAqxMbGqmfPnnrppZd06dIlSVLOnDm1cuVKLVu2TDlz5rRxhAAAAAAAAAAymoSEBO3fv19BQUGWNgcHBwUFBWn37t2PdIy4uDglJiYqV65cqTo3EwMDj2j37t1q3769fv75Z0tbw4YNNX/+fPn6+towMgAAAAAAAABWHmO8/scRHx+fbJ5QV1dXubq6WrVdu3ZNSUlJ8vb2tmr39vbWyZMnH+lcQ4YMka+vr1Ui4VFQCQA8gkuXLqlOnTqWBECWLFk0c+ZMbdiwgQQAAAAAAAAA8JQKCwtT9uzZrZawsLAnfp6JEydqxYoVWrNmjdzc3FK1L0kA4BH4+PhoyJAhkqSqVasqMjJSb775pkyPMwU4AAAAAAAAgDRlSqc/w4YNU3R0tNUybNiwZPF4eXnJ0dFRV65csWq/cuWK8ubN+9BreffddzVx4kR98803CggISPXPgiQAkAKz2aykpCSrtpEjR2r27Nnavn27ihUrZqPIAAAAAAAAAGQUrq6uypYtm9Xyz6GAJMnFxUWVKlWymtT3/iS/1apVe+DxJ0+erHHjxmnjxo2qXLnyY8VIEgD4h/Pnz+uFF17Q5MmTrdqdnZ3VvXt3OTkxlQYAAAAAAACQkZlM6bOkRkhIiObOnavw8HCdOHFCPXv21O3bt9WpUydJUocOHayqCCZNmqSRI0dqwYIF8vf31+XLl3X58mXFxsam6rx8mwn8P8MwFB4errfeeku3bt3Srl271KhRIwUGBto6NAAAAAAAAAB2rnXr1rp69apGjRqly5cvKzAwUBs3brRMFhwVFSUHh7/e2585c6YSEhLUokULq+OEhoZq9OjRj3xekgCApKtXr6pHjx5as2aNpc3Hx0d37tyxYVQAAAAAAAAAHkdGncmzT58+6tOnT4rbIiIirNbPnTv3RM7JcEB46q1bt05ly5a1SgAEBwfr8OHDDx2PCwAAAAAAAAAyOioB8NS6deuW+vfvrwULFljavLy8NGfOHDVr1syGkQEAAAAAAAD4TzJqKYANkATAU+nUqVNq2LChVUlN48aNNXfuXMsYXAAAAAAAAABg70gC4KlUoEABubm5SZI8PDz0/vvvq3PnzjKldkpvAAAAAAAAABmOiVIAC+YEwFPJ3d1dS5YsUd26dXXo0CF16dKFBAAAAAAAAACATIckADK9pKQkTZkyRadPn7Zqr1y5sr799lsVLlzYRpEBAAAAAAAASAsmU/os9oAkADK1X375RbVr19bgwYPVvn173bt3z9YhAQAAAAAAAEC6IQmATMkwDM2dO1cBAQHauXOnJGnfvn367rvvbBwZAAAAAAAAgLRmSqfFHpAEQKZz+fJlNW7cWN27d9ft27clSYUKFdL333+vevXq2Tg6AAAAAAAAAEg/JAGQqXz22WcqW7as1q9fb2nr1q2bDh06pOeff96GkQEAAAAAAABIN5QCWDjZOgDgSYiOjlbfvn21ZMkSS5u3t7fmzZunV155xYaRAQAAAAAAAIDtkARApnDo0CEtXbrUst68eXPNmjVLuXPntmFUAAAAAAAAAGzBZC+v6acDhgNCplCrVi0NGDBA2bJlU3h4uFavXk0CAAAAAAAAAMBTjyQA7NKJEydkNput2saPH68jR46oQ4cOMpnI9AEAAAAAAABPK5MpfRZ7QBIAduXevXv63//+p4CAAE2fPt1qm5ubmwoUKGCjyAAAAAAAAAAg4yEJALtx+vRpPf/88xo5cqTu3bunIUOG6PTp07YOCwAAAAAAAEAGY0qnxR6QBECGZxiGPv74YwUGBmrPnj2SJAcHBw0aNEj+/v62DQ4AAAAAAAAAMjAnWwcAPMzFixfVuXNnffPNN5a2YsWKafHixapataoNIwMAAAAAAACQYdnLa/rpgEoAZFgrVqxQuXLlrBIAvXr10sGDB0kAAAAAAAAAAMAjoBIAGdLcuXPVvXt3y7qPj48WLlyoBg0a2DAqAAAAAAAAAPbARCmABZUAyJBef/11FSpUSJLUunVrHT16lAQAAAAAAAAAAKQSlQDIEAzDkMn0V3bO09NTS5YsUVRUlNq0aWPDyAAAAAAAAADYGxOFABZUAsDm9uzZo+eee07nz5+3aq9RowYJAAAAAAAAAAD4D0gCwGYSExM1atQo1ahRQz/++KM6duwos9ls67AAAAAAAAAA2DlTOi32gOGAYBMnTpxQ+/bttX//fktbXFycbty4IS8vLxtGBgAAAAAAAACZB5UASFdms1kffPCBKlasaEkAODk5aezYsdq5cycJAAAAAAAAAAD/HaUAFlQCIN1ERUWpU6dO+vbbby1tJUuW1JIlS1S5cmUbRgYAAAAAAAAAmROVAEgXq1evVrly5awSAP369dOBAwdIAAAAAAAAAAB4okzp9MceUAmAdJE1a1bFxMRIkvLnz69FixapXr16No4KAAAAAAAAADI3kgBIF40aNVKPHj0UFxenDz/8UDly5LB1SAAAAAAAAAAyKZN9vKSfLkgC4ImLjY1VeHi4evXqJdPf/rXNmDFDjo6ONowMAAAAAAAAAJ4uJAHwRO3cuVMdOnTQL7/8Ijc3N3Xp0sWyjQQAAAAAAAAAgPRAIcBfmBgYT0RCQoKGDRumWrVq6ZdffpEkjRgxQnfv3rVxZAAAAAAAAADw9KISAP/ZkSNH1L59ex06dMjSVr16dS1evFhubm42jAwAAAAAAADAU4lSAAsqAfDYkpKSNGXKFFWuXNmSAHB2dlZYWJi+//57FSlSxMYRAgAAAAAAAMDTjUoAPJazZ88qODhY27dvt7SVLVtWS5YsUWBgoO0CAwAAAAAAAPDUM1EKYEElAB7L//73P0sCwGQyadCgQdq3bx8JAAAAAAAAAADIQKgEwGOZMmWKNm7cKBcXF4WHh6tWrVq2DgkAAAAAAAAAJEkmCgEsSALgkVy5ckXe3t6W9Vy5cmnDhg0qVKiQsmXLZsPIAAAAAAAAAAAPwnBAeKiYmBh16tRJpUuX1qVLl6y2lS9fngQAAAAAAAAAgAzHlE6LPSAJgAf67rvvFBAQoEWLFunGjRvq0qWLDMOwdVgAAAAAAAAAgEdEEgDJ3L17V4MGDVLdunV1/vx5SZKnp6datWpl48gAAAAAAAAA4N+ZTOmz2APmBICVgwcPqn379jp27JilrVatWgoPD5e/v7/tAgMAAAAAAACAR2Yn39CnAyoBIEm6d++eJkyYoCpVqlgSAC4uLnr33Xe1bds2EgAAAAAAAAAAYIeoBIAkqXnz5vryyy8t64GBgVqyZInKli1rw6gAAAAAAAAAIPXsZaie9EAlACRJHTp0kCQ5ODho+PDh2rNnDwkAAAAAAAAAALBzVAJAktSiRQsNGzZMr7zyiqpXr27rcAAAAAAAAADgsVEI8BcqAZ5Cq1evVu/evZO1T5gwgQQAAAAAAAAAAGQiVAI8RW7evKk+ffpo2bJlkqSaNWvq9ddft3FUAAAAAAAAAPBkMSfAX6gEeEps2bJF5cqVsyQAJOnbb7+1YUQAAAAAAAAAgLRGEiCTi4uL01tvvaX69evrwoULkqTs2bNr6dKlmj17to2jAwAAAAAAAIAnz5ROf+wBwwFlYvv27VOHDh108uRJS1u9evW0cOFC+fn52TAyAAAAAAAAAEB6oBIgE0pKStKYMWNUrVo1SwLAzc1NH3zwgb755hsSAAAAAAAAAAAyN1M6LXaASoBMyMHBQfv371dSUpIkqVKlSlq6dKlKlixp48gAAAAAAAAAAOmJSoBMyGQyae7cufLx8VFoaKh2795NAgAAAAAAAADAU4NCgL9QCZAJXLhwQVFRUapevbqlzdvbW6dPn5aHh4cNIwMAAAAAAAAA2BKVAHbMMAwtX75c5cqVU/PmzXXt2jWr7SQAAAAAAAAAADyNTKb0WewBSQA7df36db3++utq166dbt68qStXrmjEiBG2DgsAAAAAAAAAkIEwHJAd2rhxozp37qxLly5Z2tq2bauwsDAbRgUAAAAAAAAAGYPJbkbsT3tUAtiR27dvq2fPnmrUqJElAZAzZ06tXLlSy5YtU86cOW0cIQAAAAAAAAAgI6ESwE7s3r1bHTp00JkzZyxtDRs21Pz58+Xr62vDyAAAAAAAAAAgg6EQwIIkgB2IjY3Vyy+/rD/++EOSlCVLFk2dOlU9evSQyV5mnwAA4F8kJSUpMTHR1mEAeAhHR0c5OTnxDAoAAADYEZIAdsDDw0PvvfeeOnbsqKpVq2rx4sUqVqyYrcMCAOCJiY2N1YULF2QYhq1DAfAvsmTJIh8fH7m4uNg6FAAAAOCBeG3lLyQBMiCz2az4+Hi5u7tb2jp06CB3d3c1b95cTk78tQEAMo+kpCRduHBBWbJkUe7cuXnDGMigDMNQQkKCrl69qrNnz6pYsWJycGCKMQAAACCj49vkDOb8+fPq2LGjihQponnz5lnaTSaTWrVqZcPIAABIG4mJiTIMQ7lz57ZKgAPIeNzd3eXs7Kzz588rISFBbm5utg4JAAAASBHvl/2FV3cyCMMwFB4eroCAAEVERGj+/Plat26drcMCACDdUAEA2Afe/gcAAADsS4Z4gp8xY4b8/f3l5uamKlWqaO/evQ/tv2rVKpUsWVJubm4qV66cNmzYkE6Rpo2rV6/qtddeU8eOHRUTEyNJKlCggLJnz27jyAAAAAAAAADA/pjS6Y89sHkSYOXKlQoJCVFoaKgOHDig8uXLq0GDBvr9999T7L9r1y61adNGXbp00cGDB9W0aVM1bdpUR48eTefIn4wvv/xSZcuW1Zo1ayxtwcHBOnz4sGrXrm3DyAAAAAAAAAAA9s7mSYBp06apW7du6tSpk0qXLq1Zs2YpS5YsWrBgQYr9P/jgAzVs2FBvv/22SpUqpXHjxqlixYqaPn16Okf+3yQkJGjDhg169dVXLQkPLy8vff7551q0aBFVAAAAINM6deqU8ubNq1u3btk6FPzNtWvXlCdPHl24cMHWoQAAAAD/mcmUPos9sGkSICEhQfv371dQUJClzcHBQUFBQdq9e3eK++zevduqvyQ1aNDggf0zopiYGH366ac6dOiQpe2VV17RkSNH1KxZMxtGBgAAHlXHjh1lMplkMpnk7OysQoUKafDgwbp7926yvl999ZVq164tT09PZcmSRc8++6wWLVqU4nE/++wz1alTR9mzZ5eHh4cCAgI0duxY3bhxI42vKP0MGzZMffv2laenZ7JtJUuWlKurqy5fvpxsm7+/v95///1k7aNHj1ZgYKBV2+XLl9W3b18VLlxYrq6u8vPzU+PGjbV169YndRkpepxhK2fMmKFSpUrJ3d1dJUqU0OLFi622JyYmauzYsSpSpIjc3NxUvnx5bdy40aqPv7+/5X78+9K7d29Lnzlz5qhOnTrKli2bTCaTbt68aXUMLy8vdejQQaGhoY//AwAAAACQ4dg0CXDt2jUlJSXJ29vbqt3b2zvFX/ykP3+hS03/+Ph4xcTEWC225unpqWzZskmSPDw8NG/ePK1bt0558+a1cWQAACA1GjZsqEuXLumXX37Re++9p9mzZyf7AvWjjz5SkyZNVKNGDe3Zs0eHDx/W66+/rjfffFODBg2y6vvOO++odevWevbZZ/X111/r6NGjmjp1qg4dOqQlS5ak23UlJCSk2bGjoqL01VdfqWPHjsm27dixQ3fu3FGLFi0UHh7+2Oc4d+6cKlWqpG+//VZTpkzRkSNHtHHjRtWtW9fqS/En7XGGrZw5c6aGDRum0aNH69ixYxozZox69+6tL7/80tJnxIgRmj17tj766CMdP35cb775ppo1a6aDBw9a+uzbt0+XLl2yLJs3b5YktWzZ0tInLi5ODRs21PDhwx8YT6dOnbRs2bJMlXQCAAAAnnY2Hw4orYWFhSl79uyWxc/Pz9YhyWQy6YUXXlDRokV16NAhdenSRSZ7qR0BAAAWrq6uyps3r/z8/NS0aVMFBQVZvnyVpF9//VUDBw5U//79NWHCBJUuXVpFixbVwIEDNWXKFE2dOlV79uyRJO3du1cTJkzQ1KlTNWXKFFWvXl3+/v6qX7++PvvsMwUHBz8wjgsXLqhNmzbKlSuXsmbNqsqVK1uO27FjRzVt2tSqf//+/VWnTh3Lep06ddSnTx/1799fXl5eatCggdq2bavWrVtb7ZeYmCgvLy/Lm+pms1lhYWEqVKiQ3N3dVb58ea1evfqhP7NPP/1U5cuXV758+ZJtmz9/vtq2bav27ds/cGjIR9GrVy+ZTCbt3btXr732mooXL64yZcooJCREP/zww2Mf9988zrCVS5YsUY8ePdS6dWsVLlxYr7/+urp3765JkyZZ9Rk+fLheeuklFS5cWD179tRLL72kqVOnWvrkzp1befPmtSxfffWVihQpYjXHVP/+/TV06FBVrVr1gfGUKVNGvr6+VvNVAQAAALBvTrY8uZeXlxwdHXXlyhWr9itXrjzwrfi8efOmqv+wYcMUEhJiWY+JibF5IiBbtmzKnz+/unTposKFC9s0FgAAMqKJEyfapHovW7ZsGjp06GPte/ToUe3atUsFCxa0tK1evVqJiYnJ3viXpB49emj48OH65JNPVKVKFS1btkweHh7q1atXisfPkSNHiu2xsbGqXbu28uXLZ6ksPHDggMxmc6riDw8PV8+ePbVz505J0pkzZ9SyZUvFxsbKw8NDkrRp0ybFxcVZhi8MCwvT0qVLNWvWLBUrVkzff/+93njjDeXOndvqy+e/2759uypXrpys/datW1q1apX27NmjkiVLKjo6Wtu3b1fNmjVTdR03btzQxo0bNX78eGXNmjXZ9gf9HCVp2bJl6tGjx0OP//XXXz8wpt27d1s9d0p/Dlu5du3aBx4vPj5ebm5uVm3u7u7au3evEhMT5ezs/MA+O3bsSPGYCQkJWrp0qUJCQh7rRZPnnntO27dvV5cuXVK9LwAAAJBR8M71X2yaBHBxcVGlSpW0detWyxtqZrNZW7duVZ8+fVLcp1q1atq6dav69+9vadu8ebOqVauWYn9XV1e5uro+6dD/k8f9cgEAgKdFTExMsvHKM6KvvvpKHh4eunfvnuLj4+Xg4GD11vfp06eVPXt2+fj4JNvXxcVFhQsX1unTpyVJP/30kwoXLixnZ+dUxbB8+XJdvXpV+/btU65cuSRJRYsWTfW1FCtWTJMnT7asFylSRFmzZtWaNWvUvn17y7leffVVeXp6Kj4+XhMmTNCWLVssz2GFCxfWjh07NHv27AcmAc6fP59iEmDFihUqVqyYypQpI0l6/fXXNX/+/FQnAc6cOSPDMFSyZMlU7SdJr776qqpUqfLQPilVMNyX2mErpT+TBPPmzVPTpk1VsWJF7d+/X/PmzVNiYqKuXbsmHx8fNWjQQNOmTVOtWrVUpEgRbd26VZ9//rmSkpJSPObatWt18+bNFIdcehS+vr5WQw0BAAAAsG82TQJIUkhIiIKDg1W5cmU999xzev/993X79m116tRJktShQwfly5dPYWFhkqR+/fqpdu3amjp1ql5++WWtWLFCP/74o+bMmWPLywAAAE/Q/blzMvp569atq5kzZ+r27dt677335OTkpNdee+2xzm0YxmPtFxkZqQoVKlgSAI+rUqVKVutOTk5q1aqVli1bpvbt2+v27dv64osvtGLFCkl/ftkeFxen+vXrW+2XkJCgChUqPPA8d+7cSfZWuyQtWLBAb7zxhmX9jTfeUO3atfXRRx+lOIHwgzzuz1H6c96m1JzrSRg5cqQuX76sqlWryjAMeXt7Kzg4WJMnT5aDw58jd37wwQfq1q2bSpYsKZPJpCJFiqhTp04PHDJp/vz5atSokXx9fR8rJnd3d8XFxT32NQEAAAAZgUmUAtxn8yRA69atdfXqVY0aNUqXL19WYGCgNm7caHmLKioqyvILkCRVr15dy5cv14gRIzR8+HAVK1ZMa9euVdmyZW11CQAA4Amzl6q5rFmzWt66X7BggcqXL6/58+dbhlEpXry4oqOj9dtvvyX7QjYhIUE///yz6tata+m7Y8cOyxAwj8rd3f2h2x0cHJJ9MZ6YmJjitfxTu3btVLt2bf3+++/avHmz3N3d1bBhQ0l/DkMkSevXr0/2dvzDqjC9vLz0xx9/WLUdP35cP/zwg/bu3ashQ4ZY2pOSkrRixQp169ZN0p9Jmujo6GTHvHnzprJnzy7pz4oGk8mkkydPPjCGB/mvwwGldthK6c+/vwULFmj27Nm6cuWKfHx8NGfOHHl6eip37tyS/hzvf+3atbp7966uX78uX19fDR06NMVhJc+fP68tW7bo888//7fLfaAbN25Yzg0AAADA/mWIiYH79Omj8+fPKz4+Xnv27LEqw46IiNCiRYus+rds2VKnTp1SfHy8jh49qpdeeimdIwYAALDm4OCg4cOHa8SIEbpz544k6bXXXpOzs7PVBK73zZo1S7dv31abNm0kSW3btlVsbKw+/vjjFI//oOGRAgICFBkZqRs3bqS4PXfu3Lp06ZJVW2Rk5CNdU/Xq1eXn56eVK1dq2bJlatmypSVBUbp0abm6uioqKkpFixa1Wh42/1KFChV0/Phxq7b58+erVq1aOnTokCIjIy1LSEiI5s+fb+lXokQJ7d+/P9kxDxw4oOLFi0uScuXKpQYNGmjGjBm6fft2sr4PG2bq1VdftTp/SktKQxndd3/Yyr972LCVf+fs7Kz8+fPL0dFRK1as0CuvvGL1Iowkubm5KV++fLp3754+++wzNWnSJNlxFi5cqDx58ujll1/+13M+yNGjRx9azQEAAADYA5MpfRZ7YPNKAAAAgMyiZcuWevvttzVjxgwNGjRIBQoU0OTJkzVw4EC5ubmpffv2cnZ21hdffKHhw4dr4MCBlpcfqlSposGDB2vgwIG6ePGimjVrJl9fX505c0azZs3S888/r379+iU7Z5s2bTRhwgQ1bdpUYWFh8vHx0cGDB+Xr66tq1arphRde0JQpU7R48WJVq1ZNS5cuTdWXvG3bttWsWbN0+vRpbdu2zdLu6empQYMGacCAATKbzXr++ecVHR2tnTt3Klu2bAoODk7xeA0aNFDXrl2VlJQkR0dHJSYmasmSJRo7dmyyys6uXbtq2rRpOnbsmMqUKaMBAwaoZs2aGj9+vJo3b66kpCR98skn2r17t1XyZMaMGapRo4aee+45jR07VgEBAbp37542b96smTNn6sSJEynG9l+HA3qUYSuHDRumixcvavHixZL+nDdi7969qlKliv744w9NmzZNR48eVXh4uGWfPXv26OLFiwoMDNTFixc1evRomc1mDR482Or8ZrNZCxcuVHBwsJyckj/mX758WZcvX9aZM2ckSUeOHJGnp6cKFChgGU4qLi5O+/fv14QJEx775wAAAAAgY8kQlQAAAACZgZOTk/r06aPJkydb3kLv37+/1qxZo+3bt6ty5coqW7asli9frpkzZ+rdd9+12n/SpElavny59uzZowYNGqhMmTIKCQlRQEDAA79Ud3Fx0TfffKM8efLopZdeUrly5TRx4kQ5OjpK+vNL95EjR2rw4MF69tlndevWLXXo0OGRr6ldu3Y6fvy48uXLpxo1alhtGzdunEaOHKmwsDCVKlVKDRs21Pr161WoUKEHHq9Ro0ZycnLSli1bJEnr1q3T9evX1axZs2R9S5UqpVKlSlmqAapXr66vv/5aX3/9tWrUqKE6depo165d2rp1q1UCoXDhwjpw4IDq1q2rgQMHqmzZsqpfv762bt2qmTNnPvK1p9b9YSvnzJmj8uXLa/Xq1cmGrbx06ZKioqIs60lJSZo6darKly+v+vXr6+7du9q1a5f8/f0tfe7evasRI0aodOnSatasmfLly6cdO3YoR44cVuffsmWLoqKi1Llz5xTjmzVrlipUqGAZXqlWrVqqUKGC1q1bZ+nzxRdfqECBAqmekBkAAADIaEzptNgDk/FfZk+zQzExMcqePbuio6NtNukgAAD4y927d3X27FkVKlQoxQljkfnMmDFD69at06ZNm2wdCv6hatWqeuutt9S2bdsH9nnYv9mn6Vn77j1bRwAAf8r5bB9bhwAAkqQ7B6fbOgQrt+6a0+U8nm4Z/z17hgMCAABAuurRo4du3rypW7du/afhd/BkXbt2Tc2bN7fMUwEAAADYNXt5TT8dkAQAAABAunJyctI777xj6zDwD15eXsnmGQAAAABg/0gCAAAAAAAAAAAyFROlABYZf8AiAAAAAAAAAADwWKgEAAAAGYJhGLYOAcAj4N8qAAAA7IGJQgALKgEAAIBNOTo6SpISEhJsHAmARxEXFydJcnZ2tnEkAAAAAB4FlQAAAMCmnJyclCVLFl29elXOzs5ycOAdBSAjMgxDcXFx+v3335UjRw5LAg8AAADIiCgE+AtJAAAAYFMmk0k+Pj46e/aszp8/b+twAPyLHDlyKG/evLYOAwAAAMAjIgkAAABszsXFRcWKFWNIICCDc3Z2pgIAAAAA9oFSAAuSAAAAIENwcHCQm5ubrcMAAAAAACBTIQkAAAAAAAAAAMhUTJQCWDDzHgAAAAAAAAAAmRSVAAAAAAAAAACATMVEIYDFU5cEMAxDkhQTE2PjSAAAAIDMhWdsAAAAIOMxGfe/FX9KXLhwQX5+frYOAwAAAMi0oqOjlS1bNluHAWRo8fHxCgsL07Bhw+Tq6mrrcAA8xfg8AjK/py4JYDab9dtvv8nT01MmG9WExMTEyM/PT7/++iu/HEES9wSS457AP3FP4J+4J/B3GeV+uP+rRbZs2Wz2rA3Yi5iYGGXPnp2kGQCb4/MIyPyeuuGAHBwclD9/fluHIenPX474cMXfcU/gn7gn8E/cE/gn7gn8HfcDAAAAgH9ysHUAAAAAAAAAAAAgbZAEAAAAAAAAAAAgkyIJYAOurq4KDQ1lshVYcE/gn7gn8E/cE/gn7gn8HfcDYH/4dwsgo+DzCMj8nrqJgQEAAAAAAAAAeFpQCQAAAAAAAAAAQCZFEgAAAAAAAAAAgEyKJAAAAAAAAAAAAJkUSYA0MmPGDPn7+8vNzU1VqlTR3r17H9p/1apVKlmypNzc3FSuXDlt2LAhnSJFeknNPTF37lzVrFlTOXPmVM6cORUUFPSv9xDsT2o/J+5bsWKFTCaTmjZtmrYBIt2l9p64efOmevfuLR8fH7m6uqp48eL8/yMTSe398P7776tEiRJyd3eXn5+fBgwYoLt376ZTtEhr33//vRo3bixfX1+ZTCatXbv2X/eJiIhQxYoV5erqqqJFi2rRokVpHidgjzp27CiTyaSJEydata9du1YmkylNz33u3DmZTCZFRkam6XkAPB06duzI74kAUkQSIA2sXLlSISEhCg0N1YEDB1S+fHk1aNBAv//+e4r9d+3apTZt2qhLly46ePCgmjZtqqZNm+ro0aPpHDnSSmrviYiICLVp00bbtm3T7t275efnpxdffFEXL15M58iRVlJ7T9x37tw5DRo0SDVr1kynSJFeUntPJCQkqH79+jp37pxWr16tU6dOae7cucqXL186R460kNr7Yfny5Ro6dKhCQ0N14sQJzZ8/XytXrtTw4cPTOXKkldu3b6t8+fKaMWPGI/U/e/asXn75ZdWtW1eRkZHq37+/unbtqk2bNqVxpIB9cnNz06RJk/THH3/YOhQAAIAnz8AT99xzzxm9e/e2rCclJRm+vr5GWFhYiv1btWplvPzyy1ZtVapUMXr06JGmcSL9pPae+Kd79+4Znp6eRnh4eFqFiHT2OPfEvXv3jOrVqxvz5s0zgoODjSZNmqRDpEgvqb0nZs6caRQuXNhISEhIrxCRjlJ7P/Tu3dt44YUXrNpCQkKMGjVqpGmcsA1Jxpo1ax7aZ/DgwUaZMmWs2lq3bm00aNAgDSMD7FNwcLDxyiuvGCVLljTefvttS/uaNWuMv//KvHr1aqN06dKGi4uLUbBgQePdd9+1Ok7BggWN8ePHG506dTI8PDwMPz8/Y/bs2Q8999mzZw1JxsGDB1PcnpSUZEyYMMHw9/c33NzcjICAAGPVqlWW7du2bTMkGVu2bDEqVapkuLu7G9WqVTNOnjxp6RMZGWnUqVPH8PDwMDw9PY2KFSsa+/btS82PCICdeNjviUeOHDEaNmxoZM2a1ciTJ4/xxhtvGFevXrVsr127ttG3b1/j7bffNnLmzGl4e3sboaGhlu1ms9kIDQ01/Pz8DBcXF8PHx8fo27dvGl8RgCeFSoAnLCEhQfv371dQUJClzcHBQUFBQdq9e3eK++zevduqvyQ1aNDggf1hXx7nnvinuLg4JSYmKleuXGkVJtLR494TY8eOVZ48edSlS5f0CBPp6HHuiXXr1qlatWrq3bu3vL29VbZsWU2YMEFJSUnpFTbSyOPcD9WrV9f+/fstQwb98ssv2rBhg1566aV0iRkZD8+XQOo4OjpqwoQJ+uijj3ThwoVk2/fv369WrVrp9ddf15EjRzR69GiNHDky2TBbU6dOVeXKlXXw4EH16tVLPXv21KlTpx47rrCwMC1evFizZs3SsWPHNGDAAL3xxhv67rvvrPq98847mjp1qn788Uc5OTmpc+fOlm3t2rVT/vz5tW/fPu3fv19Dhw6Vs7PzY8cEwP7cvHlTL7zwgipUqKAff/xRGzdu1JUrV9SqVSurfuHh4cqaNav27NmjyZMna+zYsdq8ebMk6bPPPtN7772n2bNn66efftLatWtVrlw5W1wOgMfgZOsAMptr164pKSlJ3t7eVu3e3t46efJkivtcvnw5xf6XL19OsziRfh7nnvinIUOGyNfXN9kv87BPj3NP7NixQ/Pnz2e82Ezqce6JX375Rd9++63atWunDRs26MyZM+rVq5cSExMVGhqaHmEjjTzO/dC2bVtdu3ZNzz//vAzD0L179/Tmm28yHNBT7EHPlzExMbpz547c3d1tFBmQcTVr1kyBgYEKDQ3V/PnzrbZNmzZN9erV08iRIyVJxYsX1/HjxzVlyhR17NjR0u+ll15Sr169JP35DP/ee+9p27ZtKlGiRKrjiY+P14QJE7RlyxZVq1ZNklS4cGHt2LFDs2fPVu3atS19x48fb1kfOnSoXn75Zd29e1dubm6KiorS22+/rZIlS0qSihUrlupYANi36dOnq0KFCpowYYKlbcGCBfLz89Pp06dVvHhxSVJAQIDld4lixYpp+vTp2rp1q+rXr6+oqCjlzZtXQUFBcnZ2VoECBfTcc8/Z5HoApB6VAEAGN3HiRK1YsUJr1qyRm5ubrcOBDdy6dUvt27fX3Llz5eXlZetwkEGYzWblyZNHc+bMUaVKldS6dWu98847mjVrlq1Dgw1ERERowoQJ+vjjj3XgwAF9/vnnWr9+vcaNG2fr0ADArkyaNEnh4eE6ceKEVfuJEydUo0YNq7YaNWrop59+sqrCCwgIsPy3yWRS3rx5LfO5NGrUSB4eHvLw8FCZMmX+NZYzZ84oLi5O9evXt+zn4eGhxYsX6+eff7bq+/fz+vj4SJLlvCEhIeratauCgoI0ceLEZPsCyPwOHTqkbdu2WX2W3E8M/v0z4e+fJdKfnyf3P0tatmypO3fuqHDhwurWrZvWrFmje/fupd9FAPhPqAR4wry8vOTo6KgrV65YtV+5ckV58+ZNcZ+8efOmqj/sy+PcE/e9++67mjhxorZs2ZLsf8awX6m9J37++WedO3dOjRs3trSZzWZJkpOTk06dOqUiRYqkbdBIU4/zOeHj4yNnZ2c5Ojpa2kqVKqXLly8rISFBLi4uaRoz0s7j3A8jR45U+/bt1bVrV0lSuXLldPv2bXXv3l3vvPOOHBx47+Np86Dny2zZslEFADxErVq11KBBAw0bNszqDf9H9c9hdkwmk+W5bd68ebpz506K/VISGxsrSVq/fr3y5ctntc3V1fWB5zWZTJL+el4cPXq02rZtq/Xr1+vrr79WaGioVqxYoWbNmqXm0gDYsdjYWDVu3FiTJk1Ktu1+4lB6+GeYn5+fTp06pS1btmjz5s3q1auXpkyZou+++44hxgA7wG+ET5iLi4sqVaqkrVu3WtrMZrO2bt1qKeH8p2rVqln1l6TNmzc/sD/sy+PcE5I0efJkjRs3Ths3blTlypXTI1Skk9TeEyVLltSRI0cUGRlpWV599VXVrVtXkZGR8vPzS8/wkQYe53OiRo0aOnPmjOWhXJJOnz4tHx8fEgB27nHuh7i4uGRf9N9PEBmGkXbBIsPi+RJ4fBMnTtSXX35pNYdGqVKltHPnTqt+O3fuVPHixa0S8g+TL18+FS1aVEWLFlXBggX/tX/p0qXl6uqqqKgoy373l9Q+/xUvXlwDBgzQN998o+bNm2vhwoWp2h+AfatYsaKOHTsmf3//ZJ8nWbNmfeTjuLu7q3Hjxvrwww8VERGh3bt368iRI2kYOYAnhUqANBASEqLg4GBVrlxZzz33nN5//33dvn1bnTp1kiR16NBB+fLlU1hYmCSpX79+ql27tqZOnaqXX35ZK1as0I8//qg5c+bY8jLwBKX2npg0aZJGjRql5cuXy9/f3zI/xP2yPdi/1NwTbm5uKlu2rNX+OXLkkKRk7bBfqf2c6Nmzp6ZPn65+/fqpb9+++umnnzRhwgS99dZbtrwMPCGpvR8aN26sadOmqUKFCqpSpYrOnDmjkSNHqnHjxo/85RQyttjYWJ05c8ayfvbsWUVGRipXrlwqUKCAhg0bposXL2rx4sWSpDfffFPTp0/X4MGD1blzZ3377bf69NNPtX79eltdAmA3ypUrp3bt2unDDz+0tA0cOFDPPvusxo0bp9atW2v37t2aPn26Pv744ydyzpQmDy5TpowGDRqkAQMGyGw26/nnn1d0dLR27typbNmyKTg4+F+Pe+fOHb399ttq0aKFChUqpAsXLmjfvn167bXXnkjcADKe6OjoZHPJde/eXXPnzlWbNm00ePBg5cqVS2fOnNGKFSs0b968R3peXLRokZKSklSlShVlyZJFS5culbu7+yMlNQHYHkmANNC6dWtdvXpVo0aN0uXLlxUYGKiNGzdaJmeLioqyeluvevXqWr58uUaMGKHhw4erWLFiWrt2LV/uZSKpvSdmzpyphIQEtWjRwuo4oaGhGj16dHqGjjSS2nsCmV9q7wk/Pz9t2rRJAwYMUEBAgPLly6d+/fppyJAhtroEPEGpvR9GjBghk8mkESNG6OLFi8qdO7caN26s8ePH2+oS8IT9+OOPqlu3rmU9JCREkhQcHKxFixbp0qVLioqKsmwvVKiQ1q9frwEDBuiDDz5Q/vz5NW/ePDVo0CDdYwfs0dixY7Vy5UrLesWKFfXpp59q1KhRGjdunHx8fDR27NjHGjIoJa+//nqytl9//VXjxo1T7ty5FRYWpl9++UU5cuRQxYoVH3nid0dHR12/fl0dOnTQlStX5OXlpebNm2vMmDFPJG4AGU9ERIQqVKhg1dalSxft3LlTQ4YM0Ysvvqj4+HgVLFhQDRs2fOTfO3PkyKGJEycqJCRESUlJKleunL788ks988wzaXEZAJ4wk0GNOAAAAAAAAAAAmRKvmQIAAAAAAAAAkEmRBAAAAAAAAAAAIJMiCQAAAAAAAAAAQCZFEgAAAAAAAAAAgEyKJAAAAAAAAAAAAJkUSQAAAAAAAAAAADIpkgAAAAAAAAAAAGRSJAEAAAAAAAAAAMikSAIAQCa3aNEi5ciRw9ZhPDaTyaS1a9c+tE/Hjh3VtGnTdIkHAAAAsJV/PvfWqVNH/fv3T/c4IiIiZDKZdPPmzXQ/NwAg9UgCAIAd6Nixo0wmU7LlzJkztg5NixYtssTj4OCg/Pnzq1OnTvr999+fyPEvXbqkRo0aSZLOnTsnk8mkyMhIqz4ffPCBFi1a9ETO9yCjR4+2XKejo6P8/PzUvXt33bhxI1XHIWEBAACQ+fz9ed3FxUVFixbV2LFjde/evTQ97+eff65x48Y9Ul++uAeAp5eTrQMAADyahg0bauHChVZtuXPntlE01rJly6ZTp07JbDbr0KFD6tSpk3777Tdt2rTpPx87b968/9one/bs//k8j6JMmTLasmWLkpKSdOLECXXu3FnR0dFauXJlupwfAAAAGdf95/X4+Hht2LBBvXv3lrOzs4YNG2bVLyEhQS4uLk/knLly5XoixwEAZG5UAgCAnXB1dVXevHmtFkdHR02bNk3lypVT1qxZ5efnp169eik2NvaBxzl06JDq1q0rT09PZcuWTZUqVdKPP/5o2b5jxw7VrFlT7u7u8vPz01tvvaXbt28/NDaTyaS8efPK19dXjRo10ltvvaUtW7bozp07MpvNGjt2rPLnzy9XV1cFBgZq48aNln0TEhLUp08f+fj4yM3NTQULFlRYWJjVse8PB1SoUCFJUoUKFWQymVSnTh1J1m/Xz5kzR76+vjKbzVYxNmnSRJ07d7asf/HFF6pYsaLc3NxUuHBhjRkz5l/f1HJyclLevHmVL18+BQUFqWXLltq8ebNle1JSkrp06aJChQrJ3d1dJUqU0AcffGDZPnr0aIWHh+uLL76wvCkWEREhSfr111/VqlUr5ciRQ7ly5VKTJk107ty5h8YDAACAjOP+83rBggXVs2dPBQUFad26dZZn1fHjx8vX11clSpSQ9O/Pf0lJSQoJCVGOHDn0zDPPaPDgwTIMw+qc/xwOKD4+XkOGDJGfn59cXV1VtGhRzZ8/X+fOnVPdunUlSTlz5pTJZFLHjh0lSWazWWFhYZZn2PLly2v16tVW59mwYYOKFy8ud3d31a1bl+dUALAzJAEAwM45ODjoww8/1LFjxxQeHq5vv/1WgwcPfmD/du3aKX/+/Nq3b5/279+voUOHytnZWZL0888/q2HDhnrttdd0+PBhrVy5Ujt27FCfPn1SFZO7u7vMZrPu3bunDz74QFOnTtW7776rw4cPq0GDBnr11Vf1008/SZI+/PBDrVu3Tp9++qlOnTqlZcuWyd/fP8Xj7t27V5K0ZcsWXbp0SZ9//nmyPi1bttT169e1bds2S9uNGze0ceNGtWvXTpK0fft2dejQQf369dPx48c1e/ZsLVq0SOPHj3/kazx37pw2bdpk9RaX2WxW/vz5tWrVKh0/flyjRo3S8OHD9emnn0qSBg0apFatWqlhw4a6dOmSLl26pOrVqysxMVENGjSQp6entm/frp07d8rDw0MNGzZUQkLCI8cEAACAjMPd3d3yLLd161adOnVKmzdv1ldfffVIz39Tp07VokWLtGDBAu3YsUM3btzQmjVrHnrODh066JNPPtGHH36oEydOaPbs2fLw8JCfn58+++wzSdKpU6d06dIly8sqYWFhWrx4sWbNmqVjx45pwIABeuONN/Tdd99J+jNZ0bx5czVu3FiRkZHq2rWrhg4dmlY/NgBAWjAAABlecHCw4ejoaGTNmtWytGjRIsW+q1atMp555hnL+sKFC43s2bNb1j09PY1FixaluG+XLl2M7t27W7Vt377dcHBwMO7cuZPiPv88/unTp43ixYsblStXNgzDMHx9fY3x48db7fPss88avXr1MgzDMPr27Wu88MILhtlsTvH4kow1a9YYhmEYZ8+eNSQZBw8etOoTHBxsNGnSxLLepEkTo3Pnzpb12bNnG76+vkZSUpJhGIZRr149Y8KECVbHWLJkieHj45NiDIZhGKGhoYaDg4ORNWtWw83NzZBkSDKmTZv2wH0MwzB69+5tvPbaaw+M9f65S5QoYfUziI+PN9zd3Y1NmzY99PgAAACwvb8/45nNZmPz5s2Gq6urMWjQICM4ONjw9vY24uPjLf0f5fnPx8fHmDx5smV7YmKikT9/fqtnydq1axv9+vUzDMMwTp06ZUgyNm/enGKM27ZtMyQZf/zxh6Xt7t27RpYsWYxdu3ZZ9e3SpYvRpk0bwzAMY9iwYUbp0qWttg8ZMiTZsQAAGRdzAgCAnahbt65mzpxpWc+aNaukP9+KDwsL08mTJxUTE6N79+7p7t27iouLU5YsWZIdJyQkRF27dtWSJUssQ9oUKVJE0p9DBR0+fFjLli2z9DcMQ2azWWfPnlWpUqVSjC06OloeHh4ym826e/eunn/+ec2bN08xMTH67bffVKNGDav+NWrU0KFDhyT9OZRP/fr1VaJECTVs2FCvvPKKXnzxxf/0s2rXrp26deumjz/+WK6urlq2bJlef/11OTg4WK5z586dVm/+JyUlPfTnJkklSpTQunXrdPfuXS1dulSRkZHq27evVZ8ZM2ZowYIFioqK0p07d5SQkKDAwMCHxnvo0CGdOXNGnp6eVu13797Vzz///Bg/AQAAAKS3r776Sh4eHkpMTJTZbFbbtm01evRo9e7dW+XKlbOqIP2357/o6GhdunRJVapUsWxzcnJS5cqVkw0JdF9kZKQcHR1Vu3btR475zJkziouLU/369a3aExISVKFCBUnSiRMnrOKQpGrVqj3yOQAAtkcSAADsRNasWVW0aFGrtnPnzumVV15Rz549NX78eOXKlUs7duxQly5dlJCQkOKX2aNHj1bbtm21fv16ff311woNDdWKFSvUrFkzxcbGqkePHnrrrbeS7VegQIEHxubp6akDBw7IwcFBPj4+cnd3lyTFxMT863VVrFhRZ8+e1ddff60tW7aoVatWCgoKSjYOaWo0btxYhmFo/fr1evbZZ7V9+3a99957lu2xsbEaM2aMmjdvnmxfNze3Bx7XxcXF8ncwceJEvfzyyxozZozGjRsnSVqxYoUGDRqkqVOnqlq1avL09NSUKVO0Z8+eh8YbGxurSpUqWSVf7ssokz8DAADg4e6/tOPi4iJfX185Of31lcv9F3juS4vnv/vP4Klxfy6x9evXK1++fFbbXF1dHysOAEDGQxIAAOzY/v37ZTabNXXqVMtb7vfHn3+Y4sWLq3jx4howYIDatGmjhQsXqlmzZqpYsaKOHz+eLNnwbxwcHFLcJ1u2bPL19dXOnTut3kjauXOnnnvuOat+rVu3VuvWrdWiRQs1bNhQN27cUK5cuayOd//tqaSkpIfG4+bmpubNm2vZsmU6c+aMSpQooYoVK1q2V6xYUadOnUr1df7TiBEj9MILL6hnz56W66xevbp69epl6fPPN/ldXFySxV+xYkWtXLlSefLkUbZs2f5TTAAAALCNlF7aeZBHef7z8fHRnj17VKtWLUnSvXv3tH//fqvn2r8rV66czGazvvvuOwUFBSXbntKzdOnSpeXq6qqoqKgHVhCUKlVK69ats2r74Ycf/v0iAQAZBhMDA4AdK1q0qBITE/XRRx/pl19+0ZIlSzRr1qwH9r9z54769OmjiIgInT9/Xjt37tS+ffssw/wMGTJEu3btUp8+fRQZGamffvpJX3zxRaonBv67t99+W5MmTdLKlSt16tQpDR06VJGRkerXr58kadq0afrkk0908uRJnT59WqtWrVLevHmVI0eOZMfKkyeP3N3dtXHjRl25ckXR0dEPPG+7du20fv16LViwwDIh8H2jRo3S4sWLNWbMGB07dkwnTpzQihUrNGLEiFRdW7Vq1RQQEKAJEyZIkooVK6Yff/xRmzZt0unTpzVy5Ejt27fPah9/f38dPnxYp06d0rVr15SYmKh27drJy8tLTZo00fbt23X27FlFRETorbfe0oULF1IVEwAAADK+R3n+69evnyZOnKi1a9fq5MmT6tWrl27evPnAY/r7+ys4OFidO3fW2rVrLce8/5JQwYIFZTKZ9NVXX+nq1auKjY2Vp6enBg0apAEDBig8PFw///yzDhw4oI8++kjh4eGSpDfffFM//fST3n77bZ06dUrLly/XokWL0vpHBAB4gkgCAIAdK1++vKZNm6ZJkyapbNmyWrZsmcLCwh7Y39HRUdevX1eHDh1UvHhxtWrVSo0aNdKYMWMkSQEBAfruu+90+vRp1axZUxUqVNCoUaPk6+v72DG+9dZbCgkJ0cCBA1WuXDlt3LhR69atU7FixST9OZTQ5MmTVblyZT377LM6d+6cNmzYYKls+DsnJyd9+OGHmj17tnx9fdWkSZMHnveFF15Qrly5dOrUKbVt29ZqW4MGDfTVV1/pm2++0bPPPquqVavqvffeU8GCBVN9fQMGDNC8efP066+/qkePHmrevLlat26tKlWq6Pr161ZVAZLUrVs3lShRQpUrV1bu3Lm1c+dOZcmSRd9//70KFCig5s2bq1SpUurSpYvu3r1LZQAAAEAm9CjPfwMHDlT79u0VHBxsGWqyWbNmDz3uzJkz1aJFC/Xq1UslS5ZUt27ddPv2bUlSvnz5NGbMGA0dOlTe3t6WF33GjRunkSNHKiwsTKVKlVLDhg21fv16FSpUSNKfw4J+9tlnWrt2rcqXL69Zs2ZZXoIBANgHk/GgGWUAAAAAAAAAAIBdoxIAAAAAAAAAAIBMiiQAAAAAAAAAAACZFEkAAAAAAAAAAAAyKZIAAAAAAAAAAABkUiQBAAAAAAAAAADIpEgCAAAAAAAAAACQSZEEAAAAAAAAAAAgkyIJAAAAAAAAAABAJkUSAAAAAAAAAACATIokAAAAAAAAAAAAmRRJAAAAAAAAAAAAMimSAAAAAAAAAAAAZFL/ByIW3guARZfSAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:58:18,750 INFO: === Dataset: h ===\n", "2025-01-16 15:58:21,318 INFO:Total samples: 6000\n", "2025-01-16 15:58:36,887 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:58:36,953 INFO: === Dataset: i ===\n", "2025-01-16 15:58:39,489 INFO:Total samples: 6000\n", "2025-01-16 15:58:54,864 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:58:54,930 INFO: === Dataset: j ===\n", "2025-01-16 15:58:57,452 INFO:Total samples: 6000\n", "2025-01-16 15:59:12,878 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:59:12,944 INFO: === Dataset: k ===\n", "2025-01-16 15:59:15,459 INFO:Total samples: 6000\n", "2025-01-16 15:59:30,909 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 15:59:30,975 INFO: === Dataset: l ===\n", "2025-01-16 15:59:38,818 INFO:Total samples: 18911\n", "2025-01-16 16:00:26,368 INFO:Saved combined ROC and Confusion Matrix to 'results/roc_confusion_matrix/PiT_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 16:00:26,436 INFO:Model PiT evaluation completed in 224.73 seconds.\n", "2025-01-16 16:00:26,437 INFO:Overall evaluation for all models completed in 2478.63 seconds.\n", "2025-01-16 16:00:26,441 INFO:Ensemble on Dataset a - Loss: , Acc: 92.39%, AUCROC: 0.9640395948434622, F1 Score: 0.5600\n", "2025-01-16 16:00:26,596 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_a.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 16:00:26,667 INFO:Ensemble on Dataset b - Loss: , Acc: 92.68%, AUCROC: 0.9696408839779006, F1 Score: 0.5693\n", "2025-01-16 16:00:26,822 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_b.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 16:00:26,895 INFO:Ensemble on Dataset c - Loss: , Acc: 85.63%, AUCROC: 0.9442707182320442, F1 Score: 0.4026\n", "2025-01-16 16:00:27,215 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_c.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 16:00:27,286 INFO:Ensemble on Dataset d - Loss: , Acc: 98.74%, AUCROC: 0.9976040515653776, F1 Score: 0.8851\n", "2025-01-16 16:00:27,431 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_d.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 16:00:27,498 INFO:Ensemble on Dataset e - Loss: , Acc: 82.55%, AUCROC: 0.9312873685007189, F1 Score: 0.6595\n", "2025-01-16 16:00:27,650 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_e.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 16:00:27,726 INFO:Ensemble on Dataset f - Loss: , Acc: 92.08%, AUCROC: 0.9667325628328263, F1 Score: 0.2314\n", "2025-01-16 16:00:27,885 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_f.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 16:00:27,958 INFO:Ensemble on Dataset g - Loss: , Acc: 96.57%, AUCROC: 0.999739111111111, F1 Score: 0.9668\n", "2025-01-16 16:00:28,107 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_g.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 16:00:28,177 INFO:Ensemble on Dataset h - Loss: , Acc: 92.83%, AUCROC: 0.9995118888888889, F1 Score: 0.9331\n", "2025-01-16 16:00:28,325 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_h.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 16:00:28,396 INFO:Ensemble on Dataset i - Loss: , Acc: 99.78%, AUCROC: 0.9999951111111111, F1 Score: 0.9978\n", "2025-01-16 16:00:28,544 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_i.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 16:00:28,615 INFO:Ensemble on Dataset j - Loss: , Acc: 47.88%, AUCROC: 0.20988066666666666, F1 Score: 0.0481\n", "2025-01-16 16:00:28,764 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_j.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 16:00:28,836 INFO:Ensemble on Dataset k - Loss: , Acc: 51.10%, AUCROC: 0.48139255555555555, F1 Score: 0.0511\n", "2025-01-16 16:00:28,983 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_k.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 16:00:29,059 INFO:Ensemble on Dataset l - Loss: , Acc: 79.14%, AUCROC: 0.6240045673759117, F1 Score: 0.6211\n", "2025-01-16 16:00:29,219 INFO:Saved Ensemble ROC and Confusion Matrix to 'results/roc_confusion_matrix/Ensemble_roc_confusion_matrix_l.png'\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 16:00:29,289 INFO:\n", "=== Plotting Aggregated ROC Curves for Each Dataset ===\n", "2025-01-16 16:00:29,302 WARNING:Missing probabilities for model Ensemble on dataset a. Skipping this model in the ROC plot.\n", "2025-01-16 16:00:29,405 INFO:Saved aggregated ROC curve for a to results/roc_curves/Aggregated_ROC_a.png\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 16:00:29,482 WARNING:Missing probabilities for model Ensemble on dataset b. Skipping this model in the ROC plot.\n", "2025-01-16 16:00:29,581 INFO:Saved aggregated ROC curve for b to results/roc_curves/Aggregated_ROC_b.png\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 16:00:29,656 WARNING:Missing probabilities for model Ensemble on dataset c. Skipping this model in the ROC plot.\n", "2025-01-16 16:00:29,757 INFO:Saved aggregated ROC curve for c to results/roc_curves/Aggregated_ROC_c.png\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA04AAAK/CAYAAABeGZ2JAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3hUZdrH8e+ZnklP6L0pYhc7WLDrKooI6IqKoK5l7WUVdwXLWnZt7L66uu6iiNhARc3aC6ggK0pxQaSI9EAgkJ7MTGbmef+YTMv0ZCaTSe7PdXk5c+aUJ8kAc+f8nvvRlFIKIYQQQgghhBAR6dI9ACGEEEIIIYRo76RwEkIIIYQQQogYpHASQgghhBBCiBikcBJCCCGEEEKIGKRwEkIIIYQQQogYpHASQgghhBBCiBikcBJCCCGEEEKIGKRwEkIIIYQQQogYpHASQgghhBBCiBikcBJCtAuHHXYYmqZhNpvZu3dvuocjkmzAgAFomsbmzZvjPubKK69E07Sg/wwGA126dOHkk0/m2WefpbGxMeZ59u7dy4MPPshxxx1Hly5dMJvN9OzZk7PPPpsXXnghrnMAfPfdd1x//fUcdNBBFBQUYDKZ6NatGyeffDJ//vOf2bp1a9xfW6DGxkZeeuklxowZQ79+/cjKysJqtTJo0CDGjRvHq6++isPhaNG5O5tvv/2WM888k6KiInQ6HZqmMWvWrHQPSwjRQWhKKZXuQQghOrfvv/+eY445xvd8xowZ3HLLLWkcUce0cOFCTjnlFE4++WQWLlzYptceMGAAW7ZsYdOmTQwYMCCuY6688kpefvllBg8ezAknnACAzWZj7dq1/PjjjwCMHDmSzz77jKysrLDneOedd5g8eTLV1dXk5OQwcuRIioqK2LZtG//9739xOp3st99+vPfeewwbNizsOerr67n66qt5/fXXAejRowdHHnkk+fn5lJeXs3TpUiorKzGZTLz55puMGTMm7u/L8uXLGTduHJs2bULTNA477DAGDx6MTqdj8+bNLF++HJfLRf/+/VmzZg1WqzXuc3c2paWlHHTQQVRVVXHCCScwYMAAdDodV199te/9I4QQraKEECLNrr32WgWo3r17K0Adcsgh6R5Sh7RgwQIFqJNPPrnNr92/f38FqE2bNsV9zKRJkxSgJk2aFPLa66+/rgAFqL/+9a9hj3/nnXeUTqdTgLr11ltVXV1d0Ovbt29XZ511lgJUUVFR2LE5HA51wgknKED17NlTvffeeyH7NDY2qrlz56ohQ4aop59+Ou6vb9myZcpqtSpAnXfeeerXX38N2Wf37t1q6tSpymQyqYqKirjP3Rm99NJLClCXXnppuocihOigJKonhEir+vp632/yX3nlFXJycli1ahXff/99mkcm2rNLLrmEM844A4CSkpKQ18vLy5k8eTJut5vbbruNp59+OuRuTe/evXn//fcZMWIE+/bt4/LLLw85z0MPPcSiRYsoKChg8eLFnH/++SH7GAwGxo8fz4oVKzj55JPjGn9jYyPjx4+nvr6eMWPG8N577zFw4MCQ/bp27cojjzzCokWLMJvNcZ27s/JGJffbb780j0QI0VFJ4SSESKt58+ZRXV3NwQcfzCmnnMLFF18MwMyZM6Met3fvXm6++Wb69euH2Wymf//+3HrrrVRWVvrmxoSb21BXV8d9993Hfvvth9lsplevXkyZMoUdO3Zw//33o2ka999/f9Axgdu3bt3KVVddRd++fTEajVx55ZVB+7711lucffbZdO3aFZPJRO/evbnssstYs2ZNxK9l0aJFnH322RQUFJCTk8PRRx/N7NmzAXxze5pbunQpf/jDHzjmmGPo0aMHJpOJ7t27M3r0aD7//POQ/UeNGsUpp5wCwFdffRU0byhcdO6LL75g7Nix9OzZ0zeX58ILL2TJkiURv441a9Ywfvx4unTpQlZWFgcffDBPPPEELpcr4jGtceihhwJQVlYW8tqzzz5LVVWVr/CIxGQy8cwzzwCen8NXX33le62mpoa//e1vAEybNi1sYRMoJyeHI444Iq6xv/baa/z666+YTCaee+45dLro/xwfffTRQXHEWHPGIv0ZCNy+evVqLr74Ynr27Iler+f+++9n6tSpaJrGddddF3Esq1evRtM0unfvHjI/rLS0lNtvv51hw4ZhtVrJzc3l6KOP5plnnsHpdIacy2638/jjj3PkkUeSm5uLyWSiR48eHH300fzhD39g3759Ub8vALNmzULTNKZPnw7AAw88EPG9vX37dm666Sb2228/LBYL+fn5jBw5kn/+859h36fec1955ZXs27ePW2+9lcGDB2M2mxk1alTMsXnV19czY8YMTjjhBAoLC31/Z40ePZrXXnst7vMIIdLLkO4BCCE6N2+BNGXKFN//Z86cyRtvvMHTTz8ddu7Kzp07OfHEE9m4cSNFRUWcd955uN1uZs+ezccffxxxrkpdXR2nnHIK33//PTk5OZx55plkZWXx8ccf88EHH/Cb3/wm6lg3bNjAEUccgclkYuTIkSil6NKlCwBOp5OJEycyd+5czGYzRx55JL1792b9+vW8+uqrvPPOO7zzzjucffbZQed84403mDhxIm63m0MOOYSDDz6YHTt2MHny5KjF1r333suCBQs46KCDOPLII8nOzmbjxo385z//4T//+U/IPLGzzz4bi8XCJ598Qvfu3YPG4f0avO68806efPJJdDodRx11FCeeeCJbt27lvffeo6SkhH/9619Mnjw56Bhv8VdXV8egQYM444wzKC8v59577+W///1v1O9rS1VXVwPQvXv3kNfeffddACZMmIDFYol6niOOOIKDDz6Y1atX8/777/vuGi1YsIDq6mo0TeOKK65I6tjfe+89AM466yx69OiR1HPH49tvv+W6666jZ8+enHTSSTQ0NJCbm8ull17KY489xptvvsmMGTPCfu9eeuklAC677DKMRqNv+9dff82YMWOoqKhgwIABnHHGGdjtdpYuXcpNN91ESUkJ//nPf3zHuN1uzj33XL744gvy8vI48cQTKSgoYM+ePWzYsIHHH3+cSy+9lKKioqhfy5AhQ5g0aRIrV67kxx9/5LDDDuPwww8Hgt/b33//PWeffTb79u2jX79+jBkzhqqqKhYuXMi3337L/Pnzef/99zGZTCHXKC8v56ijjqKyspITTzyRI488Mux+4Wzbto2zzz7bN0dt5MiRFBcXs2PHDr755htWrVrFpZdeGte5hBBplu6soBCi81q3bp0ClNFoVLt37/ZtP+CAAxSgZs+eHfa4Cy+8UAFq1KhRqqqqyre9oqLCNx8FUC+99FLQcbfddpsC1IEHHqhKS0t92xsaGtS4ceN8x02fPj3ouOnTp/teu+yyy5TNZgsZ07333qsAdeyxx4bMVZk3b57S6/WqsLAwaJ7Kjh07VE5OjgLU3/72t6BjvvrqK5Wdne27bnMffvhh0Nfg9e2336q8vDxlNBrV9u3bg16LZ47TCy+8oAA1ZMgQ9eOPP4aMKTc3V5lMJrV+/Xrf9oaGBtW3b1/fXCKn0+l77ccff1RdunTxfR3JmuNks9nUwIEDFaAef/zxoNccDodvbtPLL78c17UmT56sAHXSSSf5tt13330KUIMGDYp7zPHyfr8efPDBFh0fa86Y93vX/M+Adzug7rnnHuVyuUKOHTlypALU66+/HvJaY2Oj6tatmwLUqlWrfNt37typiouLlaZp6h//+EfQecvLy9Wpp56qAPXAAw/4tn/11VcKUEcccYSqrq4Oudb333+vysvLY30rfLx/Tpv/+VXK837xfs+uu+465XA4fK9t3LhRDRgwQAHq3nvvDTrOO28KUKeddlrQ3zfxcLlc6qijjlKAOvPMM4P+nlPK82fngw8+SOicQoj0kcJJCJE2d999twLURRddFLT9r3/9a8QP+Js3b1aapimdTqd+/vnnkNdXrVqlNE0L+dBYX1/vK1I++eSTkON2797tm6gfqXAqKipSlZWVIcfu3btXZWVlKYvFElKseN1www0KUP/3f//n2/bggw8qQB1//PFhj7nzzjsjFk7RTJ06VQHq2WefDdoeq3ByuVyqV69eClA//PBD2H28P5s77rjDt23OnDkKUH379g36QOr19NNPJ61wstlsasWKFercc89VgDrjjDNUQ0ND0HG7du3yXe/jjz+O61r33HOPAtSwYcN826677joFqOOOOy7uMcfLYrEoQD3//PMtOr61hdP+++8fVOAGmjlzpu+DfnPvvvuuAtRRRx0VtN37Z/nGG28Me87t27cro9Gounbtqtxut1JKqblz5ypA3XzzzTG+2vhEK5xeeeUVBahevXqF/cXHW2+9pQCVm5sb9H7yFk5Go1Ft3Lgx4TF5v189e/ZUNTU1CR8vhGhfZI6TECItnE4nL7/8MuCP6XldccUVGAwGvv76azZu3Bj02jfffINSiuHDh3PAAQeEnPfggw/2zX0JtGzZMmpra+nSpQtnnnlmyOtdu3b1NRuI5PTTTyc/Pz9k+4IFC2hoaGDkyJH07t077LHe+RDffvutb5t3Ps3EiRPDHhNpu9fevXuZPXs2f/jDH7jmmmu48sorufLKK33nXbduXdTjm1uxYgWlpaUMHjyYI488Mu6vw9vafMKECUHRLa9JkyYlNI7mXn75Zd+cFYvFwhFHHMEHH3zAddddx8cffxwzihcP1clW5hgzZgx6vT7saxMmTCA7O5vPP/+c7du3B73mjek1/zP7wQcfAPjmKDbXu3dv9ttvP18MD2D48OHo9XpefPFFnn32WXbu3Nmqryka73v0kksuCdtkY+zYsRQWFlJTU8OyZctCXj/iiCMYNGhQwtf9+OOPAbj00kvJyclJ+HghRPsihZMQIi0++OADdu3aRe/evTnrrLOCXuvevTu/+c1vUErx4osvBr3m/SAXbS2gcK+19Lh4Xv/1118BT0OF5gu2ev+bMGECAHv27Il7TNHG869//Yv+/fszadIkHn/8cf7973/z8ssv8/LLL/uKGu8coHh5v46NGzdG/Dq8622F+zoiNU8oLCwMW3DGa/DgwUyaNIlJkyZx4YUX0rdvXwCef/55nn/++ZD9vYufQvjGEeHs3r0b8BTQXt7H3teSKZXnjke091ZOTg7jx4/3zRv02r17Nx988AEWi4Xf/va3Qcd43zsnnnhixPeOd86e970zePBgnn76aRobG7nxxhvp1asXAwYM4Le//W3SF/3dsWMHEPk9qmma7zXvvoHiXXusuS1btgCE/SWPECLzSHMIIURaeJtC2Gy2sC2cvR9eZs2axYMPPhjy2/FwneZS+RoQcZFVt9sNeCapjxw5Muo5wn2AinTdSNuXLVvGtddei16v5y9/+QujR4+mX79+WK1WNE3jhRde4Nprr034Lor36+jRo0dIMdtc84YSqXTCCScEdYdzuVxMnTqVxx9/nFtvvZWRI0dy2GGH+V43Go0ccsgh/Pjjj3z33XdxNXZYunQpQNCdNu/jTZs2sXfvXoqLi5P0FXnOvW3btpS13ff+LCOJ9F72mjJlCrNmzeLll1/m3nvvBWDOnDk4nU7GjRtHQUFB2OuNGzeO7OzsqOcO/D7edNNNTJgwgffff59FixaxaNEi3njjDd544w2mT5/ON998Q8+ePaOery3E+n4JIToHKZyEEG1u586dfPjhh4AnbrZ48eKI+5aWlvLxxx9z7rnnAviicJHaMEd6raXHxcN7B2To0KFhW6BH0rt3b9atWxfxupG2z5s3D6UUN910E3/4wx9CXvdGoRLl/TqKi4sT/jog8ngrKyupqqpq0ZjC8RaM3333HV9//TV33HFHSAv2Cy64gB9//JF58+bx5JNPRo3zLV++nJ9++gkgaJ2mU045hdzcXGpqapg9eza33XZb0r6GCy64gHfffZdPPvmEsrKysJ0Bo/F2dKupqQn7uvdOR0udeOKJDBkyhPXr17N48WJGjhzpe080j+mB572zYcMG7r77bo466qiErtW9e3euueYarrnmGgDWrl3LlClTWLJkCffcc48v0tsa3veo985YOJs2bQraNxn69esHeL4mIUTmk6ieEKLNzZo1C5fLxbHHHovyNKkJ+5+3KAhc08kbBVq2bBnr168POfeaNWv48ccfQ7YfeeSRWK1W9uzZE3ado/Lycj777LMWfT2nnXYaJpOJhQsXJhS9OumkkwB8CwA3F2l9F+/aNv379w95zWaz8fbbb4c9zvthO9x6OuBZK6hLly6sWbPGV0jEw3vHcO7cuSHr+gBBca9k0TSNp59+Gk3T+OKLL1iwYEHQ6zfeeCN5eXns2bOHqVOnRjyPw+HgpptuAuD4448PWpsnLy+Pm2++GYAHH3zQ98E6ktraWlasWBHX+CdOnMiAAQNwOBxcf/31Me8QLVu2jIaGBt9z74f7n3/+OWTfXbt2sXz58rjGEY235fysWbNYtmwZq1atom/fvpx22mkh+55zzjmA5z3QWgcccAB33303ACtXrmz1+cA/N+/NN9/EZrOFvD5//nwqKirIzc2NOL+vJbxt/19//XXq6uqSdl4hRHpI4SSEaHPeeUuxmgZ4I1b/+c9/fPMiBgwYwOjRo3G73Vx//fVBv3Gvqqri+uuvDxtRs1qtXH311QDcdtttQXNf7HY7N954Y4s/2HTv3p2bbrqJuro6Ro8ezapVq0L2sdvtvP/++0G/eb7qqquwWq0sWrSIZ599Nmj/xYsX849//CPs9bzrVL388stBX7/NZuOGG26I+AG/T58+gOeOVLgCx2g0Mn36dJRSXHjhhSxatChkH5fLxZdffhm0NtO4cePo3bs3W7duZerUqUFFwOrVq/nzn/8cdjytNXz4cMaPHw/gW/zUq2vXrsycORNN05gxYwa333479fX1Qfvs2LGD888/n2+//ZaCggJeeeWVkGtMmzaNESNGUFlZyQknnEBJSUnIPi6Xi/nz53PkkUcGLaAbjdFoZO7cuVgsFubPn8+YMWPC/tz27dvHfffdx8iRI7Hb7b7tp59+OgB/+ctfqKys9G3fs2cPV1xxBbW1tXGNI5pJkyah0+mYO3eu7/3p3dbcXXfdRUFBAU899RRPPvlk2PlJmzZtYs6cOb7nX375JR9++GHIe1EpxX/+8x8g/C8HWmL8+PH069fPt0Bv4C8PNm3axB133AF4ooPJaDbidf7553PEEUdQWlrK+PHj2bt3b9DrNpuNjz76KGnXE0KkWBo6+QkhOrGFCxcqQJnNZrVv376Y+w8fPlwB6oknnvBt27Fjh2/dleLiYjV27Fh14YUXqqKiIrXffvup888/XwHq1VdfDTpXTU2NOvLIIxWgcnJy1Pnnn68mTJigevXqpbp06eJr1fzwww8HHRetzbFXY2OjuvTSSxWgdDqdOuKII9RFF12kLr74YjVy5EjfmkwfffRR0HGvvPKKb82hQw89VP32t79VJ598stLpdL525EajMeiYiooKXzvq4uJiNWbMGHXRRRepbt26qdzcXHXLLbdEXP/Iu6bM0KFD1cSJE9VVV12l7r777qB97rrrLl8774MOOkhdcMEF6pJLLlGjRo1SBQUFClDPPfdc0DELFy70tXMfPHiwuuSSS9QZZ5yhjEajGjt2bMz22eFEW8fJa/369cpgMChAffrppyGvz507V+Xm5vpaTZ999tnqt7/9rTrppJN8xw0ePDhoTaLmampq1IQJE3zfk549e6rzzjtPXXrppeqss85SRUVFvvf0u+++G/fXp5RSS5cu9X1vNE1Tw4cPV+PGjVMTJkxQxx57rNLr9b61pOrr633HBb4HunXrpi644AJ1+umnq/z8fHXIIYeoMWPGRG1H3nx7JGeffbbv69Y0LWpL7q+++sq3Zle3bt3UqaeeqiZOnKjOO+88NXjwYN86Z17eNvV5eXlq1KhR6tJLL1UXXnih7+vKz89XK1asiPt7GevP6dKlS30/q/79+6uLL75Y/eY3v/G1hj/rrLOU3W4POsbbjjzaezCWzZs3q6FDhypAWa1WdeaZZ/reg/n5+ap///4tPrcQom1J4SSEaFOXX365AtS4cePi2n/GjBkh6+so5Vl36fe//73q06ePMplMqm/fvur3v/+92rt3r2+xzXDrNdXU1Kh7771XDRo0SJlMJtWjRw91+eWXqy1btqgpU6YoQP3zn/8MOiaewsnrww8/VGPHjlW9e/dWRqNRFRQUqGHDhqlLLrlEvfbaa6quri7kmIULF6ozzjhD5eXlKavVqoYPH65mzpyptm7d6vug3tyePXvUDTfcoAYPHqzMZrPq1auXuuyyy9SGDRuiftjbsmWLuvTSS1XPnj19hUO4D26LFy9WEydOVP3791dms1nl5uaq/fffX40ZM0b9+9//Dlv0rlq1So0dO1YVFRUps9mshg0bph599FHV2NiYssJJKaWuvfbaqOth7dmzR91///3qmGOOUUVFRcpoNKpu3bqpM844Qz333HMhH5YjWbJkifrd736nhg0bpvLy8pTBYFBdunRRJ510knr44YcjruEVi91uV//+97/V6NGjVe/evZXZbFYWi0UNHDhQjRs3Tr3++uth18favn27uuKKK1S3bt2UyWRSAwcOVHfddZeqqamJuY5TvIWTd60lYiyc7FVWVqbuu+8+NXz4cN9iyX369FEjRoxQ06dPV//73/98+/7yyy/q/vvvV6eddprq16+fslgsqrCwUB166KHqnnvuUdu2bYtrjF7x/DndunWr+v3vf+/785+bm6uOP/549dxzz6nGxsaQ/ZNROCnl+XvnL3/5izr66KNVbm6uMpvNqn///ur8889Xb7zxRqvOLYRoO5pSnWzxCiFEh1ZZWcmgQYOoqqqirKws7u5vjY2NHHzwwaxfv55ly5YxfPjwFI80ttmzZzNp0iRGjx7N+++/n+7hCCGEEJ2azHESQmQkb/voQHv27GHSpElUVFRw3nnnhS2ali1bFjIRv7a2lhtvvJH169dz6KGHtmnRtHXrVnbt2hWyffHixdx5552Af5K+EEIIIdJH7jgJITKSpmn06dOHYcOGUVxczI4dO1ixYgW1tbX069ePRYsW+dprBxowYAD19fUccsghdOvWjd27d7Ny5Ur27dtHUVERn3/+OUcccUSbfR2zZs3iqquu4rDDDqNfv37o9Xo2btzo6ww4efLkkEWAhRBCCNH2pHASQmSk++67jy+++IKNGzdSUVGByWRi8ODBnHfeedx+++0RFyv9+9//zvz581m7di0VFRXodDr69+/PmWeeyZ133hm22EqltWvX8sQTT/DNN99QVlZGXV0dBQUFHH744UyZMoXf/va3bToeIYQQQoQnhZMQQgghhBBCxCBznIQQQgghhBAiBimchBBCCCGEECIGQ7oH0NbcbjelpaXk5uaiaVq6hyOEEEIIIYRIE6UUNTU19OrVC50u+j2lTlc4lZaWtvnkbyGEEEIIIUT7tW3bNvr06RN1n05XOOXm5gKeb05eXl6aRyOEEEIIIYRIl+rqavr27eurEaLpdIWTN56Xl5cnhZMQQgghhBAirik80hxCCCGEEEIIIWKQwkkIIYQQQgghYpDCSQghhBBCCCFikMJJCCGEEEIIIWKQwkkIIYQQQgghYpDCSQghhBBCCCFikMJJCCGEEEIIIWKQwkkIIYQQQgghYpDCSQghhBBCCCFikMJJCCGEEEIIIWKQwkkIIYQQQgghYpDCSQghhBBCCCFikMJJCCGEEEIIIWKQwkkIIYQQQgghYpDCSQghhBBCCCFikMJJCCGEEEIIIWKQwkkIIYQQQgghYpDCSQghhBBCCCFikMJJCCGEEEIIIWKQwkkIIYQQQgghYpDCSQghhBBCCCFiSGvh9PXXXzN69Gh69eqFpmm8++67MY9ZuHAhw4cPx2w2M2TIEGbNmpXycQohhBBCCCE6N0M6L15XV8dhhx3GlClTGDt2bMz9N23axLnnnst1113Hq6++yhdffMHVV19Nz549Oeuss9pgxEIIIYQQwdxuJ05bRbqHIURGMmYVo2mZEYJLa+F0zjnncM4558S9//PPP8/AgQN58sknARg2bBiLFi3i6aeflsJJCCGEEG2udPUb/PzpHTjtVekeihAZw+VW6HUaAKfcsgmTtWuaRxSfzCjvmixZsoTTTz89aNtZZ53FkiVLIh5jt9uprq4O+k8IIYQQorXcbqcUTUIk6JMfGrnlHzYa7CrdQ0lYWu84JWrXrl107949aFv37t2prq6moaGBrKyskGMeffRRHnjggbYaohBCCCEySGtido76vVI0CRGnRqfinx84+M93TgA+WOpk3InGNI8qMRlVOLXE1KlTuf32233Pq6ur6du3bxpHJIQQQoj2QGJ2QrSNvdVuHn7NzpqtbjQNLjvNyNiRmVeGZNSIe/ToQVlZWdC2srIy8vLywt5tAjCbzZjN5rYYnhBCCCHaqeXLl1NSUoLdbm/a4mZkzgsYNEdSr/Nl6fnYlYV85eSPjTt82xf1yObV/bvSYNCB3gA5eUm9bmfhVE4aVSMNjY0oIMto4ILhQ5J6jX02aHQl9ZQxWS116HRQW5/NK/+5tG0vHoF1dzk9t5aBxRL3MW6XGwCdXkdB92wqql24Ffzw/tXs3raM/Pw8Zr34HL85+wzfMcas4qSPPVUyqnA6/vjj+fDDD4O2ffbZZxx//PFpGpEQQgghWqotu9F9VPImFXv2+J6bdDYMucktmhrdRmpdeSh06JQDk9sfQ3pxWF+25Ab8ItfVmNRrdy4GMHg+wuotBqrj/1wf39ktbf8BWZGNC6i3F1KrtY9GCWabk9q87BYfXxvwR/u48/5K2fJ7eeWVV9hvv/2SMLr0SGvhVFtbyy+//OJ7vmnTJlauXElRURH9+vVj6tSp7Nixg9mzZwNw3XXX8cwzz/CHP/yBKVOm8OWXXzJ37lw++OCDdH0JQgghhGiBto7JHWUCeqfu/E63iV/2HUm+cmPOMjP6rHNhqP8DYv3aV8BZhw6NYkscd5vcCrfNBq7Mm0DvQsOOHoWW9HNrVgdonu+JQdNxYPdiVJ0pqdeow4hCQ4eiAJtvu62uFqXcnq8qie2zG1UWCg1nHWz9RwUHfv73kH0sN/dDyzeg3ApqWng7rNGNa0k9+s2x31MGm43KESfiyrKCUuhttpjHeGkamLOhZt+PdOs/EqtZY/Lo4zjpiCVoWvLfE21JU0ql7U/kwoULOeWUU0K2T5o0iVmzZnHllVeyefNmFi5cGHTMbbfdxpo1a+jTpw/33XcfV155ZdzXrK6uJj8/n6qqKvLy5Da5EEKIzBEaN8ssdlcjdU4bKBfnFr+OSde+7rq8efAUbIYw0X+loDr6nTG7zoTyfpi2ZEFW8G/q99qqcaPoasnnndOnxxzLnj88SfVL78Y79LQqPbs36285CGe25/fx+7KLcOlS87v57Kw6dDpFTV0O/3r7qpRcw8tYVc1h0x/yPVd4PjIbj8rHcmF3MCeneGoqxdChyNOFvwtam5eF0unIrazj1kdej3nOLk/cSf6kC4K2LVxez6ySSurj7Ga3r8oTs+tSoGfuI/H/1mHbtm1cdNFFrFixggULFnDCCSfEfWw6JFIbpPWO06hRo4hWt82aNSvsMStWrEjhqIQQQojUamlErXncLBNZ8MTk2lvRZNOZ+AUdKlKELic3gbM5wRb+TprVEN+8a8faTQlcL73W33IQtYP9HzitxH93oqUcjanvxmb9ZSt2Qj9IW8f0ROuZvOvrAx7XEP28Jnscf250OrKOPyxk86ySSraWORMcHVjN8d8l+uqrrxg/fjx79uyhqKgIhyO5cdh0y6g5TkIIIUSma01ELdVxs87KrjOxuPsJFDsjfCxSCs3l+QCodHrQR/5wqzRdxBhXltJzaVk3quf8J+aYXGV7fY+7v/RnNGPkj2w7G00sqSsgXRGiut5fAjZQoNktVLs8YzVoihxd4h/Ug85d68Tt9oT+tKYFU50NGtte0Tho8dtxn8dRU4O7KWanxRGz0zns5G7chKZr9l3VNPRWzziUW0G1O+4xRKNpYM02YDJFHptZp+O8Aw6gx5zHop7LfPAQDL27h2z33mnSaVCUrw95PRxPzK4g5n5KKf7v//6P22+/HZfLxWGHHcb8+fMZOHBgXNfJFFI4CSGEEG1k2Q9L2fXp7zFomRm1S6WR1/yAydrC7lpLvoA3/9XiaxvcBs7f4ABWx9y3enMje35szW/RvyLSPcMd9nLW1G/BqYLnsBiumxjxbA5jFs9c9wN2S34rxtQ617i+JheoqQ+Oz/Xd9l8ue2NcxONKGwaxvvoonO7IhajNbQV0WHS1nN7zVd/2RN8pdTt3otxucnr35rrt24NeW7ppM/NXrMTWGHg3JxsoCnuuyoYGlFIU5WTz9FXjExxJ2wgXy9tX5XlfFeUnFr2LpaGhgWuvvZZXXnkFgIkTJ/LCCy9gtVqTdo32QgonIYQQGaktO7Ily+cfzOFwkxRNzRnM+ViLhqBr6byYHWUQ5cN3Mtkrk3OHIZw19VuodTWEvrBjR+i2Jnt6H5bWoima4o3fUhtl7GsZSz2FcZ1L526Ieq54mXJDI5fzV6xkZ1Xid4Atxva7eGu0WF4i0bt4vP7667zyyivo9XqeeOIJbrnlloxvAhGJFE5CCCEyTqYuXHp4cpt/dQgGcz7DznwyctHkdMKG1dAY5S7PvoB7OOddiirsQuPmHaiGyEWqa88+at9bAIBpv36YjxgWc6xucy7mk/rQNUUfCtUtU2ishZ2DT8KUWwAaYDR6clwRVBb09z3uu+2/HLzmnZSMLRrLeT0gW4/FXsU5n/wBAGv9Xgb/+iX63pHvbLh3ZoEbwI1FVx9xP4Oukf3zVpCT1bq7JKbcXEY+9FDIdu+dJk3TKIiwLmhzFqORscMPb9V4UilSLC/e6F0iJk+ezLJlyxg/fjyjRo1K6rnbm7R21UsH6aonhBCZze12smBG/4wrmiJpVUQtyRbtWs2rG7+kwdmyKFqFvQY3imJzHrNOvjOuYwyWwuh3mp6cCj8n0BRq+j/Y88x7VL8YvYAIjMXpsrPQ5eVE3X9bz1NYfcA1OA2pix+5XS5+OfBQHHF+eG+uW30tA2ui/7ko3n87/U74Cb2pdXOPApmyG9B0YK/J4ofnzwXA0dBIfZWdaJ8yAxdLLewZ/fufCvqcMozFG9GM9WgauBvN2Daf2ObjSIWWdsSLh1KKmTNncskll5CT0/Y/t2TLmK56QgghRDwCY3mO+r0dpmhqdUQtyV7c+h1b7HUtP4HBsxJp16xCTNYkLeK59sf49zWZobg7Dd8si7lrUCyuxgExCo7/nTiZutwB8Y+lBZwGfYuLJgB3jYPyyuhr/Bx6/GqsxbUtvkY0jgZ9wPV1nrbscXBBzHGnQs8+G9GZ/He6XE59WsaRSsmO5dXV1TFlyhTmzp3LJ598wty5cztsLC+c9vE3tRBCCBFBpsbyYokZUUuDeqcn2hZ1kVaXi2i3Eax6I1cVHQ5bNiRpVE3XKiiGk38Tda/G7N6oDdtRNs/XoZlNFNx2edj93Q/9BFUNaDod2T17xhyFu+n7oSkXFtveGHtH59LpcJgtYV7xvxcszka62MLMd4rA7HJSRAO6gujd0kxZnsJAucFR1/IirTmXw8COJQfRpen6FTtrg+4oRaJpYM03Y8pq+/lCekPT90KBarTirhzsG39HkOxY3i+//MKFF17I6tWrMRqNnHrqqUk7d6ZoP39bCyGEEM243c64iqZkxd3+979VfPLJJzgc8TdwqK6uQSlFfn4ef/zjH+M+LmZErY0sKF3JzPUfU++0s9dWDUCxJS/8Iq1z/wWfxtMC+tvkDhI8hdPo8N3llFLsOPN32FeuBTwxvE+6H8Dqo27GuTr8+kvq/I8A0PT6uAone5ULFBQXmpj7yFEt/CKgtAbOnOO5ydXcfv03MOmw2ZiMjVgMUBiutmqlOmVDAbn6HK7ql9wFZBetWMOc+e/RUOPAtrMWt1tR3DuXl7ffmtTrRBO+Q154lQ0OlIKibCtPX9w+u+O1Fx999BGXXnoplZWV9OjRg7feeouRI0eme1htLv1/YwshhOgwkt3pLp5YXjLjbh988g1lZTUJHuVZ0FRnSmI8rQ3NXP8xW2p3B22LuEjr8kVtMKIIukYubpzby3xFE3hieP876lnqCgfHdeqGBOJZrY0+LdoavmgCGHHYEooL/H9+alM4C92oJf8Oz5xpC9m+NvhuXFZu23ZEaUmHvPbcHS/d3G43jzzyCNOmTUMpxfHHH89bb71Fr1690j20tJDCSQghRFKkI1KX7Lib3d4U8dI08vPjb/FsNpsZPXp0wterdUBda5YE8qqvhRY2dKixe+JgOjQKjDlk6UyM63oiZaX7QndWuWBoBKMZjj6pNSMO4rY7wB2lzXdWNu7DR8KmMGMCnDurKM/x3HE09utF1YY92KwFOPV6NFyYIxTzmqZhzMvFYInv1k6WSWPMGfmUtWKKUGXAzczjesN+ATdKC6xNd0mUhlXLRpeiqSNGzcjxWccn/bwNTRWhTqdR2DOHrFwTlz00KunXiSbRDnntvTteuu3bt49nn30WpRTXXXcdf/vb3zCZOm97UOmqJ4QQotXastNd4cjZfLbgOxwOO43KAkSeP5GoqqoqlFIUFBTwyCOPJO284by7Fv7wOdhbOBc9K3slBUUfo+laty6UXl+NpimcznxKt4SJ54mI9uu/gRGHLcFkjB0LCyffAtaAmr9O1aFQ5Gg5XFWQWIxu0bw1zJm20Fe8JN1BRjgtC0yRqznlcqPwzGkqSkOXPPAvTltolfhdsnz77bf8/PPPXHVVcqOd7YV01RNCiE4m3YvBtlWnO4M5n48W/BgQp0vNh0SzOUJULYneWdvyogmgoOhjjKbdsXeMk3Kn/mvuaJpH6xLlJnwcryUxunAxuWQquL4nhq7RGydoAb/EqKiPvC5TW5D4Xcu99957NDY2Mm7cOABGjBjBiBEj0jyq9kEKJyGEyHAdtetcc95Y3hev/Q9IPE4XL7PZzOjzzoseHUsCl1vDs8IpnDFQEaXxWFjrseMEUBqGRrPnXLqW3X3TuY30qTiEw7Sf49hZD916gTXyHYXvfmrA0eipCEzG6Hkzbwc8AE2nw+Vyevvo0aKkWkBrZKPJwMC+WXQpSM3Hnbwsz50mpTScjuyEjjXqIdsY+jW2NEbXPCaXdNmeokm5FdREDitpOrDmmTGnoUuel8TvWsbtdnP//ffz0EMPYbVaOeSQQxg6dGi6h9WuSOEkhBAZLN6uc+mQ7IVdDZZCVq78H5WVXwOQn58fPU5XXQlPTYXtmxK/2HNLWjbIBCw65GPf47/950Ky3baw+y3olcvMYd2oNwQXRW6LATSNrjYH73zyk6fr3BOvhhy/cHk9s0oqqbdHT+a7gLjvnZRWAZHfc12aLb7pttnZedFt2JauCtovcBFazWhA36WQup07UW43Ob17c9327fGOqE1scGxgScMSGpWnYPJE6yBXl81VPVoXYwrsBreClcBK7A2N1FfbUXHU8Oq2XArJTVlMzhuBK8rJ5umrJALX0VRUVHDZZZfx4YcfAnDNNdcwaNCgNI+q/ZHCSQghMkjzSF57XQw2VQu7lpSU+B7HjNOtXNKyoikNjMoZ8bWZw7qxJTfy12p1Nn2qzgmfzZ9VUsnWssjnTyVvB7qGb5aHFE3QbBFauwN2+ONdptzwbcTTaUnDEircoeVlMjrURewGl6uL685bW8XkJALX8axevZoxY8awceNGLBYL//rXv7jsssvSPax2SQonIYTIEJkSyUvlwq7erndA7C52zoAJ+917Q07yY32tYVaN2Js+cJsG7R9xv/qmhm86BcXN6h+rC67aZ4aDjoRzJoQ/vulOk06Dovy2W9wzcPFN5fD/LAx9umPo6Wnb7vpyBbg8sUtr125oRs97xpSby8iHHmqzscbLe6dJQyNb80TzktWhLlw3uH1Ni8hqgBZHljPVMTmJwHU8c+fOZfLkydTX19O/f3/eeecdhg8fnu5htVtSOAkhRAZIJJKX7IhcohJa2HXev+G/X/jmEy13mShxZWFX4X/HXoUO0CjAxfBX/gKvRDl34CK2oyfCcclf5X7RVpj+FVQ0JH5sUxdwDuwCC065wrcIbXOeRWkVxVn53Fx0V1DszgE81/QfswF2hBy/r8rTgaIo3xObS8S+R/9N9av/Qbni62KxvbqUNeXrcbo9Fd7qP8NqAKXwNvHVNWaj22MFwNbo+SZk9+qV1lhe8wheJHWqDoBsLTvhrnfh+Drh9VNol3jide5KF/v+5Pk5VqRpEVnReXz//ffU19dz2mmn8cYbb9ClS5d0D6ldk8JJCCEygNNWEVfRlKqIXEpU7oVP3graVGLsQ5kWe+xm5YKaBO68WayJji4uLyyHX8IvLRS3XHP4RWibsxrMrYrdJbpwq6uimoqnZ0MCq5b8VPGzP3oXSZUDqoLjbumO5UWK4EWSrMVjvZ3wCi7r6ftA5qpzUbkjeBHmtl5EVnQejz76KEOGDOGqq67CYMiAfzfSTL5DQoh2Jd1ttdsrR33sNsOpjMilREDsDrMF8gqxVxtBgYYiP8LnfLOmGG1RYOwZ33UGHQAHH9n68YZRH3CDom9eUEO3uOSb4eZj4Kn1nu+FDo1iS+hcJavBzFX7n8Nzn7YsdhcYm4uXstl9RZNmtaDvVhTzGFfVMk+XCTSyjGEWlTUa0OfnEriya3uI5YWL4EWSzMVjfZ3wLP7vh/5rO8W9/YVkOhaRFR3XihUrePzxx5k1axYmkwmDwcC1116b7mFljAz511UI0Rlkyhye9qJ5JC+hiJzXzyvh/Vegvi65g4tH4BykI0bA1X+Ae++FykryCwpTvgBtoqrscN8CWFfu37Y54K26cBIYWrgW71PrPf8vtuTxzumRF6F9rimK15LYXbzqPl5Exd/m4K6q9W2znnIsPWb9Oeax+j59YMcOcnqnN3rXUsmK4CXKO3+p0Grl6U8mtfn1RecwZ84crrnmGmw2G0OGDOHBBx9M95AyjhROQoh2oT231W6vTNZiTNaurTvJOy/BpnXJGVCA5Vo2JYZC7ESrJPRg7Od5uHo73HsvVeG6irUTT31u571fwne305Tit38qjdj9rKF4HTV9v0Xpwy/Y6zbVgQZ7q1xMuDd0npKXd75SKpXf9wzOzcFj0KzROxiumzePxdOmUbdzZyqHlnTeuU3euUttxTu3qWJnLaajstDyW1hxCxGHxsZG7rrrLv72t78BcM4553DbbbeleVSZSQonIUSbCxfHa69ttdsrgzkfg6Ww9Seq999VwBSjvXcCSiiijATmgTic4Kj0PY3ZajwNvl5lh6ymcbkVWtMyrZpSFOyrYW9l5KKm8dDFYI0dQXU3GimPch6vROcrJcJd7X9PaFYLhh5dyL9yTNRjFk+bxr61a33P0z1nKV7N5zYla+5SLN65TQDWMQW+7dLqWyTb7t27mTBhAl999RUAf/zjH3nggQfQ69uuw2ZHIoWTEKJNSRyv9ZIyl8lWD+/OhrIdbDN2Z0avKyk7+JSkjTHn63vR2StRaChzYm3AlcHMpu6juWx+0oaTFDuM/gYT+1Xvo8jebMHagsgfRMqMjbgBlIbOEX4OjeYykbtjJFlRzgMtm68UTfXrH1I7/wvffCZv4WQc2Id+S1+P6xyOGk8zA02no3D//dM+ZylegXObCnQFSZu7FItvbpNOw5Dr/3lLq2+RTMuXL+eCCy5g+/bt5OTkMHv2bC688MJ0DyujSeEkhGgzicbx0t1Wu71q0Vym5r5bCJ+/C8A/u47jrbxTYGvip+lRs5yh5SXo3cFttDWn52dsM+Tz5YAWzFWy06LxpFRAx6mpVxRz2sDYhywoXcnM9R9DrScK1jUrj3dGR57DlAreGJ23uAniVjjLykO3A1r1cs+cpTBcZ+6P6/cnoLI93d7UJ9dgADS9HtWjJ4uoYlHlzGR9CSkT2F78ivwrwu6zdNNm5q9Y6VtnKVH2hkbqq+0ot3+bui2XQnLR6XVoeXqUUhRarRw9YECLriFEOLm5udTU1DB06FDmz5/PsGHD0j2kjCeFkxAiaWJ1xEskjpdRbbUzUbX/51RuKGjxaYaWl5DjKIv4ukvX/iJ3rZXjbGREn/giVc3bjFsNbf/9aB6ji5vDATvqw75kuPYKtEH+X2oEBgdrVW3oAe1ctIje/BUr2dnauXe5uqDvkRYw98+7vpXE9EQyKKXQmtp77rfffnz88ccMGzaM/Pz2tQB4ppJPJEKIpEhmBC9T2mr/tAdeWxXckjpjbB8OfboD8GO3oz13eIAvr4Du0bsxB3l4up0qB2iaRl5e8D/MZrOZy34zmn8cnqQxJ2jSA6XsrXSh06Awgdbd0WSZNK4+L5+sOD/kehe01aHRN6crV+1/TlLGkYjAGJ01vxDl8L9hlVKetuOALsuMLr9pblKMvur2/KbYossN5XVNh2iY8vIwZqVmzaxUidVe3HunSdM0CrKyEj7/vp21uF1uNPzd8wA0HVjzzJizjFiMRonpiVbbuXMnF198MdOmTeP0008H4LjjjkvzqDoWTakEVrbrAKqrq8nPz6eqqoq8vNC1MoQQiXO7nSyY0b9FRVO4OF5Somht4OxX4efwKaeM9f3V0C3Owmn58uX8+9//BqCgoKDN2ocvXF7PrJJK6u3R//naV+XCraBLQctad3tjdt7ipyX22qpxo+hqyY/aZjxR3m5w3jk6zTU21OOorvYURi5PswlNp8MS5felWpYFfUF8/y7WqToUihwtJ6ntu1sbi0uFyoYGX5Tu6YvHh7zu7ZDnnbfUXMXOWtxuRXHvXF7efmuKRys6q2+//ZZx48axc+dOBg8ezNq1a2VB2zglUhvId1QIkbDmkbyWdsTL9DheaZgpI5nshL7QNYGbBSUlJb7HbdkFb1ZJJVvLnHHv39IOdM1jdq2R7Ihe825wISyAJQcIjtHZwu4cIMGYXbK70CUlFpcikaJ0gR3yosnKNSV7SEKglOL555/nlltuobGxkYMOOoj58+dL0ZQi8l0VQiQkWZG89hLHa3TBu+tgw77Ej7U1fXbvkwdzxiR1WInZsQl+Wg7uBNb4WfU9VDZ92Jv2DPosK33zYia0gtjt/jsxo0ePjv/AVvLeadJpnoVgo2lNB7rAmF2xpeUJBavBnPSIXmA3uGzNc4tQOZ2oBjugqK+pRjV1I9A0HZoGRoMZndPzHtHlWNGsFv8JdTo0LbG1hGJF3FqitbG4VIkWpQvskFfYMyfsPlm5Ji57aFSKRic6K5vNxu9//3tefPFFAMaNG8dLL71ETk7496FoPSmchBBxS6QrXqyOeO0ljvfRL3DnZ607h1kPA5OwpFKLOOzwwl3B6zElqgDPHYooli9fTklJSVCx5F2stqCggOHDh7f8+nHyRvS8i8AW5XsieNEiddXA3/bB3z5P/Hp7bdUA5JutjDl6YMRYXDx+5Qd+rfyhxcc3F9gN7qqCq1BKsfWY3/oWrv1o31JsbgcWnYlzio4JOb5o+vUU3nhpUsaSzHhdZUMDAAVZWWFjce1B82hexU7Pn73CnjkSxRNtpqamhtNOO43vv/8enU7Ho48+yl133eVrDCFSI/2fWoQQaRWrE16geCN5mRTB21TZ+nOcMqD152ix2urWFU37HwKW2Pm8kpISysrCd89rq5he84ieN4KXzEhdOErnjB6LS6PAqJy3aIp9kAHryUcnbQypiNe15w5zkaJ5EsUTbSknJ4cDDzyQjRs38sYbb3DGGWeke0idQvv/VCOESJr6Rs8dln2eX+piLX2Dop/vQOdM3ocetyGfXfs/ycyVmfHXy7Kd/sdTR8LwLnZYvxrq45vAlKtr5ICGavg0RQOMpb7O/3j/Q2DMpPiPNRhgwH5x7eq906RpWlBbW7PZ3GYxvcCIXp9uBl8EL1mRunCsBjMD+3g+EAfG4tJJuVwomx1jo8ahq9xUbn8DAvpkGA8YiH7detizG31xAb3eeyboeOPgvhi6FSVtPMmO17X3DnPhonkSxRNtQSmF3W7HYrGgaRrPPfccDzzwAP3790/30DoN6aonRCfyxy9hzirPY51y8lRDf6y0rmiaZvmBWs0fyaunELeWGUVTcy+dD6cufQE+eyet41iuZVNiKMROYnNOMJogJ/Lfa07lxKEcKBQKSORvf1dtIyjQ5xrp+/uDEhtXkrjdTYWTTqM4zzO3aXN5FQvXbgfAajIw4ZihSb9uqjrItYRyNLLl8Itw7Ql/B2yHvZy17l3UNFSj3G5yevfmuu3bg/ZJdue6WF3nMlWkbnnSJU+kQ319Pb/73e+oqKigpKQEnS7Bfx9ERNJVTwgBhMbwNpVBTtOH5Ry1t9VFUz357NaGZGyhFMish0O7A9s3pXsolBgKKdNaEPtxuqGyMunjCaS3aJhzG1J6jXjUNr2Pl23Z5dum16d28dVkd5BrCVd5RcSiCWBN/RZqXf6fjyk3N2SfVHWua8/xupaI1S1PonmirWzevJkLL7yQlStXotfr+e677zj++OQ2ZhHxyfxPO0J0cjV2+HqrpztcIP3WNzD+7w60Rv8HpARCXDEpYz7mw5/kmf4Z8teIUlC2HWrCf2A8KreKLqscUBXQXm/KnWBq+w9H9jfeg/oGTywuK0bXBi+dDgzRP7jWueua7jWBUpo/3hXnXGKdSUf+yJ7Ya9LX7UzTINuiw2z0DNoV8L4/sn8PcrTUdJNKRQe5aFzlFdR/swzcwbcF3fv871/zkQdScP0lQa+ray6BPQ1oOh2F++/PyIceCjl3KjrXtfd4XUtE65Yn0TzRVj7//HMuvvhi9u3bR9euXZk7d64UTWkkUT0hMphSnkVYm/9StKUxvFid8AK1l654cVv8Gbz0ZGLHPDMfLMn5YBlpwdKKVRWUfl6Ky+6vABprPLE4Y56RQ+85NCnXB6h114GmsNdk8elfzm7V4rCtkYyFZb1StcBsOim7gy1HjIt4Z2nNIQNZeOaRNBbkoC/0/zvmbGigYa/nLwOdXk92z55hj++o0bpEycK1oj1TSvHEE09wzz334Ha7Ofroo3n77bfp27dvuofW4UhUT4hOosEZWjQB5FKecNGUSZ3wWmTjmsT2794bTMnrFhdpwdLtn2/HsSf8BzfNrCU3etZ0Z8nRoPfdyGjp4rCtkYoueMleYDadGrfujBrHW3jmkeztXuB5Ul8f/GKRv+mDo/lrzXS0aF2iZOFa0Z7dcccdPP300wBMmTKFZ599FoslzgSCSJkO+glJiI7D6YYVO8HhDn3N5u/MzKACuOIwyNrxBoX/uzqha7SXxWhbxGGHX9fG7nRQGfAB6ewJUBjlzprBAIcd54m/JUm4BUsBVFOnODQw5vo/yOrNenqd3iup0bO91S4cDXrWfXEgXQr0rVoctjWS3QUvFQvMthX7z7/iKg8ukpzb/W3fzcOHkTvuzODX9fWACona1e3cibspu5hVXIwhSgyvI0brEiUL14r2bOLEicycOZO//OUvXHvttbI+UzshUT0h2rmL34b/bo+938i+MGeMkwUz+oddaylaDC/jYndeLhf88Soo3xV730DT/wF9B8W9u3fhVW877OaK999OvxN+Qm9yhn0dwJTdgKaDfd/b2fl+DZpq+tCmatFQuLRcKvJvTuzrSNC+KlebxvMiRfI6YrwuUUs3beatL7+moTr6HUWd1YKuwN/gwdnQQI3LBTodpqoqhj/xV99rdTt3Ruyk117FisulkkTxRHuza9cuevTo4XteUVFBYWG6VlfvPCSqJ0QHYXeGL5p0yomV4N9SD82B+n3hF6jtsDG8su2JF01GExR1TeiQ5guvNnfo8auxFscXqav4ahcGty1ku1OZKK90hTki+doqnhcrkteR4nWJmr9iJbt1CgriWBeqeeSu6U6oVldH7Y7QRW/DddJrr+KNy6WSRPFEurndbh599FEefvhhvv76a4466igAKZraoQ72KUqIjqtXDlw4DArK3qDPhjvQu5oVSMtg8bLwx2ZUDK/RAXt2xt4PYHep/3GfgXDosdH312mefbIT+2AZuPBqUb4+5HVTlqfgUW5w1EWOR7kcBhprdWiAQsPdFMNTmgm75WS6mELPnWxtGc+LFsnL5HhdMvg627nd5FQ3oMvJ8rQMDKTXocuyBG33xvH0dhv9vl5ITu/gO4em3NywnfTaq3jicqkkUTyRbtXV1UyaNIl3330XgJKSEl/hJNqfDPkkJUTn9MZP/sf98uHO45wsmHEHzuZFUxSjbvoFc06P2Du2B5V74f7robY68WMH7Adjr2z1EMLF8sx9tnLqpDWYsly+hVcD1SkbCsjV53BVP/8CqcuXL6ekpAS73R9V0zkbUEBhQT6PPPJIq8fbXoSL5e21eX6OxZa8FkXykr1Qa3tSWVsHOo2c6gZufeR1Bm76hA0ffcDiadNw1NREPC4T43he4WJ5FTs9d2oLe+ZIXE50OmvXruXCCy9k7dq1mEwmnnvuOaZMmZLuYYkopHASoh377Ff/465ZTur3/RI2iheJwZyP0dolBSNLkTUrWlY0ARR3T8oQwsXyTp20htxung94tVFmhTZfILWkpISysrKw+5rNHSumFi2W19JIXqoWam0XdJ67SCZ7I/quhWgWE4unTWPf2rVxHZ5JcTyvaLE8icuJzua9997j8ssvp6amhj59+vD2229zzDHHpHtYIgYpnIRoJ9wKqpsta+Nd1PZY5xtcsPYOFv8vsaIpIyJ6bjfU13ke2wLmcgw+EHr2ie8cxd3htAuSMpxwsTxvFA+lkaMLPycl3AKp3jtNmqaRn5/v2242mxk9enRSxtteRIrltSaSl4qFWtuEO0wLzADK5cK1pxKTvZFRn/5Aj1kPoxkMvjtNmk4XcQ0myLw4nlekWJ7E5URns2DBAsaMGQPASSedxLx58+jWrVt6ByXi0s4/UQnROVTaYMybsKky9DWdcvJbxx24I6zLFKlbXkZ0yqutgUdvhbLQCe6MOA1OPrfVl4jVEa+5fVWeIqko39N5boNjAx/WNQCQo8vmqoKroh0O+CN6VU13S/LzO1Ysr7l/rfyMPTbP16p3G+m/98Cg198vW8/7rE/4vJUNnu97QVZWRizUqpxOlhx9Dv9btRiniq/Rx7YsC7PGLgA8MTyA7J49My6GF07zaJ7E8oTwOPnkkxk9ejSDBg3i8ccfx9jJ11TLJO38U5UQHYfb7cRpC7+o5Ve/wJ4KCDc1OkftjbiYbcZ3y/vph/BFE0BeUfjtCYrVES8Sb+e5JQ1LfNuaR/EiaR7R62ixvObmbVvoW1wXt0ZFjIVXE5UpC7XaV67jf6sWU+tqiP+gOgfUBcdTMzGGF06kaJ7E8kRntHbtWvr3709WVhY6nY63335bCqYMlKGftoTILKWr3+DnT++IOD/JAjyV4DkzJooXjSvgt/K9+kNxU1Sh/35wyNFJuUSsjnjhBHae8y5cC4RE8SIJjOh169atw8XymnMql69w6uvsT6HVmrRzZ9JCrarRGXSnKSsrepc4Ta9Hl2sNWmg5U2N44YSL5kksT3RG8+bNY/LkyVx00UXMmjULTdOkaMpQsgCuECn22S9O6t7qT5ZK3iT3kdf8kPCdpkQjawlrdEB9bcz5HRFZs8Ec/zyWeBadBXC7PV9vw/oqahbvwmVPbK0khed4DY3sCPObmquqqkIpRUFBQcZG9CItXutwOmlobCTwX45GzQEaGN0mvjz/sTYeaeutmzcvZje7eLh276Oh0XO3yZpbwA3V4e8wdwaL5q3hsQlvA8gCs6LTcjqd/PGPf+Svf/UsVH3aaafx/vvvY03iL5dE68kCuEK0I68vr+DiJBZNLY3ntTSyFj89kO+PbCWqAWiIv6hJZNFZgF2LS3HsccTeMYpKKhPaP5MjelEXr9UI+3M2aKlfhyoVEulmFy9jVuf+YDRn2kLfY4nmic5o7969XHLJJXz++ecA3HXXXTzyyCMYDPLRO5PJT0+IFHO08AZMOK2J57UkspaQmipwNsXa9AmOT2/w3HFqvgBoFPEuOgue07q9d9o0MOYmFpHQ0DBpJgxa/F9XpnfOi9Qlr7K+Abfyvpf8Py+DpmdCv1FtOsZkibebXTTK6cS1x3OHyaDpOeGRh5M2vkwUuFaTRPNEZ7NixQrGjh3L5s2bsVqtvPTSS0yYMCHdwxJJIIWTEC30zFLPArWuGIXRIVVvhmyL1AkvlmR0yvN2i0uKz+bDl++DywmNlf7C6f9KwJDa/PbMSj21KnTR2Uju1d1LJZUU5GdufC4dmi9ee9ub86ior6fQas2ITne2ZT9Rfs8MXHv2RdzHtdvTwMCiN3FOl2NbdB3lcOJyea6Rd8X5dL3qyhadp6Mp7p3LCeMOjL2jEB2Ew+HgggsuYNu2bQwePJj58+dzyCGHpHtYIkmkcBKiBars8OR/PWsvRaNTTu633xOy3WQtxmTtmvRxRZvH5G2znTTORnj7RX+x5GUyg6YLf0wrbXBsYEnDEhpVIzv/t5PyL8pRdsW9untjHlvVURdSTcDSTZuZv2Ilpe5dlJq24SLye8I7b6myvoHb3pzn2+5tEZ4pKp99A/vKyDG8HfZyGhptACiXG+eOCPHEBGg5nSum17ztOPhbjwvR2ZhMJmbNmsWMGTN4+eWXKSwsTPeQRBJJ4SREC9ic/qLJrIcCS/j9rO4Kz9ydZgyW1PxFGs88Jm+b7VZzufxFk8EIOXme/58+BvSpmeuypGEJFW5PHKr8i3LfnKVE5h5l8ryj1pq/YiU7q6rYVriFRp099gEQsb14prQId9f6x67vVhTUwQ7g5w0rfY+NRhP6Hl1adT1jv57kXZ65Ec2WiNR2HGR+k+gcysrKWLduHSeddBIAp556KqeeemqaRyVSQQonIWL4ZCPMXOEplrwaA35RP2oAvHBe+GM3L32TdV8Ebxt62mMpayEeax5TYJvthKz+AT6aC3abf1tg97z9DoI7Ut9NzdsaXENDNX2tmqaRn58f1/GZPu+otWyNnu+fW2v62SkwqsgfbPXo6eXsG9JevD20CLctXcW+x1/CXRX9zkbjL1t9j/t+Owd9fvAaSapPH9jhOceoOS8xYNy45A+2gwvXdhyk9bjoHJYuXcrYsWOpqalh6dKlDB06NN1DEikkhZMQMdy3AMrqIr9ujnBzxe12su6L0Jher4MvTngM8bYS98bxkjqPCeCN52HX9sivG2P/VjkwZhePilUVlH5eGtQ+PLA1uLPGU8nm5+fLnKUA4dqIe1uIuywKLODSeX4GXbPyg+YvZZK9j/wL2+IVEV/fYS9nTf2WoHWVDAceENKApG7nTgByevdmqBRNQPjoXTTeWF5hzxxpOy46lZkzZ3LDDTfgcDgYOnQonWyFn05JCichYqgMuMmia5Zy654NEyPM+WysLw+7vSUxvURbiSctjudVF7C+TfP5S3n5cErsuziBMbt4bP98e1ztwztz9C6ciG3ENTwd4wNYDZn7vXNXVvuf6ELn1K2p30Ktq1lOtrQ04vlMubkRX+tsokXvopFYnugsHA4Ht9xyC88//zwAF1xwAbNnz5b1QTsBKZyECEMpeGE5LN0BjqZfWB/YBT6aGN/xpavfYFXJ1SHbWxrTS6SVeMJxvG2/widvQUOU22r1Ta917QmPvhT/uQMExuyytdgLyaoI7cMDW4N39uhdOOHaiAe2ENfrNLKMRgos2Vy1/zlpG2dL2Zauourfb9O4xXOnSMsyM2jr5yH7fdanD+zYEVeLcVNuLiMfeigl481EkaJ30UgsT3QWpaWljB8/nm+//RZN03jggQf44x//iC7ML3BExyOFkxBhrNgFjywK3maI8+9Et9vJz5/eEfa1XgdfHHfsLlDKIngAb/4T1v4Y374xmj5Ei+PVKU/xla1lc1VBaPvw5cuXU1JSgt3u+eDvjeJ19vbh3k543vlJ4ezT7/V1yfN2w9O7jfTf62kDnd/QgFIqY1qIR7P79r/SuG6z77kWsJjkunnzWDxtGo6aGl8EL7tnT67bHiVm2olFiuRJ9E6IyJ555hm+/fZb8vPzefXVVzn33HPTPSTRhqRwEiKM3c1uvpj0cMnB8R3rtFXgtIe2vjaY8zFYCplVsjuh2F2gpEfwACojr28TRK+HE6PfoYgnjmfUwndjKykpoaysLGR7Z4/ieTvhRRO2S16YbniZ0gkvGldZQIRM08i78gLf08XTprFvbXDrcYngRRYrkifROyFC3X///ezevZu7776b/fbbL93DEW1MCichgB93wdtr/bG8bQGfU28+Bq4/CqxxfuYsXR264C3AsDOfRKczJBS7C9TijnhezkZY+AGUbgneXtVUOFms8OiLkY83mjz7RBErjmfUjByfdXzYY713mgK75EkUz98JT9M0CrKywu6zVdd097KpS164bnjtoRMeQP3XP1BXshAVa+XoCNz1nkmHhgG96PPFTPR5/iiZo8YzF88bz5MIXnTRInkSvRPCw2az8eyzz3LLLbdgMBgwmUz8+9//TvewRJpI4SQ6neZROQWs7NIdhz78H4d3v6jiu5L4FnPUcDIlN7ST3mu139DwWjdgR2pjd9EsW+TpjheJTge5BQmfNjCeFyuOF4/23CUvnthcsnkXnC3IygqJ2Xk76LlqM6NLnru2nl2XT0XV22LvHINmNAYVTYEknhfbonlr2LvDU2hKJE+I8LZt28ZFF13E999/z86dO3niiSfSPSSRZlI4iU6neYc6BTi6h/+joLndqPJ6yh2usK83l60rhzDJoO0V+SiCz5GS2F005aExuCBHn9yi04aL50WK42W6eGJzqRIuZte8g15775LnKq9MStEEkHPBKUk5T2c1Z9pC32OJ5AkR6quvvmL8+PHs2bOHoqIizjrrrHQPSbQDUjiJTqd5VM4ZsK6LtdHB4Gp/EWB2udBbFVhjR+oGG95jVNYfQrb/1zaV4oLgD7Stjt3Fw+2CZYthx2bP8w2r/a9dch0ccJj/uckM3Xq16DLN43nR4niZLp7YXCpEitkFdtDrm9M17V3yHOs3U1uyEBrDz+FzVfrb2ltPP46i+65r0XV0udkY+/Zo0bHCI7AhhETyhPBTSvH3v/+dO+64A5fLxeGHH84777zDwIED0z000Q5I4SQ6pGid65pH5aYvhGVNTeWG9TPxzoTuCV/P7XayYMbDOO2hr029+3eYrF0TPmer/bgU/hkh8talO/SJ/I9A8w53kTiVE5vy3EHQ0MjWeeY1rWVttMPCqkrTnZxwIkXyosXmkiXcArYAj/7yI/wSvO9em2cto2JLHnNGhUZE25JyuSgddzuunXvi2l+Xn8vmn5b7uuAlg7eTnvCItpCtt3Nece9cThh3YFsPTYh2qb6+nt/97ne8+uqrAEycOJEXXngBqzX6/F7ReUjhJDqkeBaM9UblNlX6tx3ewl9ix+qklxY7t4bfbrbA4OgflCJ1uIulksqEj2muPXTRixXJS2V3uogL2EbRHiJ67rqGuIsmgKxRR/PBtNtDuuAlg3TS84hnIVuJ6Qnht2XLFt599130ej1PPvkkN998M5rWxrF60a5J4SQ6pEid61yaxj6zBYNRR99DrMz+EXYE/LL7lmNadr1YnfTaTKMDfvwv1FTBrz/7t4+eCEMO8jwesB9kR/9gGa7DXTh17joUnu+1RbNg0Fr3tbaXLnrRInmp7k4XbgHbaKwGc5tH9GzL12BfuS5om7L575CZDxtK0Z+ujXi8oVdXTPsPwHHnNQBxLVIbL+mk5xdrIVvpnCdEsGHDhjFnzhwKCgoYNWpUuocj2iEpnERGirWIbKTOddeUwA+/eh6v3whsbHZgC36x5HY7WfdFaExq1E2/YM5p43kYb78En88P3d5vMBw0POqhgfE8b2wuUoc7bye9SnclCkWOltPiLnptKd6ueK2N5EWK28UjMH7XHjvk2VauZcdZkYsigO11ZXx6/RUxI3idZZHaaJG5VJKFbIWITinFE088wfHHH88JJ5wAwJgxY9I7KNGuSeEkMlI8UTwI7Vy3OkoCanAh5LUgtdJYXx52u9HaJfGTtdbWX0K36XTQP/YifeHieZFic8076WVKF71Eu+K1NJLXkrhdc+0hfheO43/rY+6zauMyqvbEP9+oo0fr4onMpZLE8YQIVVtby5QpU5g3bx7du3fn559/prAwTdF6kTGkcBIZKZ5FZAM719mc8O02aGiqtfLMcH9A922DDkYNgESjzKWr32BVydUh24ee9ljbRfTsNlj7o2eB25qAouDK20Cnh/0OgqLYzSmax/OixeYCO+kV6AoypoteIl3xWhPJSzRu11w64neROEt3Y1vuj33aAwqn3InnknX84UH767sV4bp8LBBfBK8zROtiReZSSeJ4QoT65ZdfGDNmDD/99BNGo5Hp06dTUFCQ7mGJDCCFk8g4C5fXU16Z2CKyV7wL3+3wP88ywEXDWjcOt9vJz5/eEfa1Xgdf3LqTx0sp+Mud4e80HXcqGELvmETqmBcrnhdOtpbNFflXJD7uVmjNIrTJ6IoXTwyvvcft4uXcUcaWoy4GZ/h1zCzHHELuxWcDsG7ePF+HvI4UwUtGzE4ic0K0Hx988AETJ06kqqqKHj168PbbbzNixIh0D0tkCCmcRMaZVVLpexzvIrKBRRPAAUlI0TXWl6e/k57DHr5o6tEH9OH/eMfqmNceutpFk4xFaFvTFS+RGF57jdvFy/bDmohFE4D5oCG+x4unTQvpkNcRInjJjNlJZE6I9HG73TzyyCNMmzYNpRQjRozgrbfeomeSGtOIzkEKJ5FxAhtChFtEVin4uRzqw9yQ6JUDNxwN58ae8hNVpIgepKGTnlfXnnDSb8BohOEjI+YOo3XMay9d7aJp7SK0re2KF28MLxlxO7fNjmPVBs+bOg0af/G3tLeecTyW4/2LJluGH4j5sKG+595GEN54XkeJ4CUrZieROSHSS9M0/ve//6GU4vrrr2fGjBmYTPLLDJEYKZxERgmM6XUp0HPy8NBF6e78DN76OWQzAN1z4PJDWzeGaBG9tHTS8+rSHc6JP34WLZLn7ZrnncvUXJ2qa9EQ4xUtjpeKRWgT6YLXVjE8ZXew7fiJOLcnvp5WKmSdOJyC6y8JiuQFyqR4XiLxO4nZCdExaJrGiy++yLhx45gwYUK6hyMylBROIqM0j+m53U6ctoqgfZZshJwIv6DfPxsc9a0bg6N+b8SIXlo66aVA8655kaSqm148cbxkLkLbHhedta/Z2G6KJgDjoL5A+EheoEyI57UkficxOyEyz7vvvsv777/PzJkz0TSNnJwcKZpEq0jhJDJKYEzviiM/Y8GMe0OKmKj3AFbBglWpGVtcET1nI1QksS2xw5a8cwUI7JqXrWWH3ceoGVPWTS9WHC/Zi9Cmc9FZd4Md1+7Q94SzdI/vseng/cg64YikXK8lTAcNwXr6cUBoJC9ovwyJ5yUav5OYnRCZxeVycf/99/PnP/8ZgFNOOYXLL788zaMSHYEUTiIjdS1QqPWhRVO6xBXR27sb/nwz1FS2yZggfAe9qgh3cgLjed4oXraW3SYL2zaP5qUijheoeTQvXV3w7D//Sun5N+KujL5QbNbxh9HloZvaaFSRrZs3j9odnk4r6YzktbbTncTvhOi4KioqmDhxIh999BEAt956K5dcckmaRyU6CimcRMbRcJKn295uiqa4I3qrv09t0VQYulZTtA56zbvnhYvntdXCtpGiecmM4wWKFM1r6y549R8vilk0ARh6d2uD0cS2eNo03+N0RvKS1elO4ndCdCyrV69mzJgxbNy4EYvFwr/+9S8uu+yydA9LdCBSOImMMtjwHhN7P4RFF/vDZlswmPMjR/ScTnAHtHJ2BPx2fNAB0CWJTSTyCuDMi0I2R+qgF657XvN4XiqjeM2Fi+YlO44XKFw0L9WLzrobQhtPKLv/PWE5/jAMPUOLX+PA3uRe3j46HQY2hEhnJC8Zne4kfidEx/Lee+8xceJE6urq6N+/P/Pnz+eII9IXcRYdkxROol1buLyeWSWV1NsVGk4uzY5cNE2z/MD8y4rpEn5KTkoYLIXhi6ZFn8Lr/wB7hDlIp5wHx5+ekjEFxvPiWdTWG5Prcnw9Bgs02jRWf+0pJlawEliZknEGSnU0z8sb0WvLaJ7bZqf0gpuwL4/Q6rFJwU0TyT4jdYVqpG54ifB2zsvp3Zuh48Yla2hxCYznSdROCNFc165dcTgcnH766bz++ut06dIxmjWJ9kUKJ9GuzSqpZGuZE4AsXQWW3PAf+urJZ7c2hIICA6a2SZdFt7AkctEEkFuQskuHi+dFW9TWG5MraloryK0UFfWtbD3YQqmK5nk1j+i1RTTP9u3KmEUTgL5rahdNjtUNLxHpiOmFi+dJ1E6Izs3tdqPT6QAYMWIEX331FUcffTQGg3y8Fakh7yzRrnm76Ok0KM7Xh9+HfF43PclxfQ1Y20PRBJ6YHngWoR3abOGoQQfAgamLDzSP58Va1Lb5Wkk6TaPQGro+VqqlMprnFRjR65vTNaXRPC/V6PQ9NvTviaFv6Cr11hOPDFpMNhWidcNLRLo65zWP50nUTojObcWKFVx++eW8/vrrHHLIIQAcf3zbxMtF5yWFk2h3AuN5+6pc2Cwm9vYupsaSBdXB+/7Z+gPb1RDcmoG/pPZzZ2zfLYC3ZoKtHmye6BlGE9z5l1af+qPti1nDStC7I+5Tu6aafQv30FjV9AEzR0/xTZ4PyAtYzIKdi8Me1+tERS/AaPEUqQVZVu5IYVyurQV20AuM6M0ZdU/KrulYt4myax/EuXUnyukvnPImnkfhbVek7LqBmkfzMmmB2kDeiJ7E84QQXnPmzOGaa67BZrNx55138sknn6R7SKKTkMJJtDuB8TyAqoJcbAYjtY2h++5Txbg1z9s4r20booX64A2oKA/elpWcCVdrWIkh2xl1n4qv99C4199sQG/RYbBELrQiaatOem0lXAe9VEf0ql/9AMdPv4Rs1+W3XcQtUjQvExaoDdQ8oifxPCE6r8bGRu666y7+9re/AXDOOefw6quvpnlUojORwkm0O4HxvKJ8PdVZOmoBPa6QfQcWQIMeDusOpw5s23GGcDR1TdN00KOP527T2Um6c9N0p0kpcNl1YXdx2ZqKJA2MRSYKT+qK0xZ+3+Y0NLJMRrINWW3WSa+tNO+gl+rueQCqwT+/zdC/J5rZhOmAQeRceFpKrxsoXDQvUxaoDRQY0eu1f5HE84TopHbv3s2ECRP46quvAPjTn/7E/fffj14fPsYvRCpI4STSoqIB7v4CNoRZiqW0uBuuQtDrwNXFSF0dHNvwBlc5rg7Z950JYEr1dJxN62DuC1BdGX2/ij2e/+fkwUMvpGQoLruOO3qGXwj1Xv29VFJJQX4BjzwUvoNeZ5bKDnqNW3ey564ncW4pBcC1e5/vtR4vPYz5kP1Sct14ZFo0L5LCnjk8//MN6R6GECINNm/ezIknnsj27dvJzc1l9uzZjBkzJt3DEp2QFE4iLd5fD59sjPCiwRMVawR+rQSdcvJbxx1tNbRQH8+DDT/Fv7/ZkpTLetuE2xob6XWi8m0PbDceqCrMArIdTeB8pXh55zWlUvXs92n48ruwr2nW5LwfILGW4t45Te1dYJvxcLxzm4QQnVefPn044IADyM7O5t133+WAAw5I95BEJyWFk0iLmoDPvZrbjaZUyD46TSM7S0e2uwJrQ2hRYDDnY7CktoUzAPV1/sfWGIttWrJg9KVJuay3TThAr6ZtGlrYduOBorUez3Th5ivFK5XzmtzV/veIlmNFM+hBpyNn9ChMg/sm7TotaSne3uc0hWszHo7MbRKic3E0LRpvMpkwGAy8+eabGAwG8vLy0jwy0ZlJ4STaTKUNHlsMv1bAjoCbAD127qWfIfi3zVazxuTRBZw83MrmpW+y7ovQ8w0788nwi8/aGuDtF2HH5uQMfNuv/sd/fcVTHLUBb5twTdPQaRqgyDIZKW/WbjxQrNbjma75fKV4JTKvyVVdy74Hn8exfnPc52/81R+F6/3u31PWWjzRluKZMKepeZvxcKT1uBCdS2lpKePHj+fQQw/lueeeA6CoqCjNoxJCCieRQoFtxQF2WnPYmpsfsl+eVWPu/b3DnsPtdrLui9C20aNu+gVzTo/wF/7hG1hQ0vKBR6LpQBdfs4WWCoznVTZ4Wpr3GgAGi5uaVTXs+2IL9ipP8ZCfn88jj3SeuUwLSleyx+a5A5fK+Uq1b31G9cvvtfh4zdy6OyPR4niJthRfNG8NT9+3kIZbZ7RqTKkkbcaFEIEWL17MuHHj2LVrFz/99BN//OMf6dOnT7qHJQQghZNIoZdLytmzxz9J3mWwk6OC7yxZGhz01ypw1IdG9QAc9eEjPEZrl8gXrknBXB+dDk67AEypjcEFxvO8ioZ4PkCXf1GOY4//+9eRI3nhzFz/se9xKmN3rr2VLT7WevYJGIcOaNX144njxRu/izcG1x5IFE+Izk0pxfPPP88tt9xCY2MjBx98MPPnz5eiSbQrUjiJlChd/QYXGm/D3LvZb80bwuxsggV/i//cQ097LHxED8Dtgk/m+Z9fey8ckYz22hoYUv/HJTCeV5CVhcVoxJplw4ETt93te61bt24dOpIXTmBDiGS2E2/cXkbVs6/j3FMBgGOtP5rZY85jWE85Ju5zaabWr4EVK46XSPwunhhceyBRPCE6N5vNxg033MBLL70EwPjx43nxxRfJyWm/f2+JzkkKJ9EizWN4gTScTMy5DbMWu/NXS/Q6+OLIL67+AWoDJlAZjb4ufe1VYDyvesd2LNu3oXMrsqyeuVRrl9ahUDhrPAvg5ufnM316amJq7VVgTK+rJZ9Teh2WtHNX/GUmNW98FPY1zWxKSjEUD293ufKdE3HjQoeebMLMY6qBr27dDnHE7yQGJ4Ro75RSnH/++Xz22WfodDoee+wx7rzzTjRNS/fQhAghhZNokVkllWwtc4Z9LUtXgTk3NUVTzE56Fc1iSQck7wN2qgTG8yzbt6GzeRZPrXSEb7nd2SJ6kNqYnnNXedjtxiH9sBx7aFKvFY0/Vtf0G1Y32HYk58+RxOCEEO2VpmnccsstrFixgtdee40zzjgj3UMSIiIpnESLeO806TQoyg9etduipWYVb4M5P3wnvbIdsPhTsNuCO+ldcQtYUr06busFdc9zK99jb8e8OrfnjpOGRlFWUaeL6EHLYnrO0t1Uv1KCuyr6OkCNG7b4Hvf9ZjZajuc9Y+jVFS3FzUAC+dcxcmOiBp1OH1fnvFgkBieEaG+UUmzdupX+/fsDcO655/Lrr7+S286XTxBCCicRU7hY3r4qF+ApmuY+EtwRz1FvCpmzNM3yA8cNKubxVvwiyWApDD+36d9/hU3rQrfrU1PABUbrksHbPa8gK4ssaxaVDjv5+flMvn8ySxqWUOmuRKHI0XK4quCqpFwzEwQudutdxDaRmN6ee56m/qNFCV3T0Kc7upyWF9uxFnONZl+p5+6SmVqO50lyevaOq3OeEEJkkvr6eq655ho+/vhjfvjhBwYOHAggRZPICFI4iZgixfI0nBSaq3HUB8eAwnXCq9WKcRi6YkrFDaA9O0O3mbNg2BEpuFj4znfJYDEGz6VZ0rCECneF77lRa99ztZIt3GK3icT0nJtLE7pe1klHtqpoguR0sdPjubvW3heuFUKIRG3atImxY8eycuVK9Ho9S5Ys8RVOQmQCKZxETOFieYMN7zHC8hAmrSahjnitUr4Lli0GV7M7Pd65QIVd4Pr7PI979U1ZTK9557tksBiNjB1+OPN/WOrb1qiaroNGga6A47OS0R0wczRf7NZqMDMp/2gqnnkNnK6Yx7vKPUWnZjHR673/i7qvZjRiOmhwq8fcmi52dTt3onM3MFBbQNHQA9r9wrVCCJGIzz77jEsuuYR9+/bRtWtX5s6dy6hRo9I9LCESIoWTiGrh8nrKK4NjeW63kwUzHsZpT2zieviVmuI9WMFT98LuKHcRjCYYNDSh07YkdhcYrXv64vEJXS+c5cuXU1JSwvwfllLVdCerzl1HnaoDIFvL5or8K1p9nfYuMJoH+OJ53sVulaORLYePY1/A2mBx0emxDD+wxeNKJH4Xq4td1MVt2YnCTU6v3kz5WSJ6QoiOQSnF448/ztSpU3G73Rx11FG888479O3bN91DEyJhUjiJqGaVVPoeW80abreT+n2/4LTHH1WrJ596CslvTTM0Z2P0oglgaOId0FoTu2serWupkpISysrKgrZpZg3VVGp2loheuGge+ON5rn1VuBItmoCskYe3alwtid9F6mKXzMVthRAiE/zzn//k7rvvBmDy5Mn84x//wGKxpHlUQrSMFE4iqsCGEFcc+RkLZtybUNFk1+XzuuFJ3JqByw5J0qB69YexVwZvy8qG/Q5K+FQtjd15o3XJYLfbfWMw5BrQzBpdTu9CjpaDUTNmfERPud00fL0MZ2loURSoNqcKdKBTUKg8xVKW0nPp7m5Uv/YB7mp/dzzzkQdSeOvlMa+tZVnIGnF4q8afaPwuWhe7ZC5uK4QQmeDKK69k9uzZXH755Vx33XWyPpPIaFI4iYgCY3pdCxRqfeSiafNxP/D3H4tDttdTiFtrepu15u/KmoDr5uTB4eGLiUSjd8mO3cXijeV5iyWnclLbVBAYcg0Mvntwh+ugV/XCPPbe90zUfZYeVcje3w8BIL/CwZN3fB/w6lfsaba/oXsx2WefEPPai+atYc6hL7Soy51XSxeRDRfLq9vpaWSS3bOndMwTQnRY//3vfznmmGPQ6XRYLBa++eYb9CnqdCtEW0p74fTss8/y+OOPs2vXLg477DD+7//+j2OOOSbi/jNmzOC5555j69atdOnShXHjxvHoo4/Kbd8UCIzpFZhrIhZNBnM+y2qGUKtFfjvlmGBgQSsGs2ub/3HgWk3NtDR6l6zYXSzhYnleHTWeZ18RPZoGMP9Cf0t7iy124wfzYQfEde1kdLnzSnQR2WixPInjCSE6IrfbzcMPP8z06dP505/+xIMPPgggRZPoMNJaOL355pvcfvvtPP/88xx77LHMmDGDs846i3Xr1tGtW7eQ/V977TXuueceXnzxRUaMGMH69eu58sor0TSNp556Kg1fQccWGNObcMinOMMsleRdlNb5q/+tdO8JEPgZU9PghH6e4qlF3C7Y8JP/+QlnRdy1JdG7ZMbuYgmM5eXn5/sWt9WZdfQ5vU/Gx/MaN+3AsXFb0DbnrnLf46J7r0FfXBBynKPgW8BzV+jK3CPp+mTkRW71PYqxnnpsXONpTZe7QC1ZRDZSLE/ieEKIjqiqqoorrriC999/H4Dy8nKUUhLNEx1KWgunp556imuuuYbJkycD8Pzzz/PBBx/w4osvcs8994Ts/+233zJy5EguvfRSAAYMGMBvf/tbvvvuuzYdd2fQPKbnXDctZJ+R1/yAtWgIOp2BL77wbx97AHTNTuJgZj4B3y3wPzeEf9su3bSZivp6IDXRuw2ODSxpWOJrE94SdW5PpzxDroHBfxhMnarrMNG8+q9+YOe426LukzP2dIz9ewHBXfQqbJ7vaVdLPr857+qkjGfRvDXs3eEpXhKN2SVKYnlCiM7s559/5sILL2TdunWYTCaee+45pkyZku5hCZF0aSucHA4Hy5YtY+rUqb5tOp2O008/nSVLloQ9ZsSIEcyZM4elS5dyzDHH8Ouvv/Lhhx9y+eWRJ4nb7Xbfb/kBqqurk/dFdGDemJ6Gk+7m8B/6vEUTQIEFKm34HifVzyuDn/fqH3a3+Sv8+6Uietd8QdqW8EbxFIpa5W920BGieQ2Llkd9XVeQi76bfx5caxe4jWXOtIW+x4nG7BIlsTwhRGc1f/58rrjiCmpra+nTpw9vv/121CkXQmSytBVO5eXluFwuunfvHrS9e/furI3wAeTSSy+lvLycE044AaUUTqeT6667jnvvvTfidR599FEeeOCBpI69M6i3Kw60vs8ZhQ9j0YWuOTP0tMd8RRP4iyYAYzKizC5X01wmBS6nf/u198LwkWEPCWwIkYroXeCCtNlay26paU0dMjQ0cjRPdCxTo3nOXeW4dvvbgwc+zr34bAwDevmeazo91nNOQJflL4zCLXB71f6RI3qJCmwIkWjMLlESyxNCdEa7du1i4sSJNDQ0cPLJJzN37tywUy2E6CjS3hwiEQsXLuSRRx7hH//4B8ceeyy//PILt9xyCw899BD33Xdf2GOmTp3K7bff7nteXV0ti67FsHB5PXsr7UzsHb5oAuh18MW+x39Z7N8+ID8JA3A6Yfq1ULYjeHuX7nD0Sb6nzTvoeTvkFVqtHD1gQBIG4rfBscF3hyhby25xrO5e3b1UUkm2ruXnaA9q3vyY3Tc94lmYOIyci8/GeuKRcZ3Lu8Bta4RbpNbbDa+4dy4njGv5AriJkFieEKIz6dGjB8899xwrVqzg8ccfx9hGjZaESJe0FU5dunRBr9eHdBgrKyujR48eYY+57777uPzyy7n6as8ciEMOOYS6ujp+97vf8cc//hGdThdyjNlsxmxOXvyno3O7nbxe8itFhj0RiyaDOR+DpdD3/KNf/K/1S0bhVLoltGgC6BK87k2kDnqpiul5dYRYXWvVffRNxKIJwNg3dI2iVIrWPS/VMT0hhOhMVq1aRWNjI8OHDwdg0qRJTJo0Kc2jEqJtpK1wMplMHHnkkXzxxReMGTMG8LSx/OKLL7jxxhvDHlNfXx9SHHlbXKooH+JEfEpXv8HPn97BWFMVRPjc6+2iFxjTc7r9rz98ahIGUu+f+0Ov/rD/IWCxwklnB+0WroNeqjrkBTaEyMRYXTyUUp64XRx/ltz1/mxm7sVno1n9E9uspxyDMSCm1xYidc9rSTc8IYQQ4c2dO5fJkydTXFzMDz/8ILE80emkNap3++23M2nSJI466iiOOeYYZsyYQV1dna/L3hVXXEHv3r159NFHARg9ejRPPfUURxxxhC+qd9999zF69GhZI6CV3G4nqz66HZyRm2cEdtHzqrbDtqZDirKScMfps/nw5j/9z4ceAhM9hfTSTZuZ/867IdG8tuigV6c83fBytBz2M+0X8/jmC916VbVgjam2oNxuSs/7PbbvVyd8bNG06zF0K4q6T2AHPQB7QyPVqh50sG9nLZP6zGjJsH1aukhtSzXvouftoCeEEB2R0+nk3nvv5fHHHwc8zbrkc5fojNJaOF188cXs2bOHadOmsWvXLg4//HA+/vhjX8OIrVu3Bt1h+tOf/oSmafzpT39ix44ddO3aldGjR/Pwww+n60voENxuJ/X7folaNBnM+SFFE8C3AUv27GtIwmAWfRL8PN/fha2to3nhOujFG9OLttAt0O7io46ff21R0aRZs9DlWGPuF9JBT2v6D1C1ytc2vLXaKpYXqYuedNATQnQ0e/fu5ZJLLuHzzz8H4O677+bhhx+Wwkl0SmlvDnHjjTdGjOYtXLgw6LnBYGD69OlMn966ieTCzxvPc9oj3wkJF8/zcgWkukbvn4QBuVz+x2deBKPO8z1NRzQvsINeIt3vmi90G8hsNjN69OgkjjYJnP7vu6F/T8wHx76rhl5P7oSz0Flj959v3kFv385a3C43WoNGl4+KyOkdu/iKpS1jeeG66EkHPSFER7NixQrGjh3L5s2byc7O5sUXX2TChAnpHpYQaZP2wkmkj9vtjFo0jbzmB0zWYgyWwrBFE8D76/yPD+sedpeWycqGCdeEfSnZ0bxwC9t6o3mROuhFiuJ5eSN5+fn5PPLII0kbayqUT51B1b/f9j23nnocXf96e5Qj4ueN6O21ee5mejvoTeozg707aijundsm0bqWCLeorZcsbiuE6Awee+wxNm/ezJAhQ5g/fz4HH3xwuockRFpJ4dSJOW0VEYumSNG85tYHNDIrykrm6NpOtIVtI0XzYkXxvNpbJK85d00dVTPfCdqmL05Ga0SP5hG9ZC5wm2rRFrX1kmieEKIje+GFFyguLuaRRx6hoKAg3cMRIu2kcOrESle/Gf4FQ17EaF5z1oApJecMSdLA2likhW2jRfOiRfG82mUkrxnV6Azqopcz7gzyJl2QtPMHRvT65nRN6gK3qRZpUVsvieYJITqasrIyZs+ezZ133un79+0f//hHuoclRLshhVMn5XY7WffFPSHb36r7kH8+OCKuomlXLaxuuplg1IG1NT0aNvwEc/4Pdm2LvW+KxFrYNjCel+woXt1H37D3/n/grqlr9bkSodz+XvLWM46n+3PTou7fvDteJPaGRuqr7DjzXKADrUKH/joLs1jALBb4uuC1R96InsTxhBCdydKlSxk7diw7duzAarXy+9//Pt1DEqLdkcKpk3LawkfTnMYBcRVNAO8GzG9qdEfeLy6fz4cdm/3Ps1rfLCDZwsXzkhXFq3hqNo2/pvfDuS43O+Y+Id3xItGAAv/TSJ3z2uPitM0jehLHE0J0dDNnzuSGG27A4XBwwAEHcNppp6V7SEK0S1I4dUJutxNH/d6Q7V9U3M2Vl3SJ+zz1Dv/j81vbUc8W0Mu8sAtcNKWVJ0y+5vG8ZEbx3HVNX7+mYejXIynnTIS+WzEFN1wSc7/m3fEi8XbNAzA06in8qCCkc157XZw2MKJXuP/+EscTQnRYDoeDW265heeffx6AMWPG8PLLL5OXF/nvdyE6MymcOplo7cd3Gcdw8vD47/T8ban/8fgDExxIXQ28+iyUbvE837PL/9oDz4M1J8ETtp1kd8pz7iqncYPn+6DLzab/D3OTdu5U8XbHiySka174BontWnbPnkz5+ed0D0MIIVKitLSU8ePH8+2336JpGg899BBTp04NWj9TCBFMCqdOJFb78UT82izpZ0n0nbT0K1i6MHS7Tgf60JMt3bSZivr6BC8SKlrr8Ui8c5uqwiy+mww1r3/oe+y2RZ871Faaz2VqPmdp385aJvWZEfH49jCHKVo78Wi8c5uEEKIjW7duHf/973/Jz8/ntdde4ze/+U26hyREuyeFUycSrf24zZ2L3hR/G+rqZp/vjwxtOhZdfcAHa70B9HrPf6eeD+bQBVXnr1jpe2wxtrwLRTJajye7xbiryv/BPufck5J67pYKmcsU55yl5tI5hymeduLRyNwmIURHdsoppzBr1iyOP/54hgzJ0La4QrQxKZw6kUjtx23uXD6r+CNXXhrf/CanG55Y4n8++XDQx3Nnv74W3p0NZduDo3nX/xEOD9/22zfGRv8dorHDD49rnOG0tvV4t27dWjWvqWHRcqr+9Rbuept/TBv9nQTzpoxt8bmTqflcpnjmLDWX7jlMsdqJRyOtxoUQHY3NZuOuu+7ixhtvZOjQoQBcfvnlaR6VEJlFCqdOIlr78V/39aG4wBz3/KavtsA3W/3PDfHGoRd/Bl++H7o9TDQvkkKrlaMHDIh7/0iatx5fvnw5r5W85iuSAgW2Hp8+PfK8nnjsuf1xGjdF7p6nGfWtOn9rBMbzyhuqQfO0Ec+dmo9zpx63W2XMnKV18+ZRu2MHIO3EhRBi27ZtXHTRRXz//fcsXLiQlStXoten798bITKVFE6dRKT249Xu/ii0hM5V3myq0QVD4zywOswY+g2BoYcmdP1UCNdqvLlkRPSce/ZFfM1y/GGYDz+g1ddoqaB4XtNbonkkrz22Dw9n8TT/elQSuRNCdGZfffUV48ePZ8+ePRQVFfHUU09J0SREC0nh1IkNPe0x1LsGwBV1vyob/HsFeD8/b6r0v/bnU+CQbnFecFPAwk83PwD7HQwWK2iJFW6p0LzVeHMtaT1ev2Apte9+iXL6v7+qqfmDcUg/+nz6gn9nTUOXk961qwLjeVqFDlWryHrNSnFvT+GR7uhdIgIbQkjkTgjRGSml+Pvf/84dd9yBy+Xi8MMPZ/78+QxIQmpDiM5KCqdObNp7J7OvKnrRBDDrR/j70vCvmRL5pdXaH/2PLdmQFX3B1aWbNjN/xUpsjY1UNjRE3TceGxwbqFWh3d6WL19OZWUlkLxW4+66BnZd+SdUffhxayZDXAvOJtOieWuYM20hDTWOsK/ve7QWCj3xvLwr84Ojee1YuO553s54Ob17M3TcuHQNTQgh0qKhoYFrrrmGV199FYDLLruMf/7zn1it7W9xeSEyiRROHZDb7QyJ5oVb8HZvlQu38jy2miPf9YnUPK0oC07u38JBDoy9Yu78FSvZ2awFeGs76nkFdtArKSnxPU5Wxzx3VU3EoglNI2fsGUm5TiLmTFvI9rWh7wMvb/MHt8uNu+mNkQnRvGjd8ySmJ4TojPR6PZs3b0av1/PUU09x0003obWDdIcQmU4Kpw4m2gK3zek06FKgx2rWmDy6wLf9y03w3Q7/fj8GNMB78XwY2LRr71wwt+QdNGA/MMb+QO7tpKdpGgVZWViMxqR01AOCOugFNoRoTcc8+4/rqP3PV+By4a7xrw2VdcoxdHn0Ft9zXU42hu7FLb5OS3nvNOl0GoU9QxcYrtVX48KFTq+juHduxkTzInXPk854QojOymQy8dZbb7F+/XpOOql9LHMhREcghVMHkugCt4V5emY/3Dto2/q9MDlM4zuvvnkwqLAFg6sMvNMR+7degQveFmRl8fTF41tw0fBytBxqVtfwQMkD2O12X9e8goIChg8f3qJzum12SsffjruiOuQ1XW42psH9WjXmcBaUruT/fniPiupalIpjjH/23FHS6XUYeoZGNJXN83pRz5x2Gc+LtKCtN5Yn3fOEEJ2VUorHH3+c8vJy/vrXvwLQo0cPevTokeaRCdGxSOGU4QJjeY76vXEXTZEWvN1cGfmY/vktLJogeN2m0i0xd0/WgreRhOui15qYnruiOmzRBGA97dgWnzeames/Zo+uKmhh2ni4cLHHFvl9YjUkd4HfZIm1oK3E8oQQnVFtbS1Tpkxh3rx5AIwdO5bjjjsuzaMSomOSwimDJRLLCxRuwVul4L874NNf/ftdejCMaeqOrQMO7Z7Amk1e+/bAyiWwK+BOwKjzYo8xSQveRtK8i15LuuZ5Kbeb+s//63tuOe4wiqZeDYChRxeMg/q0fsBheLvg4QKtQkMXxyrEmgbWfDPmrPDFqNVg5qr9z0nmMJMm2oK2EssTQnRGGzZs4MILL+Snn37CaDTy97//nWOPTc0v64QQUjhlrHhjeSOv+QGT1TOfZvH/Gnhizj5s7ryQBW+/L4VL3g4+tm8eHBuc5Et0kPD4H2DPzrh2D9dFL1kL3gZ21KtYVZHULnp1//mKPbf/1fdcX1xA1ojDW3XOWBaUrvTdNdIqNAb+qW+7jNe1VmA8TyJ5Qgjh98EHHzBx4kSqqqro0aMHb7/9NiNGjEj3sITo0KRwylCN9eUxiyaDOR9r0RB0Os+P+eVPSmlwFwGhXfTWlIcef1SvVg7SYQtfNO13UNjdk91FL1BgR73Sz0t9j5PRRc/x08ag55bjDmn1OWOZuf5j32OtoeN2SgoXz5NInhCis3v88ce5++67UUoxYsQI3nrrLXo2uxMvhEg+KZwyUOnqN1hVcnXUfQzmfIad+aSvaAKot/s7CAR20Wtu0mFw2SGwfzIbv/UeAOddCt17Qb8hYXdJdhe9QIEd9QwO//ekxfE8p5OGr5fhqqzBsdafbyz8wxTyr53Q8oHGyRfTAyxzslJ+vXRpHs+TSJ4QQsDAgQNRSnH99dczY8YMTKb2v3SEEB2BFE4ZxhvRCycolrfGzL1v11L/mr+vuHex2y4F+qCYXnNH9Ehy0QSQXwRHh2+J6o3oeeN5ye6i543p1ayqYd8X+7BXe4qO1nTRK//T/1E9852Q7ZZjDknKWhkLSlcyc/3HQQWSvaGR+io7SoEr3wU60Mo1jN+aoDWRynbIG9GTeJ4QQng4nU4MBs/HtnHjxvH9999z1FFHpXlUQnQuiU71F2kWKaLnjeWZrF0xWbvy8ge1bC1zUl7p8v0Xz2K36eCN6KmmntrJ7qLnjemVf1GObY/Nd53WxPRs368O3WjQYxo6oMXnDDRz/cdsqd3NHluV779qrR5ngQtXocv3J9cb08uEhWoT4Y3oKbenRbrE84QQndn8+fM58MAD2bHD/8tQKZqEaHtyxymDRIvoRYrl6TQoytf7tnsXu91aBdsDumdvqkjSIJWC7ZugrsYzxykOgRG9Hnl5Se+i543pue1u33W6desWNaannE7sy39GORrDv17rWWMKnY7ih24CIOvE4Rh6dAm7f6K8d5p0aBRb8gDYt7MWt8u/FpPOplH4UQFdDyjIiIVqExEY0Svcf3+J5wkhOiWXy8X06dN5+OGHAc/cphkzZqR3UEJ0YlI4ZYhoEb1RN/2COcezyN3C5fXMKqn0xfKK8vXMfSQ4x/XpRjhxVooGOn8WfPhm3Ls3X+j20bFjEr7kBscGljQsCZrHBJ7ueaWfl+K0OwFw1nj+n5+fz/Tp06Oec+fFd9Lw9bLYF9frKPjduITHHIk3orfX5qlqiy15vHP6dBbNW8NjV3jaHhb3zvV30LsmaZduF8JF9Kb8/HOaRyWEEG2voqKCiRMn8tFHHwFw6623+ha3FUKkhxROGSJaRM9o9d/lmFVSydYyp+95uFjeVzHWnx3c0kVuAVb9EH57j/BrGSVjodslDUuocIfeMtv++XYcexwh22NF9FSjM76iCTAN6RffIOPkjeh5eRejnTNtoW9bR4vlBWreRU8iekKIzmjVqlVceOGFbNy4kaysLP71r38xceLEdA9LiE5PCqcM0NKIXp9uhqjd8wDGHwhdA/pEDO/pWei2xVxNRZumg7Ob7sTkFcLIM8LunoyFbr13mjQ0srVs33bl7SKogSnXhEkzkW3JZvTo0Sink8ZNOzzRwmZUo7/w1PfqRu648GPXsszkjg3/WksFRvT65nT1LUbbUOMvADtaLC+QRPSEEJ3dokWLOOuss6ivr2fAgAHMnz+fww8/PN3DEkIghVO715qI3qzp4RdimrPK/3jy4XBQ1yQN1m6D0qbbWXo9XDQl6u6BMb2WLHTrjejVqToAsrVsriq4iuXLl1NSUuKL5hXkFwQtcqvsDraNvJzGX2N3aTP260nxfdclNK6WClzUttiSx3V7zmfO9QuZVbOAip2exXuLe+dywrgD22Q86SQRPSFEZ3XEEUcwaNAgevTowRtvvEFxcbLb3AohWkoKp3bOaatIWkTPa3AhbGxKtnXPjrhb4n5Z43/sDN9UIVBrY3rNI3pGzXOOkpISysrKfNubR/NsK9fGVTQBGPq25vZbYgIXtbUazMyZtpDta/cG7dORY3pCCNFZVVZWkp+fj6ZpZGdn8/nnn1NcXOxrPy6EaB/kT2SGak1ETx/QhL5L5OWcEqfc/seHHRtz99bG9AIjegW6Ao7POh4Au90TdwvsnqeUwl1dCwrc1XW+cxgPGIjl8APCnl/fpYD8a5LX+CGWwDWbrtr/HGbVLABAp9Mo7JlDVq6pQ8f0hBCiM1q+fDljx47luuuu45577gGge/e2+6WdECJ+UjhloMCIHnhieuWVsSN6ADYnrG+6iWFN7nJJ8P3X/sf9hsR9WLSYXvOOed5OeS67C4WnWNTQyNZlsxZPU4GqKs8dOm/3POVyUTr6Rmzf/S/k/NmnH0fx9BviHmsqPPf2f3ir8hscXRtBB/oKPbOO8cfzCnvm+LvodSDeDnreeU2Ar5ueEEJ0Bq+88gq/+93vsNlsvPTSS9x6661YLJZ0D0sIEYEUThlI0+mDns8qqfQ9jrW47VL/2nnUx07TJWbnVv/jnLyknLJ5HC9Sp7xKKkO2eSN69h/XhS2aAPTdipIyztZ4q/IbHN39PwxVq9i7w19MdNR4XvMOeoGkm54QoiNrbGzkzjvv5O9//zsAv/nNb5gzZ44UTUK0c1I4dQDemB4Qs4teY0CabmTfJA/EGPAB/5iTk3LK5h3zAjvlGXONaGiYNBMGLfitbDabfQvcBnbJM/TribGphbhpcF9yf3tuUsbZGi5T0w/FBcbdBgo/KiCntydD2ZHjeYEd9LJ79vRtN+XmSjc9IUSHVVZWxoQJE/j6a09K47777uP+++9Hp9PFOFIIkW5SOGUobxe9ervyddLrUqDn5OHRJy1tqfQ/Pi780kot8/IMWBdwV8fiH8fSTZuZv2Jl0JwmgMqGhoin80b0dv5vJ+VflKPsimxddsROeV7Vb3zE3gf+gaqph399za+AcvurxezzTqbLA79v2dfYQt4onq9AasaV5/n56av1fHnNXzNyUdtwsbtYAhe5vW57fM06hBAik9ntdkaMGMGvv/5Kbm4us2fPZsyYMekelhAiTlI4ZajmXfQgdkwPYHNAg7760MRby+wtg2/8HeEwZ0FAnHD+ipXsrArtDOgVrqOeN6JX/kW5L5oXGMeLtIht5TOv4S6vDPsagL6g7SNgzaN4kegdmfvbxmixu1gklieE6CzMZjN33XUXM2bM4N133+WAA8I3JxJCtE9SOLVzyu0Kuz2wi15Rvh6rWYsZ0wPIDqhRDu8Reb+EOJpVYBN/71nHqYn3TpOmaRRkZQXtajEaw3bU80b03Ha379j8/HwgOIbXnLI1dabT6zENGxT0mnFQH3IvbftoXmAUT1+tD7uP3qFjXOFJbTiq5IoUu4tFYnlCiI7Obrezc+dOBjQ1Qbr22muZNGkSWc3+PRRCtH9SOLVjpavfYFXJ1VH3KcrXM/eR3nGf87XV/sf5qZiDOuIMGHF62JcKsrJ4+uLxCZ1Ow3MXLT8/P2w0rznnFk/8S1+UR98FLyZ0rVTTV+tZePnj6R5GSknsTggh/EpLSxk3bhxlZWX88MMPFBYWommaFE1CZCgpnNopt9vJz5/ekfTzVtr8j7OT3Y48QOC8pmhzmcJZvnw5P733E0670zenKR6uSv/8GldFdULXTJUFpStxFYa/a5jJms9pkjbiQggRbPHixYwbN45du3ZRUFDAunXrOO6449I9LCFEK0jh1E45bRU47aHzggzmfAyWQqCs1dc4pFurTxFRuHlN4eYyhVNSUoJtjy1oW6Q5TYFUQ8AxzvZRrMxc75/7pbPFnoOWKSLNaZL5SkKIzk4pxXPPPcctt9yC0+nk4IMPZv78+QwZEv/6hkKI9kkKpwwz7Mwn0ela/2M7ogdoyfoc7wxtfNB8XlOkuUzh2O1N85SaWo4XZRX55jQ1btvF3geew7l9V8hxyuEfR/a5yWmH3lr1TrvvcWFJQUZ2zAsn3Jwmma8khOjsbDYbN9xwAy+99BIAEyZMYObMmeTk5KR5ZEKIZJDCKYOMuukXzDk9WLi8nvLK9nFHBYBfA+482INjeeHmNS1fvpySkhJ/gdRMVdOdKkOugUPvOZSrCq7yvzbzbere+zLmkDRLaheNXVC6kpnrP6beacfe0Eh9lR2lQvdz5btAB1q5Rs7y6K3i27vAeJ60EhdCiFBTp07lpZdeQqfT8dhjj3HnnXeiJe23lEKIdJPCKYNoTS2+Z5VU+rbF04I85QL/UciOHdUqKSmhrCx21FBnDm3P7d4Xe+6SvmdX8i4P33UvWWau/5gttbs9TzSgIPr+WoNGVm5qi7lUCxfPk2ieEEL4/elPf+Kbb77hscce4/TTwzdKEkJkLimcMpC3FTkQVwvylLE1wAevw+of/NsGDo15mPdOU2CL8ZBTG20UnV4UtM2xYQs1r3/oe9538SuY9h+Q+LiTwBvB06GhVehwuzwtx3X60GJPZ9PovqALlz00qi2HmHTN43kSzRNCdHZKKb788ktOO+00AIqLi/n+++/lLpMQHZQUThkmMKbXpUDPycPjj39tqfQ/ticj6fffL+GjuUGbltY5mP/OuxE76S1fvpzKSs9AvC3GNzg2sKRhiW/tJoA6VYciOPu294Hngk+mD78mUqotKF3JHpsnTqir1JF7ZT5ut6K4dy4vb781/EEZPrdp3bx51O7YAUg8TwghAOrr67nmmmt47bXX+Ne//sXVV3uWD5GiSYiOSwqnDNOamN7uev/j8vrI+8Wtal/w8+JuzK9tZGdNrW9T8056JSUlvsfeTnlLGpZQ4a4Iewmj5j/eVbbX9zhr1NEYB/Vp8dBbI7BTnrtG4XZ7CrxMj+JFs3jaNN9jiecJITq7TZs2MXbsWFauXIler484Z1cI0bFI4ZRhWhPT+2aL//EFsRN10e3cBiWv+p//biocdQK2ee8Ant+49cjLC+mkF/iPi69TXtOdJg2NbC3b97pRM3J81vEA1H22BPtK//yaXvOeauUX0HKBnfIsc7LQ6TR67V+U8VG8aLwxPUDieUKITu2zzz7jkksuYd++fXTt2pV58+Zx8snto5OrECK1pHDKIIv/10B5pedxojG9igb421L/c11rkwQvPhH8PCcXdP7oXEFWFo+OHRO0S2BMr6CggOHDh7PBsYFa5blDla1lB3XQ83KW7WXX5VP9G4xt97ZdNG8Nc6YtZM9+lVSMrsRtUUGd8ozfmijsncPzP9/QZmNKpeYL23p5u+jl9O7N0HHj0jE0IYRIK6UUjz/+OFOnTsXtdnP00Ufz9ttv07dv33QPTQjRRqRwyiBvfFIN5AEtiOnVBT8/fWArB1MesI5SYRcYfGDMQyLF9LwCY3mBnDv3gMs/KSvn/FMSHW2LzZm2kO1r91JzcxXunu6g17QGz8+gI0X0Ii1s6yUxPSFEZ7Vs2TLuuecelFJcddVVPPPMM1gslnQPSwjRhqRwyiANjpbH9L7e6n989mA4pncrBtLogJoq//NHXwJD+KInULSYHuCL5YVw+wuWrFFH0+25+xIccMs11DgAUFlN33s36Kv06GwahR8V0PWAgg4V0Qu3sK2XdNETQnRmRx11FI888giFhYX87ne/kyYQQnRCUjhloERjej/tgT9/439e0NpfkH3xXsBgerB02w7mr1iJrbExbDc974K33oVtCwoKyD04l9lVs6lTnlthOVoO+5n2C3s529LVvsfGQX1T/o+VN57XUOOgYqcnRqjT63Dhoqs1n3fOn+7ZMcM75TUnnfOEECLYRx99xAEHHMDAgZ6Yxj333JPmEQkh0il00RnR4fzSrPndCf1aecKd2/yPi7oyf8VKdlZVUVFfj1KeOzOB3fS8C956XzObzb5Oet6W45Fies2pumS0A4zOG8/bu6PG1zGvM/xiUTrnCSGEh9vt5qGHHuLcc89l7Nix1Nen/t8eIUT7J3ec2qnS1W8m7VyBrccvOwRG79+Ck+zb41no1u2GXQGF08TfY1v0PeDppFeQlYXFaAzqphe44G23bt0YPXo0K9QKzzY0CnQFkWN6EDS/yXracS0YfGK88TydTqOwZw5ZuSa25duppmP/wymd84QQAqqrq7niiit47z1PumLEiBEYDPJxSQghhVO75HY7WfdFcuIAbgUPfu1/PriwBSdpdMCDN0JtVchLS8vKqWj6TVxBVhZPXzw+4mny8/OZPt0Tc1tR6SmcsrVsrsi/Iurla976zPe4+aK4qVTYM4crl45i5vqPqa0Nv6BvponUNQ+kc54QQvz8889ceOGFrFu3DrPZzHPPPcfkyZPTPSwhRDshhVM75LSFXwzWrvISPld9Y/Dzw3u0YED7ysMWTeTkM3+T/+5T88Vuk8U4oBeO1RsAMPTslpJrRDJz/cdsqd3te241mNv0+skWq2seSExPCNE5zZ8/nyuuuILa2lr69OnDO++8w9FHH53uYQkh2hEpnDLE0NMeQ71rAFwx942kSxYM7xl7v6gGD4OTfuNZCOrA4dg+/sL3UvPFbpNBuVw0LF7he27s39ovIDHexW51aPTN6cpV+5/TptdPtmhd80A65wkhOieXy8Wjjz5KbW0tJ598MnPnzqVbt7b9RZ0Qov2TwilDbHKfT3lly4smgGFdW3jg7h3+x117wsgzQnYptFo5esCAoG3Nu+l5BS56G8ueu57EXVGd8JATFa6TXqBiSx5zRmV2NyXpmieEEOHp9Xrefvtt/vnPfzJ9+nSMKUpQCCEym3TVyxCexW89El38ttWqAqKD+/bEfVi4bnoQ36K3XrZvV/oe67sWoi8uiPv6iQjXSa8jLWwL0jVPCCECrVq1iv/7v//zPe/bty9//vOfpWgSQkQkd5wyRGsWv221wDpt+Mi4DwvXTQ9iL3qrlMKxdhOqrgFl8y+a26vkWTRTav5BC9dJ77KHRvEU81JyvXSQrnlCCOExd+5cJk+eTH19PYMGDeLcc89N95CEEBlACqcMk+jit9+XJnkATb+JW7ppM/NXrAy74C14YnqVlZVAcDe9wJhepEVvy//wJNWz3gvapsvPwTS4b7K+ioiM5+pw3W5jt7OKp5jHXlvqY4KtEa1LXnPSNU8I0dk5nU6mTp3KE088AcDpp5/OccelfpkLIUTHIIVTB/d9wPSkhsbI+yXKu+itV/OOeiUlJb7H3ogexBfTq/t4ccg246DUF00AFaMr2V3rDNneXrvpxdMlrzmJ6QkhOqPy8nIuueQSvvjC09To7rvv5uGHH0av16d5ZEKITCGFUwcXuOrRlCNaeBKHPWSTrdFThWmaRo+8vJCOet6YHuCL6EHsmB6Au9azLpSWnUXeZeehWbPIvfjsFg4+MW6L5zumQ6PY4mn/bjWY2203vVhd8pqTrnlCiM5o+fLljB07li1btpCdnc1LL73E+PGR1x0UQohwpHDqwBpd8I8f/M8LLC04ycaf4dVnAVha3Jf52yqwvTnPF9EryMri0bFjgg4JjOkVFBQwfPhwIL6YXv03y1BNhZO+MI8uf765BYOOz6J5a3j2rf9Qdno5zj97OhaqfE/hVGzJ453Tp6fs2pEkEr0Df/xOuuQJIURkP/30E1u2bGHIkCHMnz+fgw8+ON1DEkJkICmc2iHlbl3bca/VzRrg9cxpwUmW+2Nz8/sdws5GFzTW+7aFW/S2VTG99xb4nygVdp9kmTNtIaU378bd0x3yWrqieS2J3oHE74QQIprLL78cu93OuHHjKCgoSPdwhBAZSgqndqZ09RusKrm61edxuoPnNBVYYFBhC07k9hcVNks24InnFWRlYTEawy5625KYnrI7UEqh7A7ftqL7rmvBgOPXUONAZTUVZ24wVOux5pspzM1JWzQv0egdSPxOCCGaKysr49Zbb+Vvf/ubbyHbq69u/b+tQojOTQqndsTtdvLzp3eEfW1vVfx3od7+Ge5bAHUBhdNFwxIfz9JNm5lfbsN21AUAVOo8b5eCrCyevtifDfcudOstmLwL3sYb0yu7/kFq3/os5PqmYYMSH3ScFs1bw94d/jhcV2s+75zf9tG8QLJArRBCtN53333HRRddxI4dO6irq+P9999P95CEEB2EFE7tiNNWgdNeFbLdoXKxuZsaFcSx+O3sH4OLJoAuWYmPZ/6KFey05odsD9dBr6ysLGS/eGJ6zl3lYYsmNA19Uei1k2XOtIUpO3dLyQK1QgjROv/+97/5/e9/j8Ph4IADDuCvf/1ruockhOhApHDKAN/a7kM1/ajiWfzW0ZSu04Bj+8DAArikBfNgfZ3zlJsChw0Ku4SN5wUudJuf7yl2zGZzXDE95fBv13UpwDR0IJpOI/v8UzD06JL4oOPkXfC2PZEFaoUQomXsdjs333wzL7zwAgBjxozh5ZdfJi8vL80jE0J0JFI4tXOmUav47hXPGhORFr99Zim8uNLTRQ+gtqkWMenhzYtacfGm+U0FDhtPV22E666Punt+fj6PPPJI1H28Mb09dzxO7fsLUE5/BNF64pF0f+H+Vgw4PovmrWHXgL3Y/tiAKkptA4pAsTrmyQK1QgiRuF27dnHhhRfy3//+F03TeOihh5g6dSo6nS7dQxNCdDBSOLVzb3xaB0SO6TlcMOM7aAxtDEdeaxvDOQLuytjqI++XoMZft1M9OzRzrstvSdu/xM2ZthDbzQ24+/q/aW3RRS/ejnkS0xNCiPhlZWWxb98+CgoKeO211zjnnPa57p4QIvNJ4dTONTj8d0TCxfTcyl80WQzQO9f/+NojW3v1gLsxhx3X2pP5uBtsvse6vBz03Ysx9OpK/jVtc5clsJuepjT65XZtky568XTMkw55QggRm2parsIbEX/vvfcwGAwMGTIkzSMTQnRkUjhliEgxvfKAG0FH9IA3WhPNa87phKZOegw6IIkn9ssZcypdn7wrJeeOR5esPOaMuqdNrykd84QQouVsNhvXX389w4cP56abbgLggANS82+UEEIEksIpw5Ws9z+ub4y8X4u43eCNiOtD3yreNuTe9uPNbXBsYEnDEhpVI3WqLsmDi2zRvDXMmbYwYgOIsoH7UF1SP7ep+Zwm7xwmIYQQLbN161YuuugifvjhB15//XXGjRtHzzjXvBNCiNaSwinDBS5yO6JPkk+uC5hTNWC/kJebtyEPbD8OnhbkFe6KoG2BrchTZc60hWxfuzfi6w1/9N+mS+XcpkhzmmQOkxBCJG7BggVMmDCB8vJyioqKePPNN6VoEkK0KSmcMtyLK/2PR/RN8skbG8HcVOiE6U4U2Ia8W7duQe3Hwd+CXEPD6jCi21vH0LfXsOerr5M80GDeO006nUZhz9CGE7U51b7HqZzbFG5Ok8xhEkKIxCilmDFjBnfddRcul4vDDz+c+fPnM2DAgHQPTQjRyUjhlMG2VkFgGs2kb935lm7azPwVKz3rN7ldVJos/hd1kU+en5/P9OnTfc+9ET1vPC9by+aM0Z/TuMkzr8cecKxmSt0dqMKeOVy5dBQz139MvdN/VWXzdNPoasnnlF6HpeTa6+bNo3bHDkDmNAkhREsppZg8eTIvv/wyAJdddhn//Oc/sVpD5/wKIUSqSeGUwfY1BD8/spWJhfkrVrIzcL6S5rnLZHE1gtkS4ahQzSN6Rs2Ia29lyH76Hl3ImXBWi8cbj5nrP2ZL7e6wr6U6pucl0TwhhGgZTdM45JBD0Ov1PP3009x4441oWujSHEII0RakcOogJh8Oxmh3nFwu+PQd2PpLxF1sxu6g6dGUokA5obERi6uRsXmm6Bd3u9n7wD9wbvfMd7LdWwAFOjS3InePmwM/3Yq73lPlGQf3pe9XszzHGQ1oKV6g0HunSYdGscW/grzVYG6TmB4g0TwhhEiQ3W73zZu9/fbbOfvssznooIPSPCohRGcnhVM7t7fKlZwTrf4B3p4ZfZ+jLgCzlQJHA0//8J5/+6nnh+y6fPlyKisrAXDXNVA583VKz+7N+lsOoiHX89tA8+4GTjrpw+ADjQY0c4xCrIW83fQqdtbSONLBtkmluGye71+xJY93Tp8e4wzJERjTy+ndm6Hj2mZ9KiGEyHRKKf76178yZ84cvv32W3Jzc9E0TYomIUS7kNpf94uksZpbGU2oKG/ZcRYr/8/efYc1kXVxAP5NQu9NpMgKVqzYFVl7wbIWbKxiQ+y9d9F17e5iWf2sYMWGbXWtrIqCYgOxKyqWFQELvQaSfH/EDIQESCCQIOd9Hp6dzNyZOcFVOJlzz0WztlK7z549y25r8UWtvSOn1UNqdSOAK4pVIy1H8iQOB0a/lt5THnE3PYFAiEyPDGRb50DwfRHf0izLy4/K9AghRHGpqakYNGgQ5s+fjydPnuDQoUOqDokQQiTQEyc18unJ0QKPefYyYbfj0oAjT4BX8cW80cAxQLOfpfdfvgZkZgHGpsBa0URcGBjLnN8k7qgHAB0YUQlcjr7ofydGyMBYaICWNq3xU/gYdhxHXxdcM+NiBl20vN30OIYMBBCV6NkZVCrVsrz8qEyPEEIU8+rVK7i5ueHp06fQ1NTEX3/9hbFjx6o6LEIIkUCJk5oQCHLw8sp8mccsTLho1yS3g9CKG8CZSMkxCj2PMjACzCtL7Lr79h0SMr8nQxyu1PG88pbpmZiYwNDOAEGeXZFZSRcAoM/RxwiTUYpEVCz5F7pNiEkFAGj25CDHJLdE72B72d9XZSlooVsq0yOEkKKdO3cOHh4eSEpKgrW1NU6cOAFnZ2dVh0UIIVIocVITOZkJMvdnCoygn2/fu0TJ1xocoKN9ye5/6kEEu62jWXiL8Lxletra2njcSRup35MmoGwWuQUKXug2sU9uZ8CyKNGjhW4JIaR4Dhw4gBEjRkAoFKJ169Y4fvw4LWpLCFFblDipsduZCyCU8UcU/b0SjMMAJwcBNoZA5fzZlYIys7PZ7X5NGhU6Nm+ZXg/nnxHOvwtAD+ALYSI0hLNx2XxSKGuhW11DLfxnmQUeRO+nLEr0aKFbQggpni5dusDa2hp9+/bFhg0boKVVOs2DCCFEGShxUmNvcqS72QmFwLc86zc1tlLuPU319NBcztXYtYy0EG4fhkwz0dMmnS8ZGKzZD1qVflJuUDKEBDzDt+8ZpKm1AfZ9nM4e6/fvb0Bm6S5wKwstdEsIIUX78uULKlWqBACwsrLCw4cPYWFhoeKoCCGkaNRVr5zh5elOLhCqLg4AEECAzErauV30sgDNqjZlcu+D3kHstq4hfUJJCCHlwalTp1C9enWJjnmUNBFCygtKnMoxhZ428bKKHlMcfCF0YtNh8CYZbRx6gdEsm4eY4jI9ABj6e/syuSchhJDi4fP5WLx4Mfr164eUlBT4+/tDKFTxp3+EEKIgKtVTY7IWv43PU6anzVXgYgG7ih1HeHg4zp49y85tSkrKbb6g8yUDndueh87PTWB7qn6x71Fc5raG+HlAXQDAtU8R8I28iG+ZyWV2/7yL3RJCCJGWkJAADw8PXLhwAQAwY8YMrFu3DgxTwvUJCSGkjFHiVA7kXfz2TZ7mezIayhXMtBIQ/1m0bV9TofufPXsWcXFxUvs52rkPLLVqVlXomqXBN/Ii3qd+Zl+XVUc9MeqiRwghkh4/fgw3Nze8efMGurq62L17N4YMGaLqsAghpFgocSoHPHuZQCAEHsQCD/PkL+71FLhI3g/2bO0LHCbk85F+5Y7Evszk713jwMBIV9QIIlOfD/PO5uwYs0VjoGrpOaInYmW56C0tdksIIbLFxMTA2dkZaWlpsLe3x6lTp9CoUSNVh0UIIcVGiZOaEy9+u/gacOCR5DHN4sxQMzaVeHn37TucehCBxAxRDWDOm7dYdf4yeBq5dYBpuhoAw0BHwEeNwcbI0dcQLXbLZYDYdAAAU8TaTyVV0GK3spTlore02C0hhMhmbW2NKVOmICwsDIcPH4a5uXnRJxFCiBqjxEnNicv0bn6QPlbTrOTXP/UgAjF55iwJv8Qh3khH5lihqSZSqxtJ7NNIy4HGT9ZgdEq3s11Bi92qqqNe/kVvqUyPEEKAr1+/Ijs7m13EdsWKFQAALleRSbmEEKKeKHFSc569TAAAWd/7RGhzgYnNgOpmQPcaClyIx5O5W7zwLQOgUhYf2RmZyNLkgBEChhq5T5G0OVzodxRlaowA0M1goJHNoPF/NrAJ8ATDKd0GjQUtdquqjnp5F701rVWLyvQIIRVeeHg4+vXrBysrK1y/fh3a2tqUMBFCfiiUOKkxc2NRmV5SJvB9rVdoawDTWyl4oeREICVRavfdt++QkC4qtTNISsO4lYexo6cjsjQ5MNLVxWqfPwEAr3ivEJoRikRBIoQQQp9rAK8qXqKLOBTvvSmisMVugbLtppe/RE/f2hqjnj8v9fsSQog6O3DgAMaOHYvMzExoamoiNjYWVauqvmkQIYQoE63jVA7cydPtOrk4yzG9eJi7nZTblu/Ugwh2WyszW/KcPJ8ShmaEIkGQACFEa25oMqU7nym/oha7FXfTE3yPrzS76YlL9IQCAQAq0SOEVGzZ2dmYNm0ahg8fjszMTPTo0QP37t2jpIkQ8kOixKkcSMjM3R5YR4ETBXwgKR5Iy+38hg6/sJviMj0AaH/5PgCA0RUlHXkXss0Wisv5GJhyTOGs66xAECVX1GK3ebvpVTWwLNVuenlL9MwcHalEjxBSYcXFxaFz587YvHkzAMDb2xtnz56FiYmJagMjhJBSQqV6am5lMLAzPPd1DXkbQiTFAyun567dJFa5itRQw8Q01H38DgDAMdAD0nI71r3ivUKqUPRan9HHcOPhCkRfcnnL9PIuditLWXTTE6MSPUJIRefp6YkbN27A0NAQBw4cQJ8+fVQdEiGElCp64qTGdLUYHHoiuc/SQM6TH9+TTpoAwKSQzIvDEX3lEZoRym6XdYkeUHSZHiGEENXYvHkznJ2dcffuXUqaCCEVAiVOamywqxFyBLmvp7YAesjbSY/Pz922qw40cgZ6DxX9twCWWxeB4Ur+LyEu0wNQ5iV6QNFleoQQQspGVlYWLl26xL6uUaMGbt68CUdHRxVGRQghZYcSJzXm3EAXmTmi7ToWwCxnQEee4srjvsCBzbmvO/UBJi8Feg+FUABEu03Dm0ptkPPpCzskql19+DwNRVKeNZ3ylukZMAaoqVVTGW9LbvKU6V37FIEvmUlS+0vDy4AApEZHFz2QEEJ+MJ8+fUL79u3RvXt3ieSJYRgVRkUIIWWrRIlTZmZm0YNIsUXlNsBDTGrB4yRk84DLJyT3GeR2fsu4/RCZIeHI74Y5F3FxcRAKRZ3ptLW1y0WZnm/kRXa7NLvpAaKOemLUTY8QUlGEhISgSZMmuH37NoyNjVUdDiGEqIzCiZNAIMDvv/8OW1tbGBgYICoqCgCwZMkS+Pr6KhzA1q1bYW9vDx0dHbRs2RJ3794tdHxiYiImTZoEa2traGtro1atWjh//rzC9y0PsvJU21UxkvMkgUD0JdapD1C/OftSmJlnIdzvZXmMjhZyjPRE2wyDypUro1evXuWiTE/cUQ9AqXbTA3I76gGgbnqEkB+eUCjE//73P3To0AFxcXFo0KAB7t+/D1dXV1WHRgghKqFwV70VK1Zg3759WLduHcaMGcPur1+/PjZu3AgvLy+5r3X06FHMnDkT27dvR8uWLbFx40a4urri5cuXsLS0lBrP4/HQpUsXWFpa4vjx47C1tcX79+8rROvTxlZyDgw6l7tdpxEweAL78uuSv5C0/Rj7mqOvCwDgmhmD+U/0v4KxsTGWLl0KAHiQ+ABA2ZTphQQ8w0HvIIlkKeH7Y7b8ZXriBW/Tc7LYRW8r6Rijg41TqcYoZmBri9oDBpTJvQghRBUyMjIwceJE7N27FwDg7u4OX19f6OvrqzYwQghRIYUTp/3792Pnzp3o1KkTxo8fz+53cnLCixcvFLqWj48PxowZA09PTwDA9u3bce7cOfj5+WH+fOm20n5+foiPj8etW7egqSkqHbO3t1f0LfzYzhzI3dbRYzezP8RIJE0AAIYBvi8aq2oHvYPw8cU3mcfyl+mJF7zNq7TL9AghpCI5c+YM9u7dCw6Hg7Vr12LWrFk0n4kQUuEpnDhFR0ejRg3p1m4CgQDZeRZULQqPx0NYWBgWLFjA7uNwOOjcuTNCQ0NlnnPmzBk4Oztj0qRJ+Pvvv1GpUiUMGTIE8+bNA5fLlXlOVlYWsrJyy7mSk5PljrFcysnzZ9At96mIIC1DYphe51bg6GoDajJPTfykicNhYGqd23Nd11BLqkwv74K35jpG0NPQLvUyPUIIqUgGDRqEe/fuoVu3bujcubOqwyGEELWgcOJUt25dBAcHo2rVqhL7jx8/jsaNG8t9na9fv4LP56Ny5coS+ytXrlzgk6uoqChcvXoVHh4eOH/+PF6/fo2JEyciOzubLS/Lb/Xq1fjtt9/kjkudHHqs4Amf3ue2Ia9aE6ieW94mzMxNHg2H/gLLDfOAowFKiFK5TK0NsO/jdLnGmusY4WRn2X/uhBBC5CcUCrFr1y4MGDAAZmZmYBgGf/zxh6rDIoQQtaJw4uTt7Y0RI0YgOjoaAoEAJ0+exMuXL7F//378888/pREjSyAQwNLSEjt37gSXy0XTpk0RHR2N9evXF5g4LViwADNnzmRfJycnw87OrlTjVJZzrwF8r4yQqw35xeMFHsq6/5TdFqam4+7bd0hITwcA8L98RmJiYvEDLSPiuU3ieU1l4WVAAG56e4OXkoK0mJgyuy8hhJSV9PR0jB49GocPH8apU6dw7tw5cDi0WgkhhOSncOLUp08fnD17FsuXL4e+vj68vb3RpEkTnD17Fl26dJH7OhYWFuByRS2w84qLi4OVlexOCNbW1tDU1JQoy6tTpw5iY2PB4/GgpSXdslpbWxva2uV//svAOnIMSs/Ts7xNN8ljmrl/1NzK5jj1IIJ9LXj3jt1W5+9V/rlNZTGv6aa3N+LzPQGlVuSEkB9FVFQU3Nzc8OjRI3C5XPTo0YPmMhFCSAEUTpwAoE2bNggMDCzRjbW0tNC0aVNcuXIFffv2BSB6onTlyhVMnjxZ5jkuLi44dOgQBAIB+2lYZGQkrK2tZSZNP4o+tYHaFgqe1Li1xEt+zFd2W6t+TWRm5yZZOhwG6d+3e/XqVcwoS1/euU12BpXKZF6TuAU5w+FA39oaWoaG1IqcEPJDuHz5Mn799VckJCTA0tISx44dQ7t27VQdFiGEqC2FE6dq1arh3r17MDc3l9ifmJiIJk2asOs6yWPmzJkYMWIEmjVrhhYtWmDjxo1IS0tju+wNHz4ctra2WL16NQBgwoQJ2LJlC6ZNm4YpU6bg1atXWLVqFaZOnaro26hwMu/lmTCVwwe+r2drqqcHLQ0NpAMwMTFBkyZNSjUOWW3HgdzW4/Iw1zHCwfbSXReVIW9pHgC2PE/f2hrjP34slXsSQkhZEgqFWLduHRYuXAiBQIAWLVrgxIkTqFKliqpDI4QQtaZw4vTu3Tvw+Xyp/VlZWYiOjlboWu7u7vjy5Qu8vb0RGxuLRo0a4eLFi2zDiA8fPkjUWdvZ2eHSpUuYMWMGGjZsCFtbW0ybNg3z5s1T9G1UONzKuYmuVr3qQOQTlcRRWNtxQLr1eFmTVZoHUHkeIeTHkZycjO3bt0MgEMDLywtbtmyBjo6OqsMihBC1J3fidObMGXb70qVLMDY2Zl/z+XxcuXKlWGsqTZ48ucDSvKCgIKl9zs7OuH37tsL3+aFlpgP/ngYiZLdxzwh9iNTjuaWVXBOjMgpMRiwFtB0HZLceL2v5S/MAUHkeIeSHYmxsjJMnT+Lu3bsYO3YszWkihBA5yZ04iechMQyDESNGSBzT1NSEvb09/vzzT6UGR0Q4Rf1Mu3EBOL1f5knCnBzEei6SOHT/62ckpKeDG/8NvKePwcuQXOOptIQEPMO3aFFiokjb8bLyMiAAqd+fmlJpHiHkR3Lu3Dl8+/YNw4cPBwA0btxYoSVECCGEKJA4CQQCAICDgwPu3bsHCwtFuxWQ4uohvd6wpG+fJV/XbQIYmgAAhJk8CL4lsYd0mtfHmf/eAwA0oz9CmGcB3NLuqHfQO4jdVnVJniw3vb3ZbSrNI4T8CAQCAVasWIFly5ZBU1MTTk5OcHJyUnVYhBBSLik8x+nt27elEQcpRNfqRQxISczdHjMPaNFe5jCNn6xhc+5/yDz2fb2n73PVGIaBpaVlqXfUy9sQQtUlebKIy/QAUGkeIaTcS0pKwvDhw9lS+9GjR6NOHXnWtiCEECJLsdqRp6Wl4fr16/jw4QN4PMnuaNThTrmM5HkwE3Yzd9vSBshTr5797hO7rWlvg3vv3rML33IYUeMNY2NjqQWEX/FeIVUof6c7RZjbGuLnAXXlHl/aC9+KO+mJO+gZ2Nqi9oABpXIvQggpC8+fP0ffvn0RGRkJbW1tbNu2je1YSwghpHgUTpwePHiAHj16ID09HWlpaTAzM8PXr1+hp6cHS0tLSpxUwdYe+PBatF3FQeJQTmzu+k3Z7z5JLHzLMICwgEuGZuQ2mtBkNJUUaPGU9sK3+TvpUZkeIaQ8O3XqFIYPH47U1FRUqVIFJ0+eRPPmzVUdFiGElHucoodImjFjBnr16oWEhATo6uri9u3beP/+PZo2bYo//vijNGIkitDM94jq+9w0ADAc3B2Z2dnsa13NghOibGHuOGddZ+XFVwx5F76tamCp9IVv83bSM3N0pDI9Qki59vTpU6SmpqJdu3YICwujpIkQQpRE4SdOERER2LFjBzgcDrhcLrKyslCtWjWsW7cOI0aMQL9+/UojzgqroCdCMnGl/zgzgu4BAJ41cMA1QQIy7jyGDp8PDsNBRjZPajwgWaZnwBigplZNRcNm5V3wVpFFbsXleek5WWyJXmkufAuIOumNev681K5PCCFlYeHChbC2tsbw4cOhWcgHZIQQQhSj8BMnTU1NdlFaS0tLfPjwAYBonsx///2n3OgIUmTnNnJj9HUBAEFdmyI99iM4mZngZGcDvCwIhaK0LH83PWWW6YkXvP0WnQKBQHQ/eTrqicvzvmQmQfA9fVR2iR4hhPwIHj9+jP79+yNdPH+Vw4GXlxclTYQQomQKP3Fq3Lgx7t27h5o1a6Jdu3bw9vbG169fceDAAdSvX780YqzQprcsYgAvK3d+kyzfS/V42ppsFz0A0DMwgJaGBrS1taW66SmzTC//grfyLnKbtzzPXMcIehraSi/RI4SQ8u7o0aMYNWoU0tPTUbVqVfj4+Kg6JEII+WEpnDitWrUKKd/nhKxcuRLDhw/HhAkTULNmTfj6+io9wIpOm1vEgE1LCj0ceicc12YNQDo/A9rf5zeZmJhg1apVEuNe8V4hNCMU2cJspAnTABSvTC9vaR4AtjxP3gVv83fQM9cxwsnOS4s4SzHiLnriuU3ibnqEEFJe5OTkYMGCBezc4i5dumDRokVFnEUIIaQkFE6cmjVrxm5bWlri4sWLSg2IKOj1s9xtu2pSh693aYJvRrrQefyQ3SdrodvQjFAkCBIk9hWnTE9cmpefvAvelnYHPUC6i54YddMjhJQHX79+xa+//oorV64AAObNm4eVK1eCyy3qkzZCCCElUax1nGQJDw+Ht7c3/vnnH2VdksiDn5O7PXW5xCGhQIBMiEr1mDxlerIWuhWX5zFgoM/oQ5PRLFaZXv7SPAByl+cBkiV6dgaVSqU8L28XPX1rawCipIm66RFC1N3jx4/Rq1cvvH//Hvr6+tizZw8GDhyo6rAIIaRCUChxunTpEgIDA6GlpYXRo0ejWrVqePHiBebPn4+zZ8/C1dW1tOIksvwXlbv9U3XAyAQAcPftO5x6EIG0L9+QaqALbvw3MHnK9Jo0aVLgJfUZfXiZeCkcirhET9HSPDFZJXql0UHvZUAAUqOjAYi66I3/+FHp9yCEkNJiYmKC9PR01KhRA6dOnaK5xYQQUobkTpx8fX0xZswYmJmZISEhAbt374aPjw+mTJkCd3d3PHnyBHXq1CnNWCukaqaFHHz+IHc7NZndPPUgAjFJSYCW6I9XMzo3OZBVpqcM+Uv05C3NEyuLEj1AVKYnRqV5hJDyQCgUgmEYAICdnR0uXryIatWqwcTERLWBEUJIBSN3O/JNmzZh7dq1+Pr1K44dO4avX7/if//7Hx4/fozt27dT0lRKukhPW5KtW26phniRW0YggGFiGjjZueV8ssr0lCFviV4VR3O5S/PESnuRWzFxmR4AKs0jhKi9uLg4dOjQAadPn2b3NWnShJImQghRAbmfOL1584ato+7Xrx80NDSwfv16VKlSpdSCq+gaVQa4haW2D27lbn8v08vLIDkD01cdxs4+9ZCixSmyTK+4QgKe4Vu0KCExtTbA9ucTFTr/2qcIfMlMAqC8Er38nfPExB30DGxtUXvAgBLfhxBCSsudO3fQv39/REdH4/Xr1+jevXupVQ0QQggpmtyJU0ZGBvT09AAADMNAW1sb1t8n1pPSUeTit7oGuds6egUOEwoEKMZax3I76B2UG5KCJXqAqExPTFklegV1zhOjMj1CiDrbvXs3Jk2aBB6PB0dHR5w+fZqSJkIIUTGFmkPs3r0bBgaiX9ZzcnKwd+9eWFhYSIyZOnWq8qKr4AYWVf2Yt/VsFYcCh3H0dAFBdoHHSyojT4anaIkekFumB0BpJXqyOueJUQc9Qoi6ysrKwtSpU7Fz504AgJubG/bu3QsjIyMVR0YIIUTuxOmnn37Crl272NdWVlY4cOCAxBiGYShxUiJrg6LHFOVlFSMkl2LSlJe5rSF+HlC32OdX0jFGBxsnJUZEnfMIIeVHZmYmOnTogNu3b4NhGKxYsQLz588Hh1N6FQOEEELkJ3fi9O7du1IMg5SWW/Uqs9tU5kEIIepLR0cHLVq0wIsXL3Do0CF07146TXIIIYQUD32M9YPjaeSW85VWRz1CCCHFIxQKkZ6ezr7+448/EBERQUkTIYSoIYXmOBE18eAW4L8VSIqX2C1e+DYxzw9hsYI66r3ivUJoRijShGmlFm5B8i96qyx5F7klhBB1lZmZiQkTJuDt27cIDAyEpqYmNDU1UbVqVVWHRgghRAZKnMqjyyeBxNzFZsHVALR1cOpBsGjh2++0soqe2xSaEYoEQQL7WpPRVGqohSmtRW9pkVtCiLr78OED+vfvj/v374PD4SA4OBgdO3ZUdViEEEIKQaV65VF2bhc6VK0J/DoO0NXPXfhWKIR5XCLaX74PRrfwZCRb+P0cMDDlmMJZ17nUws6vtBa9pUVuCSHq7Nq1a2jatCnu378Pc3NzXLp0iZImQggpB+iJk5r49OSofANvBgLvXom2ORxgyV9SQwyS0jHxz+MAgFtNWwFpRZfh6TP6GG48XO54lUlZi97mR4vcEkLUiVAoxMaNGzFnzhzw+Xw0btwYJ0+ehL29vapDI4QQIodiPXF68+YNFi9ejMGDB+PzZ1Gp1YULF/D06VOlBldRCAQ5eHlFOnHI09ch1/HdudvaugVe82UVI+xxrYlkGfOdlCkk4Bm+RacUPbAUvQwIgF+dOthepQq2V6mCtJgYlcZDCCGyLFq0CDNnzgSfz8fw4cNx8+ZNSpoIIaQcUThxun79Oho0aIA7d+7g5MmTSE1NBQA8fPgQS5cuVXqAFUFOZoLM/Q2rmErvzMiTCPXzLPCat+pVRryRDoRCIYDSa0V+0DuI3dY11CqVexTlprc34l+8QGp0NFKjoyEUCADQ/CZCiHoZOnQoTE1NsXnzZuzduxe6ugV/+EUIIUT9KJw4zZ8/HytWrEBgYCC0tHJ/Ue7YsSNu376t1OAqsmOaa8DVyFdJee0skPO94YNdNaDDL5LHvydJQG4bcoZhULly5VJrRZ6RwmO3h/7evlTuURTxnCaGw4GBrS0MbG1h5uhI85sIISr3Mc8C3HXr1sXbt28xZcoUMAyjwqgIIYQUh8JznB4/foxDhw5J7be0tMTXr1+VEhQBbmu4QzNvWpuSCBzalvtaU/Lpzt2375CQkSF1HWNj4zJ5Emhua4ifB9Qt9fvkl7f1uL61Ncbn+SWFEEJURSgUYs2aNVi2bBkuX76Mdu3aARD9m0wIIaR8UviJk4mJCWJkzCF58OABbG1tlRIUEdHL2xk8PR0QCnJfd+ojMfbUgwh2WysrG4zMCVI/Hmo9TghRNykpKRg4cCAWLlwIHo+H8+fPqzokQgghSqBw4vTrr79i3rx5iI2NBcMwEAgEuHnzJmbPno3hw1XTle1HNLBOvh2pibnbrToCLTtIHBa3IgeA9pfvg2OoX3rBqRFqPU4IUSeRkZFo1aoVTpw4AU1NTezYsQNr165VdViEEEKUQOFSvVWrVmHSpEmws7MDn89H3bp1wefzMWTIECxevLg0Yvzh3XwkXWLHF+YfFJjnIJ/dvPv2HU49iEDi9zI9w8Q01H38DrecLIu87yveK6QKU4sVM6CajnovAwJw09ubTZjEHfSo9TghRNX++ecfeHh4IDk5GdbW1jhx4gScnctubTxCCCGlS+HESUtLC7t27cKSJUvw5MkTpKamonHjxqhZs2ZpxFchHLmUjH75GtI1tc43SJCnTK+aI7t56kEEYpKS2NdaWd+fPGlqAHnWyZUlNCOU3dZkNAsZKZsqOuqJO+jlR2V6hBBVun37NtuEx8XFBQEBAbC2zv8POSGEkPJM4cQpJCQEP//8M3766Sf89NNPpRFThZPBEwL58o5GVoWcULcxuyku0WMYBhapmWh7+T6+7yjyvtnC3PI+Z13FPxVVRUe9vB309L//UqJlaEhleoQQlWrZsiV+/fVXmJubw8fHR6LrLCGEkB+DwolTx44dYWtri8GDB2Po0KGoW7fsO6kRaSa6uph59TnSH78rcuwr3iuEZoQiTZgGADBgDFBTS7EnhnnL9IrTUe/apwh8yUwqeuB34hI9cWkeddAjhKjaixcvYGNjAyMjIzAMgwMHDkAj/zIShBBCfhgKN4f49OkTZs2ahevXr6N+/fpo1KgR1q9fL7FWBVFvoRmhSBAkQAjRRCpVlOn5Rl5kt/U0il6cV1yiR4vbEkLUwcmTJ9G8eXOMHDkSgu//LlHSRAghPzaFEycLCwtMnjwZN2/exJs3bzBw4EDs27cP9vb26NixY2nESD5/AkIuFTpEkJKG7Fcf5LqcuESPAQNTjqlKyvTSc3InYHnV6l7k+LwlerS4LSFEVfh8PhYuXIj+/fsjNTUVCQkJSEtLU3VYhBBCykCJPh5zcHDA/Pnz4eTkhCVLluD69evKiouICYXARtndCu++fYeE9HQAgCAlHdmvP+BlFSPcqlcZyalFd7vTZ/Qx3FixFvIhAc9w0DsICTGibnzyluld+xQB38iLbML0LTMZAFBJxxgdbJwKPTf/Irejnj9XKGZCCFGG+Ph4DBkyBJcuiT7ImjFjBtatW0dPmgghpIIo9r/2N2/ehL+/P44fP47MzEz06dMHq1evVmZsBBC1Hv/8Kfe1WSWgchUA0oveAsCtepURb6QjSrgAaGsXXQaniIPeQfj44hv7Wt4yPd/Ii3if+llqv7xlemJUokcIUYVHjx7Bzc0NUVFR0NXVxe7duzFkyBBVh0UIIaQMKZw4LViwAEeOHMGnT5/QpUsXbNq0CX369IGenl5pxEf4OZKvf98FfP90M/+itwb9OoNvkAJkpINhGFhaWrLtcZVFXKLH4TCwqWUmd5me+EkTBwzMdYwAiJImRcr0AFrklhBS9vh8PgYOHIioqCg4ODjg1KlTcHIq/Ek5IYSQH4/CidONGzcwZ84cDBo0CBYWFqURE8nrzIHc7Zr1AG0dAJJleuJFbzW7tAOTEgVkpMPY2BhLly6VuFT+bnolYWptgO3PJ8o8lr8sD8gtzTPXMcLJzktlnpdf/k56tMgtIUQVuFwu9u3bh5UrV2Lv3r0wNzdXdUiEEEJUQOHE6ebNm6URB8nHUv/7xn9vc3da566bJatMT5jnCZQs4m56YsXppiePgsryAPlK88TyL3ZLZXqEkLLy9etXPHjwAF26dAEAtGrVCmfPnlVxVIQQQlRJrsTpzJkz6N69OzQ1NXHmzJlCx/bu3VspgVV0GuJ+h19jc3f2G8Vu5i/TAwDdn5sA//5X4DXzdtMz4ZgUq5uePGSV5QHyl+aJ5e2kZ1qrFpXpEULKRHh4ONzc3PDlyxeEhoZSWR4hhBAAciZOffv2RWxsLCwtLdG3b98CxzEMAz6fr6zYKoSg8HR8S+IDBjIOfngt2RiCK909XlymBwAPP75HYmJikfdURje9guRd2FaRsrz8qJMeIUQV9u/fj3HjxiEzMxM1atSgjnmEEEJYcv1EEC/ul3+blNzes4kFH4x8Ivn6+/wmCUzu5uVXueNV1U1P0YVtC0Kd9AghZSk7OxuzZs3CX3/9BQDo2bMnDh48CBMTE9UGRgghRG0ovADu/v37kZWVJbWfx+Nh//79SgmqIknPEso+IBCInjiJuY0EOFzpcXlOz8rTga80u+lVcTQvsJueogvbFoQ66RFCykpcXBw6derEJk3e3t44c+YMJU2EEEIkKJw4eXp6IikpSWp/SkoKPD09lRIUAbDlN+DWv7mvLSoXOvxN69psmZ6JiQmaNGlSKmGJu+kVteitPAvbFiRvmR510iOElDZfX18EBwfD0NAQf//9N3777TdwOAr/eCSEEPKDU7h4WygUgmEYqf0fP36EsbGxUoIiAKJeAsjT9c7SptDhN0xzf8gru0yvrFGZHiGkLM2bNw/R0dGYMmUKHB0dVR0OIYQQNSV34tS4cWMwDAOGYdCpUyeJCbN8Ph9v375Ft27dSiXIH109vSJa3I5bCNjXKnRIjrE+kC0qk1N2mV5ZozI9QkhpysrKwsaNGzF9+nRoa2uDy+Vi69atqg6LEEKImpM7cRJ304uIiICrqysMDHLbwGlpacHe3h79+/dXeoA/OgY56GS6tuABDVsAzdsWeo2XVYyQ/D1pKo0yvZCAZ/gWnVLkuLwd9YqDFrwlhJS2T58+oX///rh9+zaioqKwY8cOVYdECCGknJA7cVq6VNRW2t7eHu7u7tDRkdHhjShMm0mWuV9DUPgfjTAnt+37rXq5859Ko0zvoHcQu11QNz2g5B31aMFbQkhpCgkJwYABAxAXFwcTE5NCl9cghBBC8lN49uuIESMoaSplF/VXgQPpeWQF4WnkdtsrjTI9cUc9AAV20wNK3lEv74K3Zo6OVKZHCFEKoVCI//3vf+jQoQPi4uLQoEED3L9/H927F7/zJyGEkIpHridOZmZmiIyMhIWFBUxNTWU2hxCLj49XWnAV1UOdXwGcl2usMCUJqXqiJhKFlem94r1CqrDwxWuLYm5rKLOb3rVPEfCNvIhvmaKnZyXpqAfQgreEEOXJyMjAxIkTsXfvXgCAu7s7fH19oa+vr9rACCGElDtyJU4bNmyA4feyqQ0bNhSaOJGyJfj2md0urEwvNCOU3dZkNAscVxy+kRfxPjU3jpIsfEsIIcoUGxuL06dPg8PhYO3atZg1axb9DCOEEFIsciVOI0aMYLdHjhxZWrGQ4hDmznUqrEwvW5jNbjvrOis1BHGJHgcM7AwqlWjhW0IIUSYHBwccPXoUXC4XnTp1UnU4hBBCyjGF13EKDw+HpqYmGjRoAAD4+++/sWfPHtStWxfLli2DllbBzQOInITCQg/fffsOibwscOO/ATk5AOTvpmfAGKCmVk25Qymqo17eTnrmOkY42H6+3NcmhBBlEwqF2LhxI+rUqcMukdG1a1cVR0UIIeRHoHBziHHjxiEyMhIAEBUVBXd3d+jp6SEgIABz585VeoAVEj8ndzs5UerwqQcRAADN6I/svtJa9Laojnol7aRHCCHKkp6eDg8PD8ycORODBw9GbGysqkMihBDyA1E4cYqMjESjRo0AAAEBAWjXrh0OHTqEvXv34sSJE8qOr2LK+8CpkrXU4czs72V3fPnK9EqiqI56Je2kRwghyhAVFQVnZ2ccPnwYGhoaWL58OSpXrlz0iYQQQoicFC7VEwqFEAgEAIB///0Xv/zyCwDAzs4OX79+VW50FZVQkLttV63AYZzvJX2G4Ch90dv8CuqoJ1bSTnqEEFJcly9fxq+//oqEhARYWloiICAAbdsWvnA4IYQQoiiFnzg1a9YMK1aswIEDB3D9+nX07NkTAPD27Vv6dE9JUnJy12UCL6vggT+QlwEBSI2OVnUYhJByRCgUYs2aNejevTsSEhLQokULhIWFUdJECCGkVCicOG3cuBHh4eGYPHkyFi1ahBo1agAAjh8/jtatWys9wIooHXnahVdxUF0gZeimtze7rfW99T0hhBTl9evXEAgEGD16NG7cuIEqVaqoOiRCCCE/KIVL9Ro2bIjHjx9L7V+/fj24XK6MM0hhqmuckdrXLTM894WxaRlGozq8lNzOfS6//67CSAgh5QXDMNiyZQtcXV0xcOBAVYdDCCHkB6dw4iQWFhaG58+fAwDq1q1b6nNsfkQCQQ5a6ayWPpCVmbvNlb1Ybd5W5Cige/kr3iuEZoQiW5iNNGGawvHlb0V+7VMEfCMvSjSE+JaZrPB188tbpmdga4vaAwaU+JqEkB/TP//8g4MHD8Lf3x9cLhc6OjqUNBFCCCkTCidOnz9/hru7O65fvw4TExMAQGJiIjp06IAjR46gUqVKyo7xh5WTmSBzfzYMcl/Y15A5Jm8rch09XZljQjNCkSCQvIcmIzsRkyV/K3LfyIt4n/pZ5tiStCKnMj1CSFEEAgFWrFiBpUuXAgDat2+P8ePHqzgqQgghFYnCc5ymTJmC1NRUPH36FPHx8YiPj8eTJ0+QnJyMqVOnlkaMFcoxzTUQ4nvJo3NngFNA+WOeVuQ9O3aWOSRbKGpbzoCBAWMAU44pnHWd5Y4lfyty8ZMmDhhU0jFmv6oaWJaoFTmV6RFCCpOUlAQ3Nzc2aZo0aRJGjRql4qgIIYRUNAo/cbp48SL+/fdf1KlTh91Xt25dbN26lVZnV4LbGu7oiKeiFwaST1/uvn2HUw8ikJiRAfHzHYP0bDSqWbvQa+oz+vAy8VIojrxleua2hshuzcOX8CTRax0jnOy8VKHryYPK9Agh+T179gxubm6IjIyEtrY2tm/fjpEjR6o6LEIIIRWQwomTQCCApqZ0uZempia7vhNRknzzm049iEBMUlKZ3FpWmZ5YScryCCFEXufPn4e7uztSU1NhZ2eHkydPolmzZqoOixBCSAWlcKlex44dMW3aNHz69IndFx0djRkzZqBTp05KDY5Iysz+XnrHMOAW0BBCWQoq0wNQorI8QgiRl42NDfh8Ptq3b4+wsDBKmgghhKiUwonTli1bkJycDHt7e1SvXh3Vq1eHg4MDkpOT8ddff5VGjASiMr2E9HQAgGFqCoQ52YWOf8V7hVRhaonvy5bpZYqedFXSMUYHG6cSX5cQQmTh55m/2ahRI9y4cQOBgYHUeIgQQojKKVyqZ2dnh/DwcFy5coVtR16nTh107iy7QQFRjlMPIthtwbt37LZWDl96MEQd9cQU6aQnC5XpEULKwsOHDzF48GDs2bMHLVu2BAB6ykQIIURtKJQ4HT16FGfOnAGPx0OnTp0wZcqU0oqL5CMu0wMAHYZB+vdtlydxMseLO+oBUKiTnixUpkcIKW2HDx+Gl5cXMjIyMGfOHFy/fh0Mw6g6LEIIIYQld+K0bds2TJo0CTVr1oSuri5OnjyJN2/eYP369aUZX4V2Nxs4dfI0MrOzkZiRAQAw1dMDN020bZCejVrRhS9Aa8AYoKZWTbnuFxLwDAe9g5CRwkNCTCqyXXj4b8Qn8DNFT7VKo0wv7+K3hJCKJycnB/PmzYOPjw8AoGvXrjh8+DAlTYQQQtSO3HOctmzZgqVLl+Lly5eIiIjAvn378L///a80Y6vwTmVzEZOUhIT0dAiFom4QOpqaQHYOO4ZrZQFNe1ul3O+gdxA+vviGb9EpEAiEyPTIQLZ1DgQQ3bs0yvRo8VtCKq4vX77A1dWVTZrmz5+P8+fPw8zMTMWREUIIIdLkTpyioqIwYsQI9vWQIUOQk5ODmJiYUgmMAJkQfeLKMAxM9fRgbWyMfk0aQZhn8rTdzQNgtEo2h0lM3EmPw2FgbmsIjqHo/hwwJV7ktiC0+C0hFVN0dDSaNWuGq1evQl9fHwEBAVi9ejW43AIW/SaEEEJUTO5SvaysLOjr67OvORwOtLS0kPG9hIyUAoYDgA8TXV1scB8IAOB/S0SA4HsvcgbgGhlInVacjnp5F7zV7MkBf2YmBKmidbnMdYxwsP18ua7zMiAAN729JRKiwqR9T7xp8VtCKhZra2s0btwY2traOHXqFOrVq6fqkAghhJBCKdQcYsmSJdDT02Nf83g8rFy5EsbGxuw+cckFUQIuF8jXNS/r6evcFwWs5VScjnp5F7xN7JOEz6m5zSUUKdG76e2N+Bcv5B4vRmV6hPz4srOzkZOTA11dXXA4HOzfvx8CgQAmJiaqDo0QQggpktyJU9u2bfHy5UuJfa1bt0ZUVBT7mibzKhmn8JIVjr6OzP3F6aiXd8FbHUtN8JANDhjYGVRSqERP/KSJ4XCgb20t1zlahoZUpkfIDy42NhaDBg2CnZ0dDh48CIZhYGRkpOqwCCGEELnJnTgFBQWVYhhEXg8/vEWq3venSJzCp6jJ01FP3ElP3EUve0QW+IzoKZciJXr56VtbY/zHj8U6lxDyY7l9+zb69++PT58+wcjICFFRUahevbqqwyKEEEIUIndzCKICMp7gXXoSzm5rMSX/4xN30iurLnqEkIpl165daNeuHT59+gRHR0fcvXuXkiZCCCHlEiVO6qp2Q5m7s/IshNvJSL5SuMLk7aRXFl30CCEVQ1ZWFsaNG4exY8eCx+PBzc0Nd+7cQe3atVUdGiGEEFIsCjWHIGXIyq7Qwwbp2ahfxVRqf3E66gGAqbUBNKz4+JKZVKISPUIIAYBBgwbhzJkzYBgGK1aswPz588EporyYEEIIUWf0U0xdJScU67TidNQjhBBlmzlzJipVqoRz585h4cKFlDQRQggp9+iJk7qq1xSIS5feLyygB/l3xemoRwghJSUUCvH27VtUq1YNANCuXTu8fftWYv0/QgghpDwr1keAwcHBGDp0KJydnREdHQ0AOHDgAEJCQpQaXIWmoyu169aew0jKLHjB4bxlevJ01MsrtUk6vmQmKR7ndy8DAuBXpw67oC0hpOLIyMiAp6cnnJyc8Pz5c3Y/JU2EEEJ+JAonTidOnICrqyt0dXXx4MEDZGVlAQCSkpKwatUqpQdYEcVqmgPGZlL7L969xW5r5fChUdlc4nhJyvQSeiWy28Xppide+FYoEIjiowVtCakQPnz4gDZt2mDfvn1IT0/H7du3VR0SIYQQUioUTpxWrFiB7du3Y9euXdDUzP3l3MXFBeHh4YWcSeTVPO2JzK56WRCw250MrWDo3k3ieEnK9AQ6uSWAxemml3fhWzNHR1rQlpAK4Nq1a2jatCnCwsJgbm6OS5cuwdPTU9VhEUIIIaVC4TlOL1++RNu2baX2GxsbIzExURkxVXiVNbNw9/0HJKTLmOMEUUe9NqtngGOgh1e8VwjNCEW2MBtpwjTRcTnL9EICniHW/hsyF2VAYCxKyirpGKODjVOxY9e3tsaoPKU6hJAfj1AoxIYNGzB37lzw+Xw0btwYJ0+ehL29vapDI4QQQkqNwk+crKys8Pr1a6n9ISEh7KRgUjKmglScehDBvtbRLLjsLjQjFAmCBKQKUyH8vnCtvGV6B72DkOmRAYGdgP0/gRa9JYQU5cCBA5g1axb4fD6GDRuGmzdvUtJECCHkh6dw4jRmzBhMmzYNd+7cAcMw+PTpE/z9/TF79mxMmDChNGKscLpmhCEzz0K3/Zo0KnCsuDyPAQMDxgCmHFO5y/QyUngQ6oqSLUZIi94SQuQzePBgdOrUCZs3b8a+ffugqyvdzIYQQgj50Shcqjd//nwIBAJ06tQJ6enpaNu2LbS1tTF79mxMmTKlNGKsUCZ/PoxHhqZsmZ6pnh6q+hzGu6t3IGxeCdDNfZqUt4uePqMPLxOvIq8fEvAMB72DkJHCQ5xDPIQWosTJQpcWvSWEFOzWrVto3rw5NDU1oampicuXL9PaTIQQQioUhX/qMQyDRYsWIT4+Hk+ePMHt27fx5csX/E7NAJQindHBKcvq7GttvgAph8+DH/cNyLOEE6OrU6wuege9g/DxxTd8i05BxpDcOVRUokcIkUUoFGL16tX4+eefMWfOHHY/JU2EEEIqmmIvgKulpYW6desqMxYCoE7mWwRy7NnXvUwtcw9yGNF/DPXBNTFEdqLiXfQyUniia3AYMAYMu59K9Agh+aWkpMDT0xMnTpwAAKSnp0MgEFDSRAghpEJSOHHq0KEDGIYp8PjVq1dLFFBFZ8pPZrdNuBqwGu7Nvubo6QKCbHAM9STOUXSxWwAwtTaAhjUfXzKTStxJjxDy44mMjISbmxuePXsGTU1NbNmyBWPHjlV1WIQQQojKKJw4NWrUSOJ1dnY2IiIi8OTJE4wYMUJZcVVsQlFNniA5VXL/93w1R5iD/Un72fbj8hDPbUqIEV0ztUk6vmQmKSXclwEBSI2OVsq1CCGq988//8DDwwPJycmwsbHB8ePH4eys2NpwhJQnfD4f2XmaMhFCfixaWlpKqZZQOHHasGGDzP3Lli1DamqqzGNEQRwuAEAoyJ3UpFW3GhhdHSA1GzwhDwmCBPaYPPObxHObxBL75CZNJZ3fdNM796mYlqFhia5FCFGthIQENmn6+eefERAQACsrK1WHRUipEAqFiI2NpXUoCfnBcTgcODg4QEtLq0TXKfYcp/yGDh2KFi1a4I8//lDWJSsubW2An5s0aVSpDLvr+8AsXAgA7HpNDBiYcEzkmt+Ud26TTS0z/GeZBR5En66VdH4TLyWF3XahJiGElGumpqbYu3cvrly5Ah8fnxL/kCFEnYmTJktLS+jp6RU6FYEQUj4JBAJ8+vQJMTEx+Omnn0r091xpiVNoaCh0dHSUdTmST3h4uNQnYvqMPoYbD1foOqbWBtj+fCL6/fsbkIkSzW96GRCAm97eSIuJAQAY2Nqi9oABxboWIUR1nj17hsTERLRu3RoA4ObmBjc3NxVHRUjp4vP5bNJkbm6u6nAIIaWoUqVK+PTpE3JycqCpKV8nalkUTpz69esn8VooFCImJgb379/HkiVLih0IKdzZs2fZba42V4WR5Lrp7Y34Fy/Y11SmR0j5c/LkSYwYMQK6uroICwuDnZ2dqkMipEyI5zTp6ekVMZIQUt6Jqyf4fH7ZJk7GxsYSrzkcDmrXro3ly5eja9euxQ6EyMAXsJtZWVnstk1nG1VEI0VcosdwODCtVYvK9AgpR/h8PpYsWYLVq1cDAJo3b05VA6RCovI8Qn58yvp7rlDixOfz4enpiQYNGsDU1FQpARA55OkCYmJiAtMGpkgVFr8Rx7VPESXuqJe3k56+tTVGPX9eousRQspOfHw8hgwZgkuXLgEAZs2ahTVr1kBDQ2nV24QQQsgPR6G+fFwuF127dqXuM6UtX1Zs0K+zUi/vG3mR3S5uRz3qpEdI+fTo0SM0b94cly5dgq6uLg4dOoQ//viDkiZCCCGkCAo3NK9fvz6ioqKUGsTWrVthb28PHR0dtGzZEnfv3pXrvCNHjoBhGPTt21ep8agcI/nHYr5IuYtOpufklv0Vt6MeddIjpHzatGkToqKi4ODggNDQUAwePFjVIRFCSsGyZcuk1t4sjm/fvsHS0hLv3r0r8bWI8vB4PNjb2+P+/fuqDqVCUThxWrFiBWbPno1//vkHMTExSE5OlvhS1NGjRzFz5kwsXboU4eHhcHJygqurKz5//lzoee/evcPs2bPRpk0bhe+p9vI8ceIYGZT4ciEBz/AtOgXZLjz8t/QTvmWK/pxK0lFPjDrpEVK+/PXXX5gyZQru378PJ6eS/f0nhJS9Xr16oVu3bjKPBQcHg2EYPHr0CLNnz8aVK1cAAPb29mAYpsCvkSNHFni/lStXok+fPrC3t5c65urqCi6Xi3v37kkda9++PaZPny61f+/evTAxMZHYl5ycjEWLFsHR0RE6OjqwsrJC586dcfLkSQiFQqlrKEtQUBCaNGkCbW1t1KhRA3v37i3ynEuXLqFVq1YwNDREpUqV0L9/f6mkMisrC4sWLULVqlWhra0Ne3t7+Pn5SYxJTEzEpEmTYG1tDW1tbdSqVQvnz5+XGFPYgwUtLS3Mnj0b8+bNK/b7J4qTO3Favnw50tLS0KNHDzx8+BC9e/dGlSpVYGpqClNTU9Hcm2LMe/Lx8cGYMWPg6emJunXrYvv27dDT05P6HywvPp8PDw8P/Pbbb6hWrZrC91R7Sp6oetA7CACQ6ZGBbOscCL6vA1XShW8JIervy5cv+P333yEQiJrN6OnpYfPmzTAzM1NxZISQ4vDy8kJgYCA+fvwodWzPnj1o1qwZGjZsCAMDA7bN+r179xATE4OYmBicOHECAPDy5Ut236ZNm2TeKz09Hb6+vvDy8pI69uHDB9y6dQuTJ08u9He2ooiXQti/fz8WLFiA8PBw3LhxA+7u7pg7dy6Skko2J7sgb9++Rc+ePdGhQwdERERg+vTpGD16NDv3s6Bz+vTpg44dOyIiIgKXLl3C169fpTpODxo0CFeuXIGvry9evnyJw4cPo3bt2uxxHo+HLl264N27dzh+/DhevnyJXbt2wdbWlh0jz4MFDw8PhISE4OnTp0r8zpDCyF3U/ttvv2H8+PG4du2a0m7O4/EQFhaGBQsWsPs4HA46d+6M0NDQAs9bvnw5LC0t4eXlheDg4ELvkZWVJdGRrjhPxco78eK3Ql1RwsQBAzuDSiVe+JYQot7CwsLQr18/fPjwAZqampg/f76qQyKElNAvv/yCSpUqYe/evVi8eDG7PzU1FQEBAVi/fj0AUane6dOnERERgUqVKrHjxB+aWFpaSj35ye/8+fPQ1tZGq1atpI7t2bMHv/zyCyZMmIBWrVrBx8cHurq6Cr+fhQsX4t27d4iMjISNTW7X4Fq1amHw4MGl1u1z+/btcHBwwJ9//gkAqFOnDkJCQrBhwwa4urrKPCcsLAx8Ph8rVqwA53vjrtmzZ6NPnz7Izs6GpqYmLl68iOvXryMqKor9Xud/Wufn54f4+HjcunWLbY2df0zeBwvieM+dOwc/Pz/233JTU1O4uLjgyJEj+J2mTZQJuRMn8aPSdu3aKe3mX79+BZ/PR+XKlSX2V65cGS/yrA+UV0hICHx9fRERESHXPVavXo3ffvutpKGqjpIeUWe78CC0EF3LXMcIB9sX/xeovB31CCHqad++fRg3bhyysrJQs2ZN9OrVS9UhEVIufOw8Gjmf48v0nhqWZqjy7275xmpoYPjw4di7dy8WLVrEtlkOCAgAn89X6rzF4OBgNG3aVGq/UCjEnj17sHXrVjg6OqJGjRo4fvw4hg0bptD1BQIBjhw5Ag8PD4mkSczAoODpCsHBwejevfAPgHfs2AEPDw+Zx0JDQ9G5s2TzLVdXV5nlhWJNmzYFh8PBnj17MHLkSKSmpuLAgQPo3LkzmwCdOXMGzZo1w7p163DgwAHo6+ujd+/e+P3339nE8syZM3B2dsakSZPw999/o1KlShgyZAjmzZsHLper0IOFFi1aFPkQgSiPQm2UVL3WQUpKCoYNG4Zdu3bBwsJCrnMWLFiAmTNnsq+Tk5PVf4FHQW6yJEhJU8olMz0y2O2SluhRRz1C1Fd2djZmzpyJLVu2ABB9On3gwIEiP1kmhIjkfI4HP+aLqsMo1KhRo7B+/Xpcv34d7du3ByB6AtS/f3+p9TZL4v379zITmn///Rfp6ensk5mhQ4fC19dX4cTp69evSEhIgKOjo8KxNWvWrMgP0fN/MJ9XbGyszA/uk5OTkZGRIfPpmYODAy5fvoxBgwZh3Lhx4PP5cHZ2lpibFBUVhZCQEOjo6ODUqVP4+vUrJk6ciG/fvmHPnj3smKtXr8LDwwPnz5/H69evMXHiRGRnZ2Pp0qUKPViwsbHB+/fvC/0+EOVRKHGqVatWkclTfLz8n9JYWFiAy+UiLi5OYn9cXBysrKykxr958wbv3r2T+ORUXLevoaGBly9fonr16hLnaGtrQ1u7/M7l0W0r/UlPcYjL9IDid9ITo456hKin2NhYDBo0iP30cenSpfD29mZLSgghRdOwLPv5f4re09HREa1bt4afnx/at2+P169fIzg4GMuXL1dqXBkZGTJL5fz8/ODu7s4uYzB48GDMmTMHb968kfo9rDAlafygq6uLGjVqFPv84oiNjcWYMWMwYsQIDB48GCkpKfD29saAAQMQGBgIhmEgEAjAMAz8/f3ZJNbHxwcDBgzA//73P+jq6kIgEMDS0hI7d+4El8tF06ZNER0djfXr12Pp0qUKxaSrq4v09PTSeLtEBoUSp99++02pn2RoaWmhadOmuHLlCttSXCAQ4MqVK5g8ebLUeEdHRzx+/Fhi3+LFi5GSkoJNmzap/5MkOQm/J4MAwGhrITw8nF07K12QjjRh0U+hrn2KgG/kRSSkpCJlRQaEpqJ/nErSSe9lQABuensjLSYGAHXUI0TdvH//Hrdv34aRkREOHDiA3r17qzokQsodeUvmVM3LywtTpkzB1q1bsWfPHlSvXl2p0ykA0QfcCQkJEvvi4+Nx6tQpZGdnY9u2bex+Pp8PPz8/rFy5EgBgZGQks7FDYmIi+7tkpUqVYGJiUuD0jMKUtFTPyspK5gf3RkZGBc7V2rp1K4yNjbFu3Tp238GDB2FnZ4c7d+6gVatWsLa2hq2trcTvy3Xq1IFQKMTHjx9Rs2ZNWFtbQ1NTE1wuV2JMbGwseDyeQg8W4uPjJeawkdKlUOL066+/wtLSUqkBzJw5EyNGjECzZs3QokULbNy4EWlpaexkuOHDh8PW1harV6+Gjo4O6tevL3G+uPwk//7ySlvIA/i5iVP2m/9w9uzZPAMA4feueJqMZoHX8Y28iPepnwEGQJ6qxpKU6d309kZ8nn/cqEyPEPXSsmVL+Pv7o2HDhhIdnAghP55BgwZh2rRpOHToEPbv348JEyYofUpF48aNcfDgQYl9/v7+qFKlCk6fPi2x//Lly/jzzz+xfPlycLlc1K5dG5cvX5a6Znh4OGrVqgVANG/n119/xYEDB7B06VKpssDU1FTo6OjIXKC7pKV6+UvsACAwMBDOzs4FnpOeni71BF+c/IgroFxcXBAQEIDU1FR2jlZkZCQ4HA6qVKnCjjl06BAEAgF7vcjISFhbW0NLSwsA5H6w8OTJEzRu3LjQ7wNRHrnrN0prfpO7uzv++OMPeHt7o1GjRoiIiMDFixfZ/9k/fPiAmO9POCoCY77k0ySD/l0kugJadLYAAwamHFM46xbyl1u8yK0AYL4yYL4yqCQwLlGZnrhEj+FwYOboSGV6hKhYVlYWJk+eLPHLw8CBAylpIqQCMDAwgLu7OxYsWICYmJhC12IqLldXVzx9+lTiqZOvry8GDBiA+vXrS3x5eXnh69evuHjxIgBgwoQJiIyMxNSpU/Ho0SO8fPkSPj4+OHz4MGbNmsVeb+XKlbCzs0PLli2xf/9+PHv2DK9evYKfnx8aN26M1NRUmbGJS/UK+zIs5APe8ePHIyoqCnPnzsWLFy/wv//9D8eOHcOMGTPYMVu2bEGnTp3Y1z179sS9e/ewfPlyvHr1CuHh4fD09ETVqlXZ5GXIkCEwNzeHp6cnnj17hhs3bmDOnDkYNWoU+yRrwoQJiI+Px7Rp0xAZGYlz585h1apVmDRpEnuvmTNnYteuXdi3bx+eP3+OCRMmSDxYEAsODkbXrl2L/LMkyqFwV73SMHnyZJmleYBocbLCyLNYWXny3lAficj9XjPaWuy2ppEmDOsbQp/Rx3Dj4QVe49qnCHzJFD0e5yZxYeBpBHNbQ+z7OL3YceXtpKdvbY1Rz58X+1qEkJKLjo5G//79cefOHVy8eBHPnj1jP6kkhFQMXl5e8PX1RY8ePWQ2cSipBg0aoEmTJjh27BjGjRuHsLAwPHz4ELt27ZIaa2xsjE6dOsHX1xc9e/ZEtWrVcOPGDSxatAidO3cGj8eDo6MjAgICJBbwNTMzw+3bt7FmzRqsWLEC79+/h6mpKRo0aID169crdYpIXg4ODjh37hxmzJiBTZs2oUqVKti9e7dEK/KvX7/izZs37OuOHTvi0KFDWLduHdatWwc9PT04Ozvj4sWLbFJkYGCAwMBATJkyBc2aNYO5uTkGDRqEFStWsNexs7PDpUuXMGPGDDRs2BC2traYNm2axGK27u7u+PLlC7y9vREbG4tGjRpJPFgARJ0Bk5KSMICmTZQZRliaGZEaSk5OhrGxMZKSkmBkZKTSWHjpX3Btk4PEvmD9RfhoKPrHzzwuEYt1zbE+7hkSExOhaaSJavOqwYAxgJeJ9GJ0YkOD1ojK9ABoxmhAb6xhiRMnvzp12DI9M0dHSpwIUaHg4GAMHDgQcXFxMDExweHDhyV+ESGEFC0zMxNv376Fg4NDqa0V9CM4d+4c5syZgydPnlCjGTXj7u4OJycnLFy4UNWhqL3C/r4rkhvQ3wA1w+PmPgRsf/l+sa7BlukBMD1rUtKQAFAnPULUgVAoxJYtW9CxY0fExcWhQYMGuH//PiVNhJBS07NnT4wdOxbRtH6jWuHxeGjQoIFEaSEpfQo1hyBlxzAxDXUfv8Pjjl/ZjnpCKPZw0Eioh6yz/GLdX9xBT5wwUSc9QlQrKysL48aNw759+wCImvXs3r0b+vr6Ko6MEPKjK2xRWKIaWlpaWLx4sarDqHAocVJzV77+x25ztEUPCAvrppdXelIW9CHqoqdrqNjch/wd9MSokx4hqqGhoYHY2FhwOBysW7cOM2fOVPmi5IQQQkhFQomTusn3e1CWIPeJkUVnUV/xwrrp5ZV39trQ39srFEbeDnr61tYAREkTlekRUraEQiEYhgGXy8WhQ4fw6NEjtG/fXtVhEUIIIRUOJU7qpoBPkMUd9QwYA9TUqilzjHjR22+ZyRL7zW0N8fOAusUKR9/aGuM/fizWuYSQ4hMKhdiwYQNevXrFLjJpZmZGSRMhhBCiIpQ4qTsFOtiwi96KT82kMh5CyqO0tDSMHj0aR44cASBam6ljx44qjooQQgip2ChxUnMcXW2AlynXWHE3PQ4Y2BlUQsZZAbJQvOYQhBDViIqKgpubGx49egQNDQ1s2LABHTp0UHVYhBBCSIVH7cjVmE6LBgWW7hXGXMcI47/0LnZHPUKIaly6dAnNmjXDo0ePYGlpiatXr2Ly5MnUBIIQQghRA5Q4qRslrUd80DuI3Va0ox4hpOxt3rwZ3bt3R0JCAlq2bInw8HC0adNG1WERQggh5DtKnH5QGSk8dlvRjnqEkLJXq1YtAMDo0aNx/fp12NraqjgiQghRHoZhcPr0aZXcm8fjoUaNGrh165ZK7k9k4/F4sLe3x/3791UditwocVI3GvKt0SSvknTUI4SUruzsbHa7W7duCA8Px65du6Ctra3CqAgh6m7kyJFgGAbjx4+XOjZp0iQwDIORI0dKjO/bt2+B17O3twfDMGAYBvr6+mjSpAkCAgIKjUF8jriJTV716tUDwzDYu3cvuy8mJgbdu3cv8r2Vhu3bt8PBwQGtW7eWOjZu3DhwuVyZ77eg71tQUBAYhkFiYiK7j8fjYd26dXBycoKenh4sLCzg4uKCPXv2SPxbr2yPHj1CmzZtoKOjAzs7O6xbt67Ic65cuYLWrVvD0NAQVlZWmDdvHnJyctjjmZmZGDlyJBo0aAANDQ2Z3wPx/4P5v+rVqycxbuvWrbC3t4eOjg5atmyJu3fvsse0tLQwe/ZszJs3r/jfgDJGiZO6EQhyN9PS5T7t2qcIfMlMAgBkZWTjW3SK0kMjhCjPP//8g1q1auHNmzfsvkaNGqkuIEJIuWJnZ4cjR44gIyOD3ZeZmYlDhw7hp59+Uvh6y5cvR0xMDB48eIDmzZvD3d29yCc0dnZ22LNnj8S+27dvIzY2Fvr6+hL7raysSvVDIR6PJ3O/UCjEli1b4OXlJXUsPT0dR44cwdy5c+Hn51eie7u6umLNmjUYO3Ysbt26hbt372LSpEn466+/8PTp02JfuzDJycno2rUrqlatirCwMKxfvx7Lli3Dzp07Czzn4cOH6NGjB7p164YHDx7g6NGjOHPmDObPn8+O4fP50NXVxdSpU9G5c2eZ19m0aRNiYmLYr//++w9mZmYYOHAgO+bo0aOYOXMmli5divDwcDg5OcHV1RWfP+d2gPbw8EBISEipfY+UjRIndZNnipPuz03kPs038iK7nfk595MNmt9EiHoRCAT47bff0KtXL7x79w5r165VdUiEkHKoSZMmsLOzw8mTJ9l9J0+exE8//YTGjRsrfD3x04datWph69at0NXVxdmzZws9x8PDA9evX8d///3H7vPz84OHhwc0NCQbN+ct1du/fz8MDAzw6tUr9vjEiRPh6OiI9HTRh8ZPnjxB9+7dYWBggMqVK2PYsGH4+vUrO759+/aYPHkypk+fDgsLC7i6usqMMSwsDG/evEHPnj2ljgUEBKBu3bqYP38+bty4IfE+FLFx40bcuHEDV65cwaRJk9CoUSNUq1YNQ4YMwZ07d1Czpuz1N0vK398fPB4Pfn5+qFevHn799VdMnToVPj4+BZ5z9OhRNGzYEN7e3qhRowbatWuHdevWYevWrUhJEX3orq+vj23btmHMmDGwsrKSeR1jY2NYWVmxX/fv30dCQgI8PT3ZMT4+PhgzZgw8PT1Rt25dbN++HXp6ehJJqqmpKVxcXGQ+uVRH1I5c3eRpDqHbtikQdE6u08StyAHA5G9jtg05zW8iRH0kJSVh2LBh7C8jkyZNKvQHHCFEBX6fAiQnlO09jUyBJX8pfNqoUaOwZ88eeHh4ABAlLZ6enggKCipROBoaGtDU1CzwKY5Y5cqV4erqin379mHx4sVIT0/H0aNHcf36dezfv7/A84YPH45//vkHHh4euHXrFi5duoTdu3cjNDQUenp6SExMRMeOHTF69Ghs2LABGRkZmDdvHgYNGoSrV6+y19m3bx8mTJiAmzdvFniv4OBg1KpVC4aGhlLHfH19MXToUBgbG6N79+7Yu3cvlixZIsd3SJK/vz86d+4sM2HV1NSEpqbsaRgfPnxA3bqFT6dYuHAhFi5cKPNYaGgo2rZtCy2t3A/JXV1dsXbtWiQkJMDU1FTqnKysLOjo6Ejs09XVRWZmJsLCwoq9yLqvry86d+6MqlWrAhA9hQsLC8OCBQvYMRwOB507d0ZoaKjEuS1atEBwcHCx7lvWKHFSM0l5HmM/iv0oUT8rj0o6xjAI10MWUoo9v+llQABSo6MVPo8QUrBnz56hb9++ePXqFbS1tbF9+3aJOQiEEDWRnAAkfC16nBoYOnQoFixYgPfv3wMAbt68iSNHjpQoceLxePjzzz+RlJQk18Lbo0aNwqxZs7Bo0SIcP34c1atXl6vseMeOHWjYsCGmTp2KkydPYtmyZWjatCkAYMuWLWjcuDFWrVrFjvfz84OdnR0iIyPZZjo1a9Ysck7P+/fvYWNjI7X/1atXuH37NvvEbujQoZg5cyYWL16s8BIQr169KlbCYWNjg4iIiELHmJmZFXgsNjYWDg4OEvsqV67MHpOVOLm6umLjxo04fPgwBg0ahNjYWCxfvhyAaB5acXz69AkXLlzAoUOH2H1fv34Fn89n48kb34sXLyT22djYsP8PqztKnNSUVlY2Lkc9Z19ztblldu+b3t65ccj4hIYQoph79+6hY8eOSE1NZUtrmjVrpuqwCCGyGEn/sqmu96xUqRJ69uyJvXv3QigUomfPnrCwsCjWtebNm4fFixcjMzMTBgYGWLNmDXr27IlVq1ZJJDDPnj2TmEPVs2dPjBs3Djdu3ICfnx9GjRol1/1MTU3h6+sLV1dXtG7dWmKOzcOHD3Ht2jUYGBhInffmzRs2cRInWoXJyMiQesICiBIxV1dX9vvVo0cPeHl54erVq+jUqZNc70FMWMylZDQ0NFCjRo1inVtcXbt2xfr16zF+/HgMGzYM2traWLJkCYKDg8HhFG8Gz759+2BiYlJoA5LC6OrqsiWa6o4SJzXVMfQZbtYzZ1/bdJb+tKS08FJyG0u4/P57md2XkB9Vw4YNUbduXejp6eHYsWOoVKmSqkMihBSkGCVzqjRq1ChMnjwZgKiDWXHNmTMHI0eOZOcUiZ+6jB8/HoMGDWLH5X96o6GhgWHDhmHp0qW4c+cOTp06Jfc9b9y4AS6Xi5iYGKSlpbHldKmpqejVq5fMOaDW1tbsdv4GFLJYWFjg8ePHEvv4fD727duH2NhYiblYfD4ffn5+bOJkZGQk80lIYmIiuFwue/9atWpJPUWRR0lL9aysrBAXFyexT/y6oLlJADBz5kzMmDEDMTExMDU1xbt377BgwQJUq1ZNwXcgShr9/PwwbNgwiZJBCwsLcLlcmfHljy0+Pr7c/FykxEkNGSamoUFcCps4GRgbQLN+wW3K83fU4ympo56BrS1qDxiglGsRUtEkJibC0NAQXC4X2traOHfuHExMTKQmTBNCSEl069YNPB4PDMMU2CBBHhYWFjKffpiZmRVaLgaIkrc//vgD7u7uMsvDZLl16xbWrl2Ls2fPYt68eZg8eTL27dsHQNT44sSJE7C3ty/xv5mNGzfGtm3bIBQK2WTw/PnzSElJwYMHD8Dl5lb0PHnyBJ6enkhMTISJiQlq166NI0eOICsrS6IjYHh4OBwcHNi5S0OGDMHChQvx4MEDqXlO2dnZ4PF4MpO8kpbqOTs7Y9GiRcjOzmZjCQwMRO3atYv8c2AYhk2CDx8+DDs7OzRpIn9TMrHr16/j9evXUl0LtbS00LRpU1y5coV9EiUQCHDlyhU20Rd78uRJsRqaqAJ11VNTjFZuosQT5k7O1GSkEyjqqEeIenn48CGaNGkiMcnYwsKCkiZCiNJxuVw8f/4cz549k0gC8ktKSkJERITEV3G7yOVXp04dfP36Vao1eUFSUlIwbNgwTJ06Fd27d4e/vz+OHj2K48ePAxA1zomPj8fgwYNx7949vHnzBpcuXYKnpyf4fL5CsXXo0AGpqakS7a59fX3Rs2dPODk5oX79+uzXoEGDYGJiAn9/fwCiroEMw2D48OEICwvD69ev4efnh40bN2LWrFns9aZPnw4XFxd06tQJW7duxcOHDxEVFYVjx46hVatWEt0D8xKX6hX2VVjiNGTIEGhpacHLywtPnz7F0aNHsWnTJsycOZMdc+rUKTg6Okqct379ejx+/BhPnz7F77//jjVr1mDz5s0S//88e/YMERERiI+Pl/h/Jz9fX1+0bNkS9evXlzo2c+ZM7Nq1C/v27cPz588xYcIEpKWlSXTeA0QNPLp27Vrg+1Qn9FNchT49OSrXOGGeHuXOus5Sx6mjHiHq4/Dhw/Dy8kJGRgaOHj2KBQsWyOzmRAghymJkZFTkmKCgIKlP9b28vLB7926lxGBubl70oO+mTZsGfX19du5UgwYNsGrVKowbNw7Ozs6wtbXFzZs3MW/ePHTt2hVZWVmoWrUqunXrpvA8HHNzc7i5ucHf3x+rV69GXFwczp07J9HIQIzD4cDNzQ2+vr6YNGkSTExMEBwcjPnz56N3795ISkpCjRo14OPjI/GERVtbG4GBgdiwYQN27NiB2bNnQ09PD3Xq1MHUqVNlJhXKYGxsjMuXL2PSpElo2rQpLCws4O3tjbFjx7JjkpKS8PLlS4nzLly4gJUrVyIrKwtOTk74+++/pRYn7tGjh0SZovj/nbzzuZKSknDixAls2rRJZnzu7u748uULvL29ERsbi0aNGuHixYsSDSNCQ0ORlJSEAeWkwokRFndGWzmVnJwMY2NjJCUlyfUPTWkRCHIQuNZEav9JyzXQSuagV+BdnLbXAwBoGGmg+rzqMGAM4GUi+Sg0JOAZlmTtQY4JH9wELoxGGkMgEMLc1hD7Pk4vVmzbq1RBanQ0DGxtMf7jx2Jdg5CKJicnB/PmzWPbi3ft2hWHDx8ussSFEKIamZmZePv2LRwcHGQ2DyA/jkePHqFLly548+aNzIYTRHXc3d3h5ORU4DwuZSns77siuQGV6qlITqbsNSJ4jChZumGW+0fD0RZtyyrTO+gdBH6OAAAg4AsgEIjyYCrTI6TsfPnyBa6urmzStGDBApw/f56SJkIIUQMNGzbE2rVr8fbtW1WHQvLg8Xho0KABZsyYoepQ5EalemrkuW4vCBlRfWmOsT4gFJXcWXQWtcqUVaaXkZI7/4nD5cDc1hC6hlpUpkdIGcnJyUHbtm3x4sULGBgYYO/evejfv7+qwyKEEJIHrZunfrS0tLB48WJVh6EQSpzUyCct6W4mmkaaMKxvCAPGADW1ahZ6vpm1QbHL88Ro8VtCFKOhoYElS5bgt99+w6lTp4psLUsIIYSQ8olK9dRVIZ1xShMtfktI0bKzs/H69Wv29ZAhQ/Dw4UNKmgghhJAfGCVOaorR1S56UCmgxW8JKVxsbCw6deqE9u3bIzY2lt1Pk8sJIYSQHxslTuVYSMAzxNp/g9BCOY0R85bp0eK3hEi7ffs2mjZtiuDgYKSkpCAyMlLVIRFCCCGkjFDiVI4d9A5CpkcG+1pPo2RPqahMj5CC7dy5E+3atcOnT59Qp04d3Lt3D23btlV1WIQQQggpI5Q4lWMZKTwIdXOfNnnV6l7I6KJRmR4h0rKysjB27FiMGzcOPB4P/fr1w507d1CrVi1Vh0YIIYSQMkSJUzmW2iSdLdOrpGOMDjZOSrkulekRkmv58uXYtWsXGIbBqlWrcPz4cRjSE1lCCCGkwqHESW0xRY5I6JXIbpe0TI8QItu8efPQunVrnD9/HgsWLADDFP13kxBCfmQvX76ElZUVUvJUqhDVe/bsGapUqYK0tDRVh/LDosRJTTGcon85E+gor0yPECIiFApx6dIlCIWiv19GRkYICQlBt27dVBwZIYTkio2NxZQpU1CtWjVoa2vDzs4OvXr1wpUrV+Q6n2GYQr+WLVtW4LkLFizAlClTZD59d3R0hLa2tkTXUTF7e3ts3LhRav+yZcvQqFEjpb6/4goICICjoyN0dHTQoEEDnD9/vshz/P394eTkBD09PVhbW2PUqFH49u0be/zp06fo378/7O3twTCMzO9BXmvWrAHDMJg+fbrM40KhEN27dwfDMDh9+jS7v27dumjVqhV8fHzkeaukGChxUkPCtGQkJiUVOubapwjwTfkAAG4Ct8RlerTwLSFARkYGRo4ciW7dumHTpk3sfnrKRAhRJ+/evUPTpk1x9epVrF+/Ho8fP8bFixfRoUMHTJo0Sa5rxMTEsF8bN26EkZGRxL7Zs2fLPO/Dhw/4559/MHLkSKljISEhyMjIwIABA7Bv3z6Vvr/iuHXrFgYPHgwvLy88ePAAffv2Rd++ffHkyZMCz7l58yaGDx8OLy8vPH36FAEBAbh79y7GjBnDjklPT0e1atWwZs0aWFlZFRrDvXv3sGPHDjRs2LDAMRs3bizw55Knpye2bduGnJycIt4tKQ4NVQdApAm+xrHbXG3ZC+H6Rl5ktzmZJf+ljjrqkYruw4cPcHNzQ3h4ODgc+kyJEKK+Jk6cCIZhcPfuXejr67P769Wrh1GjRgEQLczN5/Nx9OhR9nh2djasra3h4+OD4cOHs/uNjY3BMEyRv9QDwLFjx+Dk5ARbW1upY76+vhgyZAjatWuHadOmYd68eaX2/krDpk2b0K1bN8yZMwcA8PvvvyMwMBBbtmzB9u3bZZ4TGhoKe3t7TJ06FQDg4OCAcePGYe3ateyY5s2bo3nz5gCA+fPnF3j/1NRUeHh4YNeuXVixYoXMMREREfjzzz9x//59WFtbSx3v0qUL4uPjcf36dXTq1Em+N07kRomTOhII2E2bzjYyh6TnZLHbpmdNgDEyh8mNOuqRiuzatWsYNGgQvn79CgsLCxw9ehQdO3ZUdViEEBU40KwZ0mSUmZUmfSsrDLt/X66x8fHxuHjxIlauXCmRVIiZmJgAADw8PDBw4ECkpqbCwMAAAHDp0iWkp6fDzc2t2LEGBwejWbNmUvtTUlIQEBCAO3fuwNHREUlJSQgODkabNm0Uur68708Wf39/jBs3rtDrX7hwocCYQkNDMXPmTIl9rq6uEuVw+Tk7O2PhwoU4f/48unfvjs+fP+P48ePo0aNHoXHIMmnSJPTs2ROdO3eWmTilp6djyJAh2Lp1a4FJrpaWFho1aoTg4GBKnEoBJU5qzMTEBKYNTJEqTJU6lpWRDTAA85WBQbhese/xMiAAN729kRYTA4A66pGKRSgUYsOGDZg7dy74fD6aNm2KEydOoGrVqqoOjRCiImmxsWpduv769WsIhUI4OjoWOs7V1RX6+vo4deoUhg0bBgA4dOgQevfuXaLOoO/fv5eZOB05cgQ1a9ZEvXr1AAC//vorfH19FU6c5H1/svTu3RstW7YsdIysJ2VisbGxqFy5ssS+ypUry5yvJebi4gJ/f3+4u7sjMzMTOTk56NWrF7Zu3apQ7EeOHEF4eDju3btX4JgZM2agdevW6NOnT6HXsrGxwfv37xW6P5EPJU7lVHpSFmAi2tY11Cr2dW56eyP+xQv2NZXpkYrk2bNnbNI0YsQIbNu2Dbq6uqoOixCiQvpylKup8p7ixjVF0dDQwKBBg+Dv749hw4YhLS0Nf//9N44cOVLcMAGI5oLq6OhI7ffz88PQoUPZ10OHDkW7du3w119/KZSoyfv+ZDE0NCzz5SKePXuGadOmwdvbG66uroiJicGcOXMwfvx4+Pr6ynWN//77D9OmTUNgYKDM7y0AnDlzBlevXsWDBw+KvJ6uri7S09MVeh9EPpQ4qRPxvxVyTETP++/K0N/bF/uW4hI9hsOBaa1aVKZHKpR69eqxk2zFNfWEkIpN3pI5ValZsyYYhsGLPB96FsTDwwPt2rXD58+fERgYCF1d3RJ3CLWwsEBCQoLEvmfPnuH27du4e/euxLwmPp+PI0eOsI0SjIyMkCSj+VViYiKMjY0BKPb+8itpqZ6VlRXi4uIk9sXFxRU692v16tVwcXFh50U1bNgQ+vr6aNOmDVasWCFzHlJ+YWFh+Pz5M5o0acLu4/P5uHHjBrZs2YKsrCxcvXoVb968kSpV7N+/P9q0aYOgoCB2X3x8PKpXr17kfYniKHFSI0k63z/p/v67W44wR2aZXt6OehwuBz8PqKvwvfKX6OlbW2PU8+fFC5yQcuTSpUuws7ND3bqivzeTJ09WcUSEECI/MzMzuLq6YuvWrZg6darUPKDExET2l+vWrVvDzs4OR48exYULFzBw4EBoamqW6P6NGzfGs2fPJPb5+vqibdu2UuVpe/bsga+vL5s41a5dG2FhYVLXDA8PR+3atRV+f/mVtFTP2dkZV65ckWgDHhgYCGdn5wLPSU9Ph4aG5K/TXK6osZe8T886deqEx48fS+zz9PSEo6Mj5s2bBy6Xi/nz52P06NESYxo0aIANGzagV69eEvufPHmCATTtolRQ4qSGGIgePvGEPHafJpP7D50yOupRiR6paIRCIVavXo3FixejZs2auHv3LvsJJyGElCdbt26Fi4sLWrRogeXLl6Nhw4bIyclBYGAgtm3bhud5PggdMmQItm/fjsjISFy7dq3E93Z1dcXo0aPB5/PB5XKRnZ2NAwcOYPny5ahfv77E2NGjR8PHxwdPnz5FvXr1MGPGDLRp0wYrV65Ev379wOfzcfjwYYSGhuJ///tfsd5fXiUt1Zs2bRratWuHP//8Ez179sSRI0dw//597Ny5kx2zYMECREdHY//+/QCAXr16YcyYMdi2bRtbqjd9+nS0aNECNjaiBl88Ho9NNnk8HqKjoxEREQEDAwPUqFEDhoaGUt87fX19mJubs/utrKxkPvn66aef4ODgwL5+9+4doqOj0blz52J/H0jBqOeuGtLlivJZIXI/qXDWzf20Q6qjXjHkLdEzc3SkEj3yQ0tJScGAAQOwaNEiCIVCtG/fvsA6ckIIUXfVqlVDeHg4OnTogFmzZqF+/fro0qULrly5gm3btkmM9fDwwLNnz2BrawsXF5cS37t79+7Q0NDAv//+C0A09+bbt28yO/XVqVMHderUYef6tG7dGhcuXMCFCxfg4uKC9u3b49atW7hy5YpE4qDI+1Om1q1b49ChQ9i5cyecnJxw/PhxnD59WiK2mJgYfPjwgX09cuRI+Pj4YMuWLahfvz4GDhyI2rVr4+TJk+yYT58+oXHjxmjcuDFiYmLwxx9/oHHjxlJPkJTh8OHD6Nq1KzU5KiWMsCSz8Mqh5ORkGBsbIykpCUZGRiqLg5f+Bdc2OUjsO2m5BlrJHBh8eoektFRoGmmi2rxqMGAM4GXihZCAZ9h6/B98HCbq7sJ8ZeCw2A77Pk5X+P7bq1RBanQ0DGxtMf7jR2W8JULU0suXL+Hm5obnz59DS0sLW7ZskViYkBBSMWVmZuLt27dwcHCgD1IUtHXrVpw5cwaXLl1SdSgkDx6Ph5o1a+LQoUNKSZJ/JIX9fVckN6BSPXXEkV1+d9A7CJ+mfmZfMxlMiTrqEfKjO3v2LIYOHYrk5GTY2NjgxIkTaNWqlarDIoSQcm3cuHFITExESkpKmXexIwX78OEDFi5cSElTKaLESQ0x3ycV5peRwoNQN/cBoc01yxJ11CPkRyYUCuHj44Pk5GT8/PPPCAgIKLQzEiGEEPloaGhg0aJFqg6D5FOjRg3UqFFD1WH80ChxUjcFPG3Kr5KOMQ4fm1vKwRBSfjEMg6NHj2Lz5s3w9vaGlhY9nSWEEEJI8VFzCDUjTElCYmKizGOpTdIhtCj5lLSXAQFqvSo6IcX17NkzrF27ln1taWmJFStWUNJECCGEkBKjJ05qRvgllt3makuW7CX0SmS39TS0i32Pm97e7Da1ISc/ihMnTmDkyJFITU2Fvb093N3dVR0SIYQQQn4g9MRJzWhn5LYat+lsI3FMoJP7tMmrVvdi30PcihwAtSEn5R6fz8fChQsxYMAApKamon379ujYsaOqwyKEEELID4YSJzVilJYOjRw+AMDExASmDUxljuMmcNHBxqlY98hbpmdga4vatLI0Kcfi4+PRs2dPrF69GgAwc+ZMBAYGolKlSiqOjBBCCCE/GirVq2CoTI/8KB4+fAg3Nze8ffsWurq62L17N4YMGaLqsAghhBDyg6InThUMlemRH8Xbt2/ZxexCQ0MpaSKEkGIaOXIk+vbtW+Lr8Hg81KhRA7du3Sp5UERpeDwe7O3tcf/+fVWHUu5R4lROhAQ8g4AvUNr1qEyPlHd9+/bF/v37cf/+fTg5Fa90lRBCyqMvX75gwoQJ+Omnn6CtrQ0rKyu4urri5s2bxbrepk2bsHfv3hLHtX37djg4OKB169ZSx8aNGwcul4uAgACpYwUlbkFBQWAYRqLbMI/Hw7p16+Dk5AQ9PT1YWFjAxcUFe/bsQXZ2donfQ0EePXqENm3aQEdHB3Z2dli3bl2R59y7dw+dOnUSTb8wNYWrqysePnzIHg8KCkKfPn1gbW0NfX19NGrUCP7+/lLXSUxMxKRJk2BtbQ1tbW3UqlUL58+fZ4+vXr0azZs3h6GhISwtLdG3b1+8fPmSPa6lpYXZs2dj3rx5JfwuEEqcyomD3kHsNiPfUk+E/FC+fPmCQYMG4b///mP3DRs2DGZmZiqMihBCyl7//v3x4MED7Nu3D5GRkThz5gzat2+Pb9++Fet6xsbGMDExKVFMQqEQW7ZsgZeXl9Sx9PR0HDlyBHPnzoWfn1+x78Hj8eDq6oo1a9Zg7NixuHXrFu7evYtJkybhr7/+wtOnT0vyFgqUnJyMrl27omrVqggLC8P69euxbNky7Ny5s8BzUlNT0a1bN/z000+4c+cOQkJCYGhoCFdXVzbBu3XrFho2bIgTJ07g0aNH8PT0xPDhw/HPP/9IvOcuXbrg3bt3OH78OF6+fIldu3bB1taWHXP9+nVMmjQJt2/fRmBgILKzs9G1a1ekpaWxYzw8PBASElJq36OKguY4lRMZKTx2W8+4+K3ICSmPwsLC4Obmhv/++w9fv37F1atXVR0SIYSoRGJiIoKDgxEUFIR27doBAKpWrYoWLVqwY2bPno0XL16wv4Bv3LgRM2bMwIULF9CtWzcAQI0aNTB//nyMHj0aI0eORGJiIk6fPg0AaN++PRo2bAgdHR3s3r0bWlpaGD9+PJYtW1ZgXGFhYXjz5g169uwpdSwgIAB169bF/PnzYWNjg//++w92dnYKv/eNGzfixo0buH//Pho3bszur1atGgYOHAgej1fI2cXn7+8PoL03lwAAkbpJREFUHo8HPz8/aGlpoV69eoiIiICPjw/Gjh0r85wXL14gPj4ey5cvZ9/r0qVL0bBhQ7x//x41atTAwoULJc6ZNm0aLl++jJMnT+KXX34BAPj5+SE+Ph63bt2CpqYmAMDe3l7ivIsXL0q83rt3LywtLREWFoa2bdsCAExNTeHi4oIjR47gd5qqUWz0xEmNCFKTkapTdC6rratZBtEQoh727t0LFxcX/Pfff6hZsyb++usvVYdECCEqY2BgAAMDA5w+fRpZWVkyx7Rr1w4hISHg80Wdeq9fvw4LCwsEBQUBAKKjo/HmzRu0b9++wPvs27cP+vr6uHPnDtatW4fly5cjMDCwwPHBwcGoVasWDGU0nvL19cXQoUNhbGyM7t27F7ss0N/fH507d5ZImsQ0NTWhr68v87wPHz6w37eCvlatWlXgfUNDQ9G2bVuJxdRdXV3x8uVLJCQkyDyndu3aMDc3h6+vL3g8HjIyMuDr64s6depIJT55JSUlSVRSnDlzBs7Ozpg0aRIqV66M+vXrY9WqVeyfbUHXACBVkdGiRQsEBwcXeB4pGj1xUiP8L18hzmW1tempEqnYeDweZs6cia1btwIAfvnlFxw4cKDE5SSEEFKY6c12IyE2tUzvaWplgI33R8s1VkNDA3v37sWYMWOwfft2NGnSBO3atcOvv/6Khg0bAgDatGmDlJQUPHjwAE2bNsWNGzcwZ84c9olSUFAQbG1tUaNGjQLv07BhQyxduhQAULNmTWzZsgVXrlxBly5dZI5///49bGxspPa/evUKt2/fxsmTJwEAQ4cOxcyZM7F48WIwCs49ePXqVaHJXkFsbGwQERFR6JjCyr5jY2Ph4OAgsa9y5crsMVNT6eVjDA0NERQUhL59+7JPeGrWrIlLly5BQ0P2r9/Hjh3DvXv3sGPHDnZfVFQUrl69Cg8PD5w/fx6vX7/GxIkTkZ2dzf755CUQCDB9+nS4uLigfv36EsdsbGzw/v37At8nKRolTupEyIc4cerVqxce4IFq4yFERb58+YJ+/fohJCQEgKi8wdvbGxwOPSQnhJSuhNhUfItOKXqgCvXv3x89e/ZEcHAwbt++jQsXLmDdunXYvXs3Ro4cCRMTEzg5OSEoKAhaWlrQ0tLC2LFjsXTpUqSmpuL69etsmV9BxEmYmLW1NT5//lzg+IyMDOjo6Ejt9/Pzg6urKywsLAAAPXr0gJeXF65evYpOnTop9L6FQqFC48U0NDQKTRJLQ0ZGBry8vODi4oLDhw+Dz+fjjz/+QM+ePXHv3j3o6upKjL927Ro8PT2xa9cu1KtXj90vEAhgaWmJnTt3gsvlomnTpoiOjsb69etlJk6TJk3CkydP2J+feenq6iI9PV35b7YCocRJDZmYmMCwviFS03I/8Uptkg6hRfH+wQBEC9/e9PZGWkyMMkIkpFTp6+sjJSUFRkZGOHDgAHr37q3qkAghFYSplUG5uKeOjg66dOmCLl26YMmSJRg9ejSWLl2KkSNHAhDNUwoKCoK2tjbatWsHMzMz1KlTByEhIbh+/TpmzZpV6PXF82nEGIaBQFBwd18LCws8fvxYYh+fz8e+ffsQGxsr8ZSFz+fDz8+PTZyMjIxkPglJTEwEl8tlS/Bq1aqFFy9eFBq3LB8+fEDdunULHbNw4UKpOUdiVlZWiIuLk9gnfm1lZSXznEOHDuHdu3cIDQ1lP/Q7dOgQTE1N8ffff+PXX39lx16/fh29evXChg0bMHz4cInrWFtbQ1NTE1wul91Xp04dxMbGgsfjSZQPTp48Gf/88w9u3LiBKlWqSMUUHx9PC8SXECVOaio0I5Td1mQ0kdArkX2tp6F4Gd9Nb2/E5/nHhha/JepIKBSCYRjo6enh1KlT4PF4qF27tqrDIoRUIPKWzKmbunXrsqV4gGiek5+fHzQ0NNiGEO3bt8fhw4cRGRlZrJK3wjRu3Bjbtm1j/x0HgPPnz7Mlg3l/8X/y5Ak8PT2RmJgIExMT1K5dG0eOHEFWVpbEVIXw8HA4ODiwSdyQIUOwcOFCPHjwQGqeU3Z2Nng8nsx5TiUt1XN2dsaiRYuQnZ3NxhIYGIjatWvLLNMDRJ0EORyORDmi+HXeBDQoKAi//PIL1q5dK7PRhIuLCw4dOgSBQMAmYJGRkbC2tmaTJqFQiClTpuDUqVMICgqSKisUe/Lkicz5YUR+VPeiprKFuWsROOs6Q6CT+7TJq1Z3ha8nXviW4XBg5uhIi98StZKVlYWxY8dKTM51cHCgpIkQQvL59u0bOnbsiIMHD+LRo0d4+/YtAgICsG7dOvTp04cd17ZtW6SkpOCff/5hk6T27dvD398f1tbWqFWrllLj6tChA1JTUyXaXfv6+qJnz55wcnJC/fr12a9BgwbBxMSEXbPIw8MDDMNg+PDhCAsLw+vXr+Hn54eNGzdKPBkTz93p1KkTtm7diocPHyIqKgrHjh1Dq1at8OrVK5mxiUv1CvsqLHEaMmQItLS04OXlhadPn+Lo0aPYtGkTZs6cyY45deoUHB0d2dddunRBQkICJk2ahOfPn+Pp06fw9PSEhoYGOnToAEBUntezZ09MnToV/fv3R2xsLGJjYxEfH89eZ8KECYiPj8e0adMQGRmJc+fOYdWqVZg0aRI7ZtKkSTh48CAOHToEQ0ND9joZGRkS7yM4OBhdu3Yt9M+RFI4SJzVnwBgg7u9sdvFbbgIXHWwUW+zzZUAAUqOjAQD61tYY9fw5LX5L1EZ0dDTatWuHXbt2YdmyZXj79q2qQyKEELVlYGCAli1bYsOGDWjbti3q16+PJUuWYMyYMdiyZQs7ztTUFA0aNEClSpXYX+jbtm0LgUBQ5Pym4jA3N4ebmxubDMXFxeHcuXPo37+/1FgOhwM3Nzf4+voCEE1RCA4ORnZ2Nnr37o1GjRph8+bN8PHxwbhx49jztLW1ERgYiLlz52LHjh1o1aoVmjdvjs2bN2Pq1KlSzRCUxdjYGJcvX8bbt2/RtGlTzJo1C97e3hJPiJKSkiQWnXV0dMTZs2fx6NEjODs7o02bNvj06RMuXrwIa2trAKLOhenp6Vi9ejWsra3Zr379+rHXsbOzw6VLl3Dv3j00bNgQU6dOxbRp0zB//nx2zLZt25CUlIT27dtLXOfo0aPsmNDQUCQlJWEA/f5XIoywuDPtyqnk5GQYGxsjKSkJRkZGKouDl/4F1zZJPkq9EDcYPJ4mTExMUH1udaQKU2HAGOCecxaezXsDoYUQGolcXBu6XqF7+dWpw5bpmTk6YtTz50p7H4SURHBwMAYOHIi4uDiYmpri8OHDcHV1VXVYhJAKIDMzE2/fvoWDg4PMpgZEcY8ePUKXLl3w5s0bGBiU/VwxUjB3d3c4OTkVOI/rR1fY33dFcgN64lQOlHTxW3GZHgAq0SNqQbzCfMeOHREXF4eGDRvi/v37lDQRQkg51rBhQ6xdu5YqB9QMj8dDgwYNMGPGDFWHUu5Rcwg1l5WRLdEWVdHFb/OW6RnY2lKJHlEL48ePx86dOwEAgwcPxq5duwpcuJAQQkj5Ie7qR9SHlpYWFi9erOowfgj0xEnNpSfLXhVcXje9vdlt6qRH1EXz5s3B5XLh4+MDf39/SpoIIYQQovboiZOaK+kUNCrTI+oiMzOTrSsePXo0fv75Z4kORIQQQggh6oyeOJUTHG7J/qioTI+oilAoxJ9//okGDRrg27dv7H5KmgghhBBSnlDiRAgpNWlpaRgyZAhmz56N169fY//+/aoOiRBCCCGkWKhUjxBSKqKiouDm5oZHjx5BQ0MDGzduxMSJE1UdFiGEEEJIsVDiRAhRukuXLmHw4MFISEhA5cqVERAQgDZt2qg6LEIIIYSQYqPEiRCiVAEBAXB3d4dQKETLli1x4sQJ2NraqjosQgghhJASoTlOhBCl6tSpExwcHDB27Fhcv36dkiZCCFFTe/fuhYmJSYmvw+PxUKNGDdy6davkQRGl4fF4sLe3x/3791Udyg+DEic1J+ALke3CA9+Ur/C5eRe/JaQ0xcbGsttmZma4d+8eduzYAW1tbRVGRQghP67Y2FhMmTIF1apVg7a2Nuzs7NCrVy9cuXJF7mu4u7sjMjISANC+fXswDFPgV/v27Qu8zvbt2+Hg4IDWrVtLHRs3bhy4XC4CAgKkjo0cORJ9+/aV2h8UFASGYZCYmMju4/F4WLduHZycnKCnpwcLCwu4uLhgz549yM7Olvs9K+rRo0do06YNdHR0YGdnh3Xr1hV5zpUrV9C6dWsYGhrCysoK8+bNQ05ODns8KCgIffr0gbW1NfT19dGoUSP4+/tLXOPkyZNo1qwZTExM2DEHDhyQutfz58/Ru3dvGBsbQ19fH82bN8eHDx8AiBa+nT17NubNm1fC7wIRo8RJjTAF7M/0yGC39TTk/0WUFr8lZeHs2bOoXbs2du7cye4zMzNTYUSEEPJje/fuHZo2bYqrV69i/fr1ePz4MS5evIgOHTpg0qRJcl9HV1cXlpaWAES/qMfExCAmJgZ3794FAPz777/svpMnT8q8hlAoxJYtW+Dl5SV1LD09HUeOHMHcuXPh5+dXjHcqwuPx4OrqijVr1mDs2LG4desW7t69i0mTJuGvv/7C06dPi33twiQnJ6Nr166oWrUqwsLCsH79eixbtkzi511+Dx8+RI8ePdCtWzc8ePAAR48exZkzZzB//nx2zK1bt9CwYUOcOHECjx49gqenJ4YPH45//vmHHWNmZoZFixYhNDSUHePp6YlLly6xY968ecOuiRgUFIRHjx5hyZIl7JqJAODh4YGQkJBS+x5VNDTHSY1o83KQBU2p/ULd3EVwvWp1l/t6tPgtKU0CgQDLly/Hb7/9BgA4duwYxowZA4Yp6CMAQgghyjBx4kQwDIO7d+9CX1+f3V+vXj2MGjWKfe3j44M9e/YgKioKZmZm6NWrF9atWwcDAwMAolK96dOnIzExUeIDr8zMTACAubk5rKysCo0lLCwMb968Qc+ePaWOBQQEoG7dupg/fz5sbGzw33//wc7OTuH3u3HjRty4cQP3799H48aN2f3VqlXDwIEDwePxFL6mPPz9/cHj8eDn5wctLS3Uq1cPERER8PHxwdixY2Wec/ToUTRs2BDe3z+8rlGjBtatW4dBgwZh6dKlMDQ0xMKFCyXOmTZtGi5fvoyTJ0/il19+AQCpJ3zTpk3Dvn37EBISAldXVwDAokWL0KNHD4mnYNWrV5c4z9TUFC4uLjhy5Ah+p98FS4wSJzWSyWEAgWg7KyMb0AE+paVDaCFKnCrpGKODjZPC16XFb4myJSYmYtiwYeynY1OmTMGff/5JSRMhpNwbvyYW8cmKl8eXhJkRF9vnF56giMXHx+PixYtYuXKlRNIklnfOEofDwebNm+Hg4ICoqChMnDgRc+fOxf/+9z9lhY7g4GDUqlULhjIqW3x9fTF06FAYGxuje/fu2Lt3L5YsWaLwPfz9/dG5c2eJpElMU1MTmprSHzoDwIcPH1C3bt1Cr71w4UKpREYsNDQUbdu2hZaWFrvP1dUVa9euRUJCAkxNTaXOycrKknjiA4ie7GVmZiIsLKzAksekpCTUqVNH5jGhUIirV6/i5cuXWLt2LQDRh5fnzp3D3Llz4erqigcPHsDBwQELFiyQKn9s0aIFgoODC/oWEAVQ4qSGtLW1kZ6cBU0dIDIhid2vSJkeIaXl6dOncHNzw6tXr6CtrY0dO3ZgxIgRqg6LEEKUIj6Zj6+JZZs4KeL169cQCoVwdHQscuz06dPZbXt7e6xYsQLjx49XauL0/v172NjYSO1/9eoVbt++zZb4DR06FDNnzsTixYsV/pDt1atXhc6xKoiNjQ0iIiIKHVNYaXlsbCwcHBwk9lWuXJk9JitxcnV1xcaNG3H48GEMGjQIsbGxWL58OQAgJiZG5n2OHTvGzg3OKykpCba2tsjKygKXy8X//vc/dOnSBQDw+fNnpKamYs2aNVixYgXWrl2Lixcvol+/frh27RratWsn8X14//59od8HIh9KnNRQr169cEV4AwCDHEHxyvQIKQ3fvn1D69atkZycjJ9++gknT55E06ZNVR0WIYQojZkRV63vKRQKix703b///ovVq1fjxYsXSE5ORk5ODjIzM5Geng49Pb3ihColIyND6gkLAPj5+cHV1RUWFhYAgB49esDLywtXr15Fp06dFLqHIu85Lw0NDdSoUaNY5xZX165dsX79eowfPx7Dhg2DtrY2lixZguDgYHA40q0Frl27Bk9PT+zatQv16tWTOGZoaIiIiAikpqbiypUrmDlzJqpVq4b27dtDIBCVKPXp0wczZswAADRq1Ai3bt3C9u3bJRInXV1dpKenl+K7rjgocVIzxnr6aNKkCa68uCGxv7hleoQok7m5OebPn4/AwEAcPXoUlSpVUnVIhBCiVPKWzKlKzZo1wTAMXrx4Uei4d+/e4ZdffsGECROwcuVKmJmZISQkBF5eXuDxeEpLnCwsLPD48WOJfXw+H/v27UNsbCw0NDQk9vv5+bGJk5GRkcwnIYmJieByuWwpYq1atYp8v7KUtFTPysoKcXFxEvvErwub+zVz5kzMmDEDMTExMDU1xbt377BgwQJUq1ZNYtz169fRq1cvbNiwAcOHD5e6DofDYRO/Ro0a4fnz51i9ejXat28PCwsLaGhoSL2/OnXqICQkRGJffHw8/bxWEkqc1EwOw8f+pP3QtFD83JcBAbjp7c02hUgr4JEwIYqIj49HSkoKqlatCgCYP38+5syZI/HDkBBCSNkwMzODq6srtm7diqlTp0rNc0pMTISJiQnCwsIgEAjw559/sk86jh07pvR4GjdujG3btkEoFLIleOfPn0dKSgoePHgALjf3adqTJ0/g6enJxli7dm0cOXIEWVlZEstXhIeHw8HBgZ27NGTIECxcuBAPHjyQmueUnZ0NHo8nc75XSUv1nJ2dsWjRImRnZ7OxBAYGonbt2jLL9PJiGIYtYTx8+DDs7OzQpEkT9nhQUBB++eUXrF27tsBGE/kJBAJkZWUBELUab968OV6+fCkxJjIykv15LfbkyROZ88OI4qgduZrh6wqRIEgAw/1e/6vA0+mb3t6If/ECqdHRSI2OhvD7Y1xqRU6K6+HDh2jWrBl69eqFtLQ0AKIfBpQ0EUKI6mzduhV8Ph8tWrTAiRMn8OrVKzx//hybN2+Gs7MzAFE3t+zsbPz111+IiorCgQMHsH37dqXH0qFDB6Smpkq0u/b19UXPnj3h5OSE+vXrs1+DBg2CiYkJu2aRh4cHGIbB8OHDERYWhtevX8PPzw8bN27ErFmz2OtNnz4dLi4u6NSpE7Zu3YqHDx8iKioKx44dQ6tWrfDq1SuZsYlL9Qr7KixxGjJkCLS0tODl5YWnT5/i6NGj2LRpE2bOnMmOOXXqlNR8M3GL+KdPn+L333/HmjVrsHnzZjaJvHbtGnr27ImpU6eif//+iI2NRWxsLOLj49lrrF69GoGBgYiKisLz58/x559/4sCBAxg6dCg7Zs6cOTh69Ch27dqF169fY8uWLTh79iwmTpwoEU9wcDC6du1a4Psk8qPESc1YdxBNOhTyhUiN5IOfKv+54idNDIcDA1tbGNjawszRkVqRk2I5dOgQnJ2d8fbtW6SmphY4qZUQQkjZqlatGsLDw9GhQwfMmjUL9evXR5cuXXDlyhVs27YNAODk5AQfHx+sXbsW9evXh7+/P1avXq30WMzNzeHm5sYmQ3FxcTh37hz69+8vNZbD4cDNzQ2+vr4ARB0Ag4ODkZ2djd69e6NRo0bYvHkzfHx8MG7cOPY8bW1tBAYGYu7cudixYwdatWqF5s2bY/PmzZg6dSrq16+v9PcFAMbGxrh8+TLevn2Lpk2bYtasWfD29pZ4QpSUlCT11OfChQto06YNmjVrhnPnzuHvv/+W6HS3b98+pKenY/Xq1bC2tma/+vXrx45JS0vDxIkTUa9ePbi4uODEiRM4ePAgRo8ezY5xc3PD9u3bsW7dOjRo0AC7d+/GiRMn8PPPP7NjQkNDkZSUhAHUXVkpGGFxZ9yVU8nJyTA2NkZSUhKMjIxUFgcv/QuubZLs1BIc5Qb7la2RpskDL06If0d/Q/p80af8lXSMcbLz0kKvub1KFaRGR8PA1hbjP34stdjJjy0nJwfz5s2Dj48PANFE18OHD9OitoSQH0pmZibevn0LBwcHmc0NiPwePXqELl264M2bN+waUUQ9uLu7w8nJqcB5XBVFYX/fFckN6ImTusnTcSXTI4PdplbkpCx8+fIFXbt2ZZOmBQsW4Pz585Q0EUIIKVDDhg2xdu1avH37VtWhkDx4PB4aNGjAdt0jJUcTFdQNJ3dtA6EutSInZWvixIm4du0a9PX1sW/fPpmlFoQQQkh+I0eOVHUIJB8tLS0sXrxY1WH8UChxUjeM9ENAeVqRvwwIQGp0dGlFRSqIjRs3Ii4uDtu2bZNaT4IQQgghpCKjUj01o+hq2mI3vb3ZbeqiR+TF4/Fw9uxZ9rWtrS1u3LhBSRMhhBBCSD6UOKkRRkuz2OeKO+oBoC56RC6xsbHo1KkTevfujRMnTqg6HEIIIYQQtUaleuqkmE+b8jKwtUVtajlJihAaGooBAwbg06dPMDIyklh4kBBCCCGESKMnTupECYkTIUXZuXMn2rVrh0+fPqFOnTq4d+8efvnlF1WHRQghhBCi1ihxIqSCyMrKwpgxYzBu3DhkZ2ejX79+uHPnDmrVqqXq0AghhBBC1B4lTmrqY3IahBYVam1iUsr+/fdf7N69GwzDYNWqVTh+/DgMqZEIIYQQQohcKHFSU5EJSew2LX5LlKFnz57w9vbG+fPnsWDBgmJ3cCSEEPLjWLZsGRo1alTi63z79g2WlpZ49+5dia9FlKtVq1bUBEpJKHFSUzkCWvyWlIxQKMTOnTsRGxvL7vvtt9/QrVs3FUZFCCGkpEaOHAmGYcAwDDQ1NVG5cmV06dIFfn5+EAgECl1r9uzZuHLlCgDA3t6eva6sr8IWuV25ciX69OkDe3t7qWOurq7gcrm4d++e1LH27dtj+vTpUvv37t0LExMTiX3JyclYtGgRHB0doaOjAysrK3Tu3BknT56EUFh6VTpBQUFo0qQJtLW1UaNGDezdu7fIcy5duoRWrVrB0NAQlSpVQv/+/aWSSn9/fzg5OUFPTw/W1tYYNWoUvn37xh5/+vQp+vfvz/65bNy4Uea9oqOjMXToUJibm0NXVxcNGjTA/fv32eOLFy/G/PnzFf5/g0ijxEnN0eK3pDgyMjIwcuRIjBs3DgMHDkR2draqQyKEEKJE3bp1Q0xMDN69e4cLFy6gQ4cOmDZtGn755Rfk5OTIfR0DAwOYm5sDAO7du4eYmBjExMSwTyhevnzJ7tu0aZPMa6Snp8PX1xdeXl5Sxz58+IBbt25h8uTJ8PPzK8Y7FUlMTETr1q2xf/9+LFiwAOHh4bhx4wbc3d0xd+5cJCUlFX2RYnj79i169uyJDh06ICIiAtOnT8fo0aNx6dKlQs/p06cPOnbsiIiICFy6dAlfv35Fv3792DE3b97E8OHD4eXlhadPnyIgIAB3797FmDFj2DHp6emoVq0a1qxZAysrK5n3SkhIgIuLCzQ1NXHhwgU8e/YMf/75J0xNTdkx3bt3R0pKCi5cuKCE70jFRu3I1QjDpcVvScm9f/8e/fr1Q3h4ODgcDtzc3KChQX/VCSHkR6Ktrc3+Mm1ra4smTZqgVatW6NSpE/bu3YvRo0cDECUcs2fPxt9//42srCw0a9YMGzZsgJOT6EPZZcuW4fTp04iIiEClSpXY65uZmQEALC0tpZ785Hf+/Hloa2ujVatWUsf27NmDX375BRMmTECrVq3g4+MDXV1dhd/vwoUL8e7dO0RGRsLGxobdX6tWLQwePBg6OjoKX1Me27dvh4ODA/78808AQJ06dRASEoINGzbA1dVV5jlhYWHg8/lYsWIFOBzRM4rZs2ejT58+yM7OhqamJkJDQ2Fvb4+pU6cCABwcHDBu3DisXbuWvU7z5s3RvHlzAMD8+fNl3mvt2rWws7PDnj172H0ODg4SY7hcLnr06IEjR46gZ8+exfxOEIASJ7XCaBZvAVxa/JaIXb16FYMGDcK3b99gYWGBo0ePomPHjqoOixBCyo1lZ/5BUkZGmd7TWFcXy3qXfFmIjh07wsnJCSdPnmQTp4EDB0JXVxcXLlyAsbExduzYgU6dOiEyMpJNjkoqODgYTZs2ldovFAqxZ88ebN26FY6OjqhRowaOHz+OYcOGKXR9gUCAI0eOwMPDQyJpEjMwMCg0tu7dC5/ysGPHDnh4eMg8Fhoais6dO0vsc3V1lVleKNa0aVNwOBzs2bMHI0eORGpqKg4cOIDOnTtD8/vves7Ozli4cCHOnz+P7t274/Pnzzh+/Dh69OhRaKz5nTlzBq6urhg4cCCuX78OW1tbTJw4UeLJFQC0aNECa9asUejaRBolTurk+2T9j1/TkMnnK3w6LX5bcQmFQvj4+GDu3LkQCARo0qQJTp48iapVq6o6NEIIKVeSMjKQkJ6u6jCKzdHREY8ePQIAhISE4O7du/j8+TO70Pkff/yB06dP4/jx4xg7dqxS7vn+/XuZCc2///6L9PR09snM0KFD4evrq3Di9PXrVyQkJMDR0VHh2Jo1a4aIiIhCx1SuXLnAY7GxsVLHK1eujOTkZGRkZMh8eubg4IDLly9j0KBBGDduHPh8PpydnXH+/Hl2jIuLC/z9/eHu7o7MzEzk5OSgV69e2Lp1q0LvLyoqCtu2bcPMmTOxcOFC3Lt3D1OnToWWlhZGjBjBjrOxscF///0HgUDAPgUjiqPESQ09/ZDIblNHPSKP9PR07N69GwKBAMOHD8f27duLVQpBCCEVnbEK/u1U5j2FQiHbNfXhw4dITU1l5zCJZWRk4M2bN0q7Z0ZGhsxSOT8/P7i7u7Pl4oMHD8acOXPw5s0bVK9eXe7rl6Txg66uLmrUqFHs84sjNjYWY8aMwYgRIzB48GCkpKTA29sbAwYMQGBgIBiGwbNnzzBt2jR4e3vD1dUVMTExmDNnDsaPHw9fX1+57yUQCNCsWTOsWrUKANC4cWM8efIE27dvl0icdHV1IRAIkJWVRb8flAAlTmooh08d9Yhi9PX1cfr0aVy5cgUTJkygVuOEEFJMyiiZU6Xnz5+zc1xSU1NhbW2NoKAgqXFFzVtShIWFBRISEiT2xcfH49SpU8jOzsa2bdvY/Xw+H35+fli5ciUAwMjISGZjh8TERBgbGwMAKlWqBBMTE7x48ULh2EpaqmdlZYW4uDiJfXFxcTAyMiowAdm6dSuMjY2xbt06dt/BgwdhZ2eHO3fuoFWrVli9ejVcXFwwZ84cAEDDhg2hr6+PNm3aYMWKFbC2tpbr/VlbW6Nu3boS++rUqSPVfjw+Ph76+vqUNJWQWjyr27p1K+zt7aGjo4OWLVvi7t27BY7dtWsX2rRpA1NTU5iamqJz586Fji9PchgBUoWp7GtuApc66pECXbx4UeKHUe3atTFx4kRKmgghpIK6evUqHj9+jP79+wMAmjRpgtjYWGhoaKBGjRoSXxYWFkq7b+PGjfHs2TOJff7+/qhSpQoePnyIiIgI9uvPP//E3r17wf8+JaF27doIDw+XumZ4eDhq1aoFAOBwOPj111/h7++PT58+SY1NTU0tsJOguFSvsK/evXsX+N6cnZ3Zdu1igYGBcHZ2LvCc9PR0qXI4LpcLAGxL8MLGKPKEzcXFBS9fvpTYFxkZKVWq/+TJEzRu3Fju6xLZVJ44HT16FDNnzsTSpUsRHh4OJycnuLq64vPnzzLHBwUFYfDgwbh27RpCQ0NhZ2eHrl27IvoHSB6yGcXnNVFHvYpHKBRi1apV6NGjB6ZMmYLQ0FBVh0QIIaSMZWVlITY2FtH/b+++o6o43gaOfy+9o4iI2BvFAraIGLsoGnsXu6LRxJLYS1QsscQWaywRUBMVK2qMYkexV4wVu0YFjQVQpLPvH77cn1eaWLioz+ecPSd3dmb22WUx92FmZ+/f58yZM0yZMoXmzZvTpEkTunbtCoC7uztubm60aNGCXbt2cfv2bY4cOcJPP/2k8Z6f9+Xh4cHFixc1Rp18fHxo06YNZcuW1di8vLx4/PgxgYGBAHz33XdcvXqVgQMH8s8//xAaGsrs2bNZs2YNQ4YMUfc3efJkChUqhKurKytXruTSpUtcu3YNX19fKlSowIsXL1LFBf+bqpfRZp7B96e+ffty8+ZNhg8fzpUrV/jtt99Yt24dgwYNUtdZsGAB9erVU39u3LgxJ0+eZOLEiVy7do0zZ87Qo0cPihQpok5emjZtyqZNm1i0aBE3b97k8OHDDBw4kCpVqqifF4uPj1cnd/Hx8dy/f5+QkBCuX7+uPtagQYM4duwYU6ZM4fr166xevZqlS5fSr18/jfMIDg6mQYMGmf4sRSYULatSpYrSr18/9eekpCTFzs5OmTp16lu1T0xMVMzNzZUVK1a8Vf3IyEgFUCIjI98p3g8lLvqREjjFVGMbOrKXMufpHKX+zqFK9b8GKbVWDs20n0UFCigzQJkBypX167MhcqFNUVFRSsuWLRVAAZQ+ffoosbGx2g5LCCE+OTExMcqlS5eUmJgYbYeSZd26dVP/f0BPT0/Jmzev4u7urvj6+ipJSUkadaOiopQBAwYodnZ2ir6+vlKoUCGlU6dOyt27dxVFURRvb2/FxcUl1TH279+vAMqzZ8/eKqYqVaooixcvVhRFUU6dOqUAyokTJ9Ks26hRI6Vly5bqzydOnFDq16+v5M2bV7G0tFRcXV2VgICAVO0iIiKUkSNHKqVKlVIMDAyUfPnyKe7u7kpAQICSnJz8VnG+i/379yvly5dXDAwMlOLFiyt+fn4a+729vZUiRYpolK1Zs0apUKGCYmpqquTNm1dp1qyZcvnyZY068+bNU0qXLq0YGxsr+fPnVzp16qTcu3dPvf/WrVvqn/PrW61atTT6+euvv5SyZcsqhoaGiqOjo7J06VKN/ffu3VP09fWVf//9972vxacqo9/3rOQGKkX5iK9azkR8fDwmJiZs2LCBFi1aqMu7detGREQEW7ZsybSP58+fY2Njw/r162nSJPW85Li4OOLi4tSfo6KiKFSoEJGRkVhYWHyQ83gX8S//Y/9czXX290R5Qs9iHAt9DLyaqhfUZUa6fYSuX89f7doBr1bU63vv3scLWGhdaGgoLVu25PLlyxgYGLBw4UL1crNCCCGyJjY2llu3blGsWLGP9g6gL8nff//NsGHDuHDhgqzalsOMGDGCZ8+esXTpUm2HojUZ/b5HRUVhaWn5VrmBVu/sx48fk5SUlOYyj+Hh4W/Vx4gRI7Czs0u1xn6KqVOnYmlpqd4KFSr03nF/TK+vqKcbn/GPR6bpfTm2bt1KlSpVuHz5MgUKFODgwYOSNAkhhMgxGjduzLfffvtZPDrxubGxsWGSvOfzg/ik/yQwbdo0/P39CQgISPevRaNGjSIyMlK9/fvvv9kcZda8vqJem9w1M6wrL779cty6dYuoqChq1KjB6dOncXV11XZIQgghhIYff/wxx/+B+ks0ZMiQDN9VJd6eVpcjt7a2RldXN81lHm1tbTNsO3PmTKZNm8aePXtwdnZOt56hoaH6pW+fEt1nunzXpfFb1ZUX337+Bg4ciJWVFR06dFC/dVwIIYQQQmQfrY44GRgYUKlSJY1lHpOTk9m7d2+GyzxOnz6dSZMmERgYSOXKlbMjVCGy1cWLF2natKn63RYqlYouXbpI0iSEEEIIoSVan6o3ePBgfv/9d1asWMHly5f57rvviI6OpkePHgB07dqVUaNGqev/8ssvjB07Fl9fX4oWLUp4eDjh4eHpLkMpxKdmw4YNuLq6sm3bNoYPH67tcIQQQgghBFqeqgfQvn17/vvvP8aNG0d4eDjly5cnMDBQPRfz7t27GquzLFq0iPj4eNq8MTXN29ub8ePHZ2foQnxQSUlJjBkzhmnTpgFQt25dfv75Zy1HJYQQQgghIAckTgD9+/enf//+ae4LCgrS+Hz79u2PH5CWvM3C8KHr13N43Djinz8nOizs4wclssXTp0/x9PRk165dAAwdOpSpU6eip5cjfkWFEEIIIb548q0sB1GS//ffKlXadQ6PG8fTK1c0ymQp8k/b5cuXady4Mbdu3cLExAQfHx86dOig7bCEEEIIIcRrJHHKoUws014JMGUJcpWODqb582Ngbi5LkX/i8uTJQ0JCAsWLFycgICDDVSKFEEIIIYR2aH1xCJE2Q+P/rZ4Wun49vk5OLC5YUD09zzR/fvreu0fPy5dlKfJPUHLy/4YXbWxs2LFjBydPnpSkSQghRLYaP3485cuXz5Zj7d27FycnJ5KSkrLleOLtBAYGUr58eY3vJiJtkjh9AlKm5724fx/l/29qmZ736frvv/9wd3fnjz/+UJeVLVsWKysrLUYlhBDiU9G9e3dUKhUqlQp9fX3y5ctH/fr18fX1zfKX36FDh6pfC1O0aFF1v2lt3bt3B6BZs2YULlwYIyMj8ufPT5cuXXjw4EGmxxo+fDhjxoxBV1dXozwmJgYrKyusra2Ji4tL1U6lUrF58+Y0r0OLFi00yq5fv06PHj0oWLAghoaGFCtWDE9PT06dOvV2F+QdLVy4kKJFi2JkZISrqysnTpzIsH5CQgITJ06kRIkSGBkZ4eLiQmBgoEadqVOn8tVXX2Fubo6NjQ0tWrQgNDRUo054eDhdunTB1tYWU1NTKlasyMaNGzXqpPVzTVmICqBhw4bo6+uzatWq97wKnz9JnD4Br0/PMytQACtHR5me94k6ffo0lSpVYv/+/QwZMoTo6GhthySEEOIT1LBhQ8LCwrh9+zY7duygTp06/PDDDzRp0oTExMS37sfMzIw8efIAcPLkScLCwggLC1N/+Q4NDVWXzZ07F4A6deqwbt06QkND2bhxIzdu3Ei12vGbDh06xI0bN2jdunWqfRs3bqRMmTI4OjqmmSC9rVOnTlGpUiWuXr3KkiVLuHTpEgEBATg6OjJkyJB37jcza9euZfDgwXh7e3PmzBlcXFzw8PDg0aNH6bYZM2YMS5YsYf78+Vy6dIm+ffvSsmVLzp49q65z4MAB+vXrx7Fjx9i9ezcJCQk0aNBA47tD165dCQ0NZevWrZw/f55WrVrRrl07jX4AJk6cqP45hoWFMWDAAI393bt3Z968eR/oinzGlC9MZGSkAiiRkZFajSMu+pESOMVUYxs8rJdSf+dQpfpfg5SWu8er6y4qUECZAcqiAgW0GLF4X35+foqhoaECKPb29srFixe1HZIQQnyxYmJilEuXLikxMTHaDiXLunXrpjRv3jxV+d69exVA+f3339Vlz549U7y8vBRra2vF3NxcqVOnjhISEqLe7+3trbi4uKTqa//+/QqgPHv2LNN4tmzZoqhUKiU+Pj7dOv369VPatGmT5r7atWsrixcvVhYtWqTUr18/1X5ACQgISFX++nVITk5WypQpo1SqVElJSkpKVfdtzuNdValSRenXr5/6c1JSkmJnZ6dMnTo13Tb58+dXFixYoFHWqlUrpVOnTum2efTokQIoBw4cUJeZmpoqK1eu1KhnZWWlcQ8UKVJE+fXXXzM8hzt37iiAcv369Qzrfaoy+n3PSm4gi0PkIDr6MgD4OYqPj2fw4MEsXLgQgKZNm/LHH39gaWmp5ciEEEK8qcka+O9l9h4zrwls83z/furWrYuLiwubNm2iV69eALRt2xZjY2N27NiBpaUlS5YsoV69ely9evWDTBF/+vQpq1atolq1aujr66dbLzg4mI4dO6Yqv3HjBkePHmXTpk0oisKgQYO4c+cORYoUyVIcISEhXLx4kdWrV2u8/zNFrly50m07ZcoUpkyZkmH/ly5donDhwqnK4+PjOX36NKNGjVKX6ejo4O7uztGjR9PtLy4uDiMjI40yY2NjDh06lG6byMhIAI2fW7Vq1Vi7di2NGzcmV65crFu3jtjYWGrXrq3Rdtq0aUyaNInChQvTsWNHBg0apPHKk8KFC5MvXz6Cg4MpUaJEujF86SRxykEsK1sBbz+8LnK+hIQE3N3dCQ4OBmDChAmMGTMmzX/UhRBCaN9/LyH8hbajeHeOjo78888/wKvpcSdOnODRo0cYGr5arXfmzJls3ryZDRs28O23377zcUaMGMGCBQt4+fIlVatWZdu2bRnWv3PnDnZ2dqnKfX19adSoEblz5wbAw8MDPz8/xo8fn6V4rl27Brw6/6zq27cv7dq1y7BOWrEDPH78mKSkJPLly6dRni9fPq688fqY13l4eDB79mxq1qxJiRIl2Lt3L5s2bUp34Yzk5GR+/PFHvv76a8qWLasuX7duHe3btydPnjzo6elhYmJCQEAAJUuWVNcZOHAgFStWxMrKiiNHjjBq1CjCwsKYPXt2qnO8c+dOhtfhSyeJUw5iVMQUHkdqOwzxAenr61OrVi3OnTvHn3/+SdOmTbUdkhBCiAzkNfm0j6koCqr/fxnkuXPnePHihfoZphQxMTHcuHHjvY4zbNgwvLy8uHPnDhMmTKBr165s27ZNfew3xcTEpBphSUpKYsWKFepnpwA6d+7M0KFDGTduXJb+yKgoyrudCK9GcLJ7gaa5c+fSu3dvHB0dUalUlChRgh49euDr65tm/X79+nHhwoVUI1Jjx44lIiKCPXv2YG1tzebNm2nXrh3BwcGUK1cOgMGDB6vrOzs7Y2BgQJ8+fZg6dao6oYZXI14vX2bzcOsnRhInIT6CFy9eYGZmBrxa6rVXr15ZnnYghBAi+32IKXPadPnyZYoVKwa8+n9R/vz5CQoKSlUvo6lrb8Pa2hpra2vs7e1xcnKiUKFCHDt2DDc3t3TrP3v2TKNs586d3L9/n/bt22uUJyUlsXfvXurXrw+Aubm5epra6yIiItTT3u3t7QG4cuUKFSpUyNK5vM9UPWtra3R1dXn48KFG+cOHD7G1tU23v7x587J582ZiY2N58uQJdnZ2jBw5kuLFi6eq279/f7Zt28bBgwcpWLCguvzGjRssWLCACxcuUKZMGQBcXFwIDg5m4cKFLF68OM1ju7q6kpiYyO3bt3FwcFCXP336lLx582Z4Hb50Ml9IiA8oLi6O3r17U6dOHWJjYwHQ1dWVpEkIIcRHt2/fPs6fP69eua5ixYqEh4ejp6dHyZIlNTZra+sPdtyUJdDTWko8RYUKFbh06ZJGmY+PDx06dCAkJERj69ChAz4+Pup6Dg4OnD59WqNtUlIS586dUydM5cuXp3Tp0syaNSvNJdkjIiLSja1v376pYnhzS2+qnoGBAZUqVVIv6Z5yPfbu3ZtuEvk6IyMjChQoQGJiIhs3bqR58+bqfYqi0L9/fwICAti3b586IU6RMjr05sicrq5uhsvSh4SEoKOjg42NjbosNjaWGzduZDnp/NLIiJMQH8i9e/do06YNx48fR6VSsW/fPr755htthyWEEOIzFBcXR3h4OElJSTx8+JDAwECmTp1KkyZN6Nq1KwDu7u64ubnRokULpk+fjr29PQ8ePODvv/+mZcuWVK5cOcvHPX78OCdPnqR69erkzp2bGzduMHbsWEqUKJFhouDh4cGKFSvUn//77z/++usvtm7dqvHMDrxaYrtly5Y8ffoUKysrBg8ejJeXF46OjtSvX5/o6Gjmz5/Ps2fP1ItgqFQq/Pz8cHd3p0aNGvz00084Ojry4sUL/vrrL3bt2sWBAwfSjO19p+oNHjyYbt26UblyZapUqcKcOXOIjo6mR48eGudUoEABpk6dqr6O9+/fp3z58ty/f5/x48eTnJzM8OHD1W369evH6tWr2bJlC+bm5oSHhwNgaWmJsbExjo6OlCxZkj59+jBz5kzy5MnD5s2b2b17t/qZs6NHj3L8+HHq1KmDubk5R48eZdCgQXTu3Fn9XBnAsWPHMDQ0fKtk70smI05CfAAHDx6kUqVKHD9+nNy5c7Njxw5JmoQQQnw0gYGB5M+fn6JFi9KwYUP279/PvHnz2LJli/oFsyqViu3bt1OzZk169OiBvb09HTp04M6dO6kWM3hbJiYmbNq0iXr16uHg4ICXlxfOzs4cOHBA43mZN3Xq1ImLFy+qX+C6cuVKTE1NqVevXqq69erVw9jYmD///BMAT09Pli1bhq+vL5UqVaJhw4aEh4dz8OBBjfOoUqUKp06domTJkvTu3RsnJyeaNWvGxYsXmTNnzjud79to3749M2fOZNy4cZQvX56QkBACAwM1Yrt79y5hYWHqz7GxsYwZM4bSpUvTsmVLChQowKFDhzSmUC5atIjIyEhq165N/vz51dvatWuBV89Rb9++nbx589K0aVOcnZ1ZuXIlK1asUH8HMTQ0xN/fn1q1alGmTBkmT57MoEGDWLp0qcY5rFmzhk6dOmFiooWH/D4hKuV9nqb7BEVFRWFpaUlkZCQWFhZaiyP+5X/sn6s55HreYyS7HkcSE59EXiNLNrl7A7C4YEFe3L+PWYEC9L13TxvhinQoisL8+fMZMmQIiYmJODs7ExAQkOYcZSGEEDlHbGwst27dolixYqkWLRAfx7Bhw4iKimLJkiXaDkW85vHjxzg4OHDq1KlU0wE/Fxn9vmclN5ARpxwudP16Xty/r+0wRDomTZrEDz/8QGJiIp6enhw5ckSSJiGEECINP/30E0WKFMnw+RuR/W7fvs1vv/322SZNH5IkTjnc4XHj1P9tYG6uxUhEWrp06YKNjQ2zZ89m1apVmJqaajskIYQQIkfKlSsXo0ePlncZ5jCVK1dOtbKhSJssDpHDxT9/rv7vrydN0mIkIsXdu3fVS5IWK1aMa9euaXXapxBCCCGE+Pgk5c9BHr6MISY+7TdGmxUogEObNtkckXidoijMnDmTEiVKsH37dnW5JE1CCCGEEJ8/SZxykBsRUer/NtFLf2Uakf2io6Px9PRk2LBhJCYmEhgYqO2QhBBCCCFENpKpejlIoqKA6tV/e9k30m4wQu3GjRu0bNmS8+fPo6enx5w5c/j++++1HZYQQgghhMhGkjjlICodQAETAz3q2LloOxzBq/dkeHp6EhERQb58+Vi/fj01atTQdlhCCCGEECKbSeKUA6lShp2EVp07d45vvvkGRVFwdXVl48aNFChQQNthCSGEEEIILZDEKQcyUBloOwQBuLi40Lt3bwDmzZuX4RvRhRBCCCHE500Wh8iB9FSSz2pLaGgoT548UX/+7bffWLJkiSRNQgghPiu3b99GpVIREhKi7VCyxdixY/n222+1HYZ4w8iRIxkwYIC2w3hrkjgJ8f+2bt1KlSpV8PT0JCnp1bLwurq6Wo5KCCGE+B+VSpXhNn78+Lfqp1ChQoSFhVG2bNmPG/D/+/3333FxccHMzIxcuXJRoUIFpk6dCsCAAQNwcnJKs93du3fR1dVl3rx5mZ777du30+wjPDycuXPn8tNPP6Xad/ToUXR1dWncuHGqfUFBQahUKiIiIlLtK1q0KHPmzNEo279/P9988w158uTBxMSE0qVLM2TIEO7fv5/xxXkPsbGx9OvXjzx58mBmZkbr1q15+PBhhm1evHhB//79KViwIMbGxpQuXZrFixdr1AkPD6dLly7Y2tpiampKxYoV2bhxo0adokWLpvoZTJs2Lc1jXr9+HXNzc3LlyqVRPnToUFasWMHNmzezfvJaIImT+OIlJyfj7e1N8+bNiYqKIjY2luevvXhYCCGEyCnCwsLU25w5c7CwsNAoGzp06Fv1o6uri62tLXp6H3+Wi6+vLz/++CMDBw4kJCSEw4cPM3z4cF68eAGAl5cXV65c4ciRI6naLl++HBsbG3r06KFxnm5ubvTu3VujrFChQmkef9myZVSrVo0iRYqk2ufj48OAAQM4ePAgDx48eOdzXLJkCe7u7tja2rJx40YuXbrE4sWLiYyMZNasWe/cb2YGDRrEX3/9xfr16zlw4AAPHjygVatWGbYZPHgwgYGB/Pnnn1y+fJkff/yR/v37s3XrVnWdrl27EhoaytatWzl//jytWrWiXbt2nD17VqOviRMnavwM0ho9SkhIwNPTM83FtaytrfHw8GDRokXveAWylyROOUhsgubLb0PXr+fFR/wrhYCIiAiaN2/OxIkTgVd/9dq7d2+qv4gIIYQQOYGtra16s7S0RKVSYWtri7GxMQUKFODKlSvAqz8KWllZUbVqVXXbP//8U51cvDlVL2V0Ze/evVSuXBkTExOqVatGaGiouv25c+eoU6cO5ubmWFhYUKlSJU6dOpVpzFu3bqVdu3Z4eXlRsmRJypQpg6enJ5MnTwagfPnyVKxYEV9fX412iqKwfPlyunXrhrm5uca5GxgYYGJiolGW3iwRf39/mjZtmqr8xYsXrF27lu+++47GjRuzfPnyTM8lLffu3WPgwIEMHDgQX19fateuTdGiRalZsybLli1j3Lhx79RvZiIjI/Hx8WH27NnUrVuXSpUq4efnx5EjRzh27Fi67Y4cOUK3bt3UcX777be4uLhw4sQJjToDBgygSpUqFC9enDFjxpArVy5Onz6t0debPxdTU9NUxxszZgyOjo60a9cuzXiaNm2Kv7//O16F7CUP0+RAKS+/PfzaL5qBubm2wvlsXbx4kZYtW3Lt2jWMjIxYsmQJXbt21XZYQgghtGhN1BpeJr/M1mOa6JjgaeH5Xn1YWlpSvnx5goKCqFy5MufPn0elUnH27FlevHiBmZkZBw4coFatWhn289NPPzFr1izy5s1L37596dmzJ4cPHwagU6dOVKhQgUWLFqGrq0tISAj6+vqZxmZra8uBAwe4c+dOmqM+8GrUaeTIkcydO1f95TsoKIhbt27Rs2fPLF6N/3n69CmXLl2icuXKqfatW7cOR0dHHBwc6Ny5Mz/++COjRo1Cpcra6sbr168nPj6e4cOHp7k/oz/GNmrUiODg4HT3FylShIsXL6a57/Tp0yQkJODu7q4uc3R0pHDhwhw9elQjaX5dtWrV2Lp1Kz179sTOzo6goCCuXr3Kr7/+qlFn7dq1NG7cmFy5crFu3TpiY2OpXbu2Rl/Tpk1j0qRJFC5cmI4dOzJo0CCNUcx9+/axfv16QkJC2LRpU5rxVKlShXv37nH79m2KFi2a7rXICSRxyoFSXn4b/9p0sa8nTdJWOJ+l5ORkOnXqxLVr1yhcuDABAQFUrFhR22EJIYTQspfJL3mhvMjegyZ/mG5q165NUFAQQ4cOJSgoiPr163PlyhUOHTpEw4YNCQoKSvfLfYrJkyerk6uRI0fSuHFjYmNjMTIy4u7duwwbNgxHR0cASpUq9VZxeXt706pVK4oWLYq9vT1ubm588803tGnTBh2dV5OfOnbsyJAhQ1i/fj3du3cHwM/Pj+rVq2Nvb/+OV+TVM1KKomBnZ5dqn4+PD507dwagYcOGREZGcuDAgVTJQWauXbuGhYUF+fPnz3J8y5YtIyYmJt39GSWm4eHhGBgYpErM8uXLR3h4eLrt5s+fz7fffkvBggXR09NDR0eH33//nZo1a6rrrFu3jvbt25MnTx709PQwMTEhICCAkiVLqusMHDiQihUrYmVlxZEjRxg1ahRhYWHMnj0bgCdPntC9e3f+/PNPLCws0o0n5Wdz584dSZxE1qS8/Pb1aXpmBQrg0KaNliP7vOjo6LBy5UrGjh2Lj48P1tbW2g5JCCFEDmCiY/LBEpksHfMDqFWrFj4+PiQlJXHgwAEaNGiAra0tQUFBODs7c/369UyTAmdnZ/V/pyQCjx49onDhwgwePJhevXrxxx9/4O7uTtu2bSlRokSmceXPn5+jR49y4cIFDh48qJ4qtmzZMgIDA9HR0SFXrly0atUKX19funfvTlRUFBs3bmThwoXvdU1SkhIjIyON8tDQUE6cOEFAQAAAenp6tG/fHh8fnywnToqiZHmUKoU23g85f/58jh07xtatWylSpAgHDx6kX79+2NnZqUevxo4dS0REBHv27MHa2prNmzfTrl07goODKVeuHPDqWakUzs7OGBgY0KdPH6ZOnYqhoSG9e/emY8eOGglZWoyNjQF4+TJ7R3rfhSROOZRM0/vwnjx5wrFjx9Qr5zg7O7NlyxYtRyWEECIned8pc9pUs2ZNnj9/zpkzZzh48CBTpkzB1taWadOm4eLigp2dXaajRK+PcKQkA8nJrzLJ8ePH07FjR/7++2927NiBt7c3/v7+tGzZ8q3iK1u2LGXLluX777+nb9++1KhRgwMHDlCnTh3g1XS9evXqcf36dfbv34+uri5t27Z9l0uhlvKH0WfPnpE3b151uY+PD4mJiRojUYqiYGhoyIIFC7C0tFSPkkRGRqYa1YmIiMDS0hIAe3t7IiMjCQsLy/Ko0/tM1bO1tSU+Pp6IiAiN+B4+fIitrW2abWJiYhg9ejQBAQEa34dCQkKYOXMm7u7u3LhxgwULFnDhwgXKlCkDvHq3ZXBwMAsXLky1Al8KV1dXEhMTuX37Ng4ODuzbt4+tW7cyc+ZM4NX1TU5ORk9Pj6VLl6qnYD59+hRA4+eTU0nilEPJNL0P69y5c7Rs2ZJ79+5x4MAB3NzctB2SEEII8UHlypULZ2dnFixYgL6+Po6OjtjY2NC+fXu2bduW6fNNb8Pe3h57e3sGDRqEp6cnfn5+b504va506dIAREdHq8vq1KlDsWLF8PPzY//+/XTo0CHNxQayokSJElhYWHDp0iX1lL/ExERWrlzJrFmzaNCggUb9Fi1asGbNGvr27UupUqXQ0dHh9OnTGs9m3bx5k8jISHV/bdq0YeTIkUyfPl3jOaEUbyY2r3ufqXqVKlVCX1+fvXv30rp1a+DVSNrdu3fT/Z6TkJBAQkKCeopkCl1dXXWCnDLyk1GdtISEhKCjo4ONjQ3waqn3lNe7AGzZsoVffvmFI0eOaIy0XbhwAX19fXWSlpNJ4pTDyTS997d69Wp69epFTEwMxYsXf+9/hIUQQoicqnbt2syfP582///dwcrKCicnJ9auXfte095iYmIYNmwYbdq0oVixYty7d4+TJ0+qv7Bn5LvvvsPOzo66detSsGBBwsLC+Pnnn8mbN6/GF3yVSkXPnj2ZPXs2z549SzMJySodHR3c3d05dOgQLVq0AGDbtm08e/YMLy8v9ahRitatW+Pj40Pfvn0xNzenV69eDBkyBD09PcqVK8e///7LiBEjqFq1KtWqVQNevRPr119/pX///kRFRdG1a1eKFi3KvXv3WLlyJWZmZukuSf4+U/UsLS3x8vJi8ODBWFlZYWFhwYABA3Bzc9NYGMLR0ZGpU6fSsmVLLCwsqFWrFsOGDcPY2JgiRYpw4MABVq5cqX42ydHRkZIlS9KnTx9mzpxJnjx52Lx5M7t372bbtm3Aq6To+PHj6lUWjx49yqBBg+jcuTO5c+cGSPVurlOnTqGjo5Pq3WHBwcHUqFFDPWUvJ5PlyHMgWYb8w0hMTGTIkCF06tSJmJgYGjZsyMmTJzXmbwshhBCfk1q1apGUlKTxnE7t2rVTlWWVrq4uT548oWvXrtjb29OuXTsaNWrEhAkTMm3r7u7OsWPHaNu2Lfb29rRu3RojIyP27t1Lnjx5NOp2796dyMhIypQpg6ur6zvH+7pevXrh7++vHi3x8fHB3d09VdIErxKnU6dO8c8//wAwd+5cunXrxogRIyhTpgzdu3fH2dmZv/76S+O5pu+//55du3Zx//59WrZsiaOjI7169cLCwuKt3631Ln799VeaNGlC69atqVmzJra2tqlWrwsNDSUyMlL92d/fn6+++opOnTpRunRppk2bxuTJk+nbty/wapRr+/bt5M2bl6ZNm+Ls7MzKlStZsWIF33zzDQCGhob4+/tTq1YtypQpw+TJkxk0aBBLly7N8jn4+/vTu3fv97gK2UelKIqi7SCyU1RUFJaWlkRGRma4wsfHFv/yP/bPLaZRNtupCyoTC9r9sJWn//8eBitHR3pevqyNED9p//33H+3bt2f//v0AjB49mokTJ6b7jgchhBBfltjYWG7dukWxYsVSLRwgPi+KouDq6qqeXihyjh07djBkyBD++eefj/oy5ox+37OSG8iIUw5joDKQ55s+gDVr1rB//37MzMzYtGkTkydPlqRJCCGE+AKpVCqWLl1KYmKitkMRb4iOjsbPz++jJk0f0qcR5ZckNkGWIf8ABgwYwN27d/Hy8ko1x1YIIYQQH05GK8ONHj2a0aNHZ3NEqZUvX57y5ctrOwzxhjaf2PdcSZxymLjIKPV/yzLkby8+Pp6ZM2fyww8/YGpqikqlUi9/KYQQQoiPJ6OV4aysrLI5GiE+HkmcchhF+d8yjzJN7+2Eh4fTtm1bDh06xIULF1i9erW2QxJCCCG+GNp4iasQ2iCJUw4l0/TezrFjx2jdujUPHjzA0tKSTp06aTskIYQQQgjxGZLFIcQna+nSpdSsWZMHDx5QunRpTp48qX4LthBCCCGEEB+SJE7ikxMXF0fv3r3p06cPCQkJtG7dmmPHjlGqVClthyaEEEIIIT5TkjiJT86TJ0/UL56bOnUq69evx1wW0hBCCCGEEB+RPOMkPjl2dnZs2LCB6OhoPDw8tB2OEEIIIYT4AsiIk8jxFEVh/vz5bNy4UV1WvXp1SZqEEEKId3T79m1UKhUhISHaDuWTUrNmTVm9NweqWrWqxvfEj0USJ5GjxcTE0L17dwYOHEi3bt24e/eutkMSQgghtEalUmW4jR8//q36KVSoEGFhYZQtW/bjBgwEBQVpxJgvXz5at27NzZs3NeqdPXuWtm3bki9fPoyMjChVqhS9e/fm6tWrwP+SvZQtT548NGjQgLNnzwJQrlw5+vbtm2YMf/zxB4aGhjRp0iTD61e0aNF0z2Pr1q08fPiQDh06pNo3depUdHV1mTFjRqp948ePT/Plu2klr4qisHTpUlxdXTEzMyNXrlxUrlyZOXPm8PLly3Rje193796lcePGmJiYYGNjw7Bhw0hMTMywzdWrV2nevDnW1tZYWFhQvXp19u/fr1EnrWvs7++v3t+9e/c065QpU0ZdJykpibFjx1KsWDGMjY0pUaIEkyZNQlEUdZ0xY8YwcuRIkpOT+ZgkcRI51p07d6hevTorV65EV1eXSZMmUahQIW2HJYQQQmhNWFiYepszZw4WFhYaZUOHDn2rfnR1dbG1tUVPL/ue2ggNDeXBgwesX7+eixcv0rRpU5KSkgDYtm0bVatWJS4ujlWrVnH58mX+/PNPLC0tGTt2rEY/e/bsISwsjJ07d/LixQsaNWpEREQEXl5e+Pv7p/kyXj8/P5o1a8aqVas0rlfKvpTPJ0+eTDf+efPm0aNHD3R0Un999vX1Zfjw4fj6+r7PJaJLly78+OOPNG/enP379xMSEsLYsWPZsmULu3bteq++05OUlETjxo2Jj4/nyJEjrFixguXLlzNu3LgM2zVp0oTExET27dvH6dOncXFxoUmTJoSHh2vUe/36hoWF0aJFC/W+uXPnauz7999/sbKyom3btuo6v/zyC4sWLWLBggVcvnyZX375henTpzN//nx1nUaNGvH8+XN27NjxYS5KepQvTGRkpAIokZGRWo0jLvqREjjFVGNrENBXqb+yjzIDlEUFCmg1Pm3bs2ePkidPHgVQrK2tlX379mk7JCGEEJ+RmJgY5dKlS0pMTIy2Q3lnfn5+iqWlpaIoihIREaHo6OgoJ0+eVBRFUZKSkpTcuXMrrq6u6vp//PGHUrBgQUVRFOXWrVsKoJw9e1ZRFEXZv3+/Aih79uxRKlWqpBgbGytubm7KlStX1O1DQkKU2rVrK2ZmZoq5ublSsWJF9fEyktL3s2fP1GWrVq1SAOXKlStKdHS0Ym1trbRo0SLN9int3oxZURTl8OHDCqAEBgYq//33n2JgYKD88ccfGu1v3rypqFQqZceOHan6BpSAgIBMz+HRo0eKSqVSLly4kGpfUFCQUqBAASU+Pl6xs7NTDh8+rLHf29tbcXFxSdXuzfNZu3atAiibN29OVTc5OVmJiIjINM53sX37dkVHR0cJDw9Xly1atEixsLBQ4uLi0mzz33//KYBy8OBBdVlUVJQCKLt371aXve31TREQEKCoVCrl9u3b6rLGjRsrPXv21KjXqlUrpVOnThplPXr0UDp37pxmvxn9vmclN5DFIXIY5f//8vIlmzlzJiNGjCA5OZlKlSqxadMmChcurO2whBBCfAF6Bc/madzzbD2mlaE5y2oMfq8+LC0tKV++PEFBQVSuXJnz58+jUqk4e/YsL168wMzMjAMHDlCrVq0M+/npp5+YNWsWefPmpW/fvvTs2ZPDhw8D0KlTJypUqMCiRYvQ1dUlJCQEfX39d4rX2NgYgPj4eHbu3Mnjx48ZPnx4mnVz5cr1Vv1YW1vTvHlzfH196dy5s7rO8uXLKViwIA0aNHinWAEOHTqEiYkJTk5Oqfb5+Pjg6emJvr4+np6e+Pj4UK1atSwfY9WqVTg4ONC8efNU+1QqFZaWlum2NTMzy7Dvzp07s3jx4jT3HT16lHLlypEvXz51mYeHB9999x0XL16kQoUKqdrkyZMHBwcHVq5cScWKFTE0NGTJkiXY2NhQqVIljbr9+vWjV69eFC9enL59+9KjRw9UKlWasfj4+ODu7k6RIkXUZdWqVWPp0qVcvXoVe3t7zp07x6FDh5g9e7ZG2ypVqjBt2rQMr8P7ksQphzL4gpfXDgsLIzk5me7du/Pbb7+p/1EUQgghPrancc/5LzZS22G8k9q1axMUFMTQoUMJCgqifv36XLlyhUOHDtGwYUOCgoLSTU5STJ48WZ1cjRw5ksaNGxMbG4uRkRF3795l2LBhODo6Arzz+xPDwsKYOXMmBQoUwMHBQT29KqXftxUREcGkSZMwMzOjSpUqAHh5edGoUSNu3bpFsWLFUBSFFStW0K1btzSn2L2tO3fukC9fvlR9REVFsWHDBo4ePQq8SlBq1KjB3LlzM01m3nTt2jUcHBzeKb7MFvmwsLBId194eLhG0gSoP7857S6FSqViz549tGjRAnNzc3R0dLCxsSEwMJDcuXOr602cOJG6detiYmLCrl27+P7773nx4gUDBw5M1eeDBw/YsWNHqsU3Ro4cSVRUFI6Ojujq6pKUlMTkyZPp1KmTRj07Ozv+/fdfkpOT3+tnnRFJnHKorydN0nYIWvPLL79QrVo1WrVqle5fJIQQQoiPwcow+/9w+aGOWatWLXx8fEhKSuLAgQM0aNAAW1tbgoKCcHZ25vr169SuXTvDPpydndX/nT9/fgAePXpE4cKFGTx4ML169eKPP/7A3d2dtm3bUqJEibeOr2DBgiiKwsuXL3FxcWHjxo0YGBhoPOT/NqpVq4aOjg7R0dEUL16ctWvXqr/o169fn4IFC+Ln58fEiRPZu3cvd+/epUePHlk6xptiYmIwMjJKVb5mzRpKlCiBi4sLAOXLl6dIkSKsXbsWLy+vLB0jq9fhdSVLlnzntu9CURT69euHjY0NwcHBGBsbs2zZMpo2bcrJkyfV987rz6dVqFCB6OhoZsyYkWbitGLFCnLlyqXxDBTAunXrWLVqFatXr6ZMmTKEhITw448/YmdnR7du3dT1jI2NSU5OJi4u7qP90V0SpxzIrEABHNq00XYY2WbHjh0sWrSIDRs2YGBggJ6eHq1bt9Z2WEIIIb5A7ztlTptq1qzJ8+fPOXPmDAcPHmTKlCnY2toybdo0XFxcsLOzy3SU6PWpdyl/vExZqWz8+PF07NiRv//+mx07duDt7Y2/vz8tW7Z8q/iCg4OxsLDAxsZG48X19vb2AFy5cgU3N7dM+1m7di2lS5cmT548qabx6ejo0L17d1asWMH48ePx8/OjTp06FC9e/K1iTI+1tTXPnj1LVe7j48PFixc1FtlITk7G19dXnThZWFgQGZl6FDMiIgJAPQXP3t6eK1euvFN87zNVz9bWlhMnTmiUPXz4UL0vLfv27WPbtm08e/ZMPZr122+/sXv3blasWMHIkSPTbOfq6sqkSZOIi4vD0NBQXa4oCr6+vnTp0gUDAwONNsOGDWPkyJHq1QzLlSvHnTt3mDp1qkbi9PTpU0xNTT/qTCVJnITWJCcnM3XqVMaOHYuiKMybN++tVwMSQgghhKZcuXLh7OzMggUL0NfXx9HRERsbG9q3b8+2bdsyfb7pbdjb22Nvb8+gQYPw9PTEz8/vrROnYsWKpfm8UoMGDbC2tmb69OkEBASk2h8REaHRrlChQhmOdPXo0YOff/6ZTZs2ERAQwLJly94qvoxUqFCB8PBwnj17pp6Kdv78eU6dOkVQUBBWVlbquk+fPqV27dpcuXIFR0dHHBwcuHfvHg8fPtSYEnfmzBmMjIzUz3F37NiRDh06sGXLllTPOSmKQlRUVLrPOb3PVD03NzcmT57Mo0ePsLGxAWD37t1YWFhQunTpNNukLI3+5pQ4HR2dDJcEDwkJIXfu3BpJE8CBAwe4fv16mqN0L1++THUcXV3dVMe5cOFCms9jfUiSOAmtiIqKolu3bmzevBmAPn36MGDAAO0GJYQQQnziateuzfz582nz/zNXrKyscHJyYu3atSxcuPCd+42JiWHYsGG0adOGYsWKce/ePU6ePPlBZoiYmpqybNky2rZtS7NmzRg4cCAlS5bk8ePHrFu3jrt372q8+yczxYoVo27dunz77bcYGhrSqlWr946xQoUKWFtbc/jwYZo0aQK8Gm2qUqUKNWvWTFX/q6++wsfHhxkzZuDh4YGDgwOenp78/PPP2NracubMGcaMGcMPP/yArq4uAO3atSMgIABPT0/GjBlDgwYNyJs3L+fPn+fXX39lwIABqaaxpXifqXoNGjSgdOnSdOnShenTpxMeHs6YMWPo16+fOsE5ceIEXbt2Ze/evRQoUAA3Nzdy585Nt27dGDduHMbGxvz+++/cunWLxo0bA/DXX3/x8OFDqlatipGREbt372bKlClp/pHcx8cHV1fXNN8r1rRpUyZPnkzhwoUpU6YMZ8+eZfbs2fTs2VOjXnBw8HstAPI25D1OItuFhobi6urK5s2bMTAw4Pfff2fx4sWp/voghBBCiKypVasWSUlJGs8y1a5dO1VZVunq6vLkyRO6du2Kvb097dq1o1GjRkyYMOH9gwaaN2/OkSNH0NfXp2PHjjg6OuLp6UlkZCQ///xzlvvz8vLi2bNndOzYMc1nk7JKV1eXHj16sGrVKuDVKn5//vlnuolj69atWblyJQkJCejp6bFr1y4KFy6Mp6cnZcuWxdvbmx9++IFJrz3TrlKpWL16NbNnz2bz5s3UqlULZ2dnxo8fT/PmzfHw8Hjv80jv3LZt24auri5ubm507tyZrl27MnHiRHWdly9fEhoaSkJCAvBq6mJgYCAvXrygbt26VK5cmUOHDrFlyxb18176+vosXLgQNzc3ypcvz5IlS5g9ezbe3t4ax4+MjGTjxo3pPhOW8oeA77//HicnJ4YOHUqfPn00rt39+/c5cuTIez/LlhmV8j5Pon2CUoY5IyMjMxy2/NjiX/7H/rnFNMpmO3UhOSKR1mN20PfePS1F9nHt3r2b1q1b8/z5cwoUKMDGjRtxdXXVdlhCCCG+MLGxseqV1z7EF2vx+QsPD6dMmTKcOXNGY7lsoX0jRozg2bNnLF26NM39Gf2+ZyU3kBEnka0KFy6MSqWiRo0anD59WpImIYQQQnwSbG1t8fHx4e7du9oORbzBxsZGYwTqY5FnnMRHl5iYqF5txsHBgQMHDlCmTJl3fmmeEEIIIXKORo0aERwcnOa+0aNHM3r06GyO6ONJ7xkjoV1DhgzJluNI4iQ+qosXL9KmTRsWLlxI3bp1gVfvOBBCCCHE52HZsmXExMSkue/11eaE+NRJ4iQ+mg0bNtC9e3eio6MZPnw4J0+elBfaCiGEEJ+ZAgUKaDsEIbKFPOMkPrikpCRGjhxJ27ZtiY6Opm7duuzYsUOSJiGEEEII8cmSEaccRi8mHoPX3qb9qXny5AkdO3Zk165dwKs5p9OmTdN4o7YQQgghhBCfGvk2m8M4/XmUrydN0XYY7+S///6jSpUq3L59GxMTE3x8fOjQoYO2wxJCCCGEEOK9SeKUgxg+eYH9nZc4/P/bvj811tbWVK9eHR0dHQICAnB2dtZ2SEIIIYQQQnwQkjiJ95KQkEBcXBxmZmaoVCqWLFlCbGysrKIjhBBCCCE+K7I4hHhnjx49on79+nTs2JHk5GQATExMJGkSQgghtKh79+4f5H1DoaGh2Nra8vz58/cPSnwwgYGBlC9fXv3dS2QfSZzEOzl58iSVKlXiwIED7N+/nytXrmg7JCGEEOKL0L17d1QqFSqVCgMDA0qWLMnEiRNJTEwEYO7cuSxfvhxAXS+9bfz48ekeZ9SoUQwYMADzNBatcnR0xNDQkPDw8FT7ihYtypw5c1KVjx8/PtW7HMPDwxkwYADFixfH0NCQQoUK0bRpU/bu3fvW1+NdrF+/HkdHR4yMjChXrhzbt2/PtM3ChQtxcnLC2NgYBwcHVq5cmeV+x48fj6OjI6ampuTOnRt3d3eOHz+uUadZs2YULlwYIyMj8ufPT5cuXXjw4IF6f8OGDdHX12fVqlXvePbiXUniJLLMz8+PGjVqcO/ePezt7Tl+/DilS5fWdlhCCCHEF6Nhw4aEhYVx7do1hgwZwvjx45kxYwYAlpaW5MqVC4CwsDD1NmfOHCwsLDTKhg4dmmb/d+/eZdu2bXTv3j3VvkOHDhETE0ObNm1YsWLFO5/D7du3qVSpEvv27WPGjBmcP3+ewMBA6tSpQ79+/d6538wcOXIET09PvLy8OHv2LC1atKBFixZcuHAh3TaLFi1i1KhRjB8/nosXLzJhwgT69evHX3/9laV+7e3tWbBgAefPn+fQoUMULVqUBg0a8N9//6nr1KlTh3Xr1hEaGsrGjRu5ceMGbd54/r179+7MmzfvA14V8VaUL0xkZKQCKJGRkVqNIy76kRI4xVRja7qss+Lj6KjVuDISFxenfP/99wqgAEqzZs2UiIgIbYclhBBCZFlMTIxy6dIlJSYmRtuhZFm3bt2U5s2ba5TVr19fqVq1arr7FUVR/Pz8FEtLy7c6xowZM5TKlSunua979+7KyJEjlR07dij29vap9hcpUkT59ddfU5V7e3srLi4u6s+NGjVSChQooLx48SJV3WfPnr1VnO+iXbt2SuPGjTXKXF1dlT59+qTbxs3NTRk6dKhG2eDBg5Wvv/76vfpN+V66Z8+edOts2bJFUalUSnx8vLrszp07CqBcv3493XbifzL6fc9KbiCLQ+QwX0+apO0Q0tW1a1fWrl2LSqViwoQJ/PTTT+joyKClEEKIz8e0adOIiorK1mNaWFgwcuTI9+rD2NiYJ0+efKCIIDg4mMqVK6cqf/78OevXr+f48eM4OjoSGRlJcHAwNWrUyFL/T58+JTAwkMmTJ2Nqappqf8qIWVpWrVpFnz59Mux/x44d6cZ09OhRBg8erFHm4eHB5s2b0+0vLi4OIyMjjTJjY2NOnDhBQkIC+vr6We43Pj6epUuXYmlpiYuLS5p1nj59yqpVq6hWrRr6+vrq8sKFC5MvXz6Cg4MpUaJEunGLD0sSpxxEpaubo5ciHzJkCEFBQfj4+NC4cWNthyOEEEJ8cFFRUURERGg7jLemKAp79+5l586dDBgw4IP1e+fOnTQTJ39/f0qVKkWZMmUA6NChAz4+PllOnK5fv46iKDg6OmY5tmbNmuHq6pphnQIFCqS7Lzw8nHz58mmU5cuXL83ntVJ4eHiwbNkyWrRoQcWKFTl9+jTLli0jISGBx48fkz9//rfud9u2bXTo0IGXL1+SP39+du/ejbW1tUadESNGsGDBAl6+fEnVqlXZtm1bqpjs7Oy4c+dOujGLD08SpxxEPy5R2yFoUBSF69evU6pUKQC++uorbt26hbGxsZYjE0IIIT4OCwuLT+KY27Ztw8zMjISEBJKTk+nYsWOGCz1kVUxMTKoRFgBfX186d+6s/ty5c2dq1arF/Pnz01xEIj2KorxzbObm5lk61ocwduxYwsPDqVq1KoqikC9fPrp168b06dOzPPumTp06hISE8PjxY37//XfatWvH8ePHsbGxUdcZNmwYXl5e3LlzhwkTJtC1a1e2bduGSqVS1zE2Nubly5cf7BxF5iRxykHK7LwCGY88Z5vY2Fj69+/PqlWrOHz4MBUrVgSQpEkIIcRn7X2nzGWXOnXqsGjRIgwMDLCzs0NP78N+pbO2tubZs2caZZcuXeLYsWOcOHGCESNGqMuTkpLw9/end+/ewKtEMDIyMlWfERERWFpaAlCqVClUKtU7rcr7vlP1bG1tefjwoUbZw4cPsbW1Tbc/Y2NjfH19WbJkCQ8fPiR//vwsXboUc3Nz8ubNm6V+TU1NKVmyJCVLlqRq1aqUKlUKHx8fRo0apa5jbW2NtbU19vb2ODk5UahQIY4dO4abm5u6ztOnT9XHFtlDEqccpMA/DzKvlA3u3btH69atOXHiBDo6Opw8eVKdOAkhhBBC+1K+fH8sFSpU4NKlSxplPj4+1KxZk4ULF2qU+/n54ePjo06cHBwcOH36dKo+z5w5g4ODAwBWVlZ4eHiwcOFCBg4cmOo5p4iIiHSfc3rfqXpubm7s3buXH3/8UV22e/dujaQkPfr6+hQsWBB4NW2xSZMm6hGnd+03OTmZuLi4DPcDGnViY2O5ceMGFSpUyDRm8eFI4iQ0HDx4kLZt2/Lo0SOsrKzw9/enfv362g5LCCGEENnIw8ODXr16kZSUhK6uLgkJCfzxxx9MnDiRsmXLatTt1asXs2fP5uLFi5QpU4ZBgwZRo0YNJk+eTKtWrUhKSmLNmjUcPXqU3377Td1u4cKFfP3111SpUoWJEyfi7OxMYmIiu3fvZtGiRVy+fDnN2N53qt4PP/xArVq1mDVrFo0bN8bf359Tp06xdOlSdZ1Ro0Zx//599buarl69yokTJ3B1deXZs2fMnj2bCxcuaCzHnlm/0dHRTJ48mWbNmpE/f34eP37MwoULuX//Pm3btgXg+PHjnDx5kurVq5M7d25u3LjB2LFjKVGihEYCduzYMQwNDd8q2RMfjiyJJoBXc43nz59PvXr1ePToES4uLpw6dUqSJiGEEOIL1KhRI/T09NizZw8AW7du5cmTJ7Rs2TJVXScnJ5ycnPDx8QGgWrVq7Nixgx07dvD1119Tu3Ztjhw5wt69ezWSruLFi3PmzBnq1KnDkCFDKFu2LPXr12fv3r0sWrToo51btWrVWL16NUuXLsXFxYUNGzawefNmjdjCwsK4e/eu+nNSUhKzZs3CxcWF+vXrExsby5EjRyhatOhb96urq8uVK1do3bo19vb2NG3alCdPnhAcHKxebMPExIRNmzZRr149HBwc8PLywtnZmQMHDmBoaKg+1po1a+jUqRMmJiYf7TqJ1FTK+zyd9wmKiorC0tKSyMhIrTwAmiL+5X/sn1tMo+yOjwXfXtfOdL2NGzeqX67WqVMnli5dKr+MQgghPluxsbHcunWLYsWKpbkIgng1IrR161Z27typ7VDEax4/foyDgwOnTp2iWLFimTcQGf6+ZyU3kKl6AoAWLVrQrFkz6tSpww8//KCxaosQQgghvjx9+vQhIiKC58+fZ/sqdiJ9t2/f5rfffpOkSQskcfqCHTlyhIoVK2JkZISuri6bN2+WhEkIIYQQAOjp6fHTTz9pOwzxhsqVK6f5ji3x8ckzTl8gRVGYOXMmNWrU4Pvvv1e/S0GSJiGEEEIIIdImI05fmOjoaLy8vFi7dq26LCkp6YO//0EIIYQQQojPiXxb/oLcuHGDli1bcv78efT09Jg3bx59+/aVkSYhhBBCCCEyIYnTFyIwMBBPT08iIiKwtbVl/fr1VK9eXdthCSGEEEII8UmQxOkL8OLFC7p27UpERARubm5s2LABOzs7bYclhBBCCCHEJ0MWh/gCmJmZsWrVKvr27cv+/fslaRJCCCGEECKLZMTpMxUaGsr9+/epW7cuAPXr16d+/fpajkoIIYQQQohPk4w4fYa2bt1KlSpVaNWqFdeuXdN2OEIIIYQQ3L59G5VKRUhISLp1goKCUKlUREREvPfxatasyerVq9+7H/HhxMfHU7RoUU6dOqXtUN6JJE6fkeTkZMaNG0fz5s2JiorC2dkZCwsLbYclhBBCiA+oe/fuqFSqVFvDhg21HVqOsXXrVh4+fEiHDh1S7Zs6dSq6urrMmDEj1b7x48dTvnz5VOVpJX2KorB06VJcXV0xMzMjV65cVK5cmTlz5vDy5csPeToa7t69S+PGjTExMcHGxoZhw4aRmJiYYZszZ85Qv359cuXKRZ48efj222958eJFmnWfPHlCwYIFM0xgDx8+jJ6eXqprtWjRIvX3TwsLC9zc3NixY4d6v4GBAUOHDmXEiBFZOuecQhKnz0RERATNmjVj0qRJAAwcOJC9e/eSL18+LUcmhBBC5HyKkkz8y/+0tilKcpbibdiwIWFhYRrbmjVrPtLV+fTMmzePHj16oKOT+quur68vw4cPx9fX972O0aVLF3788UeaN2/O/v37CQkJYezYsWzZsoVdu3a9V9/pSUpKonHjxsTHx3PkyBFWrFjB8uXLGTduXLptHjx4gLu7OyVLluT48eMEBgZy8eJFunfvnmZ9Ly8vnJ2d0+0vIiKCrl27Uq9evVT7ChYsyLRp0zh9+jSnTp2ibt26NG/enIsXL6rrdOrUiUOHDmmUfSrkGafPwIULF2jZsiXXr1/HyMiIpUuX0qVLF22HJYQQQnwyEmKesH9uMa0dv84PtzAwyfvW9Q0NDbG1tU13v0ql4vfff+fvv/9m586dFChQgFmzZtGsWTMAnj17Rv/+/dm1axcvXrygYMGCjB49mh49egDw77//MmTIEHbt2oWOjg41atRg7ty5FC1aFHg16hUREUGVKlWYO3cucXFxDB48mNGjRzNq1Ch8fHwwMTFh0qRJ6j5TXLlyhe+//54zZ85QsmRJFi5cSK1atdI9l0OHDjFq1ChOnTqFtbU1LVu2ZOrUqZiamqZZ/7///mPfvn3MnTs31b4DBw4QExPDxIkTWblyJUeOHKFatWoZXuu0rFu3jlWrVrF582aaN2+uLi9atCjNmjUjKioqy32+jV27dnHp0iX27NlDvnz5KF++PJMmTWLEiBGMHz8eAwODVG22bduGvr4+CxcuVCeSixcvxtnZmevXr1OyZEl13UWLFhEREcG4ceM0Rope17dvXzp27Iiuri6bN2/W2Ne0aVONz5MnT2bRokUcO3aMMmXKAJA7d26+/vpr/P391X/w/1TIiNNn4Pfff+f69esULlyYw4cPS9IkhBBCCCZMmEC7du34559/+Oabb+jUqRNPnz4FYOzYsVy6dIkdO3Zw+fJlFi1ahLW1NQAJCQl4eHhgbm5OcHAwhw8fxszMjIYNGxIfH6/uf9++fTx48ICDBw8ye/ZsvL29adKkCblz5+b48eP07duXPn36cO/ePY24hg0bxpAhQzh79ixubm40bdqUJ0+epHkON27coGHDhrRu3Zp//vmHtWvXcujQIfr375/ueR86dAgTExOcnJxS7fPx8cHT0xN9fX08PT3x8fHJ8nUFWLVqFQ4ODhpJUwqVSoWlpWW6bc3MzDLc+vbtm27bo0ePUq5cOY0ZRR4eHkRFRaU7ghMXF4eBgYHG6JuxsTHw6lqluHTpkjqhTGukDsDPz4+bN2/i7e2dbowpkpKS8Pf3Jzo6Gjc3N419VapUITg4ONM+chpJnD4D06dPZ/DgwZw+fZqKFStqOxwhhBBCfGTbtm1L9YV7ypQpGnW6d++Op6cnJUuWZMqUKbx48YITJ04Ar56TqVChApUrV6Zo0aK4u7urRwvWrl1LcnIyy5Yto1y5cjg5OeHn58fdu3cJCgpS929lZcW8efNwcHCgZ8+eODg48PLlS0aPHk2pUqUYNWoUBgYGGl/OAfr370/r1q1xcnJi0aJFWFpappvATJ06lU6dOvHjjz9SqlQpqlWrxrx581i5ciWxsbFptrlz5w758uVL9eU/KiqKDRs20LlzZwA6d+7MunXr0n3WJyPXrl3DwcEhy+0AQkJCMtwmTpyYbtvw8PBUj2GkfA4PD0+zTd26dQkPD2fGjBnEx8fz7NkzRo4cCUBYWBjwKrny9PRkxowZFC5cOM1+rl27xsiRI/nzzz/R00t/0tr58+cxMzPD0NCQvn37EhAQQOnSpTXq2NnZcefOnXT7yKlkql4OYmBm9lb1njx5wq+//sr48ePR09PD0NCQWbNmfeTohBBCCJFT1KlTh0WLFmmUWVlZaXx+/TkVU1NTLCwsePToEQDfffcdrVu35syZMzRo0IAWLVqop6ydO3eO69evY25urtFfbGwsN27cUH8uU6aMRnKSL18+ypYtq/6sq6tLnjx51MdM8frog56eHpUrV+by5ctpnue5c+f4559/WLVqlbpMURSSk5O5detWmqNKMTExGBkZpSpfs2YNJUqUwMXFBYDy5ctTpEgR1q5di5eXV5rHT4+iKFmq/7rXp8ZlhzJlyrBixQoGDx7MqFGj0NXVZeDAgRrJ5ahRo3ByclInlW9KSkqiY8eOTJgwAXt7+wyP5+DgQEhICJGRkWzYsIFu3bpx4MABjeTJ2Nj4oy6g8bFI4pSDVPn/7D8jISEhtGzZktu3b6MoCpMnT86GyIQQQojPm75xHur8cEurx88KU1PTTL+A6+vra3xWqVQkJ79ahKJRo0bcuXOH7du3s3v3burVq0e/fv2YOXMmL168oFKlShrJSoq8ef/3HFZa/Wd0zHfx4sUL+vTpw8CBA1PtS29kxNrammfPnqUq9/Hx4eLFixqjJcnJyfj6+qoTJwsLCyIjI1O1TVldLmUKnr29PVeuXMny+cCrqXoZ6dy5M4sXL05zn62trXrUMMXDhw/V+9LTsWNHOnbsyMOHDzE1NUWlUjF79myKFy8OvJp2ef78eTZs2AD8LzG0trbmp59+YtCgQZw6dYqzZ8+qp0kmJyejKAp6enrs2rVL/e5QAwMD9b1ZqVIlTp48ydy5c1myZIk6nqdPn2rcS58KSZxykJLNmma4f9WqVfTu3ZuYmBiKFy9O+/btsykyIYQQ4vOmUulkaXGGz0HevHnp1q0b3bp1o0aNGgwbNoyZM2dSsWJF1q5di42NzUd5rcmxY8eoWbMmAImJiZw+fTrdZ5YqVqzIpUuXsjRKU6FCBcLDw3n27Bm5c+cGXk0fO3XqFEFBQRojc0+fPqV27dpcuXIFR0dHHBwcuHfvHg8fPtSYEnfmzBmMjIzUyVrHjh3p0KEDW7ZsSfWck6IoREVFpfucU0bvsQIyvOZubm5MnjyZR48eYWNjA8Du3buxsLBINR0uLSnn5Ovri5GREfXr1wdg48aNxMTEqOudPHmSnj17EhwcTIkSJbCwsOD8+fMaff3222/s27ePDRs2UKxY+gurJCcnExcXp1F24cIFKlSokGm8OY0kTp+AhIQEhg8fzpw5c4BXS5CuWrUq1ZC8EEIIIb4McXFxqZ5p0dPTUy/wkJlx48ZRqVIlypQpQ1xcHNu2bVNPe+vUqRMzZsygefPmTJw4kYIFC3Lnzh02bdrE8OHDKViw4HvFvnDhQkqVKoWTkxO//vorz549o2fPnmnWHTFiBFWrVqV///706tULU1NTLl26xO7du1mwYEGabSpUqIC1tTWHDx+mSZMmwKvRpipVqqgTttd99dVX+Pj4MGPGDDw8PHBwcMDT05Off/4ZW1tbzpw5w5gxY/jhhx/Q1dUFoF27dgQEBODp6cmYMWNo0KABefPm5fz58/z6668MGDCAFi1apBnf+0zVa9CgAaVLl6ZLly5Mnz6d8PBwxowZQ79+/TA0NATgxIkTdO3alb1791KgQAEAFixYQLVq1TAzM2P37t0MGzaMadOmkStXLgBKlCihcZzHjx8D4OTkpK7z+jRMABsbG4yMjDTKR40aRaNGjShcuDDPnz9n9erVBAUFsXPnTo22wcHBn9yKeiCLQ+R4jx49on79+uqkafTo0Wzbtk2SJiGEEOILFhgYSP78+TW26tWrv3V7AwMDRo0ahbOzMzVr1kRXVxd/f38ATExMOHjwIIULF6ZVq1Y4OTnh5eVFbGzsBxmBmjZtGtOmTcPFxYVDhw6xdevWdBM+Z2dnDhw4wNWrV6lRowYVKlRg3Lhx2NnZpdu/rq4uPXr0UE81jI+P588//6R169Zp1m/dujUrV64kISFBPe2scOHCeHp6UrZsWby9vfnhhx80vuirVCpWr17N7Nmz2bx5M7Vq1cLZ2Znx48fTvHlzPDw83uMKpU9XV5dt27ahq6uLm5sbnTt3pmvXrhoLSrx8+ZLQ0FASEhLUZSdOnKB+/fqUK1eOpUuXsmTJkjSnP76vR48e0bVrVxwcHKhXrx4nT55k586d6pEteLUyYGRkJG3atPngx//YVMr7PN32CUoZOo2MjPwow89vK/7lf6neF5HWOxzOnz9P1apV0dHRYcWKFbRq1So7wxRCCCE+S7Gxsdy6dYtixYqluZCA+LSFh4dTpkwZzpw5Q5EiRbQdjnhN+/btcXFxYfTo0dl2zIx+37OSG8hUvRyuXLlyrF27luLFi7/V3FUhhBBCiC+dra0tPj4+3L17VxKnHCQ+Pp5y5coxaNAgbYfyTiRxymHi4+MZOnQoHTp0UC8LmjI/VwghhBBCvJ30njES2mNgYMCYMWO0HcY7k2eccpCwsIfUrVuX+fPn07Zt209yfXshhBBCCCE+RzkicVq4cCFFixbFyMgIV1fXVOvTv2n9+vU4OjpiZGREuXLl2L59ezZF+vFcupOEW3V3Dh8+jKWlJUuXLsXExETbYQkhhBBCCCHIAYnT2rVrGTx4MN7e3pw5cwYXFxc8PDxSvWU6xZEjR/D09MTLy4uzZ8/SokULWrRowYULF7I58g9DURT+Pp7A8GWxhIU/pHTp0pw8eZLGjRtrOzQhhBBCCCHE/9N64jR79mx69+5Njx49KF26NIsXL8bExARfX98068+dO5eGDRsybNgwnJycmDRpEhUrVkx3Lf+cLDFJYU5APPO3xJOYBK1aNuX48eOUKlVK26EJIYQQQgghXqPVxCk+Pp7Tp0/j7u6uLtPR0cHd3Z2jR4+m2ebo0aMa9QE8PDzSrR8XF0dUVJTGllPo6kB0jIKOCnp66LP6j2WYmZlpOywhhBBCCCHEG7SaOD1+/JikpCTy5cunUZ4vX75Ub8NOER4enqX6U6dOxdLSUr0VKlTowwT/AahUKga3MWSqlxHtahmgUqm0HZIQQgghhBAiDVqfqvexjRo1isjISPX277//ajskDSaGKlyK62o7DCGEEEIIIUQGtPoeJ2tra3R1dXn48KFG+cOHD7G1tU2zja2tbZbqGxoaYmho+GEC/oD0jfNQ54dbqcqEEEIIIXIylUpFQECAVt6T9OTJE5ycnDhx4gRFixbN9uN/akaOHEl0dDTz58/XdiifBa2OOBkYGFCpUiX27t2rLktOTmbv3r24ubml2cbNzU2jPsDu3bvTrZ9TqVQ6GJjk1dhUqs9+AFAIIYQQ76l79+6oVCpUKhX6+voUK1aM4cOHExsbq+3QPrrJkyfTvHnzNJMmDw8PdHV1OXnyZKp9tWvX5scff0xVvnz5cnLlyqVRFhUVxU8//aR+9Y2trS3u7u5s2rQJRVE+0JmkFhQURMWKFTE0NKRkyZIsX748w/q3b99W3wevb8eOHVPXGTp0KCtWrODmzZsfLe4viVZHnAAGDx5Mt27dqFy5MlWqVGHOnDlER0fTo0cPALp27UqBAgWYOnUqAD/88AO1atVi1qxZNG7cGH9/f06dOsXSpUu1eRpCCCGEENmmYcOG+Pn5kZCQwOnTp+nWrRsqlYpffvlF26F9NC9fvsTHx4edO3em2nf37l2OHDlC//798fX15auvvnqnY0RERFC9enUiIyP5+eef+eqrr9DT0+PAgQMMHz6cunXrpkq0PoRbt27RuHFj+vbty6pVq9i7dy+9evUif/78eHh4ZNh2z549lClTRv05T57/zWCytrbGw8ODRYsWMWPGjA8e95dG60Mc7du3Z+bMmYwbN47y5csTEhJCYGCgegGIu3fvEhYWpq5frVo1Vq9ezdKlS3FxcWHDhg1s3ryZsmXLausUhBBCCPEZiY6OTnd7c1Qno7oxMTGZ1n1XhoaG2NraUqhQIVq0aIG7uzu7d+9W73/y5Amenp4UKFAAExMTypUrx5o1azT6qF27NgMHDmT48OFYWVlha2vL+PHjNepcu3aNmjVrYmRkROnSpTWOkeL8+fPUrVsXY2Nj8uTJw7fffsuLFy/U+7t3706LFi2YMmUK+fLlI1euXEycOJHExESGDRuGlZUVBQsWxM/PL8Nz3r59O4aGhlStWjXVPj8/P5o0acJ3333HmjVrUl37tzV69Ghu377N8ePH6datG6VLl8be3p7evXsTEhLy0VY/Xrx4McWKFWPWrFk4OTnRv39/2rRpw6+//ppp2zx58mBra6ve9PX1NfY3bdoUf3//jxL3l0briRNA//79uXPnDnFxcRw/fhxXV1f1vqCgoFRDlW3btiU0NJS4uDguXLjAN998k80RCyGEEOJzZWZmlu7WunVrjbo2Njbp1m3UqJFG3aJFi6aq8yFcuHCBI0eOYGBgoC6LjY2lUqVK/P3331y4cIFvv/2WLl26cOLECY22K1aswNTUlOPHjzN9+nQmTpyoTo6Sk5Np1aoVBgYGHD9+nMWLFzNixAiN9tHR0Xh4eJA7d25OnjzJ+vXr2bNnD/3799eot2/fPh48eMDBgweZPXs23t7eNGnShNy5c3P8+HH69u1Lnz59uHfvXrrnGRwcTKVKlVKVK4qCn58fnTt3xtHRkZIlS7Jhw4YsX8fk5GT8/f3p1KkTdnZ2qfabmZmhp5f2ZK3g4OAM7xszMzNWrVqV7rGz+rqd1zVr1gwbGxuqV6/O1q1bU+2vUqUK9+7d4/bt25n2JTKm9al6QgghhBAia7Zt24aZmRmJiYnExcWho6PDggUL1PsLFCjA0KFD1Z8HDBjAzp07WbduHVWqVFGXOzs74+3tDUCpUqVYsGABe/fupX79+uzZs4crV66wc+dOdSIxZcoUjYRw9erVxMbGsnLlSkxNTQFYsGABTZs25ZdfflHPILKysmLevHno6Ojg4ODA9OnTefnyJaNHjwZerYI8bdo0Dh06RIcOHdI85zt37qSZ0OzZs4eXL1+qp7R17twZHx8funTpkqVr+vjxY549e4ajo2OW2gFUrlyZkJCQDOu8+Tqd16X3up2oqChiYmIwNjZO1cbMzIxZs2bx9ddfo6Ojw8aNG2nRogWbN2+mWbNm6nop1+zOnTuyoMZ7ksRJCCGEEOI1r08ze5OuruYrRB49epRuXR0dzYk9H/Iv/nXq1GHRokVER0fz66+/oqenpzEalpSUxJQpU1i3bh33798nPj6euLg4TExMNPpxdnbW+Jw/f371OV2+fJlChQppJCtvLsZ1+fJlXFxc1EkTwNdff01ycjKhoaHqZKBMmTIa1yNfvnwaj1no6uqSJ0+eDK9nTEwMRkZGqcp9fX1p3769ejTI09OTYcOGcePGDUqUKJFuf296n4UfjI2NKVmy5Du3fxfW1tYMHjxY/fmrr77iwYMHzJgxQyNxSkm6Xr58ma3xfY5yxFQ9IYQQQoicwtTUNN3tzS/uGdV9c5QgrTrvE2PJkiVxcXHB19eX48eP4+Pjo94/Y8YM5s6dy4gRI9i/fz8hISF4eHgQHx+v0c+bz8OoVCqSk5PfOa70pHWcrB7b2tqaZ8+eaZQ9ffqUgIAAfvvtN/T09NDT06NAgQIkJibi6+urrmdhYUFkZGSqPiMiIrC0tAQgb9685MqViytXrmT5/N53ql56r9uxsLBIc7QpPa6urly/fl2j7OnTp8Cr8xPvR0achBBCCCE+YTo6OowePZrBgwfTsWNHjI2NOXz4MM2bN6dz587Aq+d3rl69SunSpd+6XycnJ/7991/CwsLInz8/gMZS1yl1li9fTnR0tDoRPHz4sHpK3odUoUIF/vzzT42yVatWUbBgQTZv3qxRvmvXLmbNmsXEiRPR1dXFwcGBXbt2perzzJkz2NvbA6+uY4cOHfjjjz/w9vZONS3wxYsXGBkZpfmc0/tO1XNzc2P79u0aZe/yup2QkBD1zyrFhQsX0NfX11h5T7wbGXESQgghhPjEtW3bFl1dXRYuXAi8el5p9+7dHDlyhMuXL9OnT59UIxqZcXd3x97enm7dunHu3DmCg4P56aefNOp06tQJIyMjunXrxoULF9i/fz8DBgygS5cuGSYK78LDw4OLFy9qjDr5+PjQpk0bypYtq7F5eXnx+PFjAgMDAfjuu++4evUqAwcO5J9//iE0NJTZs2ezZs0ahgwZou5v8uTJFCpUCFdXV1auXMmlS5e4du0avr6+VKhQId1pnClT9TLazM3N0z23vn37cvPmTYYPH86VK1f47bffWLduHYMGDVLXWbBgAfXq1VN/XrFiBWvWrOHKlStcuXKFKVOm4Ovry4ABAzT6Dg4OpkaNGlkauRJpk8RJCCGEEOITp6enR//+/Zk+fTrR0dGMGTOGihUr4uHhQe3atbG1taVFixZZ6lNHR4eAgABiYmKoUqUKvXr1YvLkyRp1TExM2LlzJ0+fPuWrr76iTZs21KtXT2Ohig+lXLlyVKxYkXXr1gFw+vRpzp07l2qlQwBLS0vq1aunnr5YvHhxDh48yJUrV3B3d8fV1ZV169axfv16GjZsqG5nZWXFsWPH6Ny5Mz///DMVKlSgRo0arFmzhhkzZqin9X1oxYoV4++//2b37t24uLgwa9Ysli1bpvEOp8ePH3Pjxg2NdpMmTaJSpUq4urqyZcsW1q5dq34Xagp/f3969+79UeL+0qiUj/kK5BwoKioKS0tLIiMjsbCw0HY4QgghhNCC2NhYbt26RbFixdJccEDkTH///TfDhg3jwoULqRbfEKnt2LGDIUOG8M8//6S7lPqXIKPf96zkBl/uFRRCCCGEEJ+Uxo0bc+3aNe7fv0+hQoW0HU6OFx0djZ+f3xedNH1IchWFEEIIIcQn48cff9R2CJ+MNm3aaDuEz4qMcQohhBBCCCFEJiRxEkIIIYQQQohMSOIkhBBCiC/WF7ZGlhBfpA/1ey6JkxBCCCG+OPr6+gC8fPlSy5EIIT62+Ph4AHR1dd+rH1kcQgghhBBfHF1dXXLlysWjR4+AV+8jUqlUWo5KCPGhJScn899//2FiYvLeqwtK4iSEEEKIL5KtrS2AOnkSQnyedHR0KFy48Hv/cUQSJyGEEEJ8kVQqFfnz58fGxoaEhARthyOE+EgMDAw+yAuTJXESQgghxBdNV1f3vZ99EEJ8/mRxCCGEEEIIIYTIhCROQgghhBBCCJEJSZyEEEIIIYQQIhNf3DNOKS/AioqK0nIkQgghhBBCCG1KyQne5iW5X1zi9Pz5cwAKFSqk5UiEEEIIIYQQOcHz58+xtLTMsI5KeZv06jOSnJzMgwcPMDc3zxEvuouKiqJQoUL8+++/WFhYaDsckcPJ/SKySu4ZkVVyz4iskntGZFVOumcUReH58+fY2dllumT5FzfipKOjQ8GCBbUdRioWFhZav3HEp0PuF5FVcs+IrJJ7RmSV3DMiq3LKPZPZSFMKWRxCCCGEEEIIITIhiZMQQgghhBBCZEISJy0zNDTE29sbQ0NDbYciPgFyv4iskntGZJXcMyKr5J4RWfWp3jNf3OIQQgghhBBCCJFVMuIkhBBCCCGEEJmQxEkIIYQQQgghMiGJkxBCCCGEEEJkQhInIYQQQgghhMiEJE4f2cKFCylatChGRka4urpy4sSJDOuvX78eR0dHjIyMKFeuHNu3b8+mSEVOkZV75vfff6dGjRrkzp2b3Llz4+7unuk9Jj4/Wf13JoW/vz8qlYoWLVp83ABFjpPVeyYiIoJ+/fqRP39+DA0Nsbe3l/8/fWGyes/MmTMHBwcHjI2NKVSoEIMGDSI2NjabohXadvDgQZo2bYqdnR0qlYrNmzdn2iYoKIiKFStiaGhIyZIlWb58+UePM6skcfqI1q5dy+DBg/H29ubMmTO4uLjg4eHBo0eP0qx/5MgRPD098fLy4uzZs7Ro0YIWLVpw4cKFbI5caEtW75mgoCA8PT3Zv38/R48epVChQjRo0ID79+9nc+RCW7J6z6S4ffs2Q4cOpUaNGtkUqcgpsnrPxMfHU79+fW7fvs2GDRsIDQ3l999/p0CBAtkcudCWrN4zq1evZuTIkXh7e3P58mV8fHxYu3Yto0ePzubIhbZER0fj4uLCwoUL36r+rVu3aNy4MXXq1CEkJIQff/yRXr16sXPnzo8caRYp4qOpUqWK0q9fP/XnpKQkxc7OTpk6dWqa9du1a6c0btxYo8zV1VXp06fPR41T5BxZvWfelJiYqJibmysrVqz4WCGKHOZd7pnExESlWrVqyrJly5Ru3bopzZs3z4ZIRU6R1Xtm0aJFSvHixZX4+PjsClHkMFm9Z/r166fUrVtXo2zw4MHK119//VHjFDkToAQEBGRYZ/jw4UqZMmU0ytq3b694eHh8xMiyTkacPpL4+HhOnz6Nu7u7ukxHRwd3d3eOHj2aZpujR49q1Afw8PBIt774vLzLPfOmly9fkpCQgJWV1ccKU+Qg73rPTJw4ERsbG7y8vLIjTJGDvMs9s3XrVtzc3OjXrx/58uWjbNmyTJkyhaSkpOwKW2jRu9wz1apV4/Tp0+rpfDdv3mT79u1888032RKz+PR8Kt+B9bQdwOfq8ePHJCUlkS9fPo3yfPnyceXKlTTbhIeHp1k/PDz8o8Upco53uWfeNGLECOzs7FL94yM+T+9yzxw6dAgfHx9CQkKyIUKR07zLPXPz5k327dtHp06d2L59O9evX+f7778nISEBb2/v7AhbaNG73DMdO3bk8ePHVK9eHUVRSExMpG/fvjJVT6Qrve/AUVFRxMTEYGxsrKXINMmIkxCfiWnTpuHv709AQABGRkbaDkfkQM+fP6dLly78/vvvWFtbazsc8YlITk7GxsaGpUuXUqlSJdq3b89PP/3E4sWLtR2ayKGCgoKYMmUKv/32G2fOnGHTpk38/fffTJo0SduhCfFeZMTpI7G2tkZXV5eHDx9qlD98+BBbW9s029ja2mapvvi8vMs9k2LmzJlMmzaNPXv24Ozs/DHDFDlIVu+ZGzducPv2bZo2baouS05OBkBPT4/Q0FBKlCjxcYMWWvUu/87kz58ffX19dHV11WVOTk6Eh4cTHx+PgYHBR41ZaNe73DNjx46lS5cu9OrVC4By5coRHR3Nt99+y08//YSOjvzdXmhK7zuwhYVFjhltAhlx+mgMDAyoVKkSe/fuVZclJyezd+9e3Nzc0mzj5uamUR9g9+7d6dYXn5d3uWcApk+fzqRJkwgMDKRy5crZEarIIbJ6zzg6OnL+/HlCQkLUW7NmzdSrGBUqVCg7wxda8C7/znz99ddcv35dnWQDXL16lfz580vS9AV4l3vm5cuXqZKjlMRbUZSPF6z4ZH0y34G1vTrF58zf318xNDRUli9frly6dEn59ttvlVy5cinh4eGKoihKly5dlJEjR6rrHz58WNHT01NmzpypXL58WfH29lb09fWV8+fPa+sURDbL6j0zbdo0xcDAQNmwYYMSFham3p4/f66tUxDZLKv3zJtkVb0vT1bvmbt37yrm5uZK//79ldDQUGXbtm2KjY2N8vPPP2vrFEQ2y+o94+3trZibmytr1qxRbt68qezatUspUaKE0q5dO22dgshmz58/V86ePaucPXtWAZTZs2crZ8+eVe7cuaMoiqKMHDlS6dKli7r+zZs3FRMTE2XYsGHK5cuXlYULFyq6urpKYGCgtk4hTZI4fWTz589XChcurBgYGChVqlRRjh07pt5Xq1YtpVu3bhr1161bp9jb2ysGBgZKmTJllL///jubIxbalpV7pkiRIgqQavP29s7+wIXWZPXfmddJ4vRlyuo9c+TIEcXV1VUxNDRUihcvrkyePFlJTEzM5qiFNmXlnklISFDGjx+vlChRQjEyMlIKFSqkfP/998qzZ8+yP3ChFfv370/z+0nKfdKtWzelVq1aqdqUL19eMTAwUIoXL674+flle9yZUSmKjJkKIYQQQgghREbkGSchhBBCCCGEyIQkTkIIIYQQQgiRCUmchBBCCCGEECITkjgJIYQQQgghRCYkcRJCCCGEEEKITEjiJIQQQgghhBCZkMRJCCGEEEIIITIhiZMQQgghhBBCZEISJyGEEO9k+fLl5MqVS9thvDOVSsXmzZszrNO9e3datGiRLfEIIYTI2SRxEkKIL1j37t1RqVSptuvXr2s7NJYvX66OR0dHh4IFC9KjRw8ePXr0QfoPCwujUaNGANy+fRuVSkVISIhGnblz57J8+fIPcrz0jB8/Xn2eurq6FCpUiG+//ZanT59mqR9J8oQQ4uPS03YAQgghtKthw4b4+flplOXNm1dL0WiysLAgNDSU5ORkzp07R48ePXjw4AE7d+58775tbW0zrWNpafnex3kbZcqUYc+ePSQlJXH58mV69uxJZGQka9euzZbjCyGEyJyMOAkhxBfO0NAQW1tbjU1XV5fZs2dTrlw5TE1NKVSoEN9//z0vXrxIt59z585Rp04dzM3NsbCwoFKlSpw6dUq9/9ChQ9SoUQNjY2MKFSrEwIEDiY6OzjA2lUqFra0tdnZ2NGrUiIEDB7Jnzx5iYmJITk5m4sSJFCxYEENDQ8qXL09gYKC6bXx8PP379yd//vwYGRlRpEgRpk6dqtF3ylS9YsWKAVChQgVUKhW1a9cGNEdxli5dip2dHcnJyRoxNm/enJ49e6o/b9myhYoVK2JkZETx4sWZMGECiYmJGZ6nnp4etra2FChQAHd3d9q2bcvu3bvV+5OSkvDy8qJYsWIYGxvj4ODA3Llz1fvHjx/PihUr2LJli3r0KigoCIB///2Xdu3akStXLqysrGjevDm3b9/OMB4hhBCpSeIkhBAiTTo6OsybN4+LFy+yYsUK9u3bx/Dhw9Ot36lTJwoWLMjJkyc5ffo0I0eORF9fH4AbN27QsGFDWrduzT///MPatWs5dOgQ/fv3z1JMxsbGJCcnk5iYyNy5c5k1axYzZ87kn3/+wcPDg2bNmnHt2jUA5s2bx9atW1m3bh2hoaGsWrWKokWLptnviRMnANizZw9hYWFs2rQpVZ22bdvy5MkT9u/fry57+vQpgYGBdOrUCYDg4GC6du3KDz/8wKVLl1iyZAnLly9n8uTJb32Ot2/fZufOnRgYGKjLkpOTKViwIOvXr+fSpUuMGzeO0aNHs27dOgCGDh1Ku3btaNiwIWFhYYSFhVGtWjUSEhLw8PDA3Nyc4OBgDh8+jJmZGQ0bNiQ+Pv6tYxJCCAEoQgghvljdunVTdHV1FVNTU/XWpk2bNOuuX79eyZMnj/qzn5+fYmlpqf5sbm6uLF++PM22Xl5eyrfffqtRFhwcrOjo6CgxMTFptnmz/6tXryr29vZK5cqVFUVRFDs7O2Xy5Mkabb766ivl+++/VxRFUQYMGKDUrVtXSU5OTrN/QAkICFAURVFu3bqlAMrZs2c16nTr1k1p3ry5+nPz5s2Vnj17qj8vWbJEsbOzU5KSkhRFUZR69eopU6ZM0ejjjz/+UPLnz59mDIqiKN7e3oqOjo5iamqqGBkZKYACKLNnz063jaIoSr9+/ZTWrVunG2vKsR0cHDSuQVxcnGJsbKzs3Lkzw/6FEEJokmechBDiC1enTh0WLVqk/mxqagq8Gn2ZOnUqV65cISoqisTERGJjY3n58iUmJiap+hk8eDC9evXijz/+UE83K1GiBPBqGt8///zDqlWr1PUVRSE5OZlbt27h5OSUZmyRkZGYmZmRnJxMbGws1atXZ9myZURFRfHgwQO+/vprjfpff/01586dA15Ns6tfvz4ODg40bNiQJk2a0KBBg/e6Vp06daJ379789ttvGBoasmrVKjp06ICOjo76PA8fPqwxwpSUlJThdQNwcHBg69atxMbG8ueffxISEsKAAQM06ixcuBBfX1/u3r1LTEwM8fHxlC9fPsN4z507x/Xr1zE3N9coj42N5caNG+9wBYQQ4ssliZMQQnzhTE1NKVmypEbZ7du3adKkCd999x2TJ0/GysqKQ4cO4eXlRXx8fJoJwPjx4+nYsSN///03O3bswNvbG39/f1q2bMmLFy/o06cPAwcOTNWucOHC6cZmbm7OmTNn0NHRIX/+/BgbGwMQFRWV6XlVrFiRW7dusWPHDvbs2UO7du1wd3dnw4YNmbZNT9OmTVEUhb///puvvvqK4OBgfv31V/X+Fy9eMGHCBFq1apWqrZGRUbr9GhgYqH8G06ZNo3HjxkyYMIFJkyYB4O/vz9ChQ5k1axZubm6Ym5szY8YMjh8/nmG8L168oFKlShoJa4qcsgCIEEJ8KiRxEkIIkcrp06dJTk5m1qxZ6tGUlOdpMmJvb4+9vT2DBg3C09MTPz8/WrZsScWKFbl06VKqBC0zOjo6abaxsLDAzs6Ow4cPU6tWLXX54cOHqVKlika99u3b0759e9q0aUPDhg15+vQpVlZWGv2lPE+UlJSUYTxGRka0atWKVatWcf36dRwcHKhYsaJ6f8WKFQkNDc3yeb5pzJgx1K1bl++++059ntWqVeP7779X13lzxMjAwCBV/BUrVmTt2rXY2NhgYWHxXjEJIcSXThaHEEIIkUrJkiVJSEhg/vz53Lx5kz/++IPFixenWz8mJob+/fsTFBTEnTt3OHz4MCdPnlRPwRsxYgRHjhyhf//+hISEcO3aNbZs2ZLlxSFeN2zYMH755RfWrl1LaGgoI0eOJCQkhB9++AGA2bNns2bNGq5cucLVq1dZv349tra2ab6018bGBmNjYwIDA3n48CGRkZHpHrdTp078/fff+Pr6qheFSDFu3DhWrlzJhAkTuHjxIpcvX8bf358xY8Zk6dzc3NxwdnZmypQpAJQqVYpTp06xc+dOrl69ytixYzl58qRGm6JFi/LPP/8QGhrK48ePSUhIoFOnTlhbW9O8eXOCg4O5desWQUFBDBw4kHv37mUpJiGE+NJJ4iSEECIVFxcXZs+ezS+//ELZsmVZtWqVxlLeb9LV1eXJkyd07doVe3t72rVrR6NGjZgwYQIAzs7OHDhwgKtXr1KjRg0qVKjAuHHjsLOze+cYBw4cyODBgxkyZAjlypUjMDCQrVu3UqpUKeDVNL/p06dTuXJlvvrqK27fvs327dvVI2iv09PTY968eSxZsgQ7OzuaN2+e7nHr1q2LlZUVoaGhdOzYUWOfh4cH27ZtY9euXXz11VdUrVqVX3/9lSJFimT5/AYNGsSyZcv4999/6dOnD61ataJ9+/a4urry5MkTjdEngN69e+Pg4EDlypXJmzcvhw8fxsTEhIMHD1K4cGFatWqFk5MTXl5exMbGygiUEEJkkUpRFEXbQQghhBBCCCFETiYjTkIIIYQQQgiRCUmchBBCCCGEECITkjgJIYQQQgghRCYkcRJCCCGEEEKITEjiJIQQQgghhBCZkMRJCCGEEEIIITIhiZMQQgghhBBCZEISJyGEEEIIIYTIhCROQgghhBBCCJEJSZyEEEIIIYQQIhOSOAkhhBBCCCFEJv4PqYqpr3uOvwQAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 16:00:29,834 WARNING:Missing probabilities for model Ensemble on dataset d. Skipping this model in the ROC plot.\n", "2025-01-16 16:00:29,934 INFO:Saved aggregated ROC curve for d to results/roc_curves/Aggregated_ROC_d.png\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA04AAAK/CAYAAABeGZ2JAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3hTZRsG8PskbdLd0gVlliWgIBsElCEgIqLsLVMUBEQQFFCGyhBBcICgWChTBKEM4QMV2ZtCFVSGTOmipXulbfJ+f5SEpk3bpE170vb+XReX6cnJyZPSSp6c+zyvJIQQICIiIiIiojwp5C6AiIiIiIjI1rFxIiIiIiIiKgAbJyIiIiIiogKwcSIiIiIiIioAGyciIiIiIqICsHEiIiIiIiIqABsnIiIiIiKiArBxIiIiIiIiKgAbJyIiIiIiogKwcSIi2TVu3BiSJEGtVuPhw4dyl0NW5u/vD0mScOfOHbMfM3LkSEiSZPTHzs4O3t7e6NChA1auXImMjIwCj/Pw4UN8/PHHeOaZZ+Dt7Q21Wg0/Pz+8+OKL+O6778w6BgCcPXsW48ePx1NPPQUPDw+oVCr4+vqiQ4cOmD9/Pu7du2f2a8suIyMD69atQ69evVC9enU4OjrCyckJtWrVQr9+/bB582akp6cX6tjlzalTp/DCCy/A09MTCoUCkiQhMDBQ7rLyVZjfDSKSjySEEHIXQUTl1/nz59GqVSvD11988QUmT54sY0Vl05EjR9CpUyd06NABR44cKdHn9vf3x927d3H79m34+/ub9ZiRI0di/fr1qF27Np599lkAQFpaGq5evYo//vgDANCuXTv8+uuvcHR0NHmMnTt3YtSoUUhISICLiwvatWsHT09P/Pfffzhz5gwyMzNRt25d7N69Gw0aNDB5jJSUFLz++uv44YcfAACVKlVC8+bN4e7ujujoaJw7dw5xcXFQqVT48ccf0atXL7O/LxcvXkS/fv1w+/ZtSJKExo0bo3bt2lAoFLhz5w4uXrwIrVaLGjVq4O+//4aTk5PZxy5vwsLC8NRTTyE+Ph7PPvss/P39oVAo8Prrrxt+fmxRYX43iEg+dnIXQETlW0BAAACgSpUqCA0NRUBAABsnMnj22WdznTXYunUrBg8ejJMnT2LFihWYPn16rscFBQWhf//+0Ol0eOedd7BgwQKjxiM0NBRjxozBwYMH8eyzzyI4ODjXG9eMjAx069YNJ06cgJ+fH1avXo1XXnnFaJ/MzEwEBQVh1qxZFp01uHjxIp577jmkpKTg5ZdfxldffYWaNWsa7RMVFYXly5fj888/R3p6OhunfPzyyy+Ii4vDkCFDsHnzZrnLIaIyilE9IpJNSkqK4ZP8jRs3wsXFBZcvX8b58+dlroxs2aBBg9C1a1cAwN69e3PdHx0djVGjRkGn02HKlClYvnx5rqajSpUq2LNnD9q2bYuYmBi89tpruY7zySef4MSJE/Dw8MDJkydzNU0AYGdnh/79++PSpUvo0KGDWfVnZGSgf//+SElJQa9evbB79+5cTRMA+Pj4YOHChThx4gTUarVZxy6v9FHJunXrylwJEZVlbJyISDbbt29HQkICGjZsiE6dOmHgwIEAHp+FysvDhw/x9ttvo3r16lCr1ahRowbeeecdxMXFGa6NMXVtQ3JyMmbPno26detCrVajcuXKGD16NEJDQzFv3jxIkoR58+YZPSb79nv37mHMmDGoVq0a7O3tMXLkSKN9f/rpJ7z44ovw8fGBSqVClSpVMGzYMPz99995vpYTJ07gxRdfhIeHB1xcXNCyZUts2LABAAzX9uR07tw5vPfee2jVqhUqVaoElUqFihUromfPnvjtt99y7d+xY0d06tQJAHD06FGj64ZMxYMOHTqEPn36wM/Pz3AtT+/evXH69Ok8X8fff/+N/v37w9vbG46OjmjYsCGWLl0KrVab52OK4umnnwYAREZG5rpv5cqViI+PNzQeeVGpVFixYgWArL+Ho0ePGu5LTEzEl19+CQCYM2eOycYmOxcXFzRt2tSs2rds2YJbt25BpVJh1apVUCjy/6e4ZcuWRnHEgq6Lyet3IPv2K1euYODAgfDz84NSqcS8efMwc+ZMSJKEcePG5VnLlStXIEkSKlasmOv6sLCwMEydOhUNGjSAk5MTXF1d0bJlS6xYsQKZmZm5jqXRaLBkyRI0b94crq6uUKlUqFSpElq2bIn33nsPMTEx+X5fACAwMBCSJGHu3LkAgI8++ijPn+379+9j0qRJqFu3LhwcHODu7o527drh22+/Nflzqj/2yJEjERMTg3feeQe1a9eGWq1Gx44dC6xNr6R/N4io+DCqR0Sy0TdIo0ePNvw3ICAAW7duxfLly01euxIeHo7nnnsON2/ehKenJ15++WXodDps2LABBw4cyPNaleTkZHTq1Annz5+Hi4sLXnjhBTg6OuLAgQPYt28fXnrppXxrvXHjBpo2bQqVSoV27dpBCAFvb28AWXGtoUOHYtu2bVCr1WjevDmqVKmC69evY/Pmzdi5cyd27tyJF1980eiYW7duxdChQ6HT6dCoUSM0bNgQoaGhGDVqVL7N1qxZs3D48GE89dRTaN68OZydnXHz5k38/PPP+Pnnn3NdJ/biiy/CwcEBBw8eRMWKFY3q0L8GvWnTpuHzzz+HQqFAixYt8Nxzz+HevXvYvXs39u7dizVr1mDUqFFGj9E3f8nJyahVqxa6du2K6OhozJo1C2fOnMn3+1pYCQkJAICKFSvmum/Xrl0AgAEDBsDBwSHf4zRt2hQNGzbElStXsGfPHsNZo8OHDyMhIQGSJGH48OFWrX337t0AgG7duqFSpUpWPbY5Tp06hXHjxsHPzw/t27dHamoqXF1dMWTIEHz66af48ccf8cUXX5j83q1btw4AMGzYMNjb2xu2Hzt2DL169UJsbCz8/f3RtWtXaDQanDt3DpMmTcLevXvx888/Gx6j0+nQo0cPHDp0CG5ubnjuuefg4eGBqKgo3LhxA0uWLMGQIUPg6emZ72upU6cORowYgZCQEPzxxx9o3LgxmjRpAsD4Z/v8+fN48cUXERMTg+rVq6NXr16Ij4/HkSNHcOrUKQQFBWHPnj1QqVS5niM6OhotWrRAXFwcnnvuOTRv3tzkfqbI8btBRMVIEBHJ4Nq1awKAsLe3Fw8ePDBsr1+/vgAgNmzYYPJxvXv3FgBEx44dRXx8vGF7bGysePbZZwUAAUCsW7fO6HFTpkwRAMSTTz4pwsLCDNtTU1NFv379DI+bO3eu0ePmzp1ruG/YsGEiLS0tV02zZs0SAETr1q3FrVu3jO7bvn27UCqVokKFCiI2NtawPTQ0VLi4uAgA4ssvvzR6zNGjR4Wzs7PheXPav3+/0WvQO3XqlHBzcxP29vbi/v37RvcdPnxYABAdOnTI9Ti97777TgAQderUEX/88UeumlxdXYVKpRLXr183bE9NTRXVqlUTAMQ777wjMjMzDff98ccfwtvb2/A6bt++nedz5zRixAgBQIwYMSLXfWlpaaJmzZoCgFiyZInRfenp6UKhUAgAYv369WY916hRowQA0b59e8O22bNnCwCiVq1aZtdsLv336+OPPy7U42vUqJHv91P/vcv5O6DfDkDMmDFDaLXaXI9t166dACB++OGHXPdlZGQIX19fAUBcvnzZsD08PFx4eXkJSZLEN998Y3Tc6Oho8fzzzwsA4qOPPjJsP3r0qAAgmjZtKhISEnI91/nz50V0dHRB3woD/e9pzt9fIbJ+XvTfs3Hjxon09HTDfTdv3hT+/v4CgJg1a5bR49atW2f4fnXu3Nno/zfmKK7fDSKSD6N6RCSLtWvXAgBeeeUV+Pj4GLbrzz6ZiuvdvXsXu3btgkKhwKpVq+Dm5ma4z8PDA6tWrTIZbUtNTcWaNWsAAMuXL4efn5/hPgcHB3zzzTcFXnjv6emJFStW5LrWJCYmBsuXL4eDgwN27NiRK9LVr18/vPnmm4iNjcWmTZsM2wMCApCUlIQ2bdrg7bffNnpM+/btMX78+Dxr6d69u9Fr0GvTpg0mTJiAjIwMw1kNc+l0OkNMcevWrYYoXPaaZs+ejfT0dHz77beG7Tt27MB///2HatWq4bPPPoNSqTTc9/TTT+ODDz6wqI78aDQahISEoG/fvrh9+za6du2KiRMnGu0TExMDnU4HwPTZKFP0+0VFRRm26W/7+vpao3QjxXlsczzxxBOYP3++yYig/vdPf2Ypu3379uHBgwdo0aIFGjZsaNj+xRdf4OHDh5gwYQLGjx9vdFwvLy9s2LAB9vb2WLFiBcSjQb76iOVzzz0HV1fXXM/VokULeHl5Fe2FPrJ9+3bcvXsXlStXxhdffGF0pqxWrVpYunQpAODrr79GWlparsfb29vju+++M/r/jTlK8neDiEoGGyciKnGZmZlYv349gMdv1PSGDx8OOzs7HDt2DDdv3jS67/jx4xBCoFmzZqhfv36u4zZs2DDXG34ACA4ORlJSEry9vfHCCy/kut/Hx8cwbCAvXbp0gbu7e67thw8fRmpqKtq1a4cqVaqYfKz+eohTp04Ztumvpxk6dKjJx+S1Xe/hw4fYsGED3nvvPYwdOxYjR47EyJEjDce9du1avo/P6dKlSwgLC0Pt2rXRvHlzs1+HfrT5gAEDjN6Q6o0YMcKiOnJav3694ZoVBwcHNG3aFPv27cO4ceNw4MCBAqN45hDlbFWOXr16Gb2Jz27AgAFwdnbGb7/9hvv37xvdp2+mcv7O7tu3DwAM1yjmVKVKFdStW9cQwwOAZs2aQalUYu3atVi5ciXCw8OL9Jryo/8ZHTRokMkhG3369EGFChWQmJiI4ODgXPc3bdoUtWrVKvTzFtfvBhGVPDZORFTi9u3bh4iICFSpUgXdunUzuq9ixYp46aWXIIQwnJXS07+Ry2+9E1P3FfZx5tx/69YtAFkDFXIu2Kr/M2DAAADGZzQKqim/etasWYMaNWpgxIgRWLJkCb7//nusX78e69evNzQ1+muAzKV/HTdv3szzdejX2zL1OvIanlChQgWTDae5ateujREjRmDEiBHo3bs3qlWrBgBYvXo1Vq9enWt//eKngOnBEaY8ePAAAIzOfOpv6++zpuI8tjny+9lycXExjHHXDykBsmrdt28fHBwcMHjwYKPH6H92nnvuuTx/dvTX7Ol/dmrXro3ly5cjIyMDEydOROXKleHv74/BgwdbfdHf0NBQAHn/jEqSZLhPv292hV1fqbh/N4io5HE4BBGVOH0MLy0tzeQIZ/2bl8DAQHz88ce5Ph03FccrzvsA5LnIqj4WVqdOHbRr1y7fY5g6S5bX8+a1PTg4GG+++SaUSiUWL16Mnj17onr16nBycoIkSfjuu+/w5ptvWnwWRf86KlWqlKuZzSnnQInilHMdJ61Wi5kzZ2LJkiV455130K5dOzRu3Nhwv729PRo1aoQ//vgDZ8+eNWuww7lz5wDA6Eyb/vbt27fx8OFDq8XG9Mf+77//im3svv7vMi95/SzrjR49GoGBgVi/fj1mzZoFANi0aRMyMzPRr18/eHh4mHy+fv36wdnZOd9jZ/8+Tpo0CQMGDMCePXtw4sQJnDhxAlu3bsXWrVsxd+5cHD9+3GQktaQV9P0iovKDjRMRlajw8HDs378fQFbc7OTJk3nuGxYWhgMHDqBHjx4AYIjC5bfQqKn7Cvs4c+jPgNSrV8/kCPS8VKlSBdeuXcvzefPavn37dgghMGnSJLz33nu57tdHoSylfx1eXl4Wvw4g73rj4uIQHx9fqJpM0TeMZ8+exbFjx/Duu+/mGsH+6quv4o8//sD27dvx+eef5xvnu3jxIv766y8AMFqnqVOnTnB1dUViYiI2bNiAKVOmWO01vPrqq9i1axcOHjyIyMhIs6/F0tNPdEtMTDR5/927d4tU33PPPYc6derg+vXrOHnyJNq1a2f4mcgZ0wOyfnZu3LiB999/Hy1atLDouSpWrIixY8di7NixAICrV69i9OjROH36NGbMmGGI9BaF/mdUf2bMlNu3bxvtaw0l/btBRMWPUT0iKlGBgYHQarVo3bo1hBB5/tE3BdmHROijQMHBwbh+/XquY//999/4448/cm1v3rw5nJycEBUVZXKdo+joaPz666+Fej2dO3eGSqXCkSNHLIpetW/fHgAMCwDntGXLFpPb9Wvb1KhRI9d9aWlp2LFjh8nH6d9sm1pPB8haK8jb2xt///23oZEwh/6M4bZt23Kt6wPAKO5lLZIkYfny5ZAkCYcOHcLhw4eN7p84cSLc3NwQFRWFmTNn5nmc9PR0TJo0CUDWYI3sa/O4ubkZhnZ8/PHHhjfWeUlKSsKlS5fMqn/o0KHw9/dHeno6xo8fX+AZouDgYKSmphq+1r8h/+eff3LtGxERgYsXL5pVR370I+cDAwMRHByMy5cvo1q1aujcuXOufbt37w4g62egqOrXr4/3338fABASElLk4wGPr8378ccfTQ5/CAoKQmxsLFxdXfO8vq8w5PjdIKLixcaJiEqU/rqlgi6M1kesfv75Z8N1Ef7+/ujZsyd0Oh3Gjx9v9Il7fHw8xo8fbzKi5uTkhNdffx0AMGXKFKNrXzQaDSZOnIjk5ORCvZ6KFSti0qRJSE5ORs+ePXH58uVc+2g0GuzZswdXr141bBszZgycnJxw4sQJrFy50mj/kydP4ptvvjH5fPp1qtavX2/0+tPS0vDWW2/l+Qa/atWqALLOSJl6E2dvb4+5c+dCCIHevXvjxIkTufbRarX4/fffjdaf6devH6pUqYJ79+5h5syZRk3AlStXMH/+fJP1FFWzZs3Qv39/ADAsfqrn4+ODgIAASJKEL774AlOnTkVKSorRPqGhoXjllVdw6tQpeHh4YOPGjbmeY86cOWjbti3i4uLw7LPPYu/evbn20Wq1CAoKQvPmzY0W0M2Pvb09tm3bBgcHBwQFBaFXr14m/95iYmIwe/ZstGvXDhqNxrC9S5cuAIDFixcjLi7OsD0qKgrDhw9HUlKSWXXkZ8SIEVAoFNi2bZvh51O/Lafp06fDw8MDy5Ytw+eff27y+qTbt28bTZX8/fffsX///lw/i0II/PzzzwBMfzhQGP3790f16tUNC/Rm//Dg9u3bePfddwFkRQetMWxET67fDSIqRiU/AZ2IyqsjR44IAEKtVouYmJgC92/WrJkAIJYuXWrYFhoaalh3xcvLS/Tp00f07t1beHp6irp164pXXnlFABCbN282OlZiYqJo3ry5ACBcXFzEK6+8IgYMGCAqV64svL29DWvcLFiwwOhx+a0Po5eRkSGGDBkiAAiFQiGaNm0q+vbtKwYOHCjatWtnWJPpf//7n9HjNm7caFhz6OmnnxaDBw8WHTp0EAqFQkybNs2wzlV2sbGxhjVpvLy8RK9evUTfvn2Fr6+vcHV1FZMnT85z/aMWLVoIAKJevXpi6NChYsyYMeL999832mf69OmGtWWeeuop8eqrr4pBgwaJjh07Cg8PDwFArFq1yugxR44cEU5OTgKAqF27thg0aJDo2rWrsLe3F3369Clw3SFT8lvHSe/69evCzs5OABC//PJLrvu3bdsmXF1dBQDh6uoqXnzxRTF48GDRvn17w+Nq165ttCZRTomJiWLAgAGG74mfn594+eWXxZAhQ0S3bt2Ep6en4Wd6165dZr8+IYQ4d+6c4XsjSZJo1qyZ6NevnxgwYIBo3bq1UCqVhrWkUlJSDI/L/jPg6+srXn31VdGlSxfh7u4uGjVqJHr16pXvOk45t+flxRdfNLxuSZLEzZs389z36NGjhnWJfH19xfPPPy+GDh0qXn75ZVG7dm3DOmd6y5cvFwCEm5ub6NixoxgyZIjo3bu34XW5u7uLS5cumf29LOj39Ny5c4a/qxo1aoiBAweKl156STg4OAgAolu3bkKj0Rg9Rr+OU34/gwUpjt8NIpIPGyciKjGvvfaaACD69etn1v5ffPGFACAaNGhgtP3BgwdiwoQJomrVqkKlUolq1aqJCRMmiIcPHxoW2zx48GCu4yUmJopZs2aJWrVqCZVKJSpVqiRee+01cffuXTF69GgBQHz77bdGjzGncdLbv3+/6NOnj6hSpYqwt7cXHh4eokGDBmLQoEFiy5YtIjk5Oddjjhw5Irp27Src3NyEk5OTaNasmQgICBD37t0zvFHPKSoqSrz11luidu3aQq1Wi8qVK4thw4aJGzdu5Ptm7+7du2LIkCHCz8/P0DjUqFEj134nT54UQ4cOFTVq1BBqtVq4urqKJ554QvTq1Ut8//33Jpvey5cviz59+ghPT0+hVqtFgwYNxKJFi0RGRkaxNU5CCPHmm28KAKJNmzYm74+KihLz5s0TrVq1Ep6ensLe3l74+vqKrl27ilWrVuV6s5yX06dPizfeeEM0aNBAuLm5CTs7O+Ht7S3at28vFixYkGvBYXNpNBrx/fffi549e4oqVaoItVotHBwcRM2aNUW/fv3EDz/8YLRgq979+/fF8OHDha+vr1CpVKJmzZpi+vTpIjExscAFcM1tnLZt22ZonPJbOFkvMjJSzJ49WzRr1sywWHLVqlVF27Ztxdy5c8Wff/5p2Pfff/8V8+bNE507dxbVq1cXDg4OokKFCuLpp58WM2bMEP/9959ZNeqZ83t67949MWHCBMPvv6urq2jTpo1YtWqVyMjIyLW/NRonIaz/u0FE8pGEKGcLWBBRmRUXF4datWohPj4ekZGRZk9/y8jIQMOGDXH9+nUEBwejWbNmxVxpwTZs2IARI0agZ8+e2LNnj9zlEBERlXu8xomISh39+OjsoqKiMGLECMTGxuLll1822TQFBwfnuhA/KSkJEydOxPXr1/H000+XaNN07949RERE5Np+8uRJTJs2DcDji/SJiIhIXjzjRESljiRJqFq1Kho0aAAvLy+Ehobi0qVLSEpKQvXq1XHixAnDeO3s/P39kZKSgkaNGsHX1xcPHjxASEgIYmJi4Onpid9++w1NmzYtsdcRGBiIMWPGoHHjxqhevTqUSiVu3rxpmAw4atSoXIsAExERkTzYOBFRqTN79mwcOnQIN2/eRGxsLFQqFWrXro2XX34ZU6dOzXOx0q+++gpBQUG4evUqYmNjoVAoUKNGDbzwwguYNm2ayWarOF29ehVLly7F8ePHERkZieTkZHh4eKBJkyYYPXo0Bg8eXKL1EBERUd7YOBERERERERWA1zgREREREREVgI0TERERERFRAezkLqCk6XQ6hIWFwdXVFZIkyV0OERERERHJRAiBxMREVK5cGQpF/ueUyl3jFBYWVuIXgBMRERERke3677//ULVq1Xz3KXeNk6urK4Csb46bm5vM1RARERERkVwSEhJQrVo1Q4+Qn3LXOOnjeW5ubmyciIiIiIjIrEt4OByCiIiIiIioAGyciIiIiIiICsDGiYiIiIiIqABsnIiIiIiIiArAxomIiIiIiKgAbJyIiIiIiIgKwMaJiIiIiIioAGyciIiIiIiICsDGiYiIiIiIqABsnIiIiIiIiArAxomIiIiIiKgAbJyIiIiIiIgKwMaJiIiIiIioAGyciIiIiIiICsDGiYiIiIiIqABsnIiIiIiIiArAxomIiIiIiKgAbJyIiIiIiIgKwMaJiIiIiIioAGyciIiIiIiICsDGiYiIiIiIqACyNk7Hjh1Dz549UblyZUiShF27dhX4mCNHjqBZs2ZQq9WoU6cOAgMDi71OIiIiIiIq3+zkfPLk5GQ0btwYo0ePRp8+fQrc//bt2+jRowfGjRuHzZs349ChQ3j99dfh5+eHbt26lUDFBAA6XSYy02LlLoOIiIiISjl7Ry9IUukIwcnaOHXv3h3du3c3e//Vq1ejZs2a+PzzzwEADRo0wIkTJ7B8+XI2TiUk7MpW/PPLu8jUxMtdChERERGVQlqdgFIhAQA6Tb4NlZOPzBWZR9bGyVKnT59Gly5djLZ169YN77zzTp6P0Wg00Gg0hq8TEhKKq7wy6+LFi9i7dy80mlS0c/kOdlK63CURERERUSl08EIG9p7JxJKxDnBUS3KXY5HScV7skYiICFSsWNFoW8WKFZGQkIDU1FSTj1m0aBHc3d0Nf6pVq1YSpZYpe/fuRmzUXWQm3WPTREREREQWy8gUWLFbg+U70/FvmA77zmXKXZLFStUZp8KYOXMmpk6davg6ISGBzZMFwq5sRQv7r2FXhQ0TEREREVnuYYIOC7Zo8Pc9HSQJGNbZHn3alb42pFRVXKlSJURGRhpti4yMhJubGxwdHU0+Rq1WQ61Wl0R5pcKJ7X9j05wjSE3MuxFS+iVCVf8hJLtMvFR7C1TKvPf9ecvb0KQ6F66YTA2QmgpAADpd1jaFAnCtULjjFRP3TkDF0YDCycIHCgGhE8VSU55PiaxT3hIE1ErTZ2ELzdMJUCqAqCSo+gZa99gyS4mMhBA6OFfyw8g//5C7nFLt11vAN+eBlBL8IFFSXYGd8+8Az4iXLYpESJKA0LohI2aabGVEpwA6Afg6AweHFu9zXbz7H/ZfvoK0zIzifSJzpaZDl5wCIQSSndQQCgkuSWkYv+lIoQ+pi4oBdDooKnqj+tF11quVjJz8MxVbDyYgNb1k34eYEpugxamdYxATdhHu7m4IXLsKL73Y1XC/vaOXjNVZplQ1Tm3atMH+/fuNtv36669o06aNTBWVPpvmHMH9qw9zbZcUOqgd0wAAFTtGw95dC5UiLd+mSZOqxp2/1RD6psdi9o/+5PCgsMcrHjU2O8P+CaXcZVhMC7diOa5IS0LazfBiObbc7OzdS80Fqrbq84vAzRK+lNTP6yzsVckl+6RUAhwAABm6CghPkfn3UgIqqgGVpR+gWWj3PycRnixgM2/PFHaAq/GLdknVQrpT+AFRSigBKGFv78H/3xaj9QfDcC+yeN4HFEbtZz+F4uT7OHX4R9StW1fucgpN1t/MpKQk/Pvvv4avb9++jZCQEHh6eqJ69eqYOXMmQkNDsWHDBgDAuHHjsGLFCrz33nsYPXo0fv/9d2zbtg379u2T6yWUOvozTQqFhAp+LgAA/ydC0KL9z1Cp08w+TrrGAcEnXoann3vhi4mPMT7TJEmAoxNgb1tnCFWPXqLQCmREm/84odUB0H/SU5IXPwrYKdKhlLRWP7KUnA671WfgUKWK1Y8tN5WrK9p98oncZZR6yY8+KFdIWZ/QlwQ7ZdYAICEkQGc7bxTICoQaSOmOSi7yluFsD7xbAp/RpmVk/QJJkgSPPJI0JSkz8iGg1WX9E6ZQQJ2eiU7nr0PpV7SGR+HiBM8ZY6xTJJmUosl6/6GQAE/3kv/wV5uZhoehwfCt0Q4AUL3iU/jsveOoW7eE/mEoJpIQQrZzeEeOHEGnTp1ybR8xYgQCAwMxcuRI3LlzB0eOHDF6zJQpU/D333+jatWqmD17NkaOHGn2cyYkJMDd3R3x8fFwcysb/8DmFb/TR+5g9/gMjk6bdVuhVMDTzwWAzqJJee3GXoDKyQt2DhWgUFjYd184BuzaCGgeRcjiYgChAyp4A0s2WXYsM9xIv4HTqaeRISyPPGSkpiA9IQFCCMDbOSuiFpkIdZfVZh8jOTwcQqeDS5UqGHf/vsU1kO3YdwP4/PTjpsASkjoEdi4HAElT8M5lgPbRvyjKEmycHqYlQAcBHwd37Owyt2Se1EYk7T6MmMUB0CWlyF2Kkb/qVsbhNvWhUdnImZNSIsnZAUIhwTUxFe9+/4vc5UAb+RDQ6aD084H/nzvlLqfUO3IxBYF74wxNTXGKiddCJwBvDyW2LSzZDzv/++8/9O3bF5cuXcLhw4fx7LPPlujzW8qS3kDW/6N17NgR+fVtgYGBJh9z6dKlYqyq9DEVv5MUOlTveB/27nmfdUhJSIJKkQY7V/OaJju1O5w861jeMOnt2ghE/Jd7u7p4PlU7nXoasbpCLtTrAMDB+CNOEZ+CpNBQiw+lcnUtXA1kMz4/Ddws5I+SX4UDkOweWLcgG5b9/w5R5p/EtgonO9s6W10SYhYHIOPGXbnLyOX3IR3w0Iv/7yssVYoG2vAoucswULgUc0axnAjcG4d7kSU7Sc6phMd9Hz16FP3790dUVBQ8PT2Rnl62rj3lR0FlQM74XWGidwWxU7ujwQufF75pAh6faZIUgIdn1m21I9BreNELNEF/pkmCBGfJso++kyLCIbRZTaekVBY6osb4V9lQlPhZeYyRSRLgqgIcSvBfGCc7NcY8Yf6C6mWF4UyTQgFlRdu5wDrdKauJlXQCLskl3EGXctaKw1kLY3XWU9LxOSe1hFE9PYr9eQBACIGvv/4aU6dOhVarRePGjREUFISaNWuWyPOXFDZOpZg+ohcbngQAqODngnX3JuK3z6tCZBb+Hyp9HC+7PKN5j+J31/68ipMn/0R6ej5ZpuzXM7l7Pt4e+L9C15ofzW/jgIquEJEJyOjymUWPzTQVs+PwnxJRlFhccXnwaO6ArzNwdgxwOCwEAdcPICWz4PhdVowM8HV0K9YYma1GtkrWOdyRu4QSpo3MShsoK3oVGKU6d/sOgi6FGK6jKU5JqamAEPBwccbyMSOL/fmI5GZODC8mPusDWU/3ko/PFafU1FS8+eab2LhxIwBg6NCh+O677+DkVPbOVLJxKqV0ukxsW/Azov+LhepR0s3dW42UmH8hMpMKfVyL43iP4ncnj11CTLwFU62SLI+8WcpOq4UEQGi1hYrYAYzZyaEosbji5vxoCGTA9QO4m2RZ/K64Y2S2GtmikmFOlCroUgjC4ws/Da0wHOxNTE4lKoMsieGVdHyuuP3www/YuHEjlEolli5dismTJ0OSytZr1GPjVAqFXdmKf355Fz0G5v4H8OSajwt93ELF8R7F79Izsv5nIUkSnJ0d8t5fkgBHZ8BeVeg6zS5NmXUaXFIq4VKIKXCM2clDjqls5sg+VUt/pkkBCV4OBcfvSiJGZquRLSp+5kapSnpim4O9Pfo0a1Lsz0NkC8yN4ZVkfK6kjBo1CsHBwejfvz86duwodznFStapenIo7VP1dLpM/LqkKqAz/6ySqeidKbd+PoRTcz9CemJi/jtmpAOpyYB4vHBtcmo6hBDFMkGusNPxkkUyBARcJBeM8WA+uyQVJW73IDlrsclKLlmxOGuyJGKXH3OnuJVkfI7Tr8oWa0zfUrpEwt7rJvBoaQLJTgNJAnQZaqTdec5apRIR5J1iV9KEEAgICMCgQYPg4iLzWgFWUGqm6pHlMtNiLWqaLInenZr7EWKuXi1KecUSbSvSdDwA9hKjIiXNGnE752L4aytMxC4/BcXv5IjPcfpV2WCN6Vt+VW9CocrdtGszlYiOs/46b0RU9mJ4OSUnJ2P06NHYtm0bDh48iG3btpXZWJ4pbJzKMMnOxaLonf5Mk6RQwNnPL+8dTS5c6wyVp1exRNuKMh3PXrJHG8cSWLWQjBQ1bldci01aGrHLjznxu5KOz3H6VdlhjelbSrus5kgIQGQ+avKFErq42vD2KPkFMYnKurIYw8vu33//Re/evXHlyhXY29vj+eefl7ukEsfGqQxoN/YCrv4bhoMHDyI6OhpCCLi7u2HuJ0sLbJqubd+Ok3PmID0xEcnh4QAAZ2cHjBvcMe8HFXHhWkujd8kia+iEs+TMyJ2NySuSl3MKndz0Eb2HaQkAAC8H60y4S9p9GPcWD8szimfJxDMqXYoapcsZo8tJVQOoXCOrcfIqZOMUl5oOIQBPZycsH9i/UMcgIgKA//3vfxgyZAji4uJQqVIl/PTTT2jXrp3cZZU4Nk5lgMrJC/sO/ojIyEQAWZ8qKlR5jA/P4eScObnieSqFBMRGF/zEhVy4trDRO0bubE9BkbziiNsVRs6InrUm3JkbxWN8ruwpapQurxidniLb7dgiXiLHyXZEVFg6nQ4LFy7EnDlzIIRAmzZt8NNPP6Fy5cpylyYLNk6lTNiVH01u12iyIkiSJMHX1xc9e/Y063g543mq1ES0a1LTeJFaU4qwcG1honeM3Nmm/CJ5xRW3K4zsEb1qLj5Wm3BnThSP8bmyqahROpMxuhwUEuDkqIDavvDXD3CyHREVRUxMDFauXAkhBMaNG4cvv/wSKlXxT0a2VZyqV4oc3/YnUm62zbX9QvoEhD1IghACHh4eWLhwYb7HyRnPEzodXFwcMW5cnyLH8PTyi+PZ8rQ7W1x81ZYV5wQ8APjf7s0IjD2L1CJ+YB7nqoRQSKgQn4mvFltv6iMn2ZnHkoVXNRkCKak66Gz8XyZ9fYWN0sWlpkIIgQpOjNERkW07deoU/vnnH4wZY1vv2ayFU/XKIJ0uE3uW7UCXV3PfFxYZD/Eo2KFWFxxBMhnPUyqM43mFjOHpmRPHs8XonS0vvmrLiiuSFxh7FmHe1vvflENyBrThUVY7nh6jePmzeOFVO+Oomi2yVpSOMToisjW7d+9GRkYG+vXrBwBo27Yt2rbN/cF9ecTGqRTQL3jb5dXcbzz+TXsOAgqLInpG8TwnNVRKBdq1qJt1lgkoUgxPr6A4nq1G72x18VVbVpyRPP2ZJkkn4JFYtPHJjhod+h5JhNLPxwqVPcYoXsEsWXj14aO1UICs30NbVtQoHWN0RGRLdDod5s2bh08++QROTk5o1KgR6tWrJ3dZNoWNk43T6TLxzy/vIlNj+tPaB5n1AKTD3d0dc+dmmxJ24RiwayOgSTXa/9q1u0gKDQUAODupMW5QR6tE87K7kX4DSSJrranSOgnPVqbBlSX5LQZ7tqETdnbxQKra+DxDnGtWBMojUYs9Q78qehGji36IorAkslacSjoOp194VZuuQuj1/D+1LE+LSBIR2YrY2FgMGzYM+/fvBwCMHTsWtWrVkrkq28PGycZlpsXm2TTZqd2RkegAID33nbs2AhH/5dp88tglw22VUpHVNAFFjuZldzr1tOG2LcbxSB75TaDbMbEhwn3zvtjUsYxcc2ZxZK04yRCHs2Th1bK+iCQRka24cuUKevXqhZs3b8LBwQFr1qzBsGHD5C7LJrFxKqXs1O5o8MLnOLTlT9M76M805ZiOl67VGW63a98s60yTFaJ52WUfCGGLcTySR34T6NIeXSRlKpLnmAGM9GxdIjUWN0sia8VJljicBQuvlvVFJImIbMW2bdswatQopKSkoEaNGti5cyeaNWsmd1k2i41TKfTzlrfx5R8fIyTkT8TFHcvamK4BPhz7uGGKi8n6r4cnsGSTYZJeckrWWGaXKlVQb88xq9WUfYqefsFaF8kFdVV1rfYc1mZqgp5+4dbyKL8onTXoF4O90Lka9r7R0DAiHADi0xIACHg7eWDnK0VfmNaWZI/nxaVm/X56ODpaPEmtqAuuZsc4HBERAcD58+eRkpKCzp07Y+vWrfD29pa7JJvGxqkUkpQeUCjssHfvXsM2dVoKEJc7mqeP4OWcpKdydbVqTaam6Nl6TC+/CXq2snBrSTJ3Mdei2vmCJ8KyLUabnbUWprUlpuJ5hZmkVtQFV01hHI6IqHxbtGgR6tSpgzFjxsDOjm1BQfgdsmE6XSbSUx7m2t5/RjsAjxe9BYCe9qlAGoyjedkieNkn6VV44gm0++QTq9aac4qerU7Nyy6vCXq2tHBrSTJnMdeiUrg4QePlAiANCkjwcni8XoKTndpqC9PakpzxvMJOUivqgqs5MQ5HRFT+XLp0CUuWLEFgYCBUKhXs7Ozw5ptvyl1WqcHGyUbpR5CbGgzR+pUnjL728PBAs4yER1945jsdz9nPD6P/+ceqtRodvxRO0eMEPWPKil7Fupir4rePgLQ0eDm4YWeXshXLy09h4nmmeLozXkdERJbbtGkTxo4di7S0NNSpUwcff/yx3CWVOmycbFBBI8gRcgYXd+1FXNKjv774GCA9puQKzEZ/bZP+uqbSQH9tU3m+nimnpN2Hi2Vh2MNhIQi4fsDoeqaHaQlWf57srHktUGEpXSJh73UTkLSGUdwP47UYMCu00MeMiS/aOlZERFQ+ZWRkYPr06fjyyy8BAN27d8eUKVNkrqp0YuNkg/IbQZ6ucYDd/l3YmygBjy5PUOsyi2WsuDlyXttk69c1AbmvbSqP1zPlFLM4wHBb4eJkteMGXD+AuyV8PVNxXAtkKb+qN6FQGQ/ZsGQUd354XRIREZnrwYMHGDBgAI4ePQoA+OCDD/DRRx9BqSx65Ls8YuNkg8Ku/GhyuyZVjeATL6Nncw00ePzmtqdDJuBi/bHi5sh+bZOHwsPmr2sCjK9tqulRPq9nyin7JD3PGdbLLerPNJXk9UzWvhaoMJR2WQ2SEIDIVFs0ijs/vC6JiIjMdfHiRbz66qu4f/8+XFxcsGHDBvTu3Vvusko1Nk42RqfLxLVDM3Jt/3nL27jztxqefu642DgEcVLWX52HhweaLfzGaF/96HH9QAgASA4PN7uG7KPFC6KP6DlLzhjuXvSmzdSIcGvTR/R8nYHfS7bPlF1eI8f1o8KVfj5weaWT1Z5Pk/4oLqdxht2p1w3b0wGs+gVYhcJH1/Kij7R5uisxbWyGYRR4SYpLTYcQgKezk1WuayIiIrKUq6srEhMTUa9ePQQFBaFBgwZyl1TqsXGyMZlppudjJ8Z5Qeiy3uzuTX8ccVKrc8edco4ez86cMeSmRosXxFoRvfxGhFtbeYzoFTRy3JoxPQBITtMBKkCng1ViapZwUksmR4GXpMKMHSciIiosIQQkKSvSXbduXRw4cAANGjSAu7u7zJWVDWycSoF6nT+FWPn4mg0NHl/j0LNnz1z7Zx897uznZ9iucnU1awx5ztHiBbHm6PG8RoRbG0eO5x45rnBxsmpMD8iKqgEAJBQ5pmYJfaRt1w3jUeAlqbBjx4mIiAojPDwcAwcOxJw5c9ClSxcAwDPPPCNzVWULG6dS4L9bTfEw9Pdc2z0kHZo1a5bn45z9/DDu/v18j20qlpc9fleU0eKFid1lj9FxRHjRmIrlGSJ5FowcPxwWghVX9iJOk5x1zQ6yPtEyh06V9ZevtNegSuNTlr2AItp1A4hLTQVgvVHgREREtujUqVPo168fwsPDMW7cOFy9epUL2hYDfkdLge2fnjTcdnRVWfXY+cXyihq/K0rsrjzG6Kwtv1ieJZG8gOsH8CA9NmuKYyEHuimEArEpKQXvWEwYmSMiorJICIHVq1dj8uTJyMjIwFNPPYWgoCA2TcWE31UbY2qiXlrS41M2wz7piP2H/7Ta8+UVy7NG/K6wsbvyGqOztrxieZZG8gxrMAlAqbO8AVEIJfw01VDBybrXT5mLkTkiIiqL0tLSMGHCBKxduxYA0K9fP6xbtw4uLi4yV1Z2sXGyIXlN1NPzquIKJ3ERcUJh0XHzm5JXnLE8xu6sL6+peHp/1a2Mw23qQ6OyA0Z3ycrVKRWwy3E9U0z6NYTt+Q1aFDywIUNKB6Sspql6ZFOE/dEWOpF1zdK2hVWs8bKIiIjIAomJiejcuTPOnz8PhUKBRYsWYfr06YbBEFQ82DjZkLwm6qVrHAA8mqh39CT0eSm1mb8c5kzJK85YHmN31lPQVLzfh3TAQy8TkxNzxOT+q3AXGQqNRc+tEApoM5XQPbq8iQuxEhERycPFxQVPPvkkbt68ia1bt6Jr165yl1QusHGycbkm6gkBfePUs8OzZh2joCl5xRnLY+zOuvKbigcA6U5Z4+klnYBLchokSYLCzRmSg/HY+nuKR92PAOyFGdfNaRVwj6uOhLCa8PZQciFWIiKiEiaEgEajgYODAyRJwqpVq/DRRx+hRo0acpdWbrBxsnGVM2sACRfgWCsDjs88QLxOAqSsiXqur7bChvgNuSJ4mt/GwU6rhUapREBcgFlxvH03gDeLsPAsY3m5HbmYgsC9cUjR5D2BTukSCXuvm4CUR2ROiGwzvQG81e/xbUXuyKZklzWsXqt1QGTEo0+fcqx9nOp1DRn10rMOke4C7+A3C3wtMfFaxDOeR0REJIuUlBS88cYbiI2Nxd69e6FQKODo6MimqYSxcbJ1+7cB2hrwaJUIhbsWIltML88IXkVXw/CzJJFk2JxfHM9aC88ylvdY4N443IvMzHcfv6o3oVBZf9qcNlOZ54KzGU8/ntKoy7C3aGFaxvOIiIhK1p07d9C7d2+EhIRAqVTi7NmzaNOGcR45sHGyIaYm6iE9DQAg2WeddZAg4KvIiuldEo/uyxHBS4oIh9BqISmVcKmUtQBuQXE8ayw8y1ieMf2ZJoUEeLqbXvxVaZfVtAgBiEx17h10OtMHl6SsP6YIJXRxtfNccDbSPgP6o3qEPgtHMxemZTyPiIioZP32228YOHAgYmJi4OPjg23btrFpkhEbJxuR10S9s38CKZV0cHbJeqvr7O6KmjMa4pJIyzOCt7phVSSFhsKlShWMyWMB3JxT8Bi1s55zt+9g8+mLUNVIR+UaWY2TVx6NU1xqOoQAPJ2d8ImDt+kFa3U6KP18ci1YezgsBAHXDzweF55d7b/zLjAt6y/bx8EdO9/tZPkLJCIiomIlhMDSpUsxY8YM6HQ6tGzZEjt27EC1atXkLq1cY+NkI/KaqLflbC14vJj4eD9VZq54XmEm4uUVzWPUruiCLoUgXpMIu2wzF2ILSOM52NtbvGBtwPUDuJv0oNB1OtmZOMNFREREsnv33XexfPlyAMDo0aOxcuVKODg4yFwVsXGyYfWiayIl3R5q+8fDASp3qQzgcTyvsBPxTEXzGLWzjrSMrG+uEIA2Qw03ZwXU9nlfG6RfoFWXtCFrg5kL1urPNCkgwcvBzaIanezUGPNEd4seQ0RERCVj6NChCAgIwOLFi/Hmm29yfSYbwcbJhi3b0hmxqSpUevS1i7sL7BtmnRIyNSHv2vbtODlnDpLDc4xRy0Yf0Svt0TxzJtZZQ4FT70yQ7DSQpKymKf3uc/gmxxQ604vYbsiK5QFQVvTKFcvTyx7Pe5iWAADwcnDDzi5zLXthREREZFMiIiJQqVLWu77mzZvjzp07qFChgsxVUXZsnGxYWKIjdOLxJwzpIt1w21Q87+ScOYi5etXwtco190KoOSN6pTWaZ87EOmsoytQ7oVWanEJX0CK2pmJ5eqbieYzcERERlV46nQ6LFi3CggULcOzYMbRo0QIA2DTZIDZONk6hAJR2CgA6CDw+u2IqnpeemHUtlKRQoMITT6DdJ5/k2id7RK+mR+mN5pkzsc4aCpx6lxehhH1SHZNT6PJbxDavWJ5ezngeI3dERESlV0JCAkaMGIFdu3YBAPbu3WtonMj2sHGycRX8XFGhUiri4uIMjZOL5IK6qrpG+13bvh1JoaEAAGc/P4z+5598j+vrDPw+vHhqtpZzt+8g6FKI4ZohTYZASqoOOgGoaqDAiXXWkH3q3fKB/Yt8vKTdh6ENjwKQfyQvO8bziIiIyp6rV6+id+/euHr1KlQqFVatWoXRo0fLXRblg41TKZRXTE/PVESvNAq6FILw+HjjjXaAAll/9AqaWGcNDvbWyTTGLA4w3M4vkpcd43lERERly+7du/Haa68hMTERVatWxY4dO9CqVSu5y6ICsHEqhfKL6QEwGdErjfRnmiRJgoejIx7Ga6F7lFZUSFl/nBzzn1hnDfqpd9aQfSBEfpG87BjPIyIiKjsOHz6MXr16AQDat2+P7du3w9fXV96iyCxsnEqZ7DE9/RS99MREwyQ9lypVUK9fv1yPyzlNT27ZY3jZI3jZGabTpasQer0tYh41Tt4eSmzLManOlpiempfFMDnPzwcur+S9+CzjeURERGVThw4d0LNnT9SqVQtLliyBvZVSLVT82DjZOEdXVZ735ZyiB+Qd07O1aXq5Ynh2xvG77LSZSkTHPR4HbmpSnS0paGoeUHBMj/E8IiKisuPq1auoUaMGHB0doVAosGPHDjZMpVBe71WphIVd+dHk9mGfdMzzMdmn6LlUqQLP+vXzjOlln6ZXu4L80/Syx/B0GWpkpmf90WXk+JPuBF1cbXh7KOHtoUT1inYmJ9XZEqOpeX4+uf7Y161RYEwvezzPx8EdNVx8Gc8jIiIqhbZv344WLVpg3LhxECIrXsOmqXTiGScboNNl4tqhGbm2+zQGDv21HfHZzsxkpKZgbZsGRvE8Zz8/jLt/P8/j77sBRCRl3S7sND1rLDibfTHZ7DG8sD/alooInqXympp3OCwEs64fQMpvx/J8LON5REREpVtmZiY++OADfPbZZwCA0NBQpKamwsnJvOFQZHvYONmAzLRY03fUSkZk5OOmSaFWID0hAUlmxvP0Pj/9+HZhI3rWWHDW1GKy2kyl4domW4/gWYupGF5eGM8jIiIqfR4+fIhBgwbht99+AwBMnz4dCxcuhJ0d33qXZvzbs1HH9z0PUReQkBVnU3ur4dnF03CKV1Io4OznB5Wra4FT9PQxPaDwET1rLDibazFZoTTE8JzUks1H8Kwl55S8vHB6HhERUelz6dIl9OnTB3fu3IGTkxPWrVuHAQMGyF0WWQEbJxt1NeQpeNfNGoHn7u6O2lNqI0kkAZFZ1zUVFM8zpZIL0KNuwfvlx9O98HG6KT8qEZtivcVkSzvG8IiIiMqW9PR0vPrqq/jvv/9Qu3ZtBAUFoVGjRnKXRVbCxslGOdZIhcKxaNE4a4wg11/bFBOvLXDf7CPGTYlLTS18ISUkv1Hi5tKPHAeMx4rr6a9fIiIiorJFpVIhMDAQX3zxBdavX48KFSrIXRJZERsnG+XWNBkCWRckqdWFu87FGiPIc17blN91SLlGjOfBwYYnyZgzStxcChenfK9n4vVLREREpV9kZCSuXbuG9u3bAwCef/55PP/88zJXRcWBjZONkuwF9PPrevbsiUu4ZPExso8gr+lRuOubsl/bVNU3/1Hg2UeMezg6mtzHwd4efZo1sbyQEmI0SryiV6GPo3BxgueMMUjJzJqcl/N6Jl6/REREVPqdO3cOffr0QWJiIs6dO4d69erJXRIVIzZONsrOWYd0HeDh4QHXhq5ISk4y63H6eF5yxuOInqUjyLOPHtdH9DzdlQicW9msx3s4OpaKa5hMxfL0Mbu8RombYiqOl+UYx4oTERGVUQEBAXjrrbeQnp6OevXqGQZ4UdnFxsnGqdVqnE59PE9cSk7Pd/+c8TzA8oieqdHjZXFUeH6xPIWL+WssmDNenLE8IiKisiE9PR2TJ0/G6tWrAQCvvvoqNmzYADe3vCflUtnAxsnG9ezZE5fE45iecsWJfPfPHs/zdc5qmiyN6OUcPV5WR4XnFcvTx+zMVdB4ccbyiIiIyoawsDD0798fp06dgiRJ+Oijj/DBBx9AoVDIXRqVADZONkyXamcU03ORXJDx63WzHuvrDJw1871/9mgeAKN43rSxGQi6FIJdNzKw60b+xykNU/NMsSSWl50+osc4HhERUfmwYsUKnDp1Cu7u7ti8eTN69Oghd0lUgtg42TBJglFMz16yh+lB30VjKpoHZMXzzJ2Ul50tT82zppwRPcbxiIiIyrZ58+bhwYMHeP/991G3bhEXx6RSh42TDXNyVyNDPG6V2ji2waFieJ6c0TwAhnjerhsFT8rLztan5llT9oheNRcfxvGIiIjKmLS0NKxcuRKTJ0+GnZ0dVCoVvv/+e7nLIpmwcbJhasfHZ25cJBfUVdXNt3HadwOIyGP4Xs44XnapinD4NbwNpZ0WXo8aJwDYdeNx/K60TMozJa9FbbMvVGupw2EhiErLOhPn5eCGTR1nFKlGIiIisi3//fcf+vbti/PnzyM8PBxLly6VuySSGRunMuTzx6m+XJP08orjAYBfw9uwd8xqKmJTTO5SquN3BS1qa8kEPb2A6wcMtxnRIyIiKluOHj2K/v37IyoqCp6enujWrZvcJZENYONUhiRnuwAq5yQ9U3E8PaVd1jAICYCHU+4morTH7/Jb1NbSCXp62ddsYkSPiIiobBBC4KuvvsK7774LrVaLJk2aYOfOnahZs6bcpZENYONUSiRHRmB1w6pIDg8vcN9KLkCPR9cr6iN62SflbVtYxbDvudt38M2RrCbAw8mp1MbxsssZzSvMorZAfgvbwjBJz8fBHZ0qN7ZC1URERCSnlJQUvPHGG9i8eTMAYOjQofjuu+/gZOJDZSqf2DjZMLX6cQRMl5mJpNBQw9cqV1ezjpEzopdzIdugSyGG26U5jpddXtE8SyN5XNiWiIio/Lh79y527doFpVKJzz//HG+//TYkSSr4gVRusHGyYT179sQlPF78VlIo4OznB5WrK9p98olZx8ge0avqa5drIdu0jMf5vtIcx8vOVDSvMJE8LmxLRERUfjRo0ACbNm2Ch4cHOnbsKHc5ZIPYONkoXZoSzjdvItk5AvB1AQA4+/lh3P37ufbddyNrMMSD5KyvYxO0GDArAoDxYraBcysbPe7c7TuITclqMio4OaGlv38xvZqSoY/oFRTNyy+Clx0XtiUiIiq7hBBYunQp2rRpg2effRYA0KtXL3mLIpvGxslGSRJwcs4c6H4aBP1J4rzieZ+fBm7GPv5al6FDdJzWaJ+cET2g7MX0ckb08ormmRPBy45xPCIiorIlKSkJo0ePxvbt21GxYkX8888/qFChgtxlkY1j42SjHF3VSE9MNHytsLPLM56nn6ankABVRgbco+NMLmabU1mL6WWP6NnXrpZnNK+gCF52jOMRERGVLf/++y969eqFv/76C/b29pg7dy48PDzkLotKATZONkrtaPxX41yxEurV65drv+yL3rrb6+B5NWvqnqeH8fQ8vXO37yDoUgjSMjIMi9uWlZieNjwKQFZEr/qpTQBMx/IYwSMiIiqf9u3bh6FDhyI+Ph6VKlXCjh070LZtW7nLolKCjZONUqnMi4dlX/RWk/o4nmcqmgdkxfPC4+ONtpWVmJ5e9ohefrE8RvCIiIjKB51Oh4ULF2LOnDkQQqBt27b46aef4OfnJ3dpVIoo5C6ATDN3hersi95WTkww3DYVzQMex/MkSUIFJyf4ubuXrZgeYBTRyx7L83FwN/yp4eLLCB4REVE5IUkS/vzzTwghMH78eBw+fJhNE1mMZ5xs1NNPN8LZF56AVNkjz32yx/QquQBekWmIBuDtoUSHZrkHI2Sfoufh6FhqFrvNuaBtdmcbOmFnFw+kTqsMoDKgVMDO6Rjw2zEAjOURERFRVuO0du1a9OvXDwMGDJC7HCql2DjZMO2EZw237aXccbrsMT1nM9J2pXWKXl4L2gLAjokNEe6rMt6YFp9rP8byiIiIypddu3Zhz549CAgIgCRJcHFxYdNERcLGyQaEXfnR5Hbh/LghaOPYJtf92WN677YB1l/N/3lK6xQ9Uwva6qU96hglnYBHkg4KV2coHI2bJE7GIyIiKj+0Wi3mzZuH+fPnAwA6deqE1157TeaqqCxg4yQznS4T1w7NyH+nyETUrV/XaFPOmF6PusD6PB6un6RX2qboFbSg7eGwEMRe3AAA8HbywM5XGMUjIiIqz2JjYzF06FD873//AwC88847GDRokMxVUVnBxklmmWmxJrfbOeS/CJslMb2ck/RKS0yvoAVtA64fMNxmFI+IiKh8u3LlCnr16oWbN2/CwcEBa9aswbBhw+Qui8oQTtWTmamY3p8PWkGhyL+nzRnTy0/2SXqlaYqe0YK2dWvkWtA2+9pMjOIRERGVX7t378YzzzyDmzdvokaNGjh16hSbJrI6nnGSUV4xvf8Sa+Pa9u0QT2phejWmxyq5AM6JKRj52TXYV/0XlWtooZCAKT8qDfvoI3oejo5Y1KeXFV+B9WWfoJc9oqdf0FbvcFgIoh4NgfBxcEenyo1LvFYiIiKyDT4+PkhPT0eXLl3www8/wNvbW+6SqAxi4ySjvGJ6GVo1Ts6ZA/yUlcmVpPzbp8C9ccjw+Rf2jo/HdcfmntxdKiJ6pibo5YzoAYzpERERlXc6nQ4KRVZ4qm3btjh69ChatmwJOzu+vaXiwaiejbkc2wICCqQnJhq2qdzc8n1MikZAUmqzvhCAk70jKjg5Gf0pLRE9owl6fj4mI3oAY3pERETl2aVLl/D000/j8uXLhm1t2rRh00TFij9dNuZ+Si0AgDbb4rf2jsZnXLJP1ItLSUE9/+OQ7LIaiQrOTqVmYdv85Jyglx1jekREROXXpk2bMHbsWKSlpWHatGk4ePCg3CVROcEzTjYqv8Vvs0/UUyAdCnsN9Gm+0hDHKyrG9IiIiMqfjIwMvPPOO3jttdeQlpaG7t27Y+vWrXKXReUIzzjZqPwWv80+Ua+WQwh0GWroBKCAslTE8YqKMT0iIqLy5cGDBxgwYACOHj0KAPjwww8xb948KJXKAh5JZD1snGydicVv9dRSMp5wi0LoH88hOk4Lbw8lWvpXKeEC5cOYHhERUdl3584dPPfcc7h//z5cXV2xYcMG9OrVS+6yqBxi42SLhIDQ5h5Fvu9GVkwvMkkAj+7VZAhEx2lLvMTikLT7MLThUTjXogJ29a+MjN8+Mrnfw7SEEq6MiIiI5FK1alXUr18fzs7O2LVrF+rXry93SVROsXGyRUJnuJl9FPnnp4GbsYC+aVJKGUhJeXyZmpO6oFWfbFvM4gAAQFDvKgj3VQGPBkDkhdc3ERERlU3p6ekAAJVKBTs7O/z444+ws7ODWwGThomKExsnG2QnpRtuZx9F/vjaJgEnRTxqqkOgia5luH9UT4+SKbCY6EeRpzlk5ZUVkODlYPp/kE52al7fREREVAaFhYWhf//+ePrpp7Fq1SoAgKenp8xVEbFxsklKKdNwO+cocgBwUKSitctuIFON+6FZjZO3hxIdmuXe11Yl7T6MmMUBj9dtAqCNfIhzLSog1jNrMIaXgxt2dpkrV4lERERUwk6ePIl+/fohIiICf/31Fz744ANUrVpV7rKIAHAceamWqQN0Iut2aYvpxSwOQMaNu9CGRxn+QKdDUO/Hwy0YxSMiIiofhBBYtWoVOnXqhIiICDRs2BAXLlxg00Q2hWecZBR25cciH0MhAVV97UpdTM9wpkmhgLKil2F7msvjMeyM4hEREZV9aWlpeOutt7Bu3ToAQP/+/bF27Vq4uLjIXBmRMTZOMtHpMnHt0Ayz9993A4hIyrotxOPtnu5KBM6tbOXqipd+eh4AKCt6wf/PnQCAw2EhiL24AQBHjRMREZUHQgi88sor+PXXX6FQKPDpp59i2rRpRsOxiGwFo3oyyUyLNbk9Q6cyuf3z049vK/B4BdzSFtEDHk/PAwCFy+PrsgKuHzDcZkyPiIio7JMkCZMnT4a3tzcOHDiA6dOns2kim8UzTjbkzwetIPLoZR9P1ANq2F0GANgpSuckvewDITxnjDHcTsnUGG4zpkdERFQ2CSFw79491KhRAwDQo0cP3Lp1C66urjJXRpQ/Nk425L/E2oAK0GlzL2ibnpkJwA4qpKCSw00AQAU325+kl9f0PABQ+vnA5ZVOALJielGP1m1iTI+IiKhsSklJwdixY3HgwAFcuHABNWvWBAA2TVQqsHEqJVIzMgDYQZIE9GewHeztZa3JHPrpeaYwpkdERFR+3L59G3369EFISAiUSiVOnz5taJyISgM2TqWEeDQRQgDITFfDy1WFPs2ayFqTOfKanqdwcWJMj4iIqJz49ddfMWjQIMTExMDHxwfbtm1Dx44d5S6LyCJsnGyRoz2kyh4AgHRtJmbu3AUhumbdJySk330OXy6skvfjZZQzmmeI5WWbnpfd4bAQBFw/gIdpCQAY0yMiIipLhBBYsmQJZs6cCZ1OhxYtWmDnzp2oVq2a3KURWYyNkw2SXB0Mt1NSMxEeHy9jNZbJK5qXPZaXXcD1A7ib9MDwNWN6REREZce3336L999/HwAwatQofPPNN3BwcCjgUUS2iY2TLco2hjPmX1dkBfSy6LS2/VdmKpqXM5aXnT6ip4CEai4+jOkRERGVISNHjsSGDRvw2muvYdy4cRw1TqWabb8LL2cUDlpA93jgg0rngEvXq+O2pgk0IuuMjdDZxtJbpqblAQVH87LLPknPy8ENmzqavyAwERER2aYzZ86gVatWUCgUcHBwwPHjx6FUKuUui6jIZH8XvnLlSvj7+8PBwQGtW7fGuXPn8t3/iy++QL169eDo6Ihq1aphypQpSEtLK6FqS4ZClfVpTGp6Bm5rmiBF5wEga5tCJ/J+YAnSR/K04VFGf6DTAcg7mpcdJ+kRERGVHTqdDp988gnatm2LefPmGbazaaKyQtYzTj/++COmTp2K1atXo3Xr1vjiiy/QrVs3XLt2Db6+vrn237JlC2bMmIG1a9eibdu2uH79OkaOHAlJkrBs2TIZXkHx8GrlAgAQENCKrDNQCgioMjPhHh1nE+cJ85qWB+QfzcuOk/SIiIjKhvj4eAwfPhx79uwBAERHR0MIwWgelSmyvgVftmwZxo4di1GjRgEAVq9ejX379mHt2rWYMSN3bOvUqVNo164dhgwZAgDw9/fH4MGDcfbs2RKtuzjZOSng2i530+jrIqHGzQeITtICHvJ9cqOP6FkSycuJk/SIiIjKjn/++Qe9e/fGtWvXoFKpsGrVKowePVrusoisTraoXnp6OoKDg9GlS5fHxSgU6NKlC06fPm3yMW3btkVwcLAhznfr1i3s378fL730Up7Po9FokJCQYPTHptkpICmz/lp0mbInKXMxTM2zIJKXk36Snu7R0AvG9IiIiEqnoKAgtGrVCteuXUPVqlVx/PhxNk1UZsl2xik6OhparRYVK1Y02l6xYkVcvXrV5GOGDBmC6OhoPPvssxBCIDMzE+PGjcOsWbPyfJ5Fixbho48+smrtxU1odVDcjUVcYh25S8kle0TPvnY1syJ5OXGSHhERUekXERGBoUOHIjU1FR06dMC2bdtMXmpBVFbY3imNfBw5cgQLFy7EN998g4sXL2Lnzp3Yt28fPvnkkzwfM3PmTMTHxxv+/PfffyVYcSFFJkD16lpcv1sXGuEsdzUGSbsPZw2AQFZEr/qpTXB5pVOhj6efpMeYHhERUelTqVIlrFq1CpMnT8avv/7KponKPNnOOHl7e0OpVCIyMtJoe2RkJCpVqmTyMbNnz8Zrr72G119/HQDQqFEjJCcn44033sAHH3wAhSJ3H6hWq6FWl84o2D+JTxluO9vns2MJiVkcYLhdmIgeERERlW6XL19GRkYGmjVrBgAYMWIERowYIXNVRCVDtjNOKpUKzZs3x6FDhwzbdDodDh06hDZt2ph8TEpKSq7mSD/iUgjbGNNtTRnicV/7rulvSYnKvmZTYSJ6REREVHpt27YNzzzzDHr16oUHDx7IXQ5RiZN1qt7UqVMxYsQItGjRAq1atcIXX3yB5ORkw5S94cOHo0qVKli0aBEAoGfPnli2bBmaNm2K1q1b499//8Xs2bPRs2fPMrdGwMOnGhqaQQdFCpwTgeg4bYk9v6kFbg2T9Px8ChXRyzlNj4iIiGxfZmYmZs2ahSVLlgDIGtZV1t53EZlD1sZp4MCBiIqKwpw5cxAREYEmTZrgwIEDhoER9+7dMzrD9OGHH0KSJHz44YcIDQ2Fj48PevbsiQULFsj1EorN/a5dDbclSULg3ljD107q4l8TwTA9z4TCxvT00/T0OE2PiIjItj18+BCDBg3Cb7/9BgB4//33sWDBAjZOVC7JvpTqxIkTMXHiRJP3HTlyxOhrOzs7zJ07F3Pnzi2ByuRl5+0DPDox42hvjxTN4yjiqJ4exf78eS1wa+7itqZwmh4REVHpcenSJfTp0wd37tyBs7Mz1q5diwEDBshdFpFsZG+cKDdJqYSdo6OhcVLZPf5r8vZQokOz4h3MkHN6nqUL3BZEP02PiIiIbNenn36KO3fuoE6dOggKCkLDhg3lLolIVmycKBdOzyMiIqLvvvsOXl5eWLhwITw8POQuh0h2pWodJyoZnJ5HRERU/kRGRmLJkiWG4VTu7u745ptv2DQRPcIzTjbqflrVYln81tS0vJyKOj0PeDxBT39dEwBO0yMiIrJR586dQ58+fRAaGgonJydMmDBB7pKIbA4bJxtVXIvf5jctL6eixPRyTtDLjtP0iIiIbEdAQADeeustpKeno379+ujcubPcJRHZJDZONirn4rfrr1rnuHlNy8upKNPzAOMJel4ObobtTnZqTtMjIiKyAenp6Zg8eTJWr14NAOjVqxfWr18PNze3Ah5JVD6xcbJxDooU9KjrhPVWPm5xTMszxcvBDTu7lP3x8URERKVJWFgY+vfvj1OnTkGSJHzyySeYOXOm0fqZRGSMjVMpcORiCqLjtHKXka+c1zTxeiYiIiLbde3aNZw5cwbu7u7YsmULXnrpJblLIrJ5bJxKgcC9cYbbTmpJvkLykdc1TbyeiYiIyPZ06tQJgYGBaNOmDerUqSN3OUSlAs/HlgIpGmG4Paqnh3yF5CP7NU0+Du7wcXBHDRdfXs9ERERkA9LS0jBp0iRcu3bNsO21115j00RkAZ5xKkW8PZTo0Kzwk+6Sdh+GNjzKihU9jujpo3m8pomIiMi2/Pfff+jbty/Onz+PI0eOICQkBEqlUu6yiEodnnGyMQp18f2VxCwOePw8RRg1np0+oqdD1lkxRvOIiIhsx9GjR9G8eXOcP38enp6eWLZsGZsmokJi42RjvLt4F9uxsy96W5RR49llj+gxmkdERGQbhBD48ssv0blzZ0RFRaFJkyYIDg5G165d5S6NqNRiVM+GKJ2UcG3oisyHGUjTPT4jZI2Jetljeko/H7i80qnIxzwcFoKotHgAWRG9TR1nFPmYREREVDSpqakYO3YsNm/eDAAYNmwYvv32Wzg5WSdtQlRe8YyTDdKoXA23FSLDcLsoE/WKK6anx4geERGRbVAqlbhz5w6USiW+/PJLbNiwgU0TkRXwjJMNEtLjBsnf/jI0qA6gaBP1ijOmB4ARPSIiIhuhUqnw008/4fr162jfvr3c5RCVGWycbJCQsi7aVEvJ8FHex31UL9JEvcLE9HIuaGuKfpKej4M7OlVuXKjaiIiIqGiEEFiyZAmio6Px2WefAQAqVaqESpUqyVwZUdnCxsmGKaWMgncyQ2FienktaGsKY3pERETySEpKwujRo7F9+3YAQJ8+ffDMM8/IXBVR2cTGyaYIo69qqkOsctTCxPSyT8vzcnDLcz8nOzVjekRERDK4ceMGevfujb/++gv29vb46quv0Lp1a7nLIiqz2DjZkOyjHxwUKfC1vwtdRtHO5hQ2ppd9Wh4XtCUiIrIt+/btw9ChQxEfH49KlSphx44daNu2rdxlEZVpnKpXxhU2pqfHGB4REZFtWbJkCXr27In4+Hi0bdsWFy9eZNNEVALYOJVxRYnpAZyWR0REZGtq1qwJIQTGjx+Pw4cPw8/PT+6SiMoFRvVslBBZ1zvpRAE75sPSmJ5+kh6n5REREdmWzMxM2NllvW3r168fzp8/jxYtWshcFVH5wjNONk5os0aTF2bxW0tjevpJerpHQyoY0yMiIpJfUFAQnnzySYSGhhq2sWkiKnlsnGxcXGhNAIVb/NbSmF72SXo1XHwZ0yMiIpKRVqvFhx9+iD59+uDGjRtYsmSJ3CURlWuM6tkQIRmfVcpMVyM11teixW+Tdh9GzOIA6JJSoI18CMD8aXp6Xg5u2NRxhvmFExERkVXFxsZi6NCh+N///gcAeOeddwyL2xKRPNg42ZJsjVP2xW8tienFLA5Axo27RtvMnaZHRERE8rt8+TJ69+6NmzdvwtHREWvWrMHQoUPlLouo3GPjZEOyz4GoqQ4xbLAkpmeI5ykUUFb0gsLFyexpekRERCSvEydOoFu3bkhJSYG/vz+CgoLQpEkTucsiIrBxskkSBHzt7yIzXW12TE8f0TPE8yp6wf/PncVdKhEREVlR06ZNUatWLVSqVAlbt26Fl5eX3CUR0SNsnMqInBE9xvOIiIhKh7i4OLi7u0OSJDg7O+O3336Dl5eXYfw4EdkGTtUrI7JH9Ozr1mA8j4iIqBS4ePEimjRpgsWLFxu2VaxYkU0TkQ1i41TKJe0+jHtthxlF9Kqf2mTRFL3DYSEYduRTw8K3REREVPw2btyIdu3a4e7du1i3bh3S0tLkLomI8sHGyYYo7HP/dRQ0Uc8Q0dPpso5RiIgeF74lIiIqORkZGZg8eTKGDx+OtLQ0vPTSSzhz5gwcHBzkLo2I8sHGyYa4tqmYa1tBE/WsEdHjwrdEREQlIzIyEl26dMFXX30FAJg9ezb27t2LChUqyFwZERWEAVob4lDX3ehrhYQ8J+qZmqJX/dQms5/rcFgIAq4fQEqmxhDR48K3RERExUej0aBt27a4desWXF1dsWHDBvTq1UvusojITDzjVEoVNaKnj+dFpcUzokdERFQC1Go1pk+fjnr16uHcuXNsmohKGTZOpVRRI3rZ43k+Du6M6BERERUDjUaDO3fuGL5+8803cenSJdSvX1++ooioUBjVK+Usjejl5OXghp1d5lqxIiIiIgKAsLAw9OvXD5GRkbhw4QIqVKgASZLg6Ogod2lEVAg842STRLEe/XBYCKLS4ov1OYiIiMqzkydPonnz5jh9+jRiYmJw7do1uUsioiJi42TLhLJYDhtw/YDhNq9rIiIish4hBL755ht07NgRERERaNiwIc6fP49nnnlG7tKIqIjYONmwjIe1i+W4+uubAPC6JiIiIitJS0vDmDFjMGHCBGRmZmLAgAE4ffo06tSpI3dpRGQFvMbJRmWmq6FNMl7XST+CXJeUYhhDbi5T48d9HNzRqXJjq9VMRERUns2cORPr1q2DQqHAp59+imnTpkGS8l/InohKDzZONsxJbfw/W8MI8mzMHUOuHz9udHzG9IiIiKzmww8/xPHjx/Hpp5+iS5cucpdDRFbGxsmGjerpYfR19hHkyopeULg4mT2GPPv4cS8HNzjZqRnTIyIiKgIhBH7//Xd07twZAODl5YXz58/zLBNRGcXGyUYpJKBDM9Nnk5QVveD/585CHZfjx4mIiIouJSUFY8eOxZYtW7BmzRq8/vrrAMCmiagMY+NEREREZIHbt2+jT58+CAkJgVKphEajKfhBRFTqsXEiIiIiMtOvv/6KQYMGISYmBj4+Pti+fTs6dOggd1lEVAI4jrwc4IK3RERERSOEwGeffYYXX3wRMTExaNmyJYKDg9k0EZUjbJzKAS54S0REVDTBwcGYMWMGdDodxowZg2PHjqFatWpyl0VEJYhRvXKAC94SEREVTYsWLbBw4UJUqFABb7zxBodAEJVDbJzKES54S0REZL7//e9/qF+/PmrWrAkAmDFjhswVEZGcGNUjIiIiykan0+GTTz5Bjx490KdPH6SkpMhdEhHZAJ5xIiIiInokISEBw4cPx+7duwEAbdu2hZ0d3y4RERunMo8T9YiIiMzzzz//oHfv3rh27RrUajVWrVqFUaNGyV0WEdkINk5lHCfqERERFSwoKAjDhw9HUlISqlatip07d6Jly5Zyl0VENoTXOJVxnKhHRESUP61Wi0WLFiEpKQkdOnRAcHAwmyYiyoWNUxmWPabHiXpERESmKZVK7NixAx988AF+/fVX+Pr6yl0SEdkgNk5lGGN6REREpl2+fBlff/214etq1aph/vz5sLe3l7EqIrJlvMbJhkiSdftYxvSIiIhy27ZtG0aNGoWUlBTUqlULPXr0kLskIioFeMbJllhxEXLG9IiIiIxlZmZi+vTpGDhwIFJSUtClSxc888wzcpdFRKUEGycbIsTj24oiNlGM6RERET0WHR2NF198EUuXLgUAvP/++zhw4AC8vLxkroyISgtG9WyUk2PRelrG9IiIiLJcvHgRffr0wd27d+Hs7Ix169ahf//+cpdFRKUMGycbpbYv/CknxvSIiIge++uvv3D37l3UqVMHQUFBaNiwodwlEVEpxMapDGJMj4iI6LHXXnsNGo0G/fr1g4eHh9zlEFEpxWucyiDG9IiIqDyLjIzE4MGD8eDBA8O2119/nU0TERUJzzjZEJHPWL2k3YehDY+y6HiM6RERUXlz9uxZ9O3bF6GhoUhOTsaePXvkLomIygiecbJRDjkW4ItZHGC4rXBxKulyiIiIbN7333+P9u3bIzQ0FPXr18dnn30md0lEVIawcbJBdlIG+jRrYrRNl5RiuO05Y0wJV0RERGS7NBoN3nzzTYwdOxbp6eno1asXzp49i/r168tdGhGVIWycbIiLUzIAQAEtWvr7G7Znj+kp/Xzg8kqnPI+RfaIeERFRWRcREYGOHTviu+++gyRJmD9/Pnbs2AE3Nze5SyOiMobXONkgbabxtU6WxPQ4UY+IiMoTR0dHxMTEwMPDA1u2bEH37hyKRETFg42TDQq74gLUePy1JTE9TtQjIqKyTggBAJAkCe7u7ti9ezfs7OxQp04dmSsjorKMUT0bk5TshLhQB5P3FRTTy44T9YiIqCxKS0vD6NGjsWLFCsO2+vXrs2kiomLHxomIiIhKhXv37uG5555DYGAgpk+fjvDwcLlLIqJyhI0TERER2bzDhw+jefPmuHDhAjw9PfHzzz/Dz89P7rKIqBxh40REREQ2SwiB5cuXo2vXroiOjkaTJk0QHByMLl26yF0aEZUzHA5h47KPIs/P4bAQBFw/gIdpCSVQFRERUfETQmDUqFFYv349AGDYsGH49ttv4eTEheCJqOTxjJONM3cUecD1A7ib9AA6ZE0a4ihyIiIq7SRJQqNGjaBUKvHVV19hw4YNbJqISDY842TjzB1Frh9DroCEai4+HEVORESllkajgVqd9QHg1KlT8eKLL+Kpp56SuSoiKu94xslGJe0+jHtth0Eb+RBA/qPID4eFICotHgDg5eCGTR1ncBQ5ERGVOkIILF68GC1atEBiYiKArLNObJqIyBawcbJRMYsDkHHjLqDTASg4pqfHiB4REZVGSUlJGDBgAGbMmIErV65gy5YtcpdERGSEUT0bZYjoKRSwr13NrJgeAEb0iIio1Llx4wZ69+6Nv/76C/b29vj666/xxhtvyF0WEZERNk42TlnRC9VPbTJrXx8Hd0b0iIioVNm3bx+GDh2K+Ph4+Pn5YceOHWjTpo3cZRER5cKoHhEREcli48aN6NmzJ+Lj49G2bVsEBwezaSIim8XGiYiIiGTRtWtX+Pn54a233sLhw4fh5+cnd0lERHliVM8WCWHWordERESlTVRUFHx8fAAAlSpVwh9//AFvb2+ZqyIiKhjPONkiIQw385umR0REVJoEBQWhdu3aRhPz2DQRUWnBxsnG5TdNj4iIqDTQarX48MMP0adPHyQmJmLz5s0Q2T4kJCIqDdg42bD8Fr3Vy774LRERka2JjY1Fz549sWDBAgDAlClTsHv3bkiSJHNlRESW4TVOpRwXvyUiIlt1+fJl9O7dGzdv3oSjoyO+//57DBkyRO6yiIgKhY1TKcfFb4mIyBaFh4ejTZs2SE5Ohr+/P4KCgtCkSRO5yyIiKjQ2TmUEF78lIiJb4ufnh0mTJiE4OBg//PADvLy85C6JiKhI2DjZIAm8YJaIiEqf6OhoZGRkGNZjmj9/PgBAqVTKWRYRkVVwOIQNcsxMk7sEIiIii1y8eBEtWrRA7969odFkxciVSiWbJiIqM9g42SD7DE3BOxEREdmIjRs3ol27drh79y4ePnyIiIgIuUsiIrI6Nk42SKXJAMDFb4mIyLZlZGRg8uTJGD58ONLS0vDSSy/h/PnzqFGjhtylERFZHRsnG2MnZaDjLxcAcPFbIiKyXZGRkejSpQu++uorAMCcOXOwd+9eeHh4yFsYEVEx4XAIG6OAFk9evmPW4rdERERyGTVqFI4dOwZXV1ds3LgRr776qtwlEREVK55xslGM6RERkS376quv0KZNG5w7d45NExGVC2ycbBRjekREZEs0Gg0OHjxo+LpOnTo4efIk6tevL2NVREQlh42TDWJMj4iIbElYWBg6duyI7t27GzVPkiTJWBURUckqUuOUlsb1hoiIiMqyEydOoFmzZjhz5gzc3d3lLoeISDYWN046nQ6ffPIJqlSpAhcXF9y6dQsAMHv2bAQEBFhcwMqVK+Hv7w8HBwe0bt0a586dy3f/uLg4TJgwAX5+flCr1XjiiSewf/9+i5/XVklCyF0CERERhBD45ptv0KlTJ0RGRqJRo0a4cOECunXrJndpRESysLhxmj9/PgIDA/HZZ59BpVIZtjds2BDff/+9Rcf68ccfMXXqVMydOxcXL15E48aN0a1bNzx48MDk/unp6ejatSvu3LmDn376CdeuXcOaNWtQpUoVS1+GzZLAxomIiOSVmpqK0aNHY8KECcjMzMTAgQNx+vRp1K5dW+7SiIhkY3HjtGHDBnz33XcYOnQolEqlYXvjxo1x9epVi461bNkyjB07FqNGjcKTTz6J1atXw8nJCWvXrjW5/9q1axETE4Ndu3ahXbt28Pf3R4cOHdC4cWNLXwYRERHlYc+ePQgMDIRCocCSJUvwww8/wNnZWe6yiIhkZXHjFBoaijp16uTartPpkJGRYfZx0tPTERwcjC5dujwuRqFAly5dcPr0aZOP2bNnD9q0aYMJEyagYsWKaNiwIRYuXAitVpvn82g0GiQkJBj9ISIiorwNGDAA7777Lg4ePIhp06ZxCAQREQrROD355JM4fvx4ru0//fQTmjZtavZxoqOjodVqUbFiRaPtFStWREREhMnH3Lp1Cz/99BO0Wi3279+P2bNn4/PPP8f8+fPzfJ5FixbB3d3d8KdatWpm10hERFQeCCHw3XffISYmBkDWtLylS5cafbhJRFTe2Vn6gDlz5mDEiBEIDQ2FTqfDzp07ce3aNWzYsAE///xzcdRooNPp4Ovri++++w5KpRLNmzdHaGgolixZgrlz55p8zMyZMzF16lTD1wkJCWyeiIiIHklJScHrr7+OH374AUFBQdi3bx8UCq5WQkSUk8WN06uvvoq9e/fi448/hrOzM+bMmYNmzZph79696Nq1q9nH8fb2hlKpRGRkpNH2yMhIVKpUyeRj/Pz8YG9vb3RtVYMGDRAREYH09HSjYRV6arUaarXa7LqIiIjKi1u3bqF37974888/oVQq8dJLLzGWR0SUh0J9pPTcc8/h119/xYMHD5CSkoITJ07ghRdesOgYKpUKzZs3x6FDhwzbdDodDh06hDZt2ph8TLt27fDvv/9Cp9MZtl2/fh1+fn4mmyYiIiIy7ZdffkGLFi3w559/wtfXF4cOHcKkSZPYOBER5cHixqlWrVp4+PBhru1xcXGoVauWRceaOnUq1qxZg/Xr1+Off/7B+PHjkZycjFGjRgEAhg8fjpkzZxr2Hz9+PGJiYjB58mRcv34d+/btw8KFCzFhwgRLXwYREVG5JITA4sWL0b17d8TGxqJVq1YIDg5Ghw4d5C6NiMimWRzVu3PnjskpdhqNBqGhoRYda+DAgYiKisKcOXMQERGBJk2a4MCBA4aBEffu3TPKWVerVg0HDx7ElClT8PTTT6NKlSqYPHky3n//fUtfBhERUbmUkJCA1atXQ6fTYcyYMVixYgUcHBzkLouIyOaZ3Tjt2bPHcPvgwYNwd3c3fK3VanHo0CH4+/tbXMDEiRMxceJEk/cdOXIk17Y2bdrgzJkzFj8PERERAe7u7ti5cyfOnTuHN954g9E8IiIzmd049erVC0DWiNIRI0YY3Wdvbw9/f398/vnnVi2OiIiIim7fvn14+PAhhg8fDgBo2rSpRUuIEBGRBY2TfiBDzZo1cf78eXh7exdbUURERFR0Op0O8+fPx7x582Bvb4/GjRujcePGcpdFRFQqWXyN0+3bt4ujDiIiIrKi+Ph4DB8+3BC1f/3119GgQQOZqyIiKr0sbpwAIDk5GUePHsW9e/eQnp5udN/bb79tlcKIiIiocP755x/06tUL169fh1qtxqpVqwwTa4mIqHAsbpwuXbqEl156CSkpKUhOToanpyeio6Ph5OQEX19fNk5WoHBxkrsEIiIqpYKCgjB8+HAkJSWhatWq2LlzJ1q2bCl3WUREpZ7F6zhNmTIFPXv2RGxsLBwdHXHmzBncvXsXzZs3x9KlS4ujxnLHc8YYuUsgIqJS6q+//kJSUhI6dOiA4OBgNk1ERFZi8RmnkJAQfPvtt1AoFFAqldBoNKhVqxY+++wzjBgxAn369CmOOssVl1c6mbXf4bAQRKXFF3M1RERUmsyaNQt+fn4YPnw47O3t5S6HiKjMsPiMk729vWFRWl9fX9y7dw9A1roQ//33n3Wro3wFXD9guO1kp5axEiIiksvly5fRt29fpKSkAAAUCgXGjBnDpomIyMosPuPUtGlTnD9/HnXr1kWHDh0wZ84cREdHY+PGjWjYsGFx1Eh5SMnUGG6PeaK7jJUQEZEcfvzxR4wePRopKSmoUaMGli1bJndJRERllsVnnBYuXAg/Pz8AwIIFC1ChQgWMHz8eUVFR+Pbbb61eIJmWPabn4+COTpW5LgcRUXmRmZmJ6dOnY9CgQUhJSUHXrl3xwQcfyF0WEVGZZvEZpxYtWhhu+/r64sCBA/nsTcWFMT0iovIpOjoagwYNwqFDhwAA77//PhYsWAClUilzZUREZZvFZ5zycvHiRbz88svWOly5pdZkmLUfY3pEROXP5cuX0aJFCxw6dAjOzs7Ytm0bPv30UzZNREQlwKLG6eDBg5g2bRpmzZqFW7duAQCuXr2KXr16oWXLltDpdMVSZHlin2nZ95AxPSKi8sPDwwMpKSmoU6cOzpw5g/79+8tdEhFRuWF2VC8gIABjx46Fp6cnYmNj8f3332PZsmWYNGkSBg4ciCtXrqBBgwbFWSsREVG5I4SAJEkAgGrVquHAgQOoVasWPDw85C2MiKicMfuM05dffonFixcjOjoa27ZtQ3R0NL755htcvnwZq1evZtNERERkZZGRkejUqRN27dpl2NasWTM2TUREMjD7jNPNmzcNkYA+ffrAzs4OS5YsQdWqVYutODKNC98SEZV9Z8+eRd++fREaGop///0X3bt3h1rNYUBERHIx+4xTamoqnJycAACSJEGtVhvGklPJ4kQ9IqKy7fvvv0f79u0RGhqK+vXr49ChQ2yaiIhkZtE48u+//x4uLi4AstaQCAwMhLe3t9E+b7/9tvWqI5M4UY+IqGzSaDR4++238d133wEAevfujcDAQLi5uclcGRERmd04Va9eHWvWrDF8XalSJWzcuNFoH0mS2DiVIE7UIyIqO9LS0tCpUyecOXMGkiRh/vz5mDFjBhQKq60cQkRERWB243Tnzp1iLIOIiKh8c3BwQKtWrXD16lVs2bIF3bszUUBEZEv4MRYREZFMhBBISUkxfL106VKEhISwaSIiskFsnIiIiGSQlpaG0aNH46WXXkJGRgYAwN7eHjVq1JC5MiIiMsWi4RBERERUdPfu3UPfvn1x4cIFKBQKHD9+HM8//7zcZRERUT54xomIiKgEHT58GM2bN8eFCxfg5eWFgwcPsmkiIioF2DgRERGVACEEli9fjq5duyI6OhpNmzbFhQsX0KVLF7lLIyIiMxSqcbp58yY+/PBDDB48GA8ePAAA/O9//8Nff/1l1eKIiIjKig8++ABTp06FVqvF8OHDcfLkSfj7+8tdFhERmcnixuno0aNo1KgRzp49i507dyIpKQkA8Mcff2Du3LlWL7DcUUhyV0BERMVg2LBhqFChAr766isEBgbC0dFR7pKIiMgCFjdOM2bMwPz58/Hrr79CpVIZtj///PM4c+aMVYsrjxSuznKXQEREVnL//n3D7SeffBK3b9/GpEmTIEn8kIyIqLSxuHG6fPkyevfunWu7r68voqOjrVJUeaZwUMtdAhERFZEQAosWLULt2rVx9OhRw3Z3d3cZqyIioqKwuHHy8PBAeHh4ru2XLl1ClSpVrFIUERFRaZWYmIj+/ftj1qxZSE9Px/79++UuiYiIrMDixmnQoEF4//33ERERAUmSoNPpcPLkSUybNg3Dhw8vjhqJiIhKhevXr+OZZ57Bjh07YG9vj2+//RaLFy+WuywiIrICixunhQsXon79+qhWrRqSkpLw5JNPon379mjbti0+/PDD4qiRiIjI5v38889o2bIl/v77b/j5+eHo0aN444035C6LiIisxM7SB6hUKqxZswazZ8/GlStXkJSUhKZNm6Ju3brFUR8REZHNO3PmDHr27AkAaNeuHbZv3w4/Pz+ZqyIiImuyuHE6ceIEnn32WVSvXh3Vq1cvjpqIiIhKldatW2PQoEHw8vLCsmXLjKbOEhFR2WBx4/T888+jSpUqGDx4MIYNG4Ynn3yyOOoiIiKyaVevXkXlypXh5uYGSZKwceNG2NlZ/M8qERGVEhZf4xQWFoZ3330XR48eRcOGDdGkSRMsWbLEaK0KIiKismznzp1o2bIlRo4cCZ1OBwBsmoiIyjiLGydvb29MnDgRJ0+exM2bN9G/f3+sX78e/v7+eP7554ujRiIiIpug1Woxa9Ys9O3bF0lJSYiNjUVycrLcZRERUQmwuHHKrmbNmpgxYwY+/fRTNGrUyGiRPyoeh8NCEJUWL3cZRETlTkxMDHr06IFFixYBAKZMmYJff/0Vrq6uMldGREQlodCN08mTJ/HWW2/Bz88PQ4YMQcOGDbFv3z5r1lYu2Uv2+d4fcP2A4baTnbq4yyEiIgB//vknWrZsiYMHD8LR0RGbN2/GsmXLGM8jIipHLP4//syZM7F161aEhYWha9eu+PLLL/Hqq6/CycmpOOord9o4tsn3/pRMjeH2mCe6F3c5RETlnlarRf/+/XHr1i3UrFkTQUFBaNy4sdxlERFRCbO4cTp27BimT5+OAQMGwNvbuzhqKrecJWfUVeW9Hlb2mJ6Pgzs6VeY/3ERExU2pVGL9+vVYsGABAgMD4eXlJXdJREQkA4sbp5MnTxZHHWQGxvSIiEpGdHQ0Ll26hK5duwIAnnnmGezdu1fmqoiISE5mNU579uxB9+7dYW9vjz179uS77yuvvGKVwig3xvSIiIrfxYsX0bt3b0RFReH06dOM5REREQAzG6devXohIiICvr6+6NWrV577SZIErVZrrdooG8b0iIiK34YNG/Dmm28iLS0NderU4fAHIiIyMOtfBP3ifjlvU8lhTI+IqPhkZGTg3Xffxddffw0A6NGjBzZt2gQPDw95CyMiIpth8TjyDRs2QKPR5Nqenp6ODRs2WKUoyo0xPSKi4hEZGYnOnTsbmqY5c+Zgz549bJqIiMiIxY3TqFGjEB+fewHWxMREjBo1yipFUd4Y0yMisq6AgAAcP34crq6u2L17Nz766CMoFEVaH56IiMogi8PbQghIkpRr+/379+Hu7m6VooiIiErK+++/j9DQUEyaNAn169eXuxwiIrJRZjdOTZs2hSRJkCQJnTt3NrpgVqvV4vbt23jxxReLpUgiIiJr0Wg0+OKLL/DOO+9ArVZDqVRi5cqVcpdFREQ2zuzGST9NLyQkBN26dYOLi4vhPpVKBX9/f/Tt29fqBRIREVlLWFgY+vbtizNnzuDWrVv49ttv5S6JiIhKCbMbp7lz5wIA/P39MXDgQDg4OBRbUURERNZ24sQJ9OvXD5GRkfDw8Mh3eQ0iIqKcLL76dcSIEWyaiIio1BBC4JtvvkGnTp0QGRmJRo0a4cKFC+jenRNKiYjIfGadcfL09MT169fh7e2NChUqmBwOoRcTE2O14ihL9sVviYjIfKmpqXjrrbcQGBgIABg4cCACAgLg7Owsb2FERFTqmNU4LV++HK6urobb+TVOZH1c/JaIqHAiIiKwa9cuKBQKLF68GO+++y7/DSMiokIxq3EaMWKE4fbIkSOLqxbKAxe/JSIqnJo1a+LHH3+EUqlE586d5S6HiIhKMYuvcbp48SIuX75s+Hr37t3o1asXZs2ahfT0dKsWR8a4+C0RUf6EEFi+fDkOHHh8pv6FF15g00REREVmceP05ptv4vr16wCAW7duYeDAgXBycsL27dvx3nvvWb1AIiIic6SkpGDo0KGYOnUqBg8ejIiICLlLIiKiMsTixun69eto0qQJAGD79u3o0KEDtmzZgsDAQOzYscPa9RERERXo1q1baNOmDX744QfY2dnh448/RsWKFeUui4iIyhCz13HSE0JAp9MBAH777Te8/PLLAIBq1aohOjrautUREREV4JdffsGgQYMQGxsLX19fbN++He3bt5e7LCIiKmMsPuPUokULzJ8/Hxs3bsTRo0fRo0cPAMDt27f56Z6VHQ4LwbAjn+JhWoLcpRAR2RwhBD799FN0794dsbGxaNWqFYKDg9k0ERFRsbC4cfriiy9w8eJFTJw4ER988AHq1KkDAPjpp5/Qtm1bqxdYngVcP4C7SQ+ggwDAUeRERDn9+++/0Ol0eP3113Hs2DFUrVpV7pKIiKiMsjiq9/TTTxtN1dNbsmQJlEqlVYqiLPox5ApIqObiw1HkRETZSJKEFStWoFu3bujfv7/c5RARURlnceOkFxwcjH/++QcA8OSTT6JZs2ZWK4qMeTm4YVPHGXKXQUQku59//hmbNm3C5s2boVQq4eDgwKaJiIhKhMWN04MHDzBw4EAcPXoUHh4eAIC4uDh06tQJW7duhY+Pj7VrJCKick6n02H+/PmYO3cuAKBjx44YN26czFUREVF5YvE1TpMmTUJSUhL++usvxMTEICYmBleuXEFCQgLefvvt4qiRiIjKsfj4ePTu3dvQNE2YMAGjR4+WuSoiIipvLD7jdODAAfz2229o0KCBYduTTz6JlStX4oUXXrBqcUREVL79/fff6N27N65fvw61Wo3Vq1dj5MiRcpdFRETlkMWNk06ng729fa7t9vb2hvWdiIiIimr//v0YOHAgkpKSUK1aNezcuRMtWrSQuywiIiqnLI7qPf/885g8eTLCwsIM20JDQzFlyhR07tzZqsUREVH5VblyZWi1WnTs2BHBwcFsmoiISFYWn3FasWIFXnnlFfj7+6NatWoAgP/++w8NGzbEpk2brF4gERGVH1qt1rC0RZMmTXDs2DE0adIEdnaFHgJLRERkFRb/S1StWjVcvHgRhw4dMowjb9CgAbp06WL14oiIqPz4448/MHjwYKxbtw6tW7cGAJ5lIiIim2FR4/Tjjz9iz549SE9PR+fOnTFp0qTiqouIiMqRH374AWPGjEFqaiqmT5+Oo0ePQpIkucsiIiIyMPsap1WrVmHw4MG4cOECbty4gQkTJmD69OnFWVu5djgsBFFp8XKXQURUrDIzM/Huu+9iyJAhSE1NxQsvvIBdu3axaSIiIptjduO0YsUKzJ07F9euXUNISAjWr1+Pb775pjhrK9cCrh8w3HayU8tYCRFR8YiKikK3bt2wbNkyAMCMGTOwf/9+eHp6ylwZERFRbmY3Trdu3cKIESMMXw8ZMgSZmZkIDw8vlsLKu5RMjeH2mCe6y1gJEZH1hYaGokWLFvj999/h7OyM7du3Y9GiRYbBEERERLbG7GucNBoNnJ2dDV8rFAqoVCqkpqYWS2GUxcfBHZ0qN5a7DCIiq/Lz80PTpk2hVqsRFBSEp556Su6SiIiI8mXRcIjZs2fDycnJ8HV6ejoWLFgAd3d3wzZ95IKIiCi7jIwMZGZmwtHREQqFAhs2bIBOp4OHh4fcpRERERXI7Mapffv2uHbtmtG2tm3b4tatW4aveTEvERGZEhERgQEDBqBatWrYtGkTJEmCm5ub3GURERGZzezG6ciRI8VYBhERlVVnzpxB3759ERYWBjc3N9y6dQu1a9eWuywiIiKLmD0cgoiIyFJr1qxBhw4dEBYWhvr16+PcuXNsmoiIqFRi40RERFan0Wjw5ptv4o033kB6ejp69+6Ns2fPol69enKXRkREVChsnIiIyOoGDBiA7777DpIkYcGCBfjpp594TRMREZVqbJyIiMjqpk6dCh8fH+zbtw+zZs2CQsF/boiIqHSzaBw5ERGRKUII3L59G7Vq1QIAdOjQAbdv3zZa/4+IiKg0K9RHgMePH8ewYcPQpk0bhIaGAgA2btyIEydOWLW48upwWAii0uLlLoOIyCypqakYNWoUGjdujH/++cewnU0TERGVJRY3Tjt27EC3bt3g6OiIS5cuQaPRAADi4+OxcOFCqxdYHgVcP2C47WSnlrESIqL83bt3D8899xzWr1+PlJQUnDlzRu6SiIiIioXFjdP8+fOxevVqrFmzBvb29obt7dq1w8WLF61aXHmVkqkx3B7zRHcZKyEiytvhw4fRvHlzBAcHw8vLCwcPHsSoUaPkLouIiKhYWNw4Xbt2De3bt8+13d3dHXFxcdaoqVzLHtPzcXBHp8qNZa6IiMiYEALLli1D165dER0djaZNm+LChQvo0qWL3KUREREVG4sbp0qVKuHff//Ntf3EiROGi4Kp8BjTIyJbt3HjRrz77rvQarV47bXXcPLkSfj7+8tdFhERUbGyuHEaO3YsJk+ejLNnz0KSJISFhWHz5s2YNm0axo8fXxw1liuM6RGRrRs8eDA6d+6Mr776CuvXr4ejo6PcJRERERU7i8eRz5gxAzqdDp07d0ZKSgrat28PtVqNadOmYdKkScVRY7nEmB4R2ZJTp06hZcuWsLe3h729PX755ReuzUREROWKxf/qSZKEDz74ADExMbhy5QrOnDmDqKgofPLJJ8VRHxERyUgIgUWLFuHZZ5/F9OnTDdvZNBERUXlT6AVwVSoVnnzySWvWQkRENiQxMRGjRo3Cjh07AAApKSnQ6XRsmoiIqFyyuHHq1KkTJEnK8/7ff/+9SAUREZH8rl+/jt69e+Pvv/+Gvb09VqxYgTfeeEPusoiIiGRjcePUpEkTo68zMjIQEhKCK1euYMSIEdaqi4iIZPLzzz9j6NChSEhIQOXKlfHTTz+hTZs2cpdFVGy0Wi0yMjLkLoOIiolKpbJKWsLixmn58uUmt8+bNw9JSUlFLqg8s5MKnZwkIrKK2NhYQ9P07LPPYvv27ahUqZLcZREVCyEEIiIiuA4lURmnUChQs2ZNqFSqIh3Hau/Uhw0bhlatWmHp0qXWOmS509KhBYJwoOAdiYiKSYUKFRAYGIhDhw5h2bJlRf5HhsiW6ZsmX19fODk55XspAhGVTjqdDmFhYQgPD0f16tWL9Htutcbp9OnTcHBwsNbhyqVaKi4gTEQl7++//0ZcXBzatm0LAOjduzd69+4tc1VExUur1RqaJi8vL7nLIaJi5OPjg7CwMGRmZsLe3r7Qx7G4cerTp4/R10IIhIeH48KFC5g9e3ahCyEiopK3c+dOjBgxAo6OjggODka1atXkLomoROivaXJycpK5EiIqbvr0hFarLdnGyd3d3ehrhUKBevXq4eOPP8YLL7xQ6EKIiKjkaLVazJ49G4sWLQIAtGzZkqkBKpcYzyMq+6z1e25R46TVajFq1Cg0atQIFSpUsEoBRERUsmJiYjBkyBAcPHgQAPDuu+/i008/hZ0dB9QQERHlxaK5fEqlEi+88AKnzxARlVJ//vknWrZsiYMHD8LR0RFbtmzB0qVL2TQREREVwOKB5g0bNsStW7esWsTKlSvh7+8PBwcHtG7dGufOnTPrcVu3boUkSejVq5dV6yEiKqu+/PJL3Lp1CzVr1sTp06cxePBguUsiIiubN29ernU3C+Phw4fw9fXFnTt3inwssp709HT4+/vjwoULcpdS7ljcOM2fPx/Tpk3Dzz//jPDwcCQkJBj9sdSPP/6IqVOnYu7cubh48SIaN26Mbt264cGDB/k+7s6dO5g2bRqee+45i5/TVp2IuIKotHi5yyCiMuzrr7/GpEmTcOHCBTRu3FjucojIAj179sSLL75o8r7jx49DkiT8+eefmDZtGg4dOgQA8Pf3hyRJef4ZOXJkns+3YMECvPrqq/D39891X7du3aBUKnH+/Plc93Xs2BHvvPNOru2BgYHw8PAw2paQkIAPPvgA9evXh4ODAypVqoQuXbpg586dEELkWVtRHTlyBM2aNYNarUadOnUQGBhY4GO2bduGJk2awMnJCTVq1MCSJUtyHdPU9zgiIsKwz7Fjx9CzZ09UrlwZkiRh165duZ4nKSkJEydORNWqVeHo6Ignn3wSq1evNtyvUqkwbdo0vP/++4V+/VQ4ZjdOH3/8MZKTk/HSSy/hjz/+wCuvvIKqVauiQoUKqFChAjw8PAp13dOyZcswduxYjBo1yvCD4eTkhLVr1+b5GK1Wi6FDh+Kjjz5CrVplZ4T35pu/G2472allrISIyoqoqCh88skn0Ol0ALImiH311Vfw9PSUuTIistSYMWPw66+/4v79+7nuW7duHVq0aIGnn34aLi4uhhHr58+fR3h4OMLDw7Fjxw4AwLVr1wzbvvzyS5PPlZKSgoCAAIwZMybXfffu3cOpU6cwceLEfN+vFUS/DMKGDRswc+ZMXLx4EceOHcPAgQPx3nvvIT6+eD5Mvn37Nnr06IFOnTohJCQE77zzDl5//XXDdZ+m/O9//8PQoUMxbtw4XLlyBd988w2WL1+OFStW5No3+/c3PDwcvr6+hvuSk5PRuHFjrFy5Ms/nmjp1Kg4cOIBNmzbhn3/+wTvvvIOJEydiz549hn2GDh2KEydO4K+//irkd4EKw+xQ+0cffYRx48bh8OHDVnvy9PR0BAcHY+bMmYZtCoUCXbp0wenTp/N83McffwxfX1+MGTMGx48fz/c5NBoNNBqN4evCnBUrKamZ6YbbY57oLmMlRFQWBAcHo0+fPrh37x7s7e0xY8YMuUsioiJ4+eWX4ePjg8DAQHz44YeG7UlJSdi+fbvhDMi8efOwa9cuhISEwMfHx7Cf/gMTX1/fXGd+ctq/fz/UajWeeeaZXPetW7cOL7/8MsaPH49nnnkGy5Ytg6Ojo8WvZ9asWbhz5w6uX7+OypUrG7Y/8cQTGDx4cLFN+ly9ejVq1qyJzz//HADQoEEDnDhxAsuXL0e3bt1MPmbjxo3o1asXxo0bBwCoVasWZs6cicWLF2PChAlGU9vy+/52794d3bvn/x7v1KlTGDFiBDp27AgAeOONN/Dtt9/i3LlzeOWVVwBkLVberl07bN26FZ988oklL5+KwOzGSX+6tEOHDlZ78ujoaGi1WlSsWNFoe8WKFXH16lWTjzlx4gQCAgIQEhJi1nMsWrQIH330UVFLLVE+Du7oVJkRGiIqvPXr1+PNN9+ERqNB3bp10bNnT7lLIioV7nd5HZkPYkr0Oe18PVH1t+8L3s/ODsOHD0dgYCA++OADw5v17du3Q6vVWvWaxePHj6N58+a5tgshsG7dOqxcuRL169dHnTp18NNPP+G1116z6Pg6nQ5bt27F0KFDjZomPRcXl3xrK6j5+PbbbzF06FCT950+fRpdunQx2tatWzeT8UI9jUaTa80vR0dH3L9/H3fv3jWKMzZp0gQajQYNGzbEvHnz0K5du3xrzalt27bYs2cPRo8ejcqVK+PIkSO4fv06li9fbrRfq1atCjyBQNZl0Rgludc6SExMxGuvvYY1a9bA29vbrMfMnDkTU6dONXydkJDABR6JqMzKyMjA1KlTDfGRl19+GRs3bizw02UiypL5IAba8Ci5y8jT6NGjsWTJEhw9etRwRmLdunXo27dvrrU2i+Lu3bsmG5rffvsNKSkphjMzw4YNQ0BAgMWNU3R0NGJjY1G/fn2La2vRokWBH6Dn/FA+u4iICJMf2ickJCA1NdXk2bNu3bphypQpGDlyJDp16oR///3XcMYqPDwc/v7+8PPzw+rVq9GiRQtoNBp8//336NixI86ePYtmzZqZ/fq+/vprvPHGG6hatSrs7OygUCiwZs0atG/f3mi/ypUr4+7du2Yfl4rOosbpiSeeKLB5iokx/1Mab29vKJVKREZGGm2PjIxEpUqVcu1/8+ZN3Llzx+iTU31u387ODteuXUPt2rWNHqNWq6FW83ohIir7IiIiMGDAAMMnkHPnzsWcOXOgUFg8B4io3LLzLfnr/yx5zvr166Nt27ZYu3YtOnbsiH///RfHjx/Hxx9/bNWaUlNTTUbl1q5di4EDBxqWMBg8eDCmT5+Omzdv5noPlp+iDH5wdHREnTp1Cv34whg7dixu3ryJl19+GRkZGXBzc8PkyZMxb948w/9j69Wrh3r16hke07ZtW9y8eRPLly/Hxo0bzX6ur7/+GmfOnMGePXtQo0YNHDt2DBMmTEDlypWNzpQ5OjoiJSXFei+SCmRR4/TRRx9Z9dMMlUqF5s2b49ChQ4aR4jqdDocOHcLEiRNz7V+/fn1cvnzZaNuHH36IxMREfPnllzyTRETl2t27d3HmzBm4ublh48aNhiw8EZnPnMic3MaMGYNJkyZh5cqVWLduHWrXrm3VSymArA+3Y2NjjbbFxMQgKCgIGRkZWLVqlWG7VqvF2rVrsWDBAgCAm5ubycEOcXFxhveRPj4+8PDwyPPSjPwUNapXqVIlkx/au7m55XmtliRJWLx4MRYuXIiIiAj4+PgYJhfmN6isVatWOHHiRL61ZpeamopZs2YhKCgIPXr0AAA8/fTTCAkJwdKlS40ap5iYGKNr2Kj4WdQ4DRo0yGgyiDVMnToVI0aMQIsWLdCqVSt88cUXSE5OxqhRowAAw4cPR5UqVbBo0SI4ODigYcOGRo/Xx09ybiciKm9at26NzZs34+mnnzb61JOIypYBAwZg8uTJ2LJlCzZs2IDx48db/XKKpk2bYtOmTUbbNm/ejKpVq+Yaof3LL7/g888/x8cffwylUol69erhl19+yXXMixcv4oknngCQNQxs0KBB2LhxI+bOnZsrFpiUlAQHBweTi3MXNarXpk0b7N+/32jbr7/+ijZt2uR7TABQKpWoUqUKAOCHH35AmzZt8m1eQkJC4OfnV+Bx9TIyMpCRkZErKaBUKg0pK70rV66gadOmZh+bis7sxqm4rm8aOHAgoqKiMGfOHERERKBJkyY4cOCA4Qf+3r17jJkQEZmg0Wjw7rvv4vXXXzcsdtm/f395iyKiYufi4oKBAwdi5syZSEhIyHctpsLq1q0bZs6cidjYWMNyMwEBAejXr1+uD6urVauGmTNn4sCBA+jRowfGjx+PFStW4O2338brr78OtVqNffv24YcffsDevXsNj1uwYAGOHDmC1q1bY8GCBWjRogXs7e1x/PhxLFq0COfPnzd5fWZRo3rjxo3DihUr8N5772H06NH4/fffsW3bNuzbt8+wz4oVKxAUFGQ4qxQdHY2ffvoJHTt2RFpaGtatW4ft27fj6NGjhsd88cUXqFmzJp566imkpaXh+++/x++//27URCYlJeHff/81fH379m2EhITA09MT1atXh5ubGzp06IDp06fD0dERNWrUwNGjR7FhwwYsW7bM6HUcP36cE/VKmjCTJEkiMjLS3N1tVnx8vAAg4uPjZa1Dk/xAHFjobPRn8P73xLN7p4jev86TtTYisn33798XrVu3FgBE7dq1hUajkbskolIlNTVV/P333yI1NVXuUgrl1KlTAoB46aWXct03d+5c0bhx41zbDx8+LACI2NhYs56jVatWYvXq1UIIIS5cuCAAiHPnzpnct3v37qJ3796Gr8+dOye6du0qfHx8hLu7u2jdurUICgrK9bi4uDgxY8YMUbduXaFSqUTFihVFly5dRFBQkNDpdGbVWRiHDx8WTZo0ESqVStSqVUusW7fO6P65c+eKGjVqGL6OiooSzzzzjHB2dhZOTk6ic+fO4syZM0aPWbx4sahdu7ZwcHAQnp6eomPHjuL333/P9bwAcv0ZMWKEYZ/w8HAxcuRIUblyZeHg4CDq1asnPv/8c6Pvx6lTp4SHh4dISUmx2vekLMvv992S3kASohiXZbZBCQkJcHd3R3x8PNzc3GSrIz0lCoe/rGm0bX2TCfhPmwEfB3fs7DJXpsqIyNYdP34c/fv3R2RkJDw8PPDDDz/gxRdflLssolIlLS0Nt2/fRs2aNYttvaDSbt++fZg+fTquXLnC9I+NGThwIBo3boxZs2bJXUqpkN/vuyW9gUXXOBERkXyEEFi5ciWmTJmCzMxMNGrUCEFBQRZNsiIiMlePHj1w48YNhIaGcgCXDUlPT0ejRo0wZcoUuUspd9g42ZCHmgTAzvKVt4mo7NNoNHjzzTexfv16AFnDer7//ns4OzvLXBkRlWX5LQpL8lCpVPjwww/lLqNc4nlXG+Rkx3WniMiYnZ0dIiIioFAosHTpUmz5P3t3HlfT9v8P/HWaJ81pQkUaDA10kVAocTNliMoQGboyZp6ucM0yd42V4UYJua6rXFKUUKhQZskHnUwN0qjW7w+/9tdxKk0cw/v5eJzHw1nTfu+d6rxba6998CAlTYQQQshXRDNO3yBPo+qfTUAI+XkwxsDj8SAuLo6DBw/ixo0bsLOzE3VYhBBCyE+HZpy+MRoySuiuYy7qMAghIsYYw4YNGzBp0iSuTFVVlZImQgghRERoxokQQr4x7969w7hx4xASEgLgw7OZevToIeKoCCGEkJ8bJU6EEPINefToEZydnXHjxg1ISEhg48aN6N69u6jDIoQQQn56lDgRQsg34vTp03B1dUV2djYaN26MI0eOoGvXrqIOixBCCCGge5wIIeSbsGXLFvTp0wfZ2dno2LEjrl+/TkkTIYQQ8g2hxIkQQr4BRkZGAIBx48bh/Pnz0NXVFXFEhBDSMHg8Ho4fPy6SY5eUlMDQ0BDx8fEiOT6pWqdOnXD06FFRh1ErlDgRQoiIlJaWcv/u3bs3rl+/jt27d0Namp7lRgipnIeHB3g8Hry8vITqvL29wePx4OHhIdB+4MCBVY6nr68PHo8HHo8HeXl5tGvXDmFhYdXGUNGnYgObj7Vu3Ro8Hg979+7lyjIzM9Gnj2getbJjxw4YGBigc+fOQnUTJ06EuLh4pedb1XWLiYkBj8dDTk4OV1ZSUoK1a9fC3NwccnJyUFdXh42NDYKCggR+zje0GzduoGvXrpCRkUHTpk2xdu3az/aJiopC586d0ahRI2hpaWHu3Ll4//69QJvDhw/DwsICcnJy0NPTw7p164TGKS4uxsKFC6GnpwdpaWno6+sjMDBQoE1YWBhMTEwgIyODtm3b4tSpUwL1ixYtwrx581BeXl6HsxcNSpwIIUQETp48CSMjIzx8+JArs7CwEF1AhJDvRtOmTRESEoLCwkKurKioCAcPHkSzZs1qPd6yZcuQmZmJpKQk/PLLLxg2bNhnZ2iaNm2KoKAggbLLly+Dz+cLPZxbS0vri/5BqKSkpNJyxhi2bdsGT09PobqCggKEhIRgzpw5Qh/4a3tsR0dHrF69GhMmTEB8fDwSEhLg7e2NrVu3IjU1tc5jVycvLw+9evWCnp4erl27hnXr1sHX1xe7du2qsk9KSgp+/fVX9O7dG0lJSQgNDcWJEycwb948rk1ERATc3d3h5eWFW7du4c8//8TGjRuxbds2gbFcXFwQFRWFgIAA3L17F4cOHYKxsTFXHx8fD1dXV3h6eiIpKQkDBw7EwIEDcevWLa5Nnz598PbtW0RERDTglfmyKHEihJCvqLy8HEuXLkW/fv3w+PFjrFmzRtQhEUK+M+3atUPTpk1x7NgxruzYsWNo1qwZLC0taz1exeyDkZER/P39ISsri3/++afaPu7u7jh//jz+97//cWWBgYFwd3eHhITg3mMfL9Xbv38/FBQUcP/+fa5+0qRJMDExQUFBAQDg1q1b6NOnDxQUFKCpqYmRI0fi1atXXHs7OztMnjwZ06dPh7q6OhwdHSuN8dq1a3j48CGcnJyE6sLCwtCqVSvMmzcPFy5cEDiP2ti0aRMuXLiAqKgoeHt7w8LCAs2bN4ebmxuuXLmCli1b1mnczwkODkZJSQkCAwPRunVrDB8+HFOnTsWGDRuq7BMaGgozMzP8/vvvMDQ0hK2tLdauXQt/f3+8ffsWAHDgwAEMHDgQXl5eaN68OZycnDB//nysWbMGjDEAQGRkJM6fP49Tp07B3t4e+vr6sLa2ho2NDXeszZs3o3fv3pg9ezZMTU2xfPlytGvXTiABExcXx6+//lrpzOW3inbVI4SQryQ3NxcjR47kPpB4e3tX+0uOECICy6cAedlf95iKKsDirbXqMnbsWAQFBcHd3R3Ah6RlzJgxiImJqVcoEhISkJSUrHIWp4KmpiYcHR2xb98+LFq0CAUFBQgNDcX58+exf//+KvuNGjUKJ0+ehLu7O+Lj43H69Gns2bMHly5dgpycHHJyctCjRw+MGzcOGzduRGFhIebOnQsXFxecO3eOG2ffvn347bffcPHixSqPFRsbCyMjIzRq1EioLiAgACNGjICSkhL69OmDvXv3YvHixTW4QoKCg4Nhb29facIqKSkJSUnJSvs9efIErVq1qnbsBQsWYMGCBZXWXbp0Cd26dYOUlBRX5ujoiDVr1iA7OxsqKipCfYqLiyEjIyNQJisri6KiIly7dg12dnYoLi6GnJycUJunT58iIyMD+vr6OHHiBKysrLB27VocOHAA8vLy6N+/P5YvXw5ZWVkuPh8fH4FxHB0dhe5169ChA1avXl3tdfiWUOJECCFfQVpaGgYOHIj79+9DWloaO3bsELgPgRDyjcjLBrJffb6diI0YMQLz589HRkYGAODixYsICQmpV+JUUlICPz8/5Obm1uih22PHjsXMmTOxcOFCHDlyBC1atKjRkuOdO3fCzMwMU6dOxbFjx+Dr64v27dsDALZt2wZLS0usXLmSax8YGIimTZvi3r173EY6LVu2/Ow9PRkZGdDR0REqv3//Pi5fvszN2I0YMQI+Pj5YtGgReDzeZ+P/dCw7O7ta9QEAHR0dJCcnV9tGVVW1yjo+nw8DAwOBMk1NTa6ussTJ0dERmzZtwqFDh+Di4gI+n49ly5YB+HAfWkWbGTNmwMPDA927d8eDBw/g5+fHtdHX18ejR48QFxcHGRkZhIeH49WrV5g0aRJev37NLd/k8/lcPB/Hx+fzha7D//73P5SXl0NM7NtfCEeJEyGEfGGJiYno0aMH8vPzueU1VlZWog6LEFIZReEPnN/iMTU0NODk5IS9e/eCMQYnJyeoq6vX6fBz587FokWLUFRUBAUFBaxevRpOTk5YuXKlQAKTlpYmcA+Vk5MTJk6ciAsXLiAwMBBjx46t0fFUVFQQEBAAR0dHdO7cWeAem5SUFERHR0NBQUGo38OHD7nEqSLRqk5hYaHQDAvwIRFzdHTkrtevv/4KT09PnDt3Dj179qzROVSoWL5WWxISEjA0NKxT37rq1asX1q1bBy8vL4wcORLS0tJYvHgxYmNjuaRl/PjxePjwIfr27YvS0lIoKipi2rRp8PX15dqUl5eDx+MhODgYSkpKAIANGzZgyJAh+PPPP7lZp5qQlZVFeXk5iouLa9VPVChxIoSQL8zMzAytWrWCnJwcDh8+DA0NDVGHRAipSi2XzInS2LFjMXnyZACAv79/nceZPXs2PDw8uHuKKmZdvLy84OLiwrX7dPZGQkICI0eOxJIlS3DlyhWEh4fX+JgXLlyAuLg4MjMz8e7dO245XX5+Pvr161fp/Z/a2trcvz/dgKIy6urquHnzpkBZWVkZ9u3bBz6fL3AvVllZGQIDA7nESVFRkZvN+1hOTg7ExcW54xsZGeHOnTs1OGNB9V2qp6WlhaysLIGyivdaWlpVjunj44MZM2YgMzMTKioqePz4MebPn4/mzZsD+HA/2po1a7By5Urw+XxoaGggKioKALg22tra0NXV5ZImADA1NQVjDE+fPkXLli2rjO/T2N68eQN5efnvImkCKHEihJAvIicnB40aNYK4uDikpaXx77//QllZWeimaUIIqavevXujpKQEPB6vyg0SakJdXb3S2Q9VVdVql4sBH5K39evXY9iwYZUuD6tMfHw81qxZg3/++Qdz587F5MmTsW/fPgAfNr44evQo9PX16/3z0tLSEtu3bwdjjEsGT506hbdv3yIpKQni4uJc21u3bmHMmDHIycmBsrIyjI2NERISguLiYoEdAa9fvw4DAwPu3iU3NzcsWLAASUlJQvc5lZaWoqSkpNIkr75L9aytrbFw4UKUlpZysZw5cwbGxsaf/TrweDwuCT506BCaNm2Kdu3aCbQRFxfnnid46NAhWFtbc3/0s7GxQVhYGPLz87mZwXv37kFMTAxNmjTh4ouKisL06dO5Mc+cOQNra2uB49y6datOG5qIyre/mJAQQr4zKSkpaNeuncCNxurq6pQ0EUIalLi4OG7fvo20tDSBJOBTubm5SE5OFnjVdRe5T5mamuLVq1dCW5NX5e3btxg5ciSmTp2KPn36IDg4GKGhoThy5AiAD5vmvHnzBq6urkhMTMTDhw9x+vRpjBkzBmVlZbWKrXv37sjPzxfYEjwgIABOTk4wNzdHmzZtuJeLiwuUlZURHBwM4MOugTweD6NGjcK1a9fw4MEDBAYGYtOmTZg5cyY33vTp02FjY4OePXvC398fKSkpePToEQ4fPoxOnToJ7B74sYqletW9qkuc3NzcICUlBU9PT6SmpiI0NBSbN28W2JAhPDwcJiYmAv3WrVuHmzdvIjU1FcuXL8fq1auxZcsW7v/Pq1evsGPHDty5cwfJycmYNm0awsLCsGnTJoFjq6mpYcyYMUhLS8OFCxcwe/ZsjB07lps5mjZtGiIjI+Hn54c7d+7A19cXV69e5WZIK8TGxqJXr17VfRm/KZQ4EUJIA6r4y1x6ejpCQ0O5LV4JIeRLUFRUhKKiYrVtYmJiYGlpKfBaunRpg8WgpqZW46VW06ZNg7y8PHfvVNu2bbFy5UpMnDgRz549g46ODi5evIiysjL06tULbdu2xfTp06GsrFzrzQPU1NTg7OzMJUNZWVn4999/MXjwYKG2YmJicHZ2RkBAAABAWVkZsbGxKC0tRf/+/WFhYYEtW7Zgw4YNmDhxItdPWloaZ86cwZw5c7Bz50506tQJv/zyC7Zs2YKpU6eiTZs2tYq5ppSUlPDff/8hPT0d7du3x8yZM/H7779jwoQJXJvc3FzcvXtXoF9ERAS6du0KKysr/Pvvv/j777+FHvS7b98+WFlZwcbGBqmpqYiJiUGHDh24egUFBZw5cwY5OTmwsrKCu7s7+vXrhy1btnBtOnfujIMHD2LXrl0wNzfHkSNHcPz4cYHr8ezZM8THx2PMmDENfHW+HB6r611t36m8vDwoKSkhNzf3sz9ovqSSgpeI3iy4G8oG05GQV9DCMfslIoqKEFJX79+/x9y5c7ntxXv16oVDhw59dpkLIUQ0ioqKkJ6eDgMDg0o3ECA/hhs3bsDBwQEPHz6sdMMJIjpz585FdnZ2tQ/tbSjVfb/XJjegGSdCCKmnly9fwtHRkUua5s+fj1OnTlHSRAghImZmZoY1a9YgPT1d1KGQTzRu3BjLly8XdRi1QgvuCSGkHt6/f49u3brhzp07UFBQwN69eytdBkIIIUQ06Jl536aP7xX7XtCMEyGE1IOEhAQWL14MIyMjXLlyhZImQggh5AdFiRMhhNRSaWkpHjx4wL13c3NDSkrKZ5/JQQghhJDvFyVOhBBSC3w+Hz179oSdnR34fD5XTjeXE0IIIT82SpwIIaSGLl++jPbt2yM2NhZv377FvXv3RB0SIYQQQr4SSpwIIaQGdu3aBVtbWzx//hympqZITExEt27dRB0WIYQQQr4SSpwIIaQaxcXFmDBhAiZOnIiSkhIMGjQIV65cgZGRkahDI4QQQshXRIkTIYRUY9myZdi9ezd4PB5WrlyJI0eOoFGjRqIOixBCCCFfGSVOhBBSjblz56Jz5844deoU5s+fDx6PJ+qQCCFEZO7evQstLS28fftW1KGQj5SUlEBfXx9Xr14VdSg/NEqcCCHkI4wxnD59GowxAICioiLi4uLQu3dvEUdGCCEf8Pl8TJkyBc2bN4e0tDSaNm2Kfv36ISoqqkb9eTxetS9fX98q+86fPx9TpkypdObdxMQE0tLSAjuOVtDX18emTZuEyn19fWFhYdGg51dXYWFhMDExgYyMDNq2bYtTp059to+/vz9MTU0hKysLY2Nj7N+/X6C+tLQUy5YtQ4sWLSAjIwNzc3NERkYKtLlw4QL69esHHR0d8Hg8HD9+XOg4+fn5mDx5Mpo0aQJZWVm0atUKO3bs4OqlpKQwa9YszJ07t24nT2qEEidCCPn/CgsL4eHhgd69e2Pz5s1cOc0yEUK+FY8fP0b79u1x7tw5rFu3Djdv3kRkZCS6d+8Ob2/vGo2RmZnJvTZt2gRFRUWBslmzZlXa78mTJzh58iQ8PDyE6uLi4lBYWIghQ4Zg3759Ij2/uoiPj4erqys8PT2RlJSEgQMHYuDAgbh161aVfbZv34758+fD19cXqampWLp0Kby9vfHPP/9wbRYtWoSdO3di69atSEtLg5eXF5ydnZGUlMS1effuHczNzeHv71/lsXx8fBAZGYm//voLt2/fxvTp0zF58mScOHGCa+Pu7o64uDikpqbW82qQqkiIOgBCCPkWPHnyBM7Ozrh+/TrExOhvSoSQb9OkSZPA4/GQkJAAeXl5rrx169YYO3YsgA8P5S4rK0NoaChXX1paCm1tbWzYsAGjRo3iypWUlMDj8aClpfXZYx8+fBjm5ubQ1dUVqgsICICbmxtsbW0xbdq0Os981OT8voTNmzejd+/emD17NgBg+fLlOHPmDLZt2yYws/OxAwcOYOLEiRg2bBgAoHnz5khMTMSaNWvQr18/rs3ChQvx66+/AgB+++03nD17Fn5+fvjrr78AAH369EGfPn2qjS8+Ph6jR4+GnZ0dAGDChAnYuXMnEhIS0L9/fwCAiooKbGxsEBISguXLl9fvgpBKUeJECPnpRUdHw8XFBa9evYK6ujpCQ0PRo0cPUYdFCBGBA1ZWeFfJUrMvSV5LCyNrcG/KmzdvEBkZiRUrVggkFRWUlZUBfJh5GDp0KPLz86GgoAAAOH36NAoKCuDs7FznOGNjY2FlZSVU/vbtW4SFheHKlSswMTFBbm4uYmNj0bVr11qNX9Pzq0xwcDAmTpxY7fgRERFVxnTp0iX4+PgIlDk6Ola6bK5CcXGx0MPPZWVlkZCQgNLSUkhKSlbZJi4urtpYP9W5c2ecOHECY8eOhY6ODmJiYnDv3j1s3LhRoF2HDh0QGxtbq7FJzVHiRAj5aTHGsHHjRsyZMwdlZWVo3749jh49Cj09PVGHRggRkXd8PvKfPRN1GJV68OABGGMwMTGptp2joyPk5eURHh6OkSNHAgAOHjyI/v3712tX0IyMjEoTp5CQELRs2RKtW7cGAAwfPhwBAQG1Tpxqen6V6d+/Pzp27Fhtm8pmyirw+XxoamoKlGlqalZ6v1YFR0dH7NmzBwMHDkS7du1w7do17NmzB6WlpXj16hW0tbXh6OiIDRs2oFu3bmjRogWioqJw7NgxlJWV1er8tm7digkTJqBJkyaQkJCAmJgYdu/eLfQ8QR0dHWRkZNRqbFJzlDgRQn5aaWlpXNI0evRobN++HbKysqIOixAiQvI1WLImqmNWbFrzORISEnBxcUFwcDBGjhyJd+/e4e+//0ZISEh9wkRhYaHQ7AkABAYGYsSIEdz7ESNGwNbWFlu3bq1VolbT86tMo0aNvvqjIhYvXgw+n49OnTqBMQZNTU2MHj0aa9eu5ZZ8b968GePHj4eJiQl4PB5atGiBMWPGIDAwsFbH2rp1Ky5fvowTJ05AT08PFy5cgLe3N3R0dGBvb8+1k5WVRUFBQYOeJ/k/lDgRQn5arVu3xqZNm8Dj8bh19YSQn1tNlsyJSsuWLcHj8XDnzp3PtnV3d4etrS1evHiBM2fOQFZWtt67g6qrqyM7O1ugLC0tDZcvX0ZCQoLAfU1lZWUICQnB+PHjAXzYoTQ3N1dozJycHCgpKQGo3fl9qr5L9bS0tJCVlSVQlpWVVe29X7KysggMDMTOnTuRlZUFbW1t7Nq1C40aNYKGhgYAQENDA8ePH0dRURFev34NHR0dzJs3D82bN6/xuRUWFmLBggUIDw+Hk5MTAMDMzAzJyclYv369QOL05s0b7tik4VHiRAj5qZw+fRpNmzZFq1atAACTJ08WcUSEEFIzqqqqcHR0hL+/P6ZOnSp0H1BOTg53H1Dnzp3RtGlThIaGIiIiAkOHDoWkpGS9jm9paYm0tDSBsoCAAHTr1k1oR7igoCAEBARwiZOxsTGuXbsmNOb169dhbGxc6/P7VH2X6llbWyMqKgrTp0/nys6cOQNra+tqxwQASUlJNGnSBMCHZYt9+/YV2mRIRkYGurq6KC0txdGjR+Hi4vLZcSuUlpaitLRUaExxcXGUl5cLlN26dQuWlpY1HpvUDiVO3xg5CWlRh0DID4kxhlWrVmHRokVo2bIlEhISuL9yEkLI98Lf3x82Njbo0KEDli1bBjMzM7x//x5nzpzB9u3bcfv2ba6tm5sbduzYgXv37iE6Orrex3Z0dMS4ceNQVlYGcXFxlJaW4sCBA1i2bBnatGkj0HbcuHHYsGEDUlNT0bp1a8yYMQNdu3bFihUrMGjQIJSVleHQoUO4dOkS/vzzzzqd38fqu1Rv2rRpsLW1hZ+fH5ycnBASEoKrV69i165dXJv58+fj2bNn3LOa7t27h4SEBHTs2BHZ2dnYsGEDbt26JbAd+5UrV/Ds2TNYWFjg2bNn8PX1RXl5OebMmcO1yc/Px4MHD7j36enpSE5OhqqqKpo1awZFRUXY2tpi9uzZkJWVhZ6eHs6fP4/9+/djw4YNAucRGxtLO+p9Sewnk5ubywCw3NxckcZR/O4Fi1wpL/DqFe7Fzj1LFmlchPyI8vLy2KBBgxgABoBNmDCBFRUViTosQogIFRYWsrS0NFZYWCjqUGrt+fPnzNvbm+np6TEpKSmmq6vL+vfvz6KjowXapaWlMQBMT0+PlZeXVzpWUFAQU1JSqtFxS0tLmY6ODouMjGSMMXbkyBEmJibG+Hx+pe1NTU3ZjBkzuPenT59mNjY2TEVFhampqTE7Ozt2/vz5Op9fQzt8+DAzMjJiUlJSrHXr1uzff/8VqB89ejSztbXl3qelpTELCwsmKyvLFBUV2YABA9idO3cE+sTExDBTU1MmLS3N1NTU2MiRI9mzZ88E2kRHR3O/nz5+jR49mmuTmZnJPDw8mI6ODpORkWHGxsbMz89P4OsaHx/PlJWVWUFBQcNdlB9Edd/vtckNeIzV406871BeXh6UlJSQm5sLRUVFkcVRUvAS0ZsNBMr2WXjjYJ81IoqIkB/T3bt34ezsjNu3b0NKSgrbtm3jlo4QQn5eRUVFSE9Ph4GBQaUbHpDK+fv748SJEzh9+rSoQyGfGDZsGMzNzbFgwQJRh/LNqe77vTa5AS3VI4T8sP755x+MGDECeXl50NHRwdGjR9GpUydRh0UIId+tiRMnIicnB2/fvv3qu9iRqpWUlKBt27aYMWOGqEP5oVHiRAj5ITHGsGHDBuTl5aFLly4ICwurdnckQgghnychIYGFCxeKOgzyCSkpKSxatEjUYfzwxD7fhBBCvj88Hg+hoaFYuHAhoqKiKGkihBBCSL1Q4kQI+WGkpaVhzZr/u0+wcePG+OOPPyAlJSXCqAghhBDyI6CleoSQH8LRo0fh4eGB/Px86OvrY9iwYaIOiRBCCCE/EJpxIoR818rKyrBgwQIMGTIE+fn5sLOzQ48ePUQdFiGEEEJ+MDTjRAj5br158wZubm7ctrg+Pj5Ys2YNJCToRxshhBBCGhZ9uiCEfJdSUlLg7OyM9PR0yMrKYs+ePXBzcxN1WIQQQgj5QdFSPULIdyk9PZ17mN2lS5coaSKEkDrw8PDAwIED6z1OSUkJDA0NER8fX/+gSIMaPnw4/Pz8RB3GD4ESJ0LId2ngwIHYv38/rl69CnNzc1GHQwghX8XLly/x22+/oVmzZpCWloaWlhYcHR1x8eLFOo23efNm7N27t95x7dixAwYGBujcubNQ3cSJEyEuLo6wsDChuqoSt5iYGPB4POTk5HBlJSUlWLt2LczNzSEnJwd1dXXY2NggKCgIpaWl9T6Hqty4cQNdu3aFjIwMmjZtirVr1362T1RUFDp37oxGjRpBS0sLc+fOxfv37wXaHD58GBYWFpCTk4Oenh7WrVsnNE5xcTEWLlwIPT09SEtLQ19fH4GBgQJtcnJy4O3tDW1tbUhLS8PIyAinTp3i6hctWoQVK1YgNze3jleAVKCleoSQ78LLly/h7e0NPz8/NG3aFAAwcuRIEUdFCCFf1+DBg1FSUoJ9+/ahefPmyMrKQlRUFF6/fl2n8ZSUlOodE2MM27Ztw7Jly4TqCgoKEBISgjlz5iAwMBBDhw6t0zFKSkrg6OiIlJQULF++HDY2NlBUVMTly5exfv16WFpawsLCop5nIiwvLw+9evWCvb09duzYgZs3b2Ls2LFQVlbGhAkTKu2TkpKCX3/9FQsXLsT+/fvx7NkzeHl5oaysDOvXrwcAREREwN3dHVu3bkWvXr1w+/ZtjB8/HrKyspg8eTI3louLC7KyshAQEABDQ0NkZmaivLxc4Lo4ODigcePGOHLkCHR1dZGRkQFlZWWuTZs2bdCiRQv89ddf8Pb2bvBr9FNhP5nc3FwGgOXm5oo0juJ3L1jkSnmBl+upOSKNiZBv1dWrV1nTpk0ZANa9e3dRh0MI+QEUFhaytLQ0VlhYKOpQaiw7O5sBYDExMVW2mTlzJnNycuLeb9y4kQFgERERXFmLFi3Y7t27GWOMjR49mg0YMICrs7W1ZVOmTGGzZ89mKioqTFNTky1ZsqTauBITE5mYmBjLy8sTqtu7dy/r1KkTy8nJYXJycuzJkycC9Z8ev0J0dDQDwLKzsxljjK1Zs4aJiYmx69evC7UtKSlh+fn51cZYV3/++SdTUVFhxcXFXNncuXOZsbFxlX3mz5/PrKysBMpOnDjBZGRkuGvk6urKhgwZItBmy5YtrEmTJqy8vJwxxlhERARTUlJir1+/rvJY27dvZ82bN2clJSXVnsfSpUtZly5dqm3zI6vu+702uQEt1SOEfNP27t0LGxsb/O9//0PLli2xdetWUYdECCEioaCgAAUFBRw/fhzFxcWVtrG1tUVcXBzKysoAAOfPn4e6ujpiYmIAAM+ePcPDhw9hZ2dX5XH27dsHeXl5XLlyBWvXrsWyZctw5syZKtvHxsbCyMgIjRo1EqoLCAjAiBEjoKSkhD59+tR5WWBwcDDs7e1haWkpVCcpKQl5eflK+z158oS7blW9Vq5cWeVxL126hG7dugk8SN3R0RF3795FdnZ2pX2Ki4shIyMjUCYrK4uioiJcu3at2jZPnz5FRkYGAODEiROwsrLC2rVroaurCyMjI8yaNQuFhYVcnxMnTsDa2hre3t7Q1NREmzZtsHLlSu7rX6FDhw5ISEio8v8NqRlaqkcI+SaVlJTAx8cH/v7+AIC+ffviwIEDAssPCCGkoU232oNsfv5XPaaKlgI2XR332XYSEhLYu3cvxo8fjx07dqBdu3awtbXF8OHDYWZmBgDo2rUr3r59i6SkJLRv3x4XLlzA7Nmzcfz4cQAf7h3S1dWFoaFhlccxMzPDkiVLAAAtW7bEtm3bEBUVBQcHh0rbZ2RkQEdHR6j8/v37uHz5Mo4dOwYAGDFiBHx8fLBo0SLweLzPnu+nY1WX7FVFR0cHycnJ1bZRVVWtso7P58PAwECgTFNTk6tTUVER6uPo6IhNmzbh0KFDcHFxAZ/P55YxZmZmcm1mzJgBDw8PdO/eHQ8ePOA2cMjMzIS+vj4ePXqEuLg4yMjIIDw8HK9evcKkSZPw+vVrBAUFAQAePXqEc+fOwd3dHadOncKDBw8wadIklJaWcl/DiutQUlICPp8PPT29z1w1UhVKnAgh35yXL19i0KBBiIuLAwAsWbIEv//+O8TEaJKcEPJlZfPz8frZW1GHUaXBgwfDyckJsbGxuHz5MiIiIrB27Vrs2bMHHh4eUFZWhrm5OWJiYiAlJQUpKSlMmDABS5YsQX5+Ps6fPw9bW9tqj1GRhFXQ1tbGixcvqmxfWFgoNHsCAIGBgXB0dIS6ujoA4Ndff4WnpyfOnTuHnj171uq8GWO1al9BQkKi2iTxS+jVqxfWrVsHLy8vjBw5EtLS0li8eDFiY2O532Pjx4/Hw4cP0bdvX5SWlkJRURHTpk2Dr68v16a8vBw8Hg/BwcHcvWgbNmzAkCFD8Oeff0JWVhbl5eVo3Lgxdu3aBXFxcbRv3x7Pnj3DunXrBBInWVlZAB/uOSN1R4kTIeSbIy8vj7dv30JRUREHDhxA//79RR0SIeQnoaKl8M0fU0ZGBg4ODnBwcMDixYsxbtw4LFmyBB4eHgAAOzs7xMTEQFpaGra2tlBVVYWpqSni4uJw/vx5zJw5s9rxJSUlBd7zeDyBDQk+pa6ujps3bwqUlZWVYd++feDz+QIPJS8rK0NgYCCXOCkqKnJL0z6Wk5MDcXFxbgmekZER7ty5U23clXny5AlatWpVbZsFCxZgwYIFldZpaWkhKytLoKzivZaWVpVj+vj4YMaMGcjMzISKigoeP36M+fPno3nz5gA+XNM1a9Zg5cqV4PP50NDQQFRUFABwbbS1taGrqyuwgYepqSkYY3j69ClatmwJbW1tSEpKQlxcXKANn89HSUkJt8TwzZs3AAANDY1qrwWpHiVOhJBvBmMMPB4PcnJyCA8PR0lJCYyNjUUdFiHkJ1KTJXPfmlatWnFL8YAP9zkFBgZCQkICvXv3BvAhmTp06BDu3btXpyVv1bG0tMT27du5n+EAcOrUKW7J4Mcf6m/duoUxY8YgJycHysrKMDY2RkhICIqLiyEtLc21u379OgwMDLgkzs3NDQsWLEBSUpLQfU6lpaUoKSmp9D6n+i7Vs7a2xsKFC1FaWsrFcubMGRgbG1e6TO9jPB6PW8J46NAhNG3aFO3atRNoIy4uDl1dXa6NtbU1l9zY2NggLCwM+fn5UFD4kFzfu3cPYmJiaNKkCdfm4MGDKC8v52aq7t27B21tbYH7sm7duoUmTZpws3+kbmjdCyFE5IqLizFhwgSBG3QNDAwoaSKEkI+8fv0aPXr0wF9//YUbN24gPT0dYWFhWLt2LQYMGMC169atG96+fYuTJ09ySZKdnR2Cg4Ohra0NIyOjBo2re/fuyM/PR2pqKlcWEBAAJycnmJubo02bNtzLxcUFysrKCA4OBgC4u7uDx+Nh1KhRuHbtGh48eIDAwEBs2rRJYGZs+vTpsLGxQc+ePeHv74+UlBQ8evQIhw8fRqdOnXD//v1KY6tYqlfdq7rEyc3NDVJSUvD09ERqaipCQ0OxefNm+Pj4cG3Cw8NhYmIi0G/dunW4efMmUlNTsXz5cqxevRpbtmzhkshXr15hx44duHPnDpKTkzFt2jSEhYVh06ZNAsdWU1PDmDFjkJaWxt2vNnbsWG7p3W+//YY3b95g2rRpuHfvHv7991+sXLlSaNvx2NhY9OrVq7ovI6mJht7u71tH25ET8m15+vQp69ixIwPAJCQk2KNHj0QdEiHkJ/A9bkdeVFTE5s2bx9q1a8eUlJSYnJwcMzY2ZosWLWIFBQUCbc3NzZmWlhb3/vXr14zH47Hhw4cLtKtsO/Jp06YJtBkwYAAbPXp0tbG5uLiwefPmMcYY4/P5TEJCgh0+fLjStr/99huztLTk3t+9e5c5OzszHR0dJi8vz8zNzdnu3bu5bbk/Pv9Vq1axtm3bMhkZGaaqqspsbGzY3r17WWlpabXx1UdKSgrr0qULk5aWZrq6umz16tUC9UFBQezTj9Tdu3dnSkpKTEZGhnXs2JGdOnVKoP7ly5esU6dOTF5ensnJybGePXuyy5cvCx379u3bzN7ensnKyrImTZowHx8foa91fHw869ixI5OWlmbNmzdnK1asYO/fv+fqCwsLmZKSErt06VJ9L8V3q6G2I+cxVse77b5TeXl5UFJSQm5uLhQVFUUWR0nBS0RvFtylZZ+FNw72WSOiiAj5+mJjYzF06FBkZWVBRUUFhw4dgqOjo6jDIoT8BIqKipCeng4DA4NKNzYgtXPjxg04ODjg4cOH3LIy8m3Yvn07wsPD8d9//4k6FJGp7vu9NrkBLdUjhHx17P8/Zb5Hjx7IysqCmZkZrl69SkkTIYR8p8zMzLBmzRqkp6eLOhTyCUlJSXoGYgOhzSEIIV+dl5cXdu3aBQBwdXXF7t27q3x4ISGEkO9Dxa5+5Nsybtz3t+HJt4pmnAghX90vv/wCcXFxbNiwAcHBwZQ0EUIIIeSbRzNOhJCvoqioiFtXPG7cOHTp0kVoFyJCCCGEkG8VzTgRQr4oxhj8/PzQtm1bvH79miunpIkQQggh3xNKnAghX8y7d+/g5uaGWbNm4cGDB9i/f7+oQyKEEEIIqRNaqkcI+SIePXoEZ2dn3LhxAxISEti0aRMmTZok6rAIIYQQQuqEEidCSIM7ffo0XF1dkZ2dDU1NTYSFhaFr166iDosQQgghpM4ocSKENKiwsDAMGzYMjDF07NgRR48eha6urqjDIoQQQgipF7rHiRDSoHr27AkDAwNMmDAB58+fp6SJEEK+QXv37oWysnK9xykpKYGhoSHi4+PrHxRpMCUlJdDX18fVq1dFHcoPhRInQki98fl87t+qqqpITEzEzp07IS0tLcKoCCHkx8Tn8zFlyhQ0b94c0tLSaNq0Kfr164eoqKgajzFs2DDcu3cPAGBnZwcej1fly87OrspxduzYAQMDA3Tu3FmobuLEiRAXF0dYWJhQnYeHBwYOHChUHhMTAx6Ph5ycHK6spKQEa9euhbm5OeTk5KCurg4bGxsEBQWhtLS0xudcWzdu3EDXrl0hIyODpk2bYu3atZ/tExUVhc6dO6NRo0bQ0tLC3Llz8f79e67+8ePHlV7jy5cvc212796Nrl27QkVFBSoqKrC3t0dCQoLAcY4dO4ZevXpBTU0NPB4PycnJAvVSUlKYNWsW5s6dW7+LQARQ4kQIqZd//vkHxsbG2LVrF1emqqoqwogIIeTH9fjxY7Rv3x7nzp3DunXrcPPmTURGRqJ79+7w9vau8TiysrJo3LgxgA8fwjMzM5GZmcl9QD979ixXduzYsUrHYIxh27Zt8PT0FKorKChASEgI5syZg8DAwDqc6QclJSVwdHTE6tWrMWHCBMTHxyMhIQHe3t7YunUrUlNT6zx2dfLy8tCrVy/o6enh2rVrWLduHXx9fQV+130qJSUFv/76K3r37o2kpCSEhobixIkTmDdvnlDbj69vZmYm2rdvz9XFxMTA1dUV0dHRuHTpEpo2bYpevXrh2bNnXJt3796hS5cuWLNmTZXxuLu7Iy4u7otdo58S+8nk5uYyACw3N1ekcRS/e8EiV8oLvFxPzRFpTITURllZGVuyZAkDwACwnj17svLyclGHRQghNVJYWMjS0tJYYWGhqEOplT59+jBdXV2Wn58vVJednc3928/Pj7Vp04bJycmxJk2asN9++429ffuWqw8KCmJKSkpCY6SnpzMALCkp6bOxJCYmMjExMZaXlydUt3fvXtapUyeWk5PD5OTk2JMnTwTqR48ezQYMGCDULzo6mgHgzmXNmjVMTEyMXb9+XahtSUlJpdehIfz5559MRUWFFRcXc2Vz585lxsbGVfaZP38+s7KyEig7ceIEk5GR4a5Rba5vhffv37NGjRqxffv2CdV9brzu3buzRYsW1fhYP6rqvt9rkxvQ5hCEkFrLycnByJEjcfLkSQDAlClT4OfnBx6PJ+LICCGkfrxW8/Emr+yrHlNVURw75ml9tt2bN28QGRmJFStWQF5eXqj+43uWxMTEsGXLFhgYGODRo0eYNGkS5syZgz///LPB4o6NjYWRkREaNWokVBcQEIARI0ZASUkJffr0wd69e7F48eJaHyM4OBj29vawtLQUqpOUlISkpGSl/Z48eYJWrVpVO/aCBQuwYMGCSusuXbqEbt26QUpKiitzdHTEmjVrkJ2dDRUVFaE+xcXFkJGRESiTlZVFUVERrl27JrDksX///igqKoKRkRHmzJmD/v37VxlnQUEBSktL67Sao0OHDoiNja11P1I5SpwIIbWSmpoKZ2dn3L9/H9LS0ti5cydGjx4t6rAIIaRBvMkrw6ucr5s41dSDBw/AGIOJicln206fPp37t76+Pv744w94eXk1aOKUkZEBHR0dofL79+/j8uXL3BK/ESNGwMfHB4sWLar1H9ju379f7T1WVdHR0RG67+dT1SUifD4fBgYGAmWamppcXWWJk6OjIzZt2oRDhw7BxcUFfD4fy5YtAwBkZmYCABQUFODn5wcbGxuIiYnh6NGjGDhwII4fP15l8jR37lzo6OjA3t6+2vOpjI6ODjIyMmrdj1SOEidCSI29fv0anTt3Rl5eHpo1a4Zjx44JrMsmhJDvnaqi+Dd7TMZYjcc8e/YsVq1ahTt37iAvLw/v379HUVERCgoKICcnV9dQBRQWFgrNsABAYGAgHB0doa6uDgD49ddf4enpiXPnzqFnz561OkZtzvljEhISMDQ0rFPfuurVqxfWrVsHLy8vjBw5EtLS0li8eDFiY2MhJvZhWwF1dXX4+PhwfX755Rc8f/4c69atqzRxWr16NUJCQhATE1Pptf4cWVlZFBQU1P2kiABKnAghNaampoZ58+bhzJkzCA0NhYaGhqhDIoSQBlWTJXOi0rJlS/B4PNy5c6fado8fP0bfvn3x22+/YcWKFVBVVUVcXBw8PT1RUlLSYImTuro6bt68KVBWVlaGffv2gc/nQ0JCQqA8MDCQS5wUFRUrnQnJycmBuLg4txTRyMjos+dbmfou1dPS0kJWVpZAWcV7La2q/4/4+PhgxowZyMzMhIqKCh4/foz58+ejefPmVfbp2LEjzpw5I1S+fv16rF69GmfPnoWZmVm151KVN2/e0O/qBkSJEyGkWm/evMHbt2+hp6cHAJg3bx5mz54t8AuREELIl6eqqgpHR0f4+/tj6tSpQvc55eTkQFlZGdeuXUN5eTn8/Py4mY7Dhw83eDyWlpbYvn07GGPcErxTp07h7du3SEpKgrj4/82k3bp1C2PGjOFiNDY2RkhICIqLiwUeXXH9+nUYGBhw9y65ublhwYIFSEpKErrPqbS0FCUlJZXe71XfpXrW1tZYuHAhSktLuVjOnDkDY2PjSpfpfYzH43FLGA8dOoSmTZuiXbt2VbZPTk6Gtra2QNnatWuxYsUKnD59GlZWVtUerzq3bt2q9P4wUje0Hfk3RFZC6vONCPmKUlJSYGVlhX79+uHdu3cAPvxCoKSJEEJEw9/fH2VlZejQoQOOHj2K+/fv4/bt29iyZQusra0BAIaGhigtLcXWrVvx6NEjHDhwADt27GjwWLp37478/HyB7a4DAgLg5OQEc3NztGnThnu5uLhAWVkZwcHBAD5slc3j8TBq1Chcu3YNDx48QGBgIDZt2oSZM2dy402fPh02Njbo2bMn/P39kZKSgkePHuHw4cPo1KkT7t+/X2lsFUv1qntVlzi5ublBSkoKnp6eSE1NRWhoKDZv3iywzC48PFzofrOKLeJTU1OxfPlyrF69Glu2bOGSyH379uHQoUO4c+cO7ty5g5UrVyIwMBBTpkzhxlizZg0WL16MwMBA6Ovrg8/ng8/nIz8/n2vz5s0bJCcnIy0tDQBw9+5dJCcnCzxXEfiwgUevXr2qPE9SSw293d+37lvejjzqYbRIYyLkY8HBwUxWVpYBYAYGBuz+/fuiDokQQhrM97odOWOMPX/+nHl7ezM9PT0mJSXFdHV1Wf/+/Vl0dDTXZsOGDUxbW5vJysoyR0dHtn//foFtvhtiO3LGGHNxcWHz5s1jjDHG5/OZhIQEO3z4cKVtf/vtN2Zpacm9v3v3LnN2dmY6OjpMXl6emZubs927dws92qKoqIitWrWKtW3blsnIyDBVVVVmY2PD9u7dy0pLS2sUZ12kpKSwLl26MGlpaaarq8tWr14tUB8UFMQ+/SjdvXt3pqSkxGRkZFjHjh3ZqVOnBOr37t3LTE1NmZycHFNUVGQdOnRgYWFhAm309PS4R318/FqyZInQsatrEx8fz5SVlVlBQUHDXJDvWENtR85jrI533X2n8vLyoKSkhNzcXCgqKoosjpKCl4jeLLhbS/dp6ZCSo3WoRLTev3+PuXPnYsOGDQA+3Ox66NAheqgtIeSHUlRUhPT0dBgYGNTppnvywY0bN+Dg4ICHDx9CQUFB1OGQjwwbNgzm5uZV3sf1M6nu+702uQEt1SOEcF6+fIlevXpxSdP8+fNx6tQpSpoIIYRUyszMDGvWrEF6erqoQyEfKSkpQdu2bTFjxgxRh/JDoRsVCCGcSZMmITo6GvLy8ti3bx8GDx4s6pAIIYR84zw8PEQdAvmElJQUFi1aJOowfjiUOBFCOJs2bUJWVha2b9+O1q1bizocQgghhJBvBi3VI+QnVlJSgn/++Yd7r6uriwsXLlDSRAghhBDyCUqcCPlJ8fl89OzZE/3798fRo0dFHQ4hhBBCyDeNluoR8hO6dOkShgwZgufPn0NRUVHg4YOEEEIIIUQYzTgR8pPZtWsXbG1t8fz5c5iamiIxMRF9+/YVdViEEEIIId80SpwI+UkUFxdj/PjxmDhxIkpLSzFo0CBcuXIFRkZGog6NEEIIIeSbR4kTIT+Js2fPYs+ePeDxeFi5ciWOHDmCRo0aiTosQgghhJDvAiVOhPwknJyc8Pvvv+PUqVOYP38+eDyeqEMihBAiQr6+vrCwsKj3OK9fv0bjxo3x+PHjeo9FGk5JSQn09fVx9epVUYfyw6DEiZAfFGMMu3btAp/P58qWLl2K3r17izAqQggh9eHh4QEejwcejwdJSUloamrCwcEBgYGBKC8vr9VYs2bNQlRUFABAX1+fG7eyV3UPuV2xYgUGDBgAfX19oTpHR0eIi4sjMTFRqM7Ozg7Tp08XKt+7dy+UlZUFyvLy8rBw4UKYmJhARkYGWlpasLe3x7Fjx8AYq81p10pMTAzatWsHaWlpGBoaYu/evZ/tc/jwYVhYWEBOTg56enpYt26d0JiVXeOPf18DwLNnzzBixAioqalBVlYWbdu2FUiC8vPzMXnyZDRp0gSysrJo1aoVduzYwdVLSUlh1qxZmDt3bv0uAuHQrnqE/IAKCwvh5eWF/fv348CBAzh37hwkJSVFHRYhhJAG0Lt3bwQFBaGsrAxZWVmIjIzEtGnTcOTIEZw4cQISEjX7eKegoAAFBQUAQGJiIsrKygAA8fHxGDx4MO7evQtFRUUAgKysbKVjFBQUICAgAKdPnxaqe/LkCeLj4zF58mQEBgbil19+qcvpIicnB126dEFubi7++OMP/PLLL5CQkMD58+cxZ84c9OjRQyjRagjp6elwcnKCl5cXgoODERUVhXHjxkFbWxuOjo6V9omIiIC7uzu2bt2KXr164fbt2xg/fjxkZWUxefJkgbYfX18AaNy4Mffv7Oxs2NjYoHv37oiIiICGhgbu378PFRUVro2Pjw/OnTuHv/76C/r6+vjvv/8wadIk6OjooH///gAAd3d3zJw5E6mpqfSMxgZAiRMhP5iMjAwMGjQI169fh5iYGJydnWv8S5QQQsi3T1paGlpaWgA+PLi8Xbt26NSpE3r27Im9e/di3LhxAD4kHLNmzcLff/+N4uJiWFlZYePGjTA3NwfwYane8ePHkZycDA0NDW58VVVVAB8+yH8uITl16hSkpaXRqVMnobqgoCD07dsXv/32Gzp16oQNGzZUmYBVZ8GCBXj8+DHu3bsHHR0drtzIyAiurq6QkZGp9Zg1sWPHDhgYGMDPzw8AYGpqiri4OGzcuLHKxOnAgQMYOHAgvLy8AADNmzfH/PnzsWbNGnh7ewssk6/u+q5ZswZNmzZFUFAQV2ZgYCDQJj4+HqNHj4adnR0AYMKECdi5cycSEhK4xElFRQU2NjYICQnB8uXL63QdyP+hT1OE/EDOnTsHFxcXvH79Gurq6ggNDUWPHj1EHRYhhHw3fE+cRG5h4Vc9ppKsLHz71++xED169IC5uTmOHTvGJU5Dhw6FrKwsIiIioKSkhJ07d6Jnz564d+8elxzVV2xsLNq3by9UzhhDUFAQ/P39YWJiAkNDQxw5cgQjR46s1fjl5eUICQmBu7u7QNJUoWLGrKrY+vTpU+34O3fuhLu7e6V1ly5dgr29vUCZo6NjpcsLKxQXF0NOTk6gTFZWFk+fPkVGRobAckYLCwsUFxejTZs28PX1hY2NDVd34sQJODo6YujQoTh//jx0dXUxadIkjB8/nmvTuXNnnDhxAmPHjoWOjg5iYmJw7949bNy4UeD4HTp0QGxsbLXXgdQMJU6E/AAYY9iwYQPmzJmD8vJytGvXDseOHYOenp6oQyOEkO9KbmEhsgsKRB1GnZiYmODGjRsAgLi4OCQkJODFixfcQ87Xr1+P48eP48iRI5gwYUKDHDMjI6PShObs2bMoKCjgZmZGjBiBgICAWidOr169QnZ2NkxMTGodm5WVFZKTk6tto6mpWWUdn88XqtfU1EReXh4KCwsrnT1zdHTEjBkz4OHhge7du+PBgwfcjFVmZib09fWhra2NHTt2wMrKCsXFxdizZw/s7Oxw5coVtGvXDgDw6NEjbN++HT4+PliwYAESExMxdepUSElJYfTo0QCArVu3YsKECWjSpAkkJCQgJiaG3bt3o1u3bgIx6ejoICMj47PXi3weJU6E/AAKCgqwZ88elJeXY9SoUdixY0edlkMQQsjPTkkEPzsb6piMMW4pWEpKCvLz86GmpibQprCwEA8fPmyQ41WMV9lSucDAQAwbNoxbKu7q6orZs2fj4cOHaNGiRY3Hr8/GD7KysjA0NKxz/7oYP348Hj58iL59+6K0tBSKioqYNm0afH19ISb2YU82Y2NjGBsbc306d+6Mhw8fYuPGjThw4ACADzNtVlZWWLlyJQDA0tISt27dwo4dOwQSp8uXL+PEiRPQ09PDhQsX4O3tDR0dHYGZMllZWRR8p38M+NZQ4kTID0BeXh7Hjx9HVFQUfvvtN9pqnBBC6qi+S+ZE6fbt29x9MPn5+dDW1kZMTIxQu4bcSEFdXR3Z2dkCZW/evEF4eDhKS0uxfft2rrysrAyBgYFYsWIFAEBRURG5ublCY+bk5EBJSQkAoKGhAWVlZdy5c6fWsdV3qZ6WlhaysrIEyrKysqCoqFjlHyd5PB7WrFmDlStXgs/nQ0NDg9u5sHnz5lXG0aFDB8TFxXHvtbW10apVK4E2pqamOHr0KIAPCeuCBQsQHh4OJycnAICZmRmSk5Oxfv16gcTpzZs3Avewkbr7JrYj9/f3h76+PmRkZNCxY0ckJCRU2Xb37t3o2rUrVFRUoKKiAnt7+2rbE/KjioyMFPiFZGxsjEmTJlHSRAghP6Fz587h5s2bGDx4MACgXbt24PP5kJCQgKGhocBLXV29wY5raWmJtLQ0gbLg4GA0adIEKSkpSE5O5l5+fn7Yu3cvt3ufsbExrl+/LjTm9evXYWRkBAAQExPD8OHDERwcjOfPnwu1zc/Px/v37yuNrWKpXnWvik0UKmNtbc0lPRXOnDkDa2vr6i8KAHFxcejq6kJKSgqHDh2CtbV1tclLcnIytLW1ufc2Nja4e/euQJt79+5xS/BLS0tRWlrKzWJ9fNxPt6W/desWLC0tPxszqQEmYiEhIUxKSooFBgay1NRUNn78eKasrMyysrIqbe/m5sb8/f1ZUlISu337NvPw8GBKSkrs6dOnNTpebm4uA8Byc3Mb8jRqrfjdCxa5Ul7gVfzuhUhjIt+H8vJytmLFCsbj8Zi4uDiLj48XdUiEEPLdKSwsZGlpaaywsFDUodTK6NGjWe/evVlmZiZ7+vQpu3btGluxYgVTUFBgffv2Ze/fv2eMffhd0aVLF2Zubs5Onz7N0tPT2cWLF9mCBQtYYmIiY4yxJUuWMHNzc6FjREdHMwAsOzv7s/HcuHGDSUhIsDdv3nBl5ubmbO7cuUJtc3JymJSUFDt58iRjjLGHDx8yGRkZNmXKFJaSksLu3LnD/Pz8mISEBIuIiOD6vX79mpmYmLAmTZqwffv2sdTUVHbv3j0WEBDADA0NaxRnXTx69IjJycmx2bNns9u3bzN/f38mLi7OIiMjuTZbt25lPXr04N6/fPmSbd++nd2+fZslJSWxqVOnMhkZGXblyhWuzcaNG9nx48fZ/fv32c2bN9m0adOYmJgYO3v2LNcmISGBSUhIsBUrVrD79++z4OBgJicnx/766y+uja2tLWvdujWLjo5mjx49YkFBQUxGRob9+eefAuehp6fH9u/f/yUu0Xejuu/32uQGIk+cOnTowLy9vbn3ZWVlTEdHh61atapG/d+/f88aNWrE9u3bV6P2lDiR71leXh5zdnZmABgANnHiRFZUVCTqsAgh5LvzPSdOFb8DJCQkmIaGBrO3t2eBgYGsrKxMoG1eXh6bMmUK09HRYZKSkqxp06bM3d2dPXnyhDHWMIkTYx8+y+3YsYMxxtjVq1cZAJaQkFBp2z59+jBnZ2fufUJCAnNwcGAaGhpMSUmJdezYkYWHhwv1y8nJYfPmzWMtW7ZkUlJSTFNTk9nb27Pw8HBWXl5eozjrIjo6mllYWDApKSnWvHlzFhQUJFC/ZMkSpqenx71/+fIl69SpE5OXl2dycnKsZ8+e7PLlywJ91qxZw1q0aMFkZGSYqqoqs7OzY+fOnRM69j///MPatGnDpKWlmYmJCdu1a5dAfWZmJvPw8GA6OjpMRkaGGRsbMz8/P4HrER8fz5SVlVlBQUH9L8Z3rKESJx5jX/Bxy59RUlICOTk5HDlyBAMHDuTKR48ejZycHPz999+fHePt27do3LgxwsLC0Lev8Lrk4uJiFBcXc+/z8vLQtGlT5ObmCjx07GsrKXiJ6M2C+/F3n5YOKTlag0oqd/fuXTg7O+P27duQkpKCv78/t+UsIYSQ2ikqKkJ6ejoMDAy+2HOAfhb//vsvZs+ejVu3bgktHSOiNWzYMJibm2PBggWiDkWkqvt+z8vLg5KSUo1yA5H+73716hXKysoq3eqRz+fXaIy5c+cK7R7ysVWrVkFJSYl7NW3atN5xE/K1nThxAh06dMDt27ehq6uLCxcuUNJECCHkm+Dk5IQJEybg2bNnog6FfKSkpARt27bFjBkzRB3KD+O7/rPA6tWrERISgvDw8Cr/WjR//nzk5uZyr//9739fOUpC6i89PR15eXno2rUrrl27ho4dO4o6JEIIIYQzffp0+uP0N0ZKSgqLFi2ix5M0IJFuR66urg5xcfFKt3rU0tKqtu/69euxevVqnD17FmZmZlW2k5aW5h78Rsj3aurUqVBVVcXw4cMhKSkp6nAIIYQQQn46Ip1xkpKSQvv27QW2eiwvL0dUVFS1Wz2uXbsWy5cvR2RkJKysrL5GqIR8VampqejXrx/3fAsej4eRI0dS0kQIIYQQIiIiX6rn4+OD3bt3Y9++fbh9+zZ+++03vHv3DmPGjAEAjBo1CvPnz+far1mzBosXL0ZgYCD09fXB5/PB5/ORn58vqlMgpEEdOXIEHTt2xMmTJzFnzhxRh0MIIYQQQiDipXrAh90+Xr58id9//x18Ph8WFhaIjIzkNox48uSJwA4t27dvR0lJCYYMGSIwzpIlS+Dr6/s1QyekQZWVlWHRokVYvXo1AKBHjx74448/RBwVIYQQQggBvoHECQAmT56MyZMnV1oXExMj8P7x48dfPiBCvrI3b97A1dUV//33HwBg1qxZWLVqFSQkvolvUUIIIYSQnx59KiNExG7fvg0nJyekp6dDTk4OAQEBGD58uKjDIoQQQgghH6HEiRARU1NTQ2lpKZo3b47w8PBqd4kkhBBCCCGiIfLNIQj5GZWXl3P/bty4MSIiIpCYmEhJEyGEkK/G19cXFhYWX+VYUVFRMDU1RVlZ2Vc5HqmZyMhIWFhYCHwuIVWjxImQr+zly5ewt7fHgQMHuLI2bdpAVVVVhFERQgj5Hnh4eIDH44HH40FSUhKamppwcHBAYGBgrT/8zpo1i3skjL6+PjduZS8PDw8AQP/+/dGsWTPIyMhAW1sbI0eOxPPnzz97rDlz5mDRokUQFxcXKC8sLISqqirU1dVRXFws1I/H4+H48eOVXoeBAwcKlD148ABjxoxBkyZNIC0tDQMDA7i6uuLq1as1uyB15O/vD319fcjIyKBjx45ISEiotn1paSmWLVuGFi1aQEZGBubm5oiMjBRoU9XXw9vbm2vD5/MxcuRIaGlpQV5eHu3atcPRo0crPWZxcTEsLCzA4/GQnJzMlffu3RuSkpIIDg6u+wX4iVDiRMhXdO3aNbRv3x7R0dGYOXMm3r17J+qQCCGEfGd69+6NzMxMPH78GBEREejevTumTZuGvn374v379zUeR0FBAWpqagCAxMREZGZmIjMzk/vwfffuXa5s8+bNAIDu3bvj8OHDuHv3Lo4ePYqHDx8K7XT8qbi4ODx8+BCDBw8Wqjt69Chat24NExOTShOkmrp69Srat2+Pe/fuYefOnUhLS0N4eDhMTEwwc+bMOo/7OaGhofDx8cGSJUtw/fp1mJubw9HRES9evKiyz6JFi7Bz505s3boVaWlp8PLygrOzM5KSkrg2H389MjMzcebMGQDA0KFDuTajRo3C3bt3ceLECdy8eRODBg2Ci4uLwDgV5syZAx0dnUrj8fDwwJYtW+p6CX4u7CeTm5vLALDc3FyRxlH87gWLXCkv8Cp+90KkMZEvKygoiElLSzMAzMjIiKWmpoo6JEII+WkVFhaytLQ0VlhYKOpQamX06NFswIABQuVRUVEMANu9ezdXlp2dzTw9PZm6ujpr1KgR6969O0tOTubqlyxZwszNzYXGio6OZgBYdnb2Z+P5+++/GY/HYyUlJVW28fb2ZkOGDKm0zs7Oju3YsYNt376dOTg4CNUDYOHh4ULlH1+H8vJy1rp1a9a+fXtWVlYm1LYm51FXHTp0YN7e3tz7srIypqOjw1atWlVlH21tbbZt2zaBskGDBjF3d/cq+0ybNo21aNGClZeXc2Xy8vJs//79Au1UVVUF/g8wxtipU6eYiYkJS01NZQBYUlKSQH1GRgYDwB48eFDl8b931X2/1yY3oM0hCPnCSkpK4OPjA39/fwBAv379cODAASgpKYk4MkIIIZ/qewh4WfB1j6khB5x0rd8YPXr0gLm5OY4dO4Zx48YB+DA7ISsri4iICCgpKWHnzp3o2bMn7t271yDLw9+8eYPg4GB07twZkpKSVbaLjY2Fm5ubUPnDhw9x6dIlHDt2DIwxzJgxAxkZGdDT06tVHMnJyUhNTcXBgwcFnv1ZQVlZucq+K1euxMqVK6sdPy0tDc2aNRMqLykpwbVr1zB//nyuTExMDPb29rh06VKV4xUXF0NGRkagTFZWFnFxcZW2LykpwV9//QUfHx/weDyuvHPnzggNDYWTkxOUlZVx+PBhFBUVwc7OjmuTlZWF8ePH4/jx45CTk6t0/GbNmkFTUxOxsbFo0aJFlXET2lWPkC+qtLQU9vb2iI2NBQAsXboUixYtqvQHOyGEENF7WQDw80UdRd2YmJjgxo0bAD4sj0tISMCLFy8gLS0NAFi/fj2OHz+OI0eOYMKECXU+zty5c7Ft2zYUFBSgU6dOOHnyZLXtMzIyKl0mFhgYiD59+kBFRQUA4OjoiKCgIPj6+tYqnvv37wP4cP615eXlBRcXl2rbVLXE7dWrVygrK4OmpqZAuaamJu7cuVPleI6OjtiwYQO6deuGFi1aICoqCseOHaty44zjx48jJyeHu8+swuHDhzFs2DCoqalBQkICcnJyCA8Ph6GhIQCAMQYPDw94eXnBysqq2meh6ujoICMjo8p68gElToR8QZKSkrC1tUVKSgr++usv9OvXT9QhEUIIqYZG5X+U/y6OyRjjZiRSUlKQn5/P3cNUobCwEA8fPqzXcWbPng1PT09kZGRg6dKlGDVqFE6ePCkwG/LpMT+dYSkrK8O+ffu4e6cAYMSIEZg1axZ+//33Wv2BkTFWtxMBoKqq+tU3Z9q8eTPGjx8PExMT8Hg8tGjRAmPGjEFgYGCl7QMCAtCnTx+hBG7x4sXIycnB2bNnoa6ujuPHj8PFxQWxsbFo27Yttm7dirdv3wrMiFVFVlYWBQVfear1O0SJEyFfQH5+PhQUFAB82O513LhxtV56QAgh5Our75I5Ubp9+zYMDAwAfPg9pK2tjZiYGKF21S1dqwl1dXWoq6vDyMgIpqamaNq0KS5fvgxra+sq22dnZwuUnT59Gs+ePcOwYcMEysvKyhAVFQUHBwcAQKNGjZCbmys0Zk5ODrfk3cjICABw584dWFpa1upc6rNUT11dHeLi4sjKyhIoz8rKgpaWVpXjaWho4Pjx4ygqKsLr16+ho6ODefPmoXnz5kJtMzIycPbsWRw7dkyg/OHDh9i2bRtu3bqF1q1bAwDMzc0RGxsLf39/7NixA+fOncOlS5e4GccKVlZWcHd3x759+7iyN2/eQENDo9rrQGhXPUIaVHFxMcaPH4/u3bujqKgIACAuLk5JEyGEkC/q3LlzuHnzJrdzXbt27cDn8yEhIQFDQ0OBl7q6eoMdt2IL9Mq2Eq9gaWmJtLQ0gbKAgAAMHz4cycnJAq/hw4cjICCAa2dsbIxr164J9C0rK0NKSgqXMFlYWKBVq1bw8/OrdEv2nJycKmPz8vISiuHTV1VL9aSkpNC+fXtuS/eK6xEVFVVlEvkxGRkZ6Orq4v379zh69CgGDBgg1CYoKAiNGzeGk5OTQHnF7NCnM3Pi4uLcNdiyZQtSUlK48zh16hSADzsBrlixgutTVFSEhw8f1jrp/BnRjBMhDeTp06cYMmQIrly5Ah6Ph3PnzuHXX38VdViEEEJ+MMXFxeDz+SgrK0NWVhYiIyOxatUq9O3bF6NGjQIA2Nvbw9raGgMHDsTatWthZGSE58+f499//4WzszOsrKxqfdwrV64gMTERXbp0gYqKCh4+fIjFixejRYsW1SYKjo6OArMbL1++xD///IMTJ06gTZs2Am1HjRoFZ2dnvHnzBqqqqvDx8YGnpydMTEzg4OCAd+/eYevWrcjOzuY2weDxeAgKCoK9vT26du2KhQsXwsTEBPn5+fjnn3/w33//4fz585XGVt+lej4+Phg9ejSsrKzQoUMHbNq0Ce/evcOYMWMEzklXVxerVq3iruOzZ89gYWGBZ8+ewdfXF+Xl5ZgzZ47A2OXl5QgKCsLo0aMhISH4kd3ExASGhoaYOHEi1q9fDzU1NRw/fhxnzpzh7jn7dJasYiVMixYt0KRJE6788uXLkJaWrlGy97OjGSdCGsCFCxfQvn17XLlyBSoqKoiIiKCkiRBCyBcRGRkJbW1t6Ovro3fv3oiOjsaWLVvw999/cw+Y5fF4OHXqFLp164YxY8bAyMgIw4cPR0ZGhtBmBjUlJyeHY8eOoWfPnjA2NoanpyfMzMxw/vx5oeVgH3N3d0dqairu3r0LANi/fz/k5eXRs2dPobY9e/aErKws/vrrLwCAq6sr9uzZg8DAQLRv3x69e/cGn8/HhQsXBM6jQ4cOuHr1KgwNDTF+/HiYmpqif//+SE1NxaZNm+p0vjUxbNgwrF+/Hr///jssLCyQnJyMyMhIgdiePHmCzMxM7n1RUREWLVqEVq1awdnZGbq6uoiLixNaQnn27Fk8efIEY8eOFTqupKQkTp06BQ0NDfTr1w9mZmbYv38/9u3bV+vPH4cOHYK7u3uVu+6R/8Nj9bmj7juUl5cHJSUl5ObmQlFRUWRxlBS8RPRmA4Gy7tPSISVH60u/J4wxbN26FTNnzsT79+9hZmaG8PDwStcpE0II+XYUFRUhPT0dBgYGQhsXkIY3e/Zs5OXlYefOnaIOhXzk1atXMDY2xtWrV7n7435E1X2/1yY3oBknQuph+fLlmDZtGt6/fw9XV1fEx8dT0kQIIYR8YuHChdDT06v0HiQiOo8fP8aff/75QydNDYkSJ0LqYeTIkWjcuDE2bNiA4OBgyMvLizokQggh5JujrKyMBQsW0HMMvzFWVlZCOxuSqtHmEITU0pMnT7gbLg0MDHD//n2RLvskhBBCCCFfHqX9hNQQYwzr169HixYtuC09AVDSRAghhBDyE6DEiZAaePfuHVxdXTF79my8f/8ekZGRog6JEEIIIYR8RbRUj5DPePjwIZydnXHz5k1ISEhg06ZNmDRpkqjDIoQQQgghXxElToRUIzIyEq6ursjJyYGmpibCwsLQtWtXUYdFCCGEEEK+MkqcCKlCSkoKfv31VzDG0LFjRxw9ehS6urqiDosQQgghhIgAJU6EVMHc3Bzjx48HAGzZsqXap6ITQgghhJAfG20OQchH7t69i9evX3Pv//zzT+zcuZOSJkIIIT+Mx48fg8fjITk5WdShfBWLFy/GhAkTRB0G+URkZCQsLCy+q4ciU+JEyP934sQJdOjQAa6urigrKwMAiIuLizgqQggh5AMej1fty9fXt0bjNG3aFJmZmWjTps2XDfj/2717N8zNzaGgoABlZWVYWlpi1apVAIApU6bA1NS00n5PnjyBuLg4tmzZ8tlzf/z4caVj8Pl8bN68GQsXLhSqu3TpEsTFxeHk5CRUFxMTAx6Ph5ycHKE6fX19bNq0SaAsOjoav/76K9TU1CAnJ4dWrVph5syZePbsWfUXpx6Kiorg7e0NNTU1KCgoYPDgwcjKyqq2T1ZWFjw8PKCjowM5OTn07t0b9+/fF2jD5/MxcuRIaGlpQV5eHu3atcPRo0cF2ly/fh0ODg5QVlaGmpoaJkyYgPz8fIE2iYmJ6NmzJ5SVlaGiogJHR0ekpKRw9b1794akpCSCg4PreSW+HkqcyE+vvLwcS5YswYABA5CXl4eioiK8fftW1GERQgghAjIzM7nXpk2boKioKFA2a9asGo0jLi4OLS0tSEh8+Ts2AgMDMX36dEydOhXJycm4ePEi5syZw33I9vT0xJ07dxAfHy/Ud+/evWjcuDHGjBkjcJ7W1tYYP368QFnTpk0rPf6ePXvQuXNn6OnpCdUFBARgypQpuHDhAp4/f17nc9y5cyfs7e2hpaWFo0ePIi0tDTt27EBubi78/PzqPO7nzJgxA//88w/CwsJw/vx5PH/+HIMGDaqyPWMMAwcOxKNHj/D3338jKSkJenp6sLe3x7t377h2o0aNwt27d3HixAncvHkTgwYNgouLC5KSkgAAz58/h729PQwNDXHlyhVERkYiNTUVHh4e3Bj5+fno3bs3mjVrhitXriAuLg6NGjWCo6MjSktLuXYeHh7YsmVLw1+cL4X9ZHJzcxkAlpubK9I4it+9YJEr5QVexe9eiDSmn1F2djbr27cvA8AAsClTprCSkhJRh0UIIeQLKywsZGlpaaywsFDUodRJUFAQU1JSYowxlpOTw8TExFhiYiJjjLGysjKmoqLCOnbsyLU/cOAAa9KkCWOMsfT0dAaAJSUlMcYYi46OZgDY2bNnWfv27ZmsrCyztrZmd+7c4fonJyczOzs7pqCgwBo1asTatWvHHa86AwYMYB4eHtW2adeuHfP09BQoKy8vZwYGBmzu3LlC7W1tbdm0adM+e2zGGGvdujXbtm2bUPnbt2+ZgoICu3PnDhs2bBhbsWKFQH3FNcnOzhbqq6enxzZu3MgYY+x///sfk5KSYtOnT6/0+JX1bwg5OTlMUlKShYWFcWW3b99mANilS5cq7XP37l0GgN26dYsrKysrYxoaGmz37t1cmby8PNu/f79AX1VVVa7Nzp07WePGjVlZWRlXf+PGDQaA3b9/nzHGWGJiIgPAnjx5UmUbxhjLyMhgANiDBw/qchlqrLrv99rkBrQ5BPlppaamwtnZGffv34eMjAx27tyJUaNGiTosQgghInQo7xAKygu+6jHlxOTgquha5/5KSkqwsLBATEwMrKyscPPmTfB4PCQlJSE/Px8KCgo4f/48bG1tqx1n4cKF8PPzg4aGBry8vDB27FhcvHgRAODu7g5LS0ts374d4uLiSE5OhqSk5Gdj09LSwvnz55GRkVHprA/wYdZp3rx52Lx5M+Tl5QF8WCqXnp6OsWPH1vJq/J83b94gLS0NVlZWQnWHDx+GiYkJjI2NMWLECEyfPh3z588Hj8er1THCwsJQUlKCOXPmVFqvrKxcZd8+ffogNja2yno9PT2kpqZWWnft2jWUlpbC3t6eKzMxMUGzZs1w6dIldOrUSahPcXExAEBGRoYrExMTg7S0NOLi4jBu3DgAQOfOnREaGgonJycoKyvj8OHDKCoqgp2dHTeOlJQUxMT+b+GarKwsACAuLg6GhoYwNjaGmpoaAgICsGDBApSVlSEgIACmpqbQ19fn+jVr1gyampqIjY1FixYtqrwW3wpaqkd+SuXl5XB3d8f9+/fRrFkzXLx4kZImQgghKCgvQD7L/6qvhkjU7OzsEBMTA+BD0uHg4ABTU1PExcVxZZ9LnFasWAFbW1u0atUK8+bNQ3x8PIqKigB8uN/I3t4eJiYmaNmyJYYOHQpzc/PPxrVkyRIoKytDX18fxsbG8PDwwOHDhwU2BHBzc0NpaSnCwsK4sqCgIHTp0gVGRka1vRScJ0+egDEGHR0dobqAgACMGDECwId7bXJzc3H+/PlaH+P+/ftQVFSEtrZ2rfvu2bMHycnJVb5OnTpVZV8+nw8pKSmhxExTUxN8Pr/SPhWJ1fz585GdnY2SkhKsWbMGT58+RWZmJtfu8OHDKC0thZqaGqSlpTFx4kSEh4fD0NAQANCjRw/w+XysW7cOJSUlyM7Oxrx58wCAG6dRo0aIiYnBX3/9BVlZWSgoKCAyMhIRERFCS0R1dHSQkZFR6+snCpQ4kZ+SmJgY9u/fj/79++PatWto166dqEMihBDyDZATk4MCT+GrvuTE5Oodt62tLeLi4lBWVobz58/Dzs6OS6aeP3+OBw8ecDMGVTEzM+P+XZEIvHjxAgDg4+ODcePGwd7eHqtXr8bDhw9rFJe2tjYuXbqEmzdvYtq0aXj//j1Gjx6N3r17c8mTsrIyBg0ahMDAQABAXl4ejh49Ck9Pz9peBgGFhYUABGdYgA876CYkJMDV9cMsn4SEBIYNG4aAgIBaH4MxVutZqgq6urowNDSs8lXVDF1dSUpK4tixY7h37x5UVVUhJyeH6Oho9OnTR2D2aPHixcjJycHZs2dx9epV+Pj4wMXFBTdv3gQAtG7dGvv27YOfnx/k5OSgpaUFAwMDaGpqcuMUFhbC09MTNjY2uHz5Mi5evIg2bdrAycmJ+7pUkJWVRUHB153lrStaqkd+Gq9fv8bly5e53XPMzMzw999/izgqQggh35L6LJkTpW7duuHt27e4fv06Lly4gJUrV0JLSwurV6+Gubk5dHR00LJly2rH+HjpXUUyUJHc+Pr6ws3NDf/++y8iIiKwZMkShISEwNnZuUbxtWnTBm3atMGkSZPg5eWFrl274vz58+jevTuAD8v1evbsiQcPHiA6Ohri4uIYOnRoXS4FR11dHQCQnZ0NDQ0NrjwgIADv378XmIlijEFaWhrbtm2DkpISFBUVAQC5ublCszo5OTlQUlICABgZGSE3NxeZmZm1nnWqz1I9LS0tlJSUICcnRyC+rKwsaGlpVTlm+/btkZycjNzcXJSUlEBDQwMdO3bkljM+fPgQ27Ztw61bt9C6dWsAH55rGRsbC39/f+zYsQPAh1lCNzc3ZGVlQV5eHjweDxs2bEDz5s0BAAcPHsTjx49x6dIlLpk6ePAgVFRU8Pfff2P48OFcTG/evBH4+nzLaMaJ/BRSUlLwyy+/wNnZGZcuXRJ1OIQQQkiDUlZWhpmZGbZt2wZJSUmYmJigW7duSEpKwsmTJz+7TK8mjIyMMGPGDPz3338YNGgQgoKC6jROq1atAEBgJ7fu3bvDwMAAQUFBCAoKwvDhw7n7neqqRYsWUFRURFpaGlf2/v177N+/H35+fgLL4lJSUqCjo4NDhw4BAFq2bAkxMTFcu3ZNYMxHjx4hNzeXW0I4ZMgQSElJYe3atZXGUNl25hXqs1Svffv2kJSURFRUFFd29+5dPHnyBNbW1p+9NkpKStDQ0MD9+/dx9epVDBgwAAC4mZ+PZ6CADzsxVva8JU1NTSgoKCA0NBQyMjJwcHDgxhETExOYjat4//E4RUVFePjwISwtLT8b87eAZpzID+/gwYMYN24cCgsL0bx583r/ICaEEEK+RXZ2dti6dSuGDBkCAFBVVYWpqSlCQ0Ph7+9f53ELCwsxe/ZsDBkyBAYGBnj69CkSExMxePDgz/b97bffoKOjgx49eqBJkybIzMzEH3/8AQ0NDYEP+DweD2PHjsWGDRuQnZ2NjRs31jneCmJiYrC3t0dcXBwGDhwIADh58iSys7Ph6enJzRpVGDx4MAICAuDl5YVGjRph3LhxmDlzJiQkJNC2bVv873//w9y5c9GpUyd07twZwIdnYm3cuBGTJ09GXl4eRo0aBX19fTx9+hT79++HgoJClVuS6+rq1vnclJSU4OnpCR8fH6iqqkJRURFTpkyBtbW1wMYQJiYmWLVqFTczGBYWBg0NDTRr1oxbPjlw4ED06tWLa29oaIiJEydi/fr1UFNTw/Hjx3HmzBmcPHmSG3fbtm3o3LkzFBQUcObMGcyePRurV6/mZr8cHBwwe/ZseHt7Y8qUKSgvL8fq1ashISHBzTICwOXLlyEtLV2jZO9bQDNO5If1/v17zJw5E+7u7igsLETv3r2RmJgosIabEEII+VHY2tqirKxM4F4mOzs7obLaEhcXx+vXrzFq1CgYGRnBxcUFffr0wdKlSz/b197eHpcvX8bQoUNhZGSEwYMHQ0ZGBlFRUVBTUxNo6+HhgdzcXLRu3RodO3asc7wfGzduHEJCQrhZjoCAANjb2wslTcCHxOnq1au4ceMGAGDz5s0YPXo05s6di9atW8PDwwNmZmb4559/BGZSJk2ahP/++w/Pnj2Ds7MzTExMMG7cOCgqKtb42Vp1sXHjRvTt2xeDBw9Gt27doKWlhWPHjgm0uXv3LnJzc7n3mZmZGDlyJExMTDB16lSMHDmSm2UDPizXPHXqFDQ0NNCvXz+YmZlh//792LdvH3799VeuXUJCAhwcHNC2bVvs2rULO3fuxNSpU7l6ExMT/PPPP7hx4wasra3RtWtXPH/+HJGRkQJLGg8dOgR3d3fIydX/Pr+vgccYY6IO4mvKy8uDkpIScnNzufWrolBS8BLRmw0EyrpPS4eU3PexxvNb9/LlSwwbNgzR0dEAgAULFmDZsmUQFxcXcWSEEEK+BUVFRUhPT4eBgYHQ5gHkx8EYQ8eOHTFjxgxuMwjybXj16hWMjY1x9epVGBgYfL5DPVT3/V6b3IBmnMgP6dChQ4iOjoaCggKOHTuGFStWUNJECCGE/GR4PB527dqF9+/fizoU8onHjx/jzz///OJJU0Oie5zID2nKlCl48uQJPD09YWpqKupwCCGEkB9SdTvDLViwAAsWLPjKEQmzsLCAhYWFqMMgn7Cysqr04cTfMkqcyA+hpKQE69evx7Rp07htMdevXy/qsAghhJAf2p49e4Sey1NBVVX1K0dDyJdFiRP57vH5fAwdOhRxcXG4desWDh48KOqQCCGEkJ9CfXaGI+R7Q4kT+a5dvnwZgwcPxvPnz6GkpAR3d3dRh0QIIYQQQn5AtDkE+W7t2rUL3bp1w/Pnz9GqVSskJibCyclJ1GERQgghhJAfECVO5LtTXFyM8ePHY+LEiSgtLcXgwYNx+fJltGzZUtShEUIIIYSQHxQlTuS78/r1a+7hc6tWrUJYWBgaNWok6rAIIYQQQsgPjO5xIt8dHR0dHDlyBO/evYOjo6OowyGEEEIIIT8BmnEi3zzGGLZu3YqjR49yZV26dKGkiRBCCKmDx48fg8fjITk5WdShfFe6detGO/d+g4YPHw4/P7+vcixKnMg3rbCwEB4eHpg6dSpGjx6NJ0+eiDokQgghRCR4PF61L19f3xqN07RpU2RmZqJNmzZfNmAAMTExAjFqampi8ODBePTokUC7pKQkDB06FJqampCRkUHLli0xfvx43Lt3D8D/JXsVLzU1NfTq1QtJSUkAgLZt28LLy6vSGA4cOABpaWn07du32uunr69f5XmcOHECWVlZGD58uFDdqlWrIC4ujnXr1gnV+fr6Vvrw3cqSV8YYdu3ahY4dO0JBQQHKysqwsrLCpk2bUFBQUGVs9fXkyRM4OTlBTk4OjRs3xuzZs/H+/ftq+1y/fh0ODg5QVlaGmpoaJkyYgPz8/Erbvn79Gk2aNAGPx0NOTo5AXXFxMRYuXAg9PT1IS0tDX18fgYGBXH1qaioGDx4MfX198Hg8bNq0SWj8RYsWYcWKFcjNza31udcWJU7km5WRkYEuXbpg//79EBcXx/Lly9G0aVNRh0UIIYSIRGZmJvfatGkTFBUVBcpmzZpVo3HExcWhpaUFCYmvd8fG3bt38fz5c4SFhSE1NRX9+vVDWVkZAODkyZPo1KkTiouLERwcjNu3b+Ovv/6CkpISFi9eLDDO2bNnkZmZidOnTyM/Px99+vRBTk4OPD09ERISUunDeIOCgtC/f38EBwcLXK+Kuor3iYmJVca/ZcsWjBkzBmJiwh+dAwMDMWfOHIEP/HUxcuRITJ8+HQMGDEB0dDSSk5OxePFi/P333/jvv//qNXZVysrK4OTkhJKSEsTHx2Pfvn3Yu3cvfv/99yr7PH/+HPb29jA0NMSVK1cQGRmJ1NRUeHh4VNre09MTZmZmlda5uLggKioKAQEBuHv3Lg4dOgRjY2OuvqCgAM2bN8fq1auhpaVV6Rht2rRBixYt8Ndff9X8xOuK/WRyc3MZAJabmyvSOIrfvWCRK+UFXsXvXog0pm/J2bNnmZqaGgPA1NXV2blz50QdEiGEkB9IYWEhS0tLY4WFhaIOpU6CgoKYkpISY4yxnJwcJiYmxhITExljjJWVlTEVFRXWsWNHrv2BAwdYkyZNGGOMpaenMwAsKSmJMcZYdHQ0A8DOnj3L2rdvz2RlZZm1tTW7c+cO1z85OZnZ2dkxBQUF1qhRI9auXTvueNWpGDs7O5srCw4OZgDYnTt32Lt375i6ujobOHBgpf0r+n0aM2OMXbx4kQFgkZGR7OXLl0xKSoodOHBAoP+jR48Yj8djERERQmMDYOHh4Z89hxcvXjAej8du3bolVBcTE8N0dXVZSUkJ09HRYRcvXhSoX7JkCTM3Nxfq9+n5hIaGMgDs+PHjQm3Ly8tZTk7OZ+Osi1OnTjExMTHG5/O5su3btzNFRUVWXFxcaZ+dO3eyxo0bs7KyMq7sxo0bDAC7f/++QNs///yT2drasqioKKH/BxEREUxJSYm9fv26RrHq6emxjRs3Vlq3dOlS1qVLlyr7Vvf9XpvcgDaHIN+c9evXY+7cuSgvL0f79u1x7NgxNGvWTNRhEUII+QmMi92AN8Vvv+oxVaUbYU9Xnzr3V1JSgoWFBWJiYmBlZYWbN2+Cx+MhKSkJ+fn5UFBQwPnz52Fra1vtOAsXLoSfnx80NDTg5eWFsWPH4uLFiwAAd3d3WFpaYvv27RAXF0dycjIkJSXrFK+srCwAoKSkBKdPn8arV68wZ86cStsqKyvXaBx1dXUMGDAAgYGBGDFiBNdm7969aNKkCXr16lWnWAEgLi4OcnJyMDU1FaoLCAiAq6srJCUl4erqioCAAHTu3LnWxwgODoaxsTEGDBggVMfj8aCkpFRlXwUFhWrHHjFiBHbs2FFp3aVLl9C2bVtoampyZY6Ojvjtt9+QmpoKS0tLoT7FxcWQkpISmH2r+FrExcXB0NAQAJCWloZly5bhypUrQkszgQ/LH62srLB27VocOHAA8vLy6N+/P5YvX86NV1MdOnTAihUrUFxcDGlp6Vr1rQ1KnMg3JzMzE+Xl5fDw8MCff/5Z628eQgghpK7eFL/Fy6Ivf69EQ7Ozs0NMTAxmzZqFmJgYODg44M6dO4iLi0Pv3r0RExNTZXJSYcWKFVxyNW/ePDg5OaGoqAgyMjJ48uQJZs+eDRMTEwCo87MTMzMzsX79eujq6sLY2BgREREAwI1bUzk5OVi+fDkUFBTQoUMHAB+WhPXp0wfp6ekwMDAAYwz79u3D6NGjK11iV1MZGRnQ1NQUGiMvLw9HjhzBpUuXAHxIULp27YrNmzd/Npn51P379wWWqNXG5zb5UFRUrLKOz+cLJE0AuPd8Pr/SPj169ICPjw/WrVuHadOm4d27d5g3bx4AcEsgi4uL4erqinXr1qFZs2aVJk6PHj1CXFwcZGRkEB4ejlevXmHSpEl4/fo1goKCqj2nT+no6KCkpAR8Ph96enq16lsblDiRb86aNWvQuXNnDBo0CDweT9ThEEII+YmoSn/95wI2xDFtbW0REBCAsrIynD9/Hr169YKWlhZiYmJgZmaGBw8ewM7OrtoxPr4PRVtbGwDw4sULNGvWDD4+Phg3bhwOHDgAe3t7DB06FC1atKhxfE2aNAFjDAUFBTA3N8fRo0chJSUFxlitzrNz584QExPDu3fv0Lx5c4SGhnIf9B0cHNCkSRMEBQVh2bJliIqKwpMnTzBmzJhaHeNThYWFkJGRESo/dOgQWrRoAXNzcwCAhYUF9PT0EBoaCk9Pz1odo7bX4WMVMzxfS+vWrbFv3z74+Phg/vz5EBcXx9SpUwWSy/nz58PU1FRg9u9T5eXl4PF4CA4O5mbUNmzYgCFDhtT6D+cVbb/kJhoAJU7kGxAREYHt27fjyJEjkJKSgoSEBAYPHizqsAghhPyE6rNkTpS6deuGt2/f4vr167hw4QJWrlwJLS0trF69Gubm5tDR0fnsLNHHS+8q/nBZXl4O4MPucG5ubvj3338RERGBJUuWICQkBM7OzjWKLzY2FoqKimjcuLHAQ+uNjIwAAHfu3IG1tfVnxwkNDUWrVq2gpqYmtIxPTEwMHh4e2LdvH3x9fREUFITu3bujefPmNYqxKurq6sjOzhYqDwgIQGpqqsAmG+Xl5QgMDOQSJ0VFxUp3e6vYXa4iYTAyMsKdO3fqFF99luppaWkhISFBoCwrK4urq4qbmxvc3NyQlZUFeXl58Hg8bNiwgbvW586dw82bN3HkyBEA/5cYqqurY+HChVi6dCm0tbWhq6srsAzR1NQUjDE8ffq0VrOab968AQBoaGjUuE9dUOJERKa8vByrVq3C4sWLwRjDli1barwjECGEEEL+j7KyMszMzLBt2zZISkrCxMQEjRs3xrBhw3Dy5MnP3t9UE0ZGRjAyMsKMGTPg6uqKoKCgGidOBgYGld6v1KtXL6irq2Pt2rUIDw8Xqs/JyRHo17Rp02pnusaMGYM//vgDx44dQ3h4OPbs2VOj+KpjaWkJPp+P7OxsqKioAABu3ryJq1evIiYmBqqqqlzbN2/ewM7ODnfu3IGJiQmMjY3x9OlTZGVlCSyJu379OmRkZLh7uN3c3DB8+HD8/fffQvc5McaQl5dX5X1O9VmqZ21tjRUrVuDFixdo3LgxAODMmTNQVFREq1atqh0X+L9lfYGBgZCRkYGDgwMA4OjRowI7HCYmJmLs2LGIjY3lvn42NjYICwvj7sMDgHv37kFMTAxNmjT57LE/duvWLTRp0gTq6uq16ldbtB05EYm8vDwMHjwYixYtAmMMEydOxJQpU0QdFiGEEPLdsrOzQ3BwMJckqaqqwtTUFKGhofVKnAoLCzF58mTExMQgIyMDFy9eRGJiYqWbJdSWvLw89uzZg3///Rf9+/fH2bNn8fjxY1y9ehVz5syp8tlMVTEwMECPHj0wYcIESEtLY9CgQfWO0dLSEurq6txGGcCH2aYOHTqgW7duaNOmDffq1q0bfvnlFwQEBAD4sNGCsbExXF1dER8fj0ePHuHIkSNYtGgRpk2bBnFxcQAftuUeNmwYXF1dsXLlSly9ehUZGRk4efIk7O3tER0dXWV8hoaG1b4qEqLK9OrVC61atcLIkSORkpKC06dPY9GiRfD29uY2WUhISICJiQmePXvG9du2bRuuX7+Oe/fuwd/fH5MnT8aqVau4JLdFixYC18XAwADAhxmlinjc3NygpqaGMWPGIC0tDRcuXMDs2bMxduxYgY0/kpOTkZycjJKSEjx79gzJycl48OCBwHnExsbWawOQmqLEiXx1d+/eRceOHXH8+HFISUlh9+7d2LFjxxfdBYUQQgj50dna2qKsrEzgXiY7OzuhstoSFxfH69evMWrUKBgZGcHFxQV9+vTB0qVL6x80gAEDBiA+Ph6SkpJwc3ODiYkJXF1dkZubiz/++KPW43l6eiI7Oxtubm6V3ptUW+Li4hgzZgyCg4MBfPgw/9dff1V5W8HgwYOxf/9+lJaWQkJCAv/99x+aNWsGV1dXtGnTBkuWLMG0adOwfPlyrg+Px8PBgwexYcMGHD9+HLa2tjAzM4Ovry8GDBgAR0fHep9HVed28uRJiIuLw9raGiNGjMCoUaOwbNkyrk1BQQHu3r2L0tJSriwhIQEODg5o27Ytdu3ahZ07d2Lq1Km1OraCggLOnDmDnJwcWFlZwd3dHf369cOWLVu4Ns+fP4elpSUsLS25jUUsLS0xbtw4rk1RURGOHz+O8ePH1+NK1AyP1edutO9QxVRnbm5utVOXX1pJwUtEbzYQKOs+LR1Scl92baaonTlzBoMHD8bbt2+hq6uLo0ePomPHjqIOixBCyE+mqKiI232tIT5ckx8bn89H69atcf369S+6axupve3btyM8PLzahwRX9/1em9yAZpzIV9WsWTPweDx07doV165do6SJEEIIId88LS0tBAQE4MmTJ6IOhXxCUlISW7du/SrHos0hyBf3/v17bscZY2NjnD9/Hq1bt67zg/MIIYQQ8m3o06cPYmNjK61bsGABFixY8JUj+nIGDhwo6hBIJT5etvelUeJEvqjU1FQMGTIE/v7+6NGjB4APzzkghBBCyPdvz549Arunfezj3eYI+RFQ4kS+mCNHjsDDwwPv3r3DnDlzkJiYSA+0JYQQQn4gurq6og6BkK+G7nEiDa6srAzz5s3D0KFD8e7dO/To0QMRERGUNBFCCCGEkO8WzTiRBvX69Wu4ublxO5vMnDkTq1evFniqNiGEEEIIId8b+jRLGszLly/RoUMHPH78GHJycggICMDw4cNFHRYhhBBCCCH1RokTaTDq6uro0qULxMTEEB4eDjMzM1GHRAghhBBCSIOgxInUS2lpKYqLi6GgoAAej4edO3eiqKiIdtIhhBBCCCE/FNocgtTZixcv4ODgADc3N5SXlwMA5OTkKGkihBBCRMTDw6NBnjd09+5daGlp4e3bt/UPijSYV69eoXHjxnj69KmoQ/kpUeJE6iQxMRHt27fH+fPnER0djTt37og6JEIIIeSH5+HhAR6PBx6PBykpKRgaGmLZsmV4//49AGDz5s3Yu3cvAHDtqnr5+vpWeZz58+djypQpaNSokVCdiYkJpKWlwefzher09fWxadMmoXJfX1+h5zjy+XxMmTIFzZs3h7S0NJo2bYp+/fohKiqqxtejLsLCwmBiYgIZGRm0bdsWp06d+mwff39/mJqaQlZWFsbGxti/f79AfWlpKZYtW4YWLVpARkYG5ubmiIyMFBrn2bNnGDFiBNTU1CArK4u2bdvi6tWrXH1VX6t169YB+HBbwDnWugAAOVtJREFUxKhRo7BkyZJ6XgVSF5Q4kVoLCgpC165d8fTpUxgZGeHKlSto1aqVqMMihBBCfgq9e/dGZmYm7t+/j5kzZ8LX15f7YK2kpARlZWUAQGZmJvfatGkTFBUVBcpmzZpV6fhPnjzByZMn4eHhIVQXFxeHwsJCDBkyBPv27avzOTx+/Bjt27fHuXPnsG7dOty8eRORkZHo3r07vL296zzu58THx8PV1RWenp5ISkrCwIEDMXDgQNy6davKPtu3b8f8+fPh6+uL1NRULF26FN7e3vjnn3+4NosWLcLOnTuxdetWpKWlwcvLC87OzkhKSuLaZGdnw8bGBpKSkoiIiEBaWhr8/PygoqLCtfn465OZmYnAwEDweDwMHjyYazNmzBgEBwfjzZs3DXx1yGexn0xubi4DwHJzc0UaR/G7FyxypbzAq/jdC5HG9DnFxcVs0qRJDAADwPr3789ycnJEHRYhhBBSa4WFhSwtLY0VFhaKOpRaGT16NBswYIBAmYODA+vUqVOV9YwxFhQUxJSUlGp0jHXr1jErK6tK6zw8PNi8efNYREQEMzIyEqrX09NjGzduFCpfsmQJMzc359736dOH6erqsvz8fKG22dnZNYqzLlxcXJiTk5NAWceOHdnEiROr7GNtbc1mzZolUObj48NsbGy499ra2mzbtm0CbQYNGsTc3d2593PnzmVdunSpVbwDBgxgPXr0ECo3MDBge/bsqdVYP7Pqvt9rkxvQ5hCkxkaNGoXQ0FDweDwsXboUCxcuhJgYTVoSQgj5caxevRp5eXlf9ZiKioqYN29enfvLysri9evXDRZPbGwsrKyshMrfvn2LsLAwXLlyBSYmJsjNzUVsbCy6du1aq/HfvHmDyMhIrFixAvLy8kL1FTNmlQkODsbEiROrHT8iIqLKmC5dugQfHx+BMkdHRxw/frzK8YqLiyEjIyNQJisri4SEBJSWlkJSUrLKNnFxcdz7EydOwNHREUOHDsX58+ehq6uLSZMmYfz48ZUeNysrC//++2+lM3sdOnRAbGwsPD09q4ybNDxKnEiNzZw5EzExMQgICICTk5OowyGEEEIaXF5eHnJyckQdRo0wxhAVFYXTp09jypQpDTZuRkZGpYlTSEgIWrZsidatWwMAhg8fjoCAgFonTg8ePABjDCYmJrWOrX///ujYsWO1bXR1daus4/P50NTUFCjT1NSs9H6tCo6OjtizZw8GDhyIdu3a4dq1a9izZw9KS0vx6tUraGtrw9HRERs2bEC3bt3QokULREVF4dixYygrK+PGefToEbZv3w4fHx8sWLAAiYmJmDp1KqSkpDB69Gih4+7btw+NGjXCoEGDhOp0dHQElgGSr4MSJ1IlxhgePHiAli1bAgB++eUXpKenQ1ZWVsSREUIIIV+GoqLiN3/MkydPQkFBAaWlpSgvL4ebm1u1Gz3UVmFhodDsCQAEBgZixIgR3PsRI0bA1tYWW7durXQTiaowxuocW6NGjWp1rIawePFi8Pl8dOrUCYwxaGpqYvTo0Vi7di238mbz5s0YP348TExMwOPx0KJFC4wZMwaBgYHcOOXl5bCyssLKlSsBAJaWlrh16xZ27NhRaeIUGBgId3f3Sr8WsrKyKCgo+EJnTKpCiROpVFFRESZPnozg4GBcvHgR7dq1AwBKmgghhPzQ6rNk7mvp3r07tm/fDikpKejo6EBComE/zqmrqyM7O1ugLC0tDZcvX0ZCQgLmzp3LlZeVlSEkJIRbbqaoqIjc3FyhMXNycqCkpAQAaNmyJXg8Xp125K3vUj0tLS1kZWUJlGVlZUFLS6vK8WRlZREYGIidO3ciKysL2tra2LVrFxo1agQNDQ0AgIaGBo4fP46ioiK8fv0aOjo6mDdvHpo3b86No62tLbSZlqmpKY4ePSp0zNjYWNy9exehoaGVxvTmzRvu2OTrocSJCHn69CkGDx6MhIQEiImJITExkUucCCGEECJa8vLyMDQ0/GLjW1paIi0tTaAsICAA3bp1g7+/v0B5UFAQAgICuMTJ2NgY165dExrz+vXrMDY2BgCoqqrC0dER/v7+mDp1qtB9Tjk5OVXe51TfpXrW1taIiorC9OnTubIzZ87A2tq62jEBQFJSEk2aNAHwYdli3759he71lpGRga6uLkpLS3H06FG4uLhwdTY2Nrh7965A+3v37kFPT0/oWAEBAWjfvj3Mzc0rjeXWrVuws7P7bMykYVHiRARcuHABQ4cOxYsXL6CqqoqQkBA4ODiIOixCCCGEfCWOjo4YN24cysrKIC4ujtLSUhw4cADLli1DmzZtBNqOGzcOGzZsQGpqKlq3bo0ZM2aga9euWLFiBQYNGoSysjIcOnQIly5dwp9//sn18/f3h42NDTp06IBly5bBzMwM79+/x5kzZ7B9+3bcvn270tjqu1Rv2rRpsLW1hZ+fH5ycnBASEoKrV69i165dXJv58+fj2bNn3LOa7t27h4SEBHTs2BHZ2dnYsGEDbt26JbBpw5UrV/Ds2TNYWFjg2bNn8PX1RXl5OebMmcO1mTFjBjp37oyVK1fCxcUFCQkJ2LVrl8CxgQ/32YWFhcHPz6/ScygoKMC1a9e4JX/k66Et0QiAD+uNt27dip49e+LFixcwNzfH1atXKWkihBBCfjJ9+vSBhIQEzp49C+DDbnCvX7+Gs7OzUFtTU1OYmpoiICAAANC5c2dEREQgIiICNjY2sLOzQ3x8PKKiogSSrubNm+P69evo3r07Zs6ciTZt2sDBwQFRUVHYvn37Fzu3zp074+DBg9i1axfMzc1x5MgRHD9+XCC2zMxMPHnyhHtfVlYGPz8/mJubw8HBAUVFRYiPj4e+vj7XpqioCIsWLUKrVq3g7OwMXV1dxMXFCcyc/fLLLwgPD8ehQ4fQpk0bLF++HJs2bYK7u7tAjCEhIWCMwdXVtdJz+Pvvv9GsWbNab8pB6o/H6nOH3ncoLy8PSkpKyM3NFckNoBVKCl4ierOBQFn3aemQkhPNetWjR49iyJAhAAB3d3fs2rULcnJyIomFEEII+dKKioqQnp4OAwODSm++/9n5+/vjxIkTOH36tKhDIZ/o1KkTpk6dCjc3N1GH8t2o7vu9NrkBLdUjAICBAweif//+6N69O6ZNmwYejyfqkAghhBAiIhMnTkROTg7evn371XexI1V79eoVBg0aVOVsFPmyKHH6icXHx6Ndu3aQkZGBuLg4jh8/TgkTIYQQQiAhIYGFCxeKOgzyCXV1dYH7psjXRfc4/YQYY1i/fj26du2KSZMmcc9ToKSJEEIIIYSQytGM00/m3bt38PT0FHguQFlZWYM/A4IQQgghhJAfCX1a/ok8fPgQzs7OuHnzJiQkJLBlyxZ4eXnRTBMhhBBCCCGfQYnTTyIyMhKurq7IycmBlpYWwsLC0KVLF1GHRQghhBBCyHeBEqefQH5+PkaNGoWcnBxYW1vjyJEj0NHREXVYhBBCCCGEfDdoc4ifgIKCAoKDg+Hl5YXo6GhKmgghhBBCCKklmnH6Qd29exfPnj1Djx49AAAODg5wcHAQcVSEEEIIIYR8n2jG6Qd04sQJdOjQAYMGDcL9+/dFHQ4hhBBCfnKPHz8Gj8dDcnJylW1iYmLA4/GQk5NT7+N169YNBw8erPc4pGENHz4cfn5+og6jzihx+oGUl5fj999/x4ABA5CXlwczMzMoKiqKOixCCCGENBAPDw/weDyhV+/evUUd2jfjxIkTyMrKwvDhw4XqVq1aBXFxcaxbt06oztfXFxYWFkLllSV9jDHs2rULHTt2hIKCApSVlWFlZYVNmzahoKCgIU9HwJMnT+Dk5AQ5OTk0btwYs2fPxvv376vtc/36dTg4OEBZWRlqamqYMGEC8vPzBdpERUWhc+fOaNSoEbS0tDB37lyBcX19fSv9fycvLy8wTk5ODry9vaGtrQ1paWkYGRnh1KlTXP2iRYuwYsUK5ObmNsDV+Ppoqd4PIicnByNGjMC///4LAJg6dSrWr18PSUlJEUdGCCGEfPsYK0dp4WuRHV9SVg08Xs3+nt27d28EBQUJlElLS3+JsL5LW7ZswZgxYyAmJnw9AwMDMWfOHAQGBmL27Nl1PsbIkSNx7NgxLFq0CNu2bYOGhgZSUlKwadMm6OvrY+DAgfU4g8qVlZXByckJWlpaiI+PR2ZmJkaNGgVJSUmsXLmy0j7Pnz+Hvb09hg0bhm3btiEvLw/Tp0+Hh4cHjhw5AgBISUnBr7/+ioULF2L//v149uwZvLy8UFZWhvXr1wMAZs2aBS8vL4Gxe/bsiV9++YV7X1JSAgcHBzRu3BhHjhyBrq4uMjIyoKyszLVp06YNWrRogb/++gve3t4NfIW+PEqcfgC3bt2Cs7MzHjx4ABkZGezatQsjR44UdViEEELId6O08DWiNxuI7Pjdp6VDSk6jRm2lpaWhpaVVZT2Px8Pu3bvx77//4vTp09DV1YWfnx/69+8PAMjOzsbkyZPx33//IT8/H02aNMGCBQswZswYAMD//vc/zJw5E//99x/ExMTQtWtXbN68Gfr6+gA+zHrl5OSgQ4cO2Lx5M4qLi+Hj44MFCxZg/vz5CAgIgJycHJYvX86NWeHOnTuYNGkSrl+/DkNDQ/j7+8PW1rbKc4mLi8P8+fNx9epVqKurw9nZGatWrRKa6ajw8uVLnDt3Dps3bxaqO3/+PAoLC7Fs2TLs378f8fHx6Ny5c7XXujKHDx9GcHAwjh8/jgEDBnDl+vr66N+/P/Ly8mo9Zk38999/SEtLw9mzZ6GpqQkLCwssX74cc+fOha+vL6SkpIT6nDx5EpKSkvD39+cSyR07dsDMzAwPHjyAoaEhQkNDYWZmht9//x0AYGhoiLVr18LFxQVLlixBo0aNoKCgAAUFBW7clJQUpKWlYceOHVxZYGAg3rx5g/j4eO4P9xX/Zz7Wr18/hISEfJeJEy3V+wHs3r0bDx48QLNmzXDx4kVKmgghhJCf3NKlS+Hi4oIbN27g119/hbu7O968eQMAWLx4MdLS0hAREYHbt29j+/btUFdXBwCUlpbC0dERjRo1QmxsLC5evAgFBQX07t0bJSUl3Pjnzp3D8+fPceHCBWzYsAFLlixB3759oaKigitXrsDLywsTJ07E06dPBeKaPXs2Zs6ciaSkJFhbW6Nfv354/brymb6HDx+id+/eGDx4MG7cuIHQ0FDExcVh8uTJVZ53XFwc5OTkYGpqKlQXEBAAV1dXSEpKwtXVFQEBAbW+rgAQHBwMY2NjgaSpAo/Hg5KSUpV9KxKQql6fzup87NKlS2jbti00NTW5MkdHR+Tl5SE1NbXSPsXFxZCSkhKYfZOVlQXw4VpVtJGRkRHoJysri6KiIly7dq3Scffs2QMjIyN07dqVKztx4gSsra3h7e0NTU1NtGnTBitXrkRZWZlA3w4dOiAhIQHFxcVVnuu3ihKnH8DatWvh4+ODa9euoV27dqIOhxBCCCFf0MmTJ4U+cH+6VMvDwwOurq4wNDTEypUrkZ+fj4SEBAAf7pOxtLSElZUV9PX1YW9vj379+gEAQkNDUV5ejj179qBt27YwNTVFUFAQnjx5gpiYGG58VVVVbNmyBcbGxhg7diyMjY1RUFCABQsWoGXLlpg/fz6kpKT+X3t3Hldj+v8P/HVOe6lIUpEllOxKmhhjizKYGoMQ08zYCcPYPhhZpqwxDMMYKuYThe+EB40so8+kjD17ZSkMlY9lipSWc/3+8Ov+zHFanKgTvZ6Px/14zLnu93Wf931cNefddd/XLX05L+Ln54fPPvsMDg4O2LBhA0xNTUssYJYsWQIfHx98/fXXaNasGTp16oS1a9di27ZtyM3NLbbP7du3UbduXZXL9LKysrB7924MHz4cADB8+HDs3LlT5V6f13H9+nXY29ur3Q8AEhISSt0WLVpUYt/09HSlogmA9Do9Pb3YPj169EB6ejpWrFiBvLw8PHnyBLNnzwYApKWlAXhZfMXHx2PHjh0oLCzEvXv3pDyKYv4pNzcXYWFhGDlypFL7rVu3sHv3bhQWFiIqKgrffvstgoKC8N133ynFWVtbIy8vr8ScqzIWTu+gR48eYd68edJNe3p6eggKCpL+WkRERETvr+7du6t84X51pqJNmzbSfxsZGcHExAQPHjwAAIwfPx7h4eFo164dZs6cifj4eCn2woULuHHjhtLlWWZmZsjNzcXNmzeluJYtWyoVJ3Xr1kXr1q2l11paWqhdu7b0nkVcXV2l/9bW1kaHDh1w7dq1Ys/zwoULCA0NVSoQ3d3doVAokJKSUmyfnJwcldkTANixYweaNGmCtm3bAgDatWuHhg0bIiIiotjjlEYIoXafIk2bNi11s7CwKPexi9OyZUts3boVQUFBMDQ0hKWlJRo3bqxUXPbu3RsrVqzAuHHjpAUdPv74YwAo9j6xyMhIPH36FL6+vkrtCoUCFhYW2LRpE5ycnODt7Y25c+cqXc4H/G/GqyIX0agovMfpHZOQkIBPP/0UqampEEIgICBA0ykRERG983QMaqP7lOK/jFfW+78uIyMjNG3atPTjvbI4lEwmg0KhAAD06dMHt2/fRlRUFA4fPoyePXti4sSJWLlyJZ49ewYnJyeEhYWpHLNOnf/dg1Xc8Ut7z/J49uwZxo4di8mTJ6vsa9CgQbF9zM3N8eTJE5X2LVu24MqVK9DW/t9XX4VCgeDgYGnmxMTEpNjV3oqWRy+6BM/Ozg6JiYlqnw8ApfuEijN8+HCVQqOIpaWlNGtYJCMjQ9pXkmHDhmHYsGHIyMiAkZERZDIZVq1aBVtbWylm2rRpmDp1KtLS0lCrVi2kpqbiX//6l1JMkc2bN6Nfv34qs19WVlbQ0dGBlpaW1Obg4ID09HTk5eVJ92AVXTL6z/H0rmDh9A4JCwvD6NGjkZOTA1tbW3h7e2s6JSIioveCTCZ/7cUZ3gd16tSBr68vfH190aVLF8yYMQMrV66Eo6MjIiIiYGFhUSGPNPnzzz/x0UcfAQAKCgpw9uzZEu9ZcnR0xNWrV8ssEv+pffv2SE9Px5MnT1CrVi0AwKVLl3DmzBnExMTAzMxMin38+DG6deuGxMRENG/eHPb29vjrr7+QkZGhVBScO3cO+vr6UrE2bNgwDBkyBHv37lW5z0kIgaysrBLvcyrtOVYASv3MXV1dERAQgAcPHkgzU4cPH4aJiQlatGhR6nGB/13WFxwcDH19ffTq1Utpv0wmg7W1NYCXM3Q2NjYqt4CkpKTg2LFj2Ldvn8rxO3fujO3bt0OhUEgzVcnJybCyslJauOLy5cuoX7/+O3mlFC/Vewfk5+dj6tSpGD58OHJycuDh4YHTp08rTcMTERFR9fDixQukp6crbQ8fPnzt/vPnz8fevXtx48YNXLlyBfv375cWU/Dx8YG5uTk8PT0RGxuLlJQUxMTEYPLkySoLPZTH+vXrERkZicTEREycOBFPnjzBV199VWzsrFmzEB8fDz8/PyQkJOD69evYu3dvqYtDtG/fHubm5oiLi5PatmzZgo4dO+Kjjz5Cq1atpO2jjz6Cs7OzdI+Vu7s77O3tMXToUMTHx0v37MybNw9TpkyRZlIGDx4Mb29vDB06FIGBgThz5gxu376N/fv3w83NDceOHSsxvze5VK93795o0aIFRowYgQsXLiA6Ohrz5s3DxIkTpeXoT506hebNm+PevXtSv3Xr1uHcuXNITk7G+vXr4efnhyVLligtE75ixQpcunQJV65cweLFi7F06VKsXbtWafYIeFl0WVlZoU+fPir5jR8/Ho8fP8aUKVOQnJyMAwcOIDAwUGX1vNjYWPTu3bvE86zSRDWTmZkpAIjMzEyN5vEi+4E4GGiktL3IfqASl5GRIbp27SoACABizpw5oqCgQAMZExERvT9ycnLE1atXRU5OjqZTUYuvr6/0neCfm729vRQDQERGRir1MzU1FSEhIUIIIRYvXiwcHByEgYGBMDMzE56enuLWrVtSbFpamvj888+Fubm50NPTE7a2tmL06NHSdydfX1/h6empdPyuXbuKKVOmKLU1bNhQrF69WgghREpKigAgtm/fLjp27Ch0dXVFixYtxO+//y7FHzt2TAAQT548kdpOnTolevXqJWrUqCGMjIxEmzZtREBAQKmf0cyZM8WQIUOEEEK8ePFC1K5dWyxfvrzY2GXLlgkLCwuRl5cnhBDi3r17wtfXVzRo0EAYGBiIFi1aiKVLl0r7ixQWFooNGzYIZ2dnYWhoKExMTISTk5NYs2aNeP78ean5vYnU1FTRp08fYWBgIMzNzcU333wj8vPzpf1Fn2FKSorUNmLECGFmZiZ0dXVFmzZtxLZt21SO2717d2Fqair09fWFi4uLiIqKUokpLCwU9evXF3PmzCkxv/j4eOHi4iKNm4CAAKXvrTk5OcLU1FScOHGinJ9A+ZT2865ObSAT4g3ucHsHFU2fZmZmVsgU9OvKe/5fledFFPcMh0uXLuGDDz6AXC7H1q1bMWDAgMpMk4iI6L2Um5uLlJQUNG7cuNjFBOjdlZ6ejpYtW+LcuXNo2LChptOhf9iwYQMiIyNx6NChSn3f0n7e1akNeI9TFde6dWtERETA1tb2ta5fJSIiIqrOLC0tsWXLFty5c4eFUxWjo6ODH374QdNplBsLpyomLy8P06dPx5AhQ6SnWffr10/DWRERERG9O7y8vDSdAhVj1KhRmk7hjXBxiCokLS0DPXr0wA8//IBBgwa9k+vbExERERG9j6pE4bR+/Xo0atQI+vr6cHFxUVmj/lW7du1C8+bNoa+vj9atWyMqKqqSMq04V28XwvVDN8TFxcHU1BSbNm2CoaGhptMiIiIiIiJUgcIpIiIC06ZNg7+/P86dO4e2bdvC3d1d5UnTReLj4zF06FCMHDkS58+fh5eXF7y8vHD58uVKzvztEELgwMl8zNyci7T0DLRo0QKnT59G3759NZ0aERERERH9fxovnFatWoXRo0fjyy+/RIsWLbBx40YYGhoiODi42Pg1a9bAw8MDM2bMgIODAxYvXgxHR0esW7eukjN/cwWFAt9H5uGHvXkoKAQGfNofJ0+eRLNmzTSdGhERERER/YNGC6e8vDycPXsWbm5uUptcLoebmxtOnDhRbJ8TJ04oxQMvH1hWUvyLFy+QlZWltFUVWnIgO0dALgO+ctfB9l82o0aNGppOi4iIiIiIXqHRwunhw4coLCxE3bp1ldrr1q2L9PT0Yvukp6erFb9kyRKYmppKm42NzdtJ/i2QyWSYNlAPS0bqY3BXXchkMk2nRERERERExdD4pXoV7V//+hcyMzOl7e7du5pOSYmhngxtbbU0nQYREREREZVCo89xMjc3h5aWFjIyMpTaMzIyYGlpWWwfS0tLteL19PSgp6f3dhJ+i3QMaqP7lBSVNiIiIqKqSiaTITIyUiPPSXr06BEcHBxw6tQpNGrUqNLf/10ze/ZsZGdnv9MPnK1qNDrjpKurCycnJxw9elRqUygUOHr0KFxdXYvt4+rqqhQPAIcPHy4xvqqSyeTQNayjtMlk7/0EIBEREb2BL774AjKZDDKZDDo6OmjcuDFmzpyJ3NxcTadW4QICAuDp6Vls0eTu7g4tLS2cPn1aZV+3bt3w9ddfq7SHhoaiZs2aSm1ZWVmYO3eu9NgbS0tLuLm54ddff4UQ4i2diaqYmBg4OjpCT08PTZs2RWhoaKnxqamp0jj45/bnn39KMdOnT8fWrVtx69atCsu7utHojBMATJs2Db6+vujQoQM6duyI77//HtnZ2fjyyy8BAJ9//jnq1auHJUuWAACmTJmCrl27IigoCH379kV4eDjOnDmDTZs2afI0iIiIiCqFh4cHQkJCkJ+fj7Nnz8LX1xcymQzLli3TdGoV5vnz59iyZQuio6NV9t25cwfx8fHw8/NDcHAwnJ2dy/Uef//9Nz788ENkZmbiu+++g7OzM7S1tfGf//wHM2fORI8ePVQKrbchJSUFffv2xbhx4xAWFoajR49i1KhRsLKygru7e6l9jxw5gpYtW0qva9f+39VL5ubmcHd3x4YNG7BixYq3nnd1pPEpDm9vb6xcuRLz589Hu3btkJCQgIMHD0oLQNy5cwdpaWlSfKdOnbB9+3Zs2rQJbdu2xe7du7Fnzx60atVKU6dARERE75Hs7OwSt1dndkqLzcnJKTO2PPT09GBpaQkbGxt4eXnBzc0Nhw8flvY/evQIQ4cORb169WBoaIjWrVtjx44dSsfo1q0bJk+ejJkzZ8LMzAyWlpZYsGCBUsz169fx0UcfQV9fHy1atFB6jyKXLl1Cjx49YGBggNq1a2PMmDF49uyZtP+LL76Al5cXAgMDUbduXdSsWROLFi1CQUEBZsyYATMzM9SvXx8hISGlnnNUVBT09PTwwQcfqOwLCQlBv379MH78eOzYsUPlc39dc+bMQWpqKk6ePAlfX1+0aNECdnZ2GD16NBISEips5eONGzeicePGCAoKgoODA/z8/DBw4ECsXr26zL61a9eGpaWltOno6Cjt79+/P8LDwysk7+pI44UTAPj5+eH27dt48eIFTp48CRcXF2lfTEyMynTloEGDkJSUhBcvXuDy5cv4+OOPKzljIiIiel/VqFGjxO2zzz5TirWwsCgxtk+fPkqxjRo1Uol5U5cvX0Z8fDx0dXWlttzcXDg5OeHAgQO4fPkyxowZgxEjRuDUqVNKfbdu3QojIyOcPHkSy5cvx6JFi6TiSKFQYMCAAdDV1cXJkyexceNGzJo1S6l/dnY23N3dUatWLZw+fRq7du3CkSNH4OfnpxT3+++/4/79+/jjjz+watUq+Pv7o1+/fqhVqxZOnjyJcePGYezYsfjrr79KPM/Y2Fg4OTmptAshEBISguHDh6N58+Zo2rQpdu/erfbnqFAoEB4eDh8fH1hbW6vsr1GjBrS1i79QKzY2ttQxU6NGDYSFhZX43uo+auefPvnkE1hYWODDDz/Evn37VPZ37NgRf/31F1JTU8s8FpVN45fqEREREdHr279/P2rUqIGCggK8ePECcrkc69atk/bXq1cP06dPl15PmjQJ0dHR2LlzJzp27Ci1t2nTBv7+/gCAZs2aYd26dTh69Ch69eqFI0eOIDExEdHR0VIhERgYqFQMbt++Hbm5udi2bRuMjIwAAOvWrUP//v2xbNky6eohMzMzrF27FnK5HPb29li+fDmeP3+OOXPmAHi5AvLSpUtx/PhxDBkypNhzvn37drEFzZEjR/D8+XPpkrbhw4djy5YtGDFihFqf6cOHD/HkyRM0b95crX4A0KFDByQkJJQa8+qjdP6ppEftZGVlIScnBwYGBip9atSogaCgIHTu3BlyuRz/93//By8vL+zZsweffPKJFFf0md2+fZsLarwFLJyIiIiI/uGfl5q9SktL+REiDx48KDFWLle+sOdt/dW/e/fu2LBhA7Kzs7F69Wpoa2srzYQVFhYiMDAQO3fuxL1795CXl4cXL17A0NBQ6Tht2rRRem1lZSWdz7Vr12BjY6NUrLy6ENe1a9fQtm1bqWgCgM6dO0OhUCApKUkqBlq2bKn0WdStW1fpFgstLS3Url271M8yJycH+vr6Ku3BwcHw9vaWZoOGDh2KGTNm4ObNm2jSpEmJx3vVmyz8YGBggKZNm5a7f3mYm5tj2rRp0mtnZ2fcv38fK1asUCqcioqu58+fV2p+76sqcakeERERUVVhZGRU4vbql/fSYl+dKSguprz5NW3aFG3btkVwcDBOnjyJLVu2SPtXrFiBNWvWYNasWTh27BgSEhLg7u6OvLw8peO8ej+MTCaDQqEoV06lKe591H1vc3NzPHnyRKnt8ePHiIyMxI8//ghtbW1oa2ujXr16KCgoQHBwsBRnYmKCzMxMlWP+/fffMDU1BQDUqVMHNWvWRGJiotrn96aX6pX0qB0TE5NiZ5tK4uLighs3bii1PX78GMDL86M3xxknIiIioneUXC7HnDlzMG3aNAwbNgwGBgaIi4uDp6cnhg8fDuDl/TvJyclo0aLFax/XwcEBd+/eRVpaGqysrABAaanropjQ0FBkZ2dLRWBcXJx0Sd7b1L59e/z73/9WagsLC0P9+vWxZ88epfZDhw4hKCgIixYtgpaWFuzt7XHo0CGVY547dw52dnYAXn6OQ4YMwS+//AJ/f3+VywKfPXsGfX39Yu9zetNL9VxdXREVFaXUVp5H7SQkJEj/VkUuX74MHR0dpZX3qPw440RERET0Dhs0aBC0tLSwfv16AC/vVzp8+DDi4+Nx7do1jB07VmVGoyxubm6ws7ODr68vLly4gNjYWMydO1cpxsfHB/r6+vD19cXly5dx7NgxTJo0CSNGjCi1UCgPd3d3XLlyRWnWacuWLRg4cCBatWqltI0cORIPHz7EwYMHAQDjx49HcnIyJk+ejIsXLyIpKQmrVq3Cjh078M0330jHCwgIgI2NDVxcXLBt2zZcvXoV169fR3BwMNq3b1/iJZxFl+qVthkbG5d4buPGjcOtW7cwc+ZMJCYm4scff8TOnTsxdepUKWbdunXo2bOn9Hrr1q3YsWMHEhMTkZiYiMDAQAQHB2PSpElKx46NjUWXLl3UmrmikrFwIiIiInqHaWtrw8/PD8uXL0d2djbmzZsHR0dHuLu7o1u3brC0tISXl5dax5TL5YiMjEROTg46duyIUaNGISAgQCnG0NAQ0dHRePz4MZydnTFw4ED07NlTaaGKt6V169ZwdHTEzp07AQBnz57FhQsXVFY5BABTU1P07NlTunzR1tYWf/zxBxITE+Hm5gYXFxfs3LkTu3btgoeHh9TPzMwMf/75J4YPH47vvvsO7du3R5cuXbBjxw6sWLFCuqzvbWvcuDEOHDiAw4cPo23btggKCsLmzZuVnuH08OFD3Lx5U6nf4sWL4eTkBBcXF+zduxcRERHSc1CLhIeHY/To0RWSd3UkExX5GOQqKCsrC6ampsjMzISJiYmm0yEiIiINyM3NRUpKCho3blzsogNU9Rw4cAAzZszA5cuXVRbeIFW//fYbvvnmG1y8eLHEpdSri9J+3tWpDar3p0hERERE74S+ffvi+vXruHfvHmxsbDSdTpWXnZ2NkJCQal80vU38JImIiIjonfD1119rOoV3xsCBAzWdwnuH85xERERERERlYOFERERERERUBhZOREREVG1VszWyiKqlt/VzzsKJiIiIqh0dHR0AwPPnzzWcCRFVtLy8PACAlpbWGx2Hi0MQERFRtaOlpYWaNWviwYMHAF4+k0gmk2k4KyJ62xQKBf773//C0NDwjVcYZOFERERE1ZKlpSUASMUTEb2f5HI5GjRo8MZ/HGHhRERERNWSTCaDlZUVLCwskJ+fr+l0iKiC6OrqvpWHJrNwIiIiompNS0vrje99IKL3HxeHICIiIiIiKgMLJyIiIiIiojKwcCIiIiIiIipDtbvHqegBWFlZWRrOhIiIiIiINKmoJnidh+RWu8Lp6dOnAAAbGxsNZ0JERERERFXB06dPYWpqWmqMTLxOefUeUSgUuH//PoyNjavEg+6ysrJgY2ODu3fvwsTERNPpUBXH8ULq4pghdXHMkLo4ZkhdVWnMCCHw9OlTWFtbl7lkebWbcZLL5ahfv76m01BhYmKi8YFD7w6OF1IXxwypi2OG1MUxQ+qqKmOmrJmmIlwcgoiIiIiIqAwsnIiIiIiIiMrAwknD9PT04O/vDz09PU2nQu8AjhdSF8cMqYtjhtTFMUPqelfHTLVbHIKIiIiIiEhdnHEiIiIiIiIqAwsnIiIiIiKiMrBwIiIiIiIiKgMLJyIiIiIiojKwcKpg69evR6NGjaCvrw8XFxecOnWq1Phdu3ahefPm0NfXR+vWrREVFVVJmVJVoc6Y+fnnn9GlSxfUqlULtWrVgpubW5ljjN4/6v6eKRIeHg6ZTAYvL6+KTZCqHHXHzN9//42JEyfCysoKenp6sLOz4/+fqhl1x8z3338Pe3t7GBgYwMbGBlOnTkVubm4lZUua9scff6B///6wtraGTCbDnj17yuwTExMDR0dH6OnpoWnTpggNDa3wPNXFwqkCRUREYNq0afD398e5c+fQtm1buLu748GDB8XGx8fHY+jQoRg5ciTOnz8PLy8veHl54fLly5WcOWmKumMmJiYGQ4cOxbFjx3DixAnY2Nigd+/euHfvXiVnTpqi7pgpkpqaiunTp6NLly6VlClVFeqOmby8PPTq1QupqanYvXs3kpKS8PPPP6NevXqVnDlpirpjZvv27Zg9ezb8/f1x7do1bNmyBREREZgzZ04lZ06akp2djbZt22L9+vWvFZ+SkoK+ffuie/fuSEhIwNdff41Ro0YhOjq6gjNVk6AK07FjRzFx4kTpdWFhobC2thZLliwpNn7w4MGib9++Sm0uLi5i7NixFZonVR3qjplXFRQUCGNjY7F169aKSpGqmPKMmYKCAtGpUyexefNm4evrKzw9PSshU6oq1B0zGzZsELa2tiIvL6+yUqQqRt0xM3HiRNGjRw+ltmnTponOnTtXaJ5UNQEQkZGRpcbMnDlTtGzZUqnN29tbuLu7V2Bm6uOMUwXJy8vD2bNn4ebmJrXJ5XK4ubnhxIkTxfY5ceKEUjwAuLu7lxhP75fyjJlXPX/+HPn5+TAzM6uoNKkKKe+YWbRoESwsLDBy5MjKSJOqkPKMmX379sHV1RUTJ05E3bp10apVKwQGBqKwsLCy0iYNKs+Y6dSpE86ePStdznfr1i1ERUXh448/rpSc6d3zrnwH1tZ0Au+rhw8forCwEHXr1lVqr1u3LhITE4vtk56eXmx8enp6heVJVUd5xsyrZs2aBWtra5VfPvR+Ks+YOX78OLZs2YKEhIRKyJCqmvKMmVu3buH333+Hj48PoqKicOPGDUyYMAH5+fnw9/evjLRJg8ozZoYNG4aHDx/iww8/hBACBQUFGDduHC/VoxKV9B04KysLOTk5MDAw0FBmyjjjRPSeWLp0KcLDwxEZGQl9fX1Np0NV0NOnTzFixAj8/PPPMDc313Q69I5QKBSwsLDApk2b4OTkBG9vb8ydOxcbN27UdGpURcXExCAwMBA//vgjzp07h19//RUHDhzA4sWLNZ0a0RvhjFMFMTc3h5aWFjIyMpTaMzIyYGlpWWwfS0tLteLp/VKeMVNk5cqVWLp0KY4cOYI2bdpUZJpUhag7Zm7evInU1FT0799falMoFAAAbW1tJCUloUmTJhWbNGlUeX7PWFlZQUdHB1paWlKbg4MD0tPTkZeXB11d3QrNmTSrPGPm22+/xYgRIzBq1CgAQOvWrZGdnY0xY8Zg7ty5kMv5d3tSVtJ3YBMTkyoz2wRwxqnC6OrqwsnJCUePHpXaFAoFjh49CldX12L7uLq6KsUDwOHDh0uMp/dLecYMACxfvhyLFy/GwYMH0aFDh8pIlaoIdcdM8+bNcenSJSQkJEjbJ598Iq1iZGNjU5npkwaU5/dM586dcePGDanIBoDk5GRYWVmxaKoGyjNmnj9/rlIcFRXeQoiKS5beWe/Md2BNr07xPgsPDxd6enoiNDRUXL16VYwZM0bUrFlTpKenCyGEGDFihJg9e7YUHxcXJ7S1tcXKlSvFtWvXhL+/v9DR0RGXLl3S1ClQJVN3zCxdulTo6uqK3bt3i7S0NGl7+vSppk6BKpm6Y+ZVXFWv+lF3zNy5c0cYGxsLPz8/kZSUJPbv3y8sLCzEd999p6lToEqm7pjx9/cXxsbGYseOHeLWrVvi0KFDokmTJmLw4MGaOgWqZE+fPhXnz58X58+fFwDEqlWrxPnz58Xt27eFEELMnj1bjBgxQoq/deuWMDQ0FDNmzBDXrl0T69evF1paWuLgwYOaOoVisXCqYD/88INo0KCB0NXVFR07dhR//vmntK9r167C19dXKX7nzp3Czs5O6OrqipYtW4oDBw5UcsakaeqMmYYNGwoAKpu/v3/lJ04ao+7vmX9i4VQ9qTtm4uPjhYuLi9DT0xO2trYiICBAFBQUVHLWpEnqjJn8/HyxYMEC0aRJE6Gvry9sbGzEhAkTxJMnTyo/cdKIY8eOFfv9pGic+Pr6iq5du6r0adeundDV1RW2trYiJCSk0vMui0wIzpkSERERERGVhvc4ERERERERlYGFExERERERURlYOBEREREREZWBhRMREREREVEZWDgRERERERGVgYUTERERERFRGVg4ERERERERlYGFExERERERURlYOBERUbmEhoaiZs2amk6j3GQyGfbs2VNqzBdffAEvL69KyYeIiKo2Fk5ERNXYF198AZlMprLduHFD06khNDRUykcul6N+/fr48ssv8eDBg7dy/LS0NPTp0wcAkJqaCplMhoSEBKWYNWvWIDQ09K28X0kWLFggnaeWlhZsbGwwZswYPH78WK3jsMgjIqpY2ppOgIiINMvDwwMhISFKbXXq1NFQNspMTEyQlJQEhUKBCxcu4Msvv8T9+/cRHR39xse2tLQsM8bU1PSN3+d1tGzZEkeOHEFhYSGuXbuGr776CpmZmYiIiKiU9yciorJxxomIqJrT09ODpaWl0qalpYVVq1ahdevWMDIygo2NDSZMmIBnz56VeJwLFy6ge/fuMDY2homJCZycnHDmzBlp//Hjx9GlSxcYGBjAxsYGkydPRnZ2dqm5yWQyWFpawtraGn369MHkyZNx5MgR5OTkQKFQYNGiRahfvz709PTQrl07HDx4UOqbl5cHPz8/WFlZQV9fHw0bNsSSJUuUjl10qV7jxo0BAO3bt4dMJkO3bt0AKM/ibNq0CdbW1lAoFEo5enp64quvvpJe7927F46OjtDX14etrS0WLlyIgoKCUs9TW1sblpaWqFevHtzc3DBo0CAcPnxY2l9YWIiRI0eicePGMDAwgL29PdasWSPtX7BgAbZu3Yq9e/dKs1cxMTEAgLt372Lw4MGoWbMmzMzM4OnpidTU1FLzISIiVSyciIioWHK5HGvXrsWVK1ewdetW/P7775g5c2aJ8T4+Pqhfvz5Onz6Ns2fPYvbs2dDR0QEA3Lx5Ex4eHvjss89w8eJFRERE4Pjx4/Dz81MrJwMDAygUChQUFGDNmjUICgrCypUrcfHiRbi7u+OTTz7B9evXAQBr167Fvn37sHPnTiQlJSEsLAyNGjUq9rinTp0CABw5cgRpaWn49ddfVWIGDRqER48e4dixY1Lb48ePcfDgQfj4+AAAYmNj8fnnn2PKlCm4evUqfvrpJ4SGhiIgIOC1zzE1NRXR0dHQ1dWV2hQKBerXr49du3bh6tWrmD9/PubMmYOdO3cCAKZPn47BgwfDw8MDaWlpSEtLQ6dOnZCfnw93d3cYGxsjNjYWcXFxqFGjBjw8PJCXl/faOREREQBBRETVlq+vr9DS0hJGRkbSNnDgwGJjd+3aJWrXri29DgkJEaamptJrY2NjERoaWmzfkSNHijFjxii1xcbGCrlcLnJycort8+rxk5OThZ2dnejQoYMQQghra2sREBCg1MfZ2VlMmDBBCCHEpEmTRI8ePYRCoSj2+ABEZGSkEEKIlJQUAUCcP39eKcbX11d4enpKrz09PcVXX30lvf7pp5+EtbW1KCwsFEII0bNnTxEYGKh0jF9++UVYWVkVm4MQQvj7+wu5XC6MjIyEvr6+ACAAiFWrVpXYRwghJk6cKD777LMScy16b3t7e6XP4MWLF8LAwEBER0eXenwiIlLGe5yIiKq57t27Y8OGDdJrIyMjAC9nX5YsWYLExERkZWWhoKAAubm5eP78OQwNDVWOM23aNIwaNQq//PKLdLlZkyZNALy8jO/ixYsICwuT4oUQUCgUSElJgYODQ7G5ZWZmokaNGlAoFMjNzcWHH36IzZs3IysrC/fv30fnzp2V4jt37owLFy4AeHmZXa9evWBvbw8PDw/069cPvXv3fqPPysfHB6NHj8aPP/4IPT09hIWFYciQIZDL5dJ5xsXFKc0wFRYWlvq5AYC9vT327duH3Nxc/Pvf/0ZCQgImTZqkFLN+/XoEBwfjzp07yMnJQV5eHtq1a1dqvhcuXMCNGzdgbGys1J6bm4ubN2+W4xMgIqq+WDgREVVzRkZGaNq0qVJbamoq+vXrh/HjxyMgIABmZmY4fvw4Ro4ciby8vGILgAULFmDYsGE4cOAAfvvtN/j7+yM8PByffvopnj17hrFjx2Ly5Mkq/Ro0aFBibsbGxjh37hzkcjmsrKxgYGAAAMjKyirzvBwdHZGSkoLffvsNR44cweDBg+Hm5obdu3eX2bck/fv3hxACBw4cgLOzM2JjY7F69Wpp/7Nnz7Bw4UIMGDBApa++vn6Jx9XV1ZX+DZYuXYq+ffti4cKFWLx4MQAgPDwc06dPR1BQEFxdXWFsbIwVK1bg5MmTpeb77NkzODk5KRWsRarKAiBERO8KFk5ERKTi7NmzUCgUCAoKkmZTiu6nKY2dnR3s7OwwdepUDB06FCEhIfj000/h6OiIq1evqhRoZZHL5cX2MTExgbW1NeLi4tC1a1epPS4uDh07dlSK8/b2hre3NwYOHAgPDw88fvwYZmZmSscrup+osLCw1Hz09fUxYMAAhIWF4caNG7C3t4ejo6O039HREUlJSWqf56vmzZuHHj16YPz48dJ5durUCRMmTJBiXp0x0tXVVcnf0dERERERsLCwgImJyRvlRERU3XFxCCIiUtG0aVPk5+fjhx9+wK1bt/DLL79g48aNJcbn5OTAz88PMTExuH37NuLi4nD69GnpErxZs2YhPj4efn5+SEhIwPXr17F37161F4f4pxkzZmDZsmWIiIhAUlISZs+ejYSEBEyZMgUAsGrVKuzYsQOJiYlITk7Grl27YGlpWexDey0sLGBgYICDBw8iIyMDmZmZJb6vj48PDhw4gODgYGlRiCLz58/Htm3bsHDhQly5cgXXrl1DeHg45s2bp9a5ubq6ok2bNggMDAQANGvWDGfOnEF0dDSSk5Px7bff4vTp00p9GjVqhIsXLyIpKQkPHz5Efn4+fHx8YG5uDk9PT8TGxiIlJQUxMTGYPHky/vrrL7VyIiKq7lg4ERGRirZt22LVqlVYtmwZWrVqhbCwMKWlvF+lpaWFR48e4fPPP4ednR0GDx6MPn36YOHChQCANm3a4D//+Q+Sk5PRpUsXtG/fHvPnz4e1tXW5c5w8eTKmTZuGb775Bq1bt8bBgwexb98+NGvWDMDLy/yWL1+ODh06wNnZGampqYiKipJm0P5JW1sba9euxU8//QRra2t4enqW+L49evSAmZkZkpKSMGzYMKV97u7u2L9/Pw4dOgRnZ2d88MEHWL16NRo2bKj2+U2dOhWbN2/G3bt3MXbsWAwYMADe3t5wcXHBo0ePlGafAGD06NGwt7dHhw4dUKdOHcTFxcHQ0BB//PEHGjRogAEDBsDBwQEjR45Ebm4uZ6CIiNQkE0IITSdBRERERERUlXHGiYiIiIiIqAwsnIiIiIiIiMrAwomIiIiIiKgMLJyIiIiIiIjKwMKJiIiIiIioDCyciIiIiIiIysDCiYiIiIiIqAwsnIiIiIiIiMrAwomIiIiIiKgMLJyIiIiIiIjKwMKJiIiIiIioDP8P9VFK5j+bIjoAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 16:00:30,005 WARNING:Missing probabilities for model Ensemble on dataset e. Skipping this model in the ROC plot.\n", "2025-01-16 16:00:30,106 INFO:Saved aggregated ROC curve for e to results/roc_curves/Aggregated_ROC_e.png\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 16:00:30,195 WARNING:Missing probabilities for model Ensemble on dataset f. Skipping this model in the ROC plot.\n", "2025-01-16 16:00:30,299 INFO:Saved aggregated ROC curve for f to results/roc_curves/Aggregated_ROC_f.png\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 16:00:30,380 WARNING:Missing probabilities for model Ensemble on dataset g. Skipping this model in the ROC plot.\n", "2025-01-16 16:00:30,480 INFO:Saved aggregated ROC curve for g to results/roc_curves/Aggregated_ROC_g.png\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 16:00:30,557 WARNING:Missing probabilities for model Ensemble on dataset h. Skipping this model in the ROC plot.\n", "2025-01-16 16:00:30,658 INFO:Saved aggregated ROC curve for h to results/roc_curves/Aggregated_ROC_h.png\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 16:00:30,743 WARNING:Missing probabilities for model Ensemble on dataset i. Skipping this model in the ROC plot.\n", "2025-01-16 16:00:30,844 INFO:Saved aggregated ROC curve for i to results/roc_curves/Aggregated_ROC_i.png\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 16:00:30,923 WARNING:Missing probabilities for model Ensemble on dataset j. Skipping this model in the ROC plot.\n", "2025-01-16 16:00:31,041 INFO:Saved aggregated ROC curve for j to results/roc_curves/Aggregated_ROC_j.png\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 16:00:31,132 WARNING:Missing probabilities for model Ensemble on dataset k. Skipping this model in the ROC plot.\n", "2025-01-16 16:00:31,252 INFO:Saved aggregated ROC curve for k to results/roc_curves/Aggregated_ROC_k.png\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 16:00:31,361 WARNING:Missing probabilities for model Ensemble on dataset l. Skipping this model in the ROC plot.\n", "2025-01-16 16:00:31,483 INFO:Saved aggregated ROC curve for l to results/roc_curves/Aggregated_ROC_l.png\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "2025-01-16 16:00:31,556 INFO:\n", "=== Evaluation Results ===\n", "2025-01-16 16:00:31,558 INFO:\n", " Model Dataset Loss Accuracy AUCROC F1\n", "0 ViT a 0.398734 0.899717 0.917220 0.469218\n", "1 ViT b 0.373219 0.918265 0.927366 0.520295\n", "2 ViT c 0.821147 0.792204 0.866001 0.299046\n", "3 ViT d 0.223955 0.944043 0.951812 0.613043\n", "4 ViT e 1.101976 0.778266 0.851177 0.582645\n", ".. ... ... ... ... ... ...\n", "127 Ensemble h 0.928333 0.999512 0.933126\n", "128 Ensemble i 0.997833 0.999995 0.997838\n", "129 Ensemble j 0.478833 0.209881 0.048097\n", "130 Ensemble k 0.511000 0.481393 0.051100\n", "131 Ensemble l 0.791444 0.624005 0.621134\n", "\n", "[132 rows x 6 columns]\n", "2025-01-16 16:00:31,559 INFO:\n", "Evaluation results saved to 'results/evaluation_ensemble.csv'\n" ] } ], "source": [ "import os\n", "import time\n", "import numpy as np\n", "import torch\n", "from torch.utils.data import DataLoader, Dataset\n", "from torchvision import transforms\n", "from sklearn.metrics import roc_auc_score, f1_score, roc_curve, confusion_matrix\n", "from tqdm import tqdm\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import pandas as pd\n", "import logging\n", "from astropy.io import fits\n", "from PIL import Image\n", "\n", "# Import necessary libraries for model initialization\n", "import timm\n", "from transformers import AutoProcessor, AutoModelForImageClassification\n", "import torch.nn as nn\n", "\n", "# ============================ Set Logging ============================ #\n", "logging.basicConfig(level=logging.INFO, format='%(asctime)s %(levelname)s:%(message)s')\n", "logger = logging.getLogger(__name__)\n", "\n", "# ============================ Define Directories ============================ #\n", "ROC_CURVES_DIR = 'results/roc_curves'\n", "SEABORN_DIR = 'results/confusion_matrices'\n", "os.makedirs(ROC_CURVES_DIR, exist_ok=True)\n", "os.makedirs(SEABORN_DIR, exist_ok=True)\n", "logger.info(f\"ROC curves will be saved to the directory: '{ROC_CURVES_DIR}'\")\n", "logger.info(f\"Seaborn confusion matrices will be saved to the directory: '{SEABORN_DIR}'\")\n", "\n", "# ============================ Define Colors for Models ============================ #\n", "colors = {\n", " 'ViT': 'crimson',\n", " 'MLP-Mixer': 'tomato',\n", " 'CvT': 'darkred',\n", " 'Swin': 'indigo',\n", " 'CaiT': 'royalblue',\n", " 'DeiT': 'cadetblue',\n", " 'DeiT3': 'dodgerblue',\n", " 'Twins_SVT': 'lightgreen',\n", " 'Twins_PCPVT': 'mediumseagreen',\n", " 'PiT': 'dimgrey',\n", " 'Ensemble': 'darkgoldenrod',\n", " 'Random': 'black'\n", "}\n", "\n", "# ============================ Define FITSImageDataset ============================ #\n", "class FITSImageDataset(Dataset):\n", " def __init__(self, file_paths, labels, transform=None, normalize=True):\n", " \"\"\"\n", " Args:\n", " file_paths (list): List of FITS file paths.\n", " labels (list): Corresponding labels for the files.\n", " transform (callable, optional): Transformations applied to the image.\n", " normalize (bool): Whether to normalize the image data to [0, 1].\n", " \"\"\"\n", " # Ensure the input lists are valid and aligned\n", " if len(file_paths) != len(labels):\n", " raise ValueError(\"File paths and labels must have the same length.\")\n", " \n", " self.file_paths = file_paths\n", " self.labels = labels\n", " self.transform = transform\n", " self.normalize = normalize\n", "\n", " logging.info(f\"Total samples: {len(self.file_paths)}\")\n", "\n", " def __len__(self):\n", " return len(self.labels)\n", "\n", " def __getitem__(self, idx):\n", " file_path = self.file_paths[idx]\n", " label = self.labels[idx]\n", "\n", " try:\n", " with fits.open(file_path) as hdul:\n", " data = hdul[0].data # Assume primary HDU contains the image\n", " if data is None:\n", " raise ValueError(f\"No data found in FITS file: {file_path}\")\n", " except Exception as e:\n", " logging.error(f\"Error loading FITS file {file_path}: {e}\")\n", " raise RuntimeError(f\"Failed to load file: {file_path}\") from e\n", "\n", " # Ensure correct image shape\n", " if len(data.shape) == 2: # Grayscale image, expand to 3 channels\n", " data = np.stack((data,) * 3, axis=-1)\n", " elif len(data.shape) == 3:\n", " if data.shape[0] == 3: # (C, H, W) format\n", " data = np.transpose(data, (1, 2, 0)) # Convert to (H, W, C)\n", " elif data.shape[2] != 3: # Unexpected shape\n", " raise ValueError(f\"Unexpected image shape {data.shape} for file {file_path}.\")\n", " else: # Completely unexpected shapes\n", " raise ValueError(f\"Invalid image dimensions {data.shape} for file {file_path}.\")\n", "\n", " # Map r β†’ Red, g β†’ Green, i β†’ Blue\n", " try:\n", " rgb_image = np.stack([\n", " normalize_image(data[:, :, 2]), # i-band β†’ Red channel\n", " normalize_image(data[:, :, 1]), # r-band β†’ Green channel\n", " normalize_image(data[:, :, 0]) # g-band β†’ Blue channel\n", " ], axis=-1)\n", " except IndexError as e:\n", " logging.error(f\"Error mapping bands for file: {file_path}.\")\n", " raise RuntimeError(f\"Failed to map bands for file: {file_path}\") from e\n", "\n", " # Convert to PIL Image and apply transformations\n", " if self.transform:\n", " image = Image.fromarray((rgb_image * 255).astype(np.uint8)) # Convert to [0, 255] for PIL\n", " image = self.transform(image)\n", " else:\n", " # Convert to tensor directly (C, H, W)\n", " image = torch.from_numpy(rgb_image.transpose((2, 0, 1))).float()\n", "\n", " # Convert label to tensor\n", " label = torch.tensor(label, dtype=torch.long)\n", "\n", " return image, label\n", "\n", "# ============================ Utility Functions ============================ #\n", "def check_fits_files(file_paths, labels):\n", " \"\"\"\n", " Checks FITS files for corruption.\n", "\n", " Args:\n", " file_paths (list): List of FITS file paths.\n", " labels (list): Corresponding labels for each file.\n", "\n", " Returns:\n", " tuple: (valid_file_paths, valid_labels)\n", " \"\"\"\n", " valid_files = []\n", " valid_labels = []\n", " for idx, file_path in enumerate(file_paths):\n", " try:\n", " with fits.open(file_path, memmap=False) as hdul:\n", " hdul.verify('silentfix')\n", " valid_files.append(file_path)\n", " valid_labels.append(labels[idx])\n", " except Exception as e:\n", " logger.warning(f\"Corrupted file detected: {file_path}, Error: {e}\")\n", " return valid_files, valid_labels\n", "\n", "def load_files_and_labels(directory, label):\n", " \"\"\"\n", " Loads FITS files from a directory and assigns a label to each file.\n", "\n", " Args:\n", " directory (str): Path to the directory containing FITS files.\n", " label (int): Label to assign to all files in this directory (e.g., 0 for non-lens, 1 for lens).\n", "\n", " Returns:\n", " tuple: (list of file paths, list of labels)\n", " \"\"\"\n", " try:\n", " # Get all FITS files in the directory\n", " files = [os.path.join(directory, f) for f in os.listdir(directory) if f.endswith('.fits')]\n", " # Create corresponding labels\n", " labels = [label] * len(files)\n", " return files, labels\n", " except Exception as e:\n", " logger.error(f\"Error accessing directory {directory}: {e}\")\n", " return [], []\n", "\n", "def combine_datasets(lens_dirs, nonlens_dirs):\n", " \"\"\"\n", " Combines lens and non-lens directories into file paths and labels.\n", "\n", " Args:\n", " lens_dirs (list): List of directories containing lens FITS files.\n", " nonlens_dirs (list): List of directories containing non-lens FITS files.\n", "\n", " Returns:\n", " tuple: (file_paths, labels)\n", " \"\"\"\n", " file_paths = []\n", " labels = []\n", "\n", " # Load files and labels for each lens directory\n", " for lens_dir in lens_dirs:\n", " lens_files, lens_labels = load_files_and_labels(lens_dir, label=1)\n", " file_paths.extend(lens_files)\n", " labels.extend(lens_labels)\n", "\n", " # Load files and labels for each non-lens directory\n", " for nonlens_dir in nonlens_dirs:\n", " nonlens_files, nonlens_labels = load_files_and_labels(nonlens_dir, label=0)\n", " file_paths.extend(nonlens_files)\n", " labels.extend(nonlens_labels)\n", "\n", " return file_paths, labels\n", " \n", "# ============================ Model Initialization ============================ #\n", "def initialize_model(model_name, num_classes, pretrained=True, stochastic_depth_prob=0.1, \n", " fine_tune_mode=\"last_n_blocks\", last_n=6):\n", " \"\"\"\n", " Initialize a model from the given model_name and fine-tune it according to the specified mode.\n", "\n", " Args:\n", " model_name (str): One of [ViT, CvT, CaiT, DeiT, DeiT3, Swin, Twins_SVT, Twins_PCPVT, PiT, MLP-Mixer].\n", " num_classes (int): Number of output classes.\n", " pretrained (bool): Whether to load a pretrained model.\n", " stochastic_depth_prob (float): The stochastic depth probability for supported models.\n", " fine_tune_mode (str): 'classification_head', 'last_n_blocks', or 'all_blocks'.\n", " last_n (int): Number of blocks/layers to unfreeze if using 'last_n_blocks'.\n", "\n", " Returns:\n", " model: The initialized and partially unfrozen model.\n", " \"\"\"\n", "\n", " def freeze_all(model):\n", " for p in model.parameters():\n", " p.requires_grad = False\n", "\n", " def unfreeze_head(model):\n", " # Attempt known attributes first\n", " if hasattr(model, 'head') and isinstance(model.head, nn.Module):\n", " for p in model.head.parameters():\n", " p.requires_grad = True\n", " elif hasattr(model, 'classifier') and isinstance(model.classifier, nn.Module):\n", " for p in model.classifier.parameters():\n", " p.requires_grad = True\n", " elif hasattr(model, 'classifier_head') and isinstance(model.classifier_head, nn.Module):\n", " for p in model.classifier_head.parameters():\n", " p.requires_grad = True\n", " else:\n", " # Fallback: find a module containing 'head' or 'classifier'\n", " for name, module in model.named_modules():\n", " if 'head' in name or 'classifier' in name:\n", " for p in module.parameters():\n", " p.requires_grad = True\n", "\n", " def unfreeze_last_n_blocks(blocks, n):\n", " if n > len(blocks):\n", " n = len(blocks)\n", " for block in blocks[-n:]:\n", " for p in block.parameters():\n", " p.requires_grad = True\n", "\n", " def unfreeze_all_blocks(blocks):\n", " for block in blocks:\n", " for p in block.parameters():\n", " p.requires_grad = True\n", "\n", " # Create the model and identify ft_attr (the attribute that holds blocks/layers)\n", " # If none found or applicable, ft_attr = None and we'll fallback to parameter-based approach\n", " if model_name == 'ViT':\n", " model = timm.create_model('vit_base_patch16_224.augreg2_in21k_ft_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'CvT':\n", " cvt_model_name = \"microsoft/cvt-21\"\n", " _ = AutoProcessor.from_pretrained(cvt_model_name)\n", " model = AutoModelForImageClassification.from_pretrained(\n", " cvt_model_name,\n", " num_labels=num_classes,\n", " ignore_mismatched_sizes=True\n", " )\n", " ft_attr = None\n", " elif model_name == 'CaiT':\n", " model = timm.create_model('cait_s24_224.fb_dist_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'DeiT':\n", " model = timm.create_model('deit_base_patch16_224.fb_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'DeiT3':\n", " model = timm.create_model('deit3_base_patch16_224.fb_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'Swin':\n", " model = timm.create_model('swin_base_patch4_window7_224',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob,\n", " num_classes=num_classes)\n", " ft_attr = 'layers'\n", " elif model_name == 'Twins_SVT':\n", " model = timm.create_model('twins_svt_base.in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " # Attempt to use 'stages', if it doesn't work fallback to None\n", " ft_attr = 'stages' if hasattr(model, 'stages') else None\n", " elif model_name == 'Twins_PCPVT':\n", " model = timm.create_model('twins_pcpvt_base.in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " # Attempt to use 'stages', if it doesn't work fallback to None\n", " ft_attr = 'stages' if hasattr(model, 'stages') else None\n", " elif model_name == 'PiT':\n", " model = timm.create_model('pit_b_224.in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " elif model_name == 'MLP-Mixer':\n", " model = timm.create_model('mixer_b16_224.goog_in21k_ft_in1k',\n", " pretrained=pretrained, drop_path_rate=stochastic_depth_prob)\n", " model.head = nn.Linear(model.head.in_features, num_classes)\n", " ft_attr = 'blocks'\n", " else:\n", " raise ValueError(f\"Model {model_name} not recognized.\")\n", "\n", " # Freeze everything initially\n", " freeze_all(model)\n", " # Unfreeze the classification head\n", " unfreeze_head(model)\n", "\n", " if fine_tune_mode == \"classification_head\":\n", " return model\n", "\n", " # Otherwise, unfreeze more parameters according to the chosen mode\n", " if fine_tune_mode == \"all_blocks\":\n", " if ft_attr and hasattr(model, ft_attr):\n", " blocks = getattr(model, ft_attr)\n", " unfreeze_all_blocks(blocks)\n", " else:\n", " # Fallback: parameter-based unfreezing for models without a recognized attribute\n", " for n, p in model.named_parameters():\n", " if not p.requires_grad:\n", " p.requires_grad = True\n", " elif fine_tune_mode == \"last_n_blocks\":\n", " if ft_attr and hasattr(model, ft_attr):\n", " blocks = getattr(model, ft_attr)\n", " unfreeze_last_n_blocks(blocks, last_n)\n", " else:\n", " # Fallback: parameter-based unfreezing for models without a recognized attribute\n", " all_params = list(model.named_parameters())\n", " frozen = [(n, p) for (n, p) in all_params if not p.requires_grad]\n", " if last_n > len(frozen):\n", " last_n = len(frozen)\n", " for (n, p) in frozen[-last_n:]:\n", " p.requires_grad = True\n", " else:\n", " raise ValueError(\"fine_tune_mode must be one of: 'head_only', 'last_n_blocks', 'all_blocks'\")\n", "\n", " return model\n", "\n", " \n", "# ============================ Evaluation Function ============================ #\n", "def evaluate_on_test_datasets(models, datasets, transform, num_classes, device, ensemble_probs_dict, ensemble_labels_dict, colors):\n", " results = {}\n", " overall_start_time = time.time()\n", "\n", " for model_name, model in models.items():\n", " start_time = time.time()\n", " logger.info(f'\\n=== Evaluating {model_name} on Test Datasets ===')\n", " model.eval()\n", " model = model.to(device)\n", "\n", " # Modify weight loading to support both single GPU and DataParallel\n", " model_save_path = f'{model_name}_best.pth'\n", " if os.path.exists(model_save_path):\n", " try:\n", " state_dict = torch.load(model_save_path, map_location=device)\n", " \n", " # Check if the model was wrapped in DataParallel\n", " if list(state_dict.keys())[0].startswith(\"module.\"):\n", " # DataParallel saved weights need to be loaded using model.module\n", " from collections import OrderedDict\n", " new_state_dict = OrderedDict()\n", " for k, v in state_dict.items():\n", " name = k[7:] # remove `module.`\n", " new_state_dict[name] = v\n", " model.load_state_dict(new_state_dict)\n", " else:\n", " model.load_state_dict(state_dict)\n", " \n", " logger.info(f\"Loaded model weights from {model_save_path}\")\n", " except Exception as e:\n", " logger.error(f\"Error loading weights for {model_name}: {e}\")\n", " continue\n", " else:\n", " logger.warning(f\"No saved model found for {model_name}. Skipping evaluation.\")\n", " continue\n", "\n", " results[model_name] = {}\n", "\n", " for dataset_key, (lens_dirs, nonlens_dirs) in datasets.items():\n", " logger.info(f' === Dataset: {dataset_key} ===')\n", " file_paths, labels = combine_datasets(lens_dirs, nonlens_dirs)\n", " file_paths, labels = check_fits_files(file_paths, labels)\n", "\n", " test_dataset = FITSImageDataset(file_paths, labels, transform=transform)\n", " test_loader = DataLoader(test_dataset, batch_size=192, shuffle=False, num_workers=4, pin_memory=True if device.type == 'cuda' else False)\n", "\n", " all_labels, all_preds, all_probs, running_loss = [], [], [], 0.0\n", " criterion = torch.nn.CrossEntropyLoss()\n", "\n", " if dataset_key not in ensemble_probs_dict:\n", " ensemble_probs_dict[dataset_key] = np.zeros(len(file_paths))\n", " ensemble_labels_dict[dataset_key] = labels\n", "\n", " current_index = 0\n", " with torch.no_grad():\n", " for images, batch_labels in tqdm(test_loader, desc=f'Evaluating {model_name} on {dataset_key}', leave=False):\n", " images = images.to(device, non_blocking=True)\n", " batch_labels = batch_labels.to(device, non_blocking=True)\n", " outputs = model(images)\n", " logits = outputs.logits if hasattr(outputs, 'logits') else outputs\n", " probs = torch.nn.functional.softmax(logits, dim=1)\n", " _, predicted = torch.max(logits.data, 1)\n", "\n", " loss = criterion(logits, batch_labels)\n", " running_loss += loss.item() * images.size(0)\n", "\n", " all_labels.extend(batch_labels.cpu().numpy())\n", " all_preds.extend(predicted.cpu().numpy())\n", " all_probs.extend(probs.detach().cpu().numpy()[:, 1])\n", "\n", " batch_size = probs.size(0)\n", " ensemble_probs_dict[dataset_key][current_index:current_index + batch_size] += probs.detach().cpu().numpy()[:, 1]\n", " current_index += batch_size\n", "\n", " epoch_loss = running_loss / len(test_loader.dataset)\n", " epoch_accuracy = (np.array(all_preds) == np.array(all_labels)).mean()\n", " aucroc = roc_auc_score(all_labels, all_probs) if len(np.unique(all_labels)) > 1 else None\n", " f1 = f1_score(all_labels, all_preds, zero_division=0)\n", "\n", " results[model_name][dataset_key] = {\n", " 'AUCROC': aucroc,\n", " 'F1': f1,\n", " 'Loss': epoch_loss,\n", " 'Accuracy': epoch_accuracy,\n", " 'Probs': all_probs\n", " }\n", "\n", " if aucroc is not None:\n", " # Save individual ROC curve\n", " plt.figure(figsize=(8, 6))\n", " fpr, tpr, _ = roc_curve(all_labels, all_probs)\n", " plt.plot(fpr, tpr, color=colors.get(model_name, 'black'), lw=2, label=f'ROC curve (AUC = {aucroc:.4f})')\n", " plt.plot([0, 1], [0, 1], color=colors['Random'], lw=2, linestyle='--')\n", " plt.xlabel('False Positive Rate')\n", " plt.ylabel('True Positive Rate')\n", " plt.title(f'{model_name} ROC Curve on test dataset {dataset_key}')\n", " plt.legend(loc=\"lower right\")\n", " roc_filename = os.path.join(ROC_CURVES_DIR, f\"{model_name}_ROC_{dataset_key}.png\")\n", " plt.savefig(roc_filename, bbox_inches='tight')\n", " plt.close()\n", "\n", " # Save individual Confusion Matrix\n", " plt.figure(figsize=(8, 6))\n", " cm = confusion_matrix(all_labels, all_preds, normalize='true')\n", " sns.heatmap(cm, annot=True, fmt='.2f', cmap='Blues', xticklabels=['Non-Lens', 'Lens'], yticklabels=['Non-Lens', 'Lens'])\n", " plt.xlabel('Predicted')\n", " plt.ylabel('Actual')\n", " plt.title(f'{model_name} Confusion Matrix on {dataset_key}')\n", " confusion_filename = os.path.join(SEABORN_DIR, f\"{model_name}_Confusion_Matrix_{dataset_key}.png\")\n", " plt.savefig(confusion_filename, bbox_inches='tight')\n", " plt.close()\n", "\n", " # Combined Plot with ROC and Confusion Matrix\n", " fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", " \n", " # Plot ROC Curve in subplot\n", " axes[0].plot(fpr, tpr, color=colors.get(model_name, 'black'), lw=2, label=f'ROC curve (AUC = {aucroc:.4f})')\n", " axes[0].plot([0, 1], [0, 1], color=colors['Random'], lw=2, linestyle='--')\n", " axes[0].set_xlabel('False Positive Rate')\n", " axes[0].set_ylabel('True Positive Rate')\n", " axes[0].set_title(f'{model_name} ROC Curve on test dataset {dataset_key}')\n", " axes[0].legend(loc=\"lower right\")\n", "\n", " # Confusion Matrix in subplot\n", " sns.heatmap(cm, annot=True, fmt='.2f', cmap='Blues', xticklabels=['Non-Lens', 'Lens'], yticklabels=['Non-Lens', 'Lens'], ax=axes[1])\n", " axes[1].set_xlabel('Predicted')\n", " axes[1].set_ylabel('Actual')\n", " axes[1].set_title(f'{model_name} Confusion Matrix on {dataset_key}')\n", "\n", " # Save combined image to 'roc_confusion_matrix'\n", " combined_dir = 'results/roc_confusion_matrix'\n", " os.makedirs(combined_dir, exist_ok=True)\n", " combined_filename = os.path.join(combined_dir, f\"{model_name}_roc_confusion_matrix_{dataset_key}.png\")\n", " plt.tight_layout()\n", " plt.savefig(combined_filename, bbox_inches='tight')\n", " logger.info(f\"Saved combined ROC and Confusion Matrix to '{combined_filename}'\")\n", " plt.show()\n", " plt.close()\n", "\n", " # Log time taken for the current model\n", " model_eval_time = time.time() - start_time\n", " logger.info(f\"Model {model_name} evaluation completed in {model_eval_time:.2f} seconds.\")\n", "\n", " # Log the overall evaluation time\n", " total_eval_time = time.time() - overall_start_time\n", " logger.info(f\"Overall evaluation for all models completed in {total_eval_time:.2f} seconds.\")\n", " return results\n", "\n", "\n", "# ============================ Ensemble Metrics Function ============================ #\n", "def compute_ensemble_metrics(results, ensemble_probs_dict, ensemble_labels_dict, num_models):\n", " \"\"\"\n", " Computes ensemble metrics by averaging the predicted probabilities and saves confusion matrices.\n", "\n", " Args:\n", " results (dict): Dictionary containing individual model results.\n", " ensemble_probs_dict (dict): Dictionary containing summed probabilities for ensemble.\n", " ensemble_labels_dict (dict): Dictionary containing labels for each dataset.\n", " num_models (int): Number of models in the ensemble.\n", "\n", " Returns:\n", " dict: Updated results dictionary with ensemble metrics.\n", " \"\"\"\n", " for dataset_key in ensemble_probs_dict.keys():\n", " # Average the summed probabilities\n", " ensemble_probs = ensemble_probs_dict[dataset_key] / num_models\n", " labels = ensemble_labels_dict[dataset_key]\n", "\n", " # Compute Ensemble Metrics\n", " try:\n", " ensemble_aucroc = roc_auc_score(labels, ensemble_probs)\n", " except ValueError as e:\n", " logger.error(f\"Cannot compute Ensemble AUCROC for Dataset {dataset_key}: {e}\")\n", " ensemble_aucroc = None\n", "\n", " ensemble_preds = (ensemble_probs >= 0.5).astype(int) # Threshold at 0.5\n", " ensemble_f1 = f1_score(labels, ensemble_preds, zero_division=0)\n", " ensemble_accuracy = (ensemble_preds == np.array(labels)).mean()\n", " ensemble_loss = ''\n", "\n", " # Initialize Ensemble in Results\n", " if 'Ensemble' not in results:\n", " results['Ensemble'] = {}\n", " results['Ensemble'][dataset_key] = {\n", " 'AUCROC': ensemble_aucroc,\n", " 'F1': ensemble_f1,\n", " 'Loss': ensemble_loss,\n", " 'Accuracy': ensemble_accuracy\n", " }\n", "\n", " logger.info(f'Ensemble on Dataset {dataset_key} - Loss: {ensemble_loss}, '\n", " f'Acc: {ensemble_accuracy*100:.2f}%, AUCROC: {ensemble_aucroc}, F1 Score: {ensemble_f1:.4f}')\n", "\n", " # Plot Ensemble ROC Curve\n", " if ensemble_aucroc is not None:\n", " fpr, tpr, thresholds = roc_curve(labels, ensemble_probs)\n", "\n", " # Combined plot for ROC and Confusion Matrix\n", " fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n", " \n", " # Left: ROC Curve\n", " axes[0].plot(fpr, tpr, color=colors['Ensemble'], lw=2, label=f'ROC curve (AUC = {ensemble_aucroc:.4f})')\n", " axes[0].plot([0, 1], [0, 1], color=colors['Random'], lw=2, linestyle='--')\n", " axes[0].set_xlabel('False Positive Rate')\n", " axes[0].set_ylabel('True Positive Rate')\n", " axes[0].set_title(f'Ensemble ROC Curve on Dataset {dataset_key}')\n", " axes[0].legend(loc=\"lower right\")\n", " \n", " # Right: Confusion Matrix\n", " cm = confusion_matrix(labels, ensemble_preds, normalize='true')\n", " sns.heatmap(cm, annot=True, fmt='.2f', cmap='Blues',\n", " xticklabels=['Non-Lens', 'Lens'], yticklabels=['Non-Lens', 'Lens'], ax=axes[1])\n", " axes[1].set_xlabel('Predicted')\n", " axes[1].set_ylabel('Actual')\n", " axes[1].set_title(f'Ensemble Confusion Matrix on {dataset_key}')\n", " \n", " plt.tight_layout()\n", " \n", " combined_dir = 'results/roc_confusion_matrix'\n", " os.makedirs(combined_dir, exist_ok=True)\n", " combined_filename = os.path.join(combined_dir, f\"Ensemble_roc_confusion_matrix_{dataset_key}.png\")\n", " \n", " plt.savefig(combined_filename, bbox_inches='tight')\n", " logger.info(f\"Saved Ensemble ROC and Confusion Matrix to '{combined_filename}'\")\n", " \n", " plt.show()\n", " plt.close()\n", "\n", " return results\n", "\n", " \n", "# ============================ Define Plotting Function for Aggregated ROC Curves ============================ #\n", "def plot_aggregated_roc_curves(evaluation_results, ensemble_probs_dict, ensemble_labels_dict, models_dict, datasets, colors):\n", " logger.info(f'\\n=== Plotting Aggregated ROC Curves for Each Dataset ===')\n", "\n", " for dataset_key in datasets.keys():\n", " plt.figure(figsize=(10, 8))\n", " plt.title(f'Aggregated ROC Curves for {dataset_key}', fontsize=16)\n", " \n", " # Plot each model's ROC curve\n", " for model_name, model_scores in evaluation_results.items():\n", " if dataset_key in model_scores and 'Probs' in model_scores[dataset_key]:\n", " # Use the model-specific probabilities and labels for the ROC curve\n", " model_probs = model_scores[dataset_key]['Probs'] # Retrieve stored probabilities\n", " model_labels = ensemble_labels_dict[dataset_key] # Use shared labels\n", " fpr, tpr, _ = roc_curve(model_labels, model_probs)\n", " auc = evaluation_results[model_name][dataset_key]['AUCROC']\n", " plt.plot(fpr, tpr, color=colors[model_name], lw=2, label=f'{model_name} (AUC = {auc:.4f})')\n", " else:\n", " logger.warning(f\"Missing probabilities for model {model_name} on dataset {dataset_key}. Skipping this model in the ROC plot.\")\n", "\n", " # Plot the Ensemble ROC curve\n", " if dataset_key in ensemble_probs_dict:\n", " ensemble_probs = ensemble_probs_dict[dataset_key] / len(models_dict) # Average probabilities\n", " fpr, tpr, _ = roc_curve(ensemble_labels_dict[dataset_key], ensemble_probs)\n", " auc = roc_auc_score(ensemble_labels_dict[dataset_key], ensemble_probs)\n", " plt.plot(fpr, tpr, color=colors['Ensemble'], lw=3, label=f'Ensemble (AUC = {auc:.4f})')\n", "\n", " # Plot Random baseline\n", " plt.plot([0, 1], [0, 1], color=colors['Random'], linestyle='--', label='Random (AUC = 0.5)')\n", " \n", " plt.xlabel('False Positive Rate')\n", " plt.ylabel('True Positive Rate')\n", " plt.legend(loc='lower right')\n", " \n", " # Save and show the plot\n", " roc_curve_path = os.path.join(ROC_CURVES_DIR, f'Aggregated_ROC_{dataset_key}.png')\n", " plt.savefig(roc_curve_path, bbox_inches='tight')\n", " logger.info(f'Saved aggregated ROC curve for {dataset_key} to {roc_curve_path}')\n", " plt.show()\n", " plt.close()\n", "\n", "\n", "\n", "# ============================ Main Execution ============================ #\n", "if __name__ == '__main__':\n", " # ============================ Configuration ============================ #\n", " # Device configuration\n", " device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", " logger.info(f'Using device: {device}')\n", "\n", " # Check for multiple GPUs\n", " if torch.cuda.device_count() > 1:\n", " logger.info(f'Number of GPUs available: {torch.cuda.device_count()}')\n", " else:\n", " logger.info('Single GPU or CPU available.')\n", "\n", " # Define the number of classes\n", " num_classes = 2 # Binary classification: lens vs non-lens\n", "\n", " # Define transformations with ImageNet normalization\n", " transform = transforms.Compose([\n", " transforms.Resize((224, 224)),\n", " transforms.ToTensor(),\n", " transforms.Normalize(mean=[0.485, 0.456, 0.406], # ImageNet mean\n", " std=[0.229, 0.224, 0.225]) # ImageNet std\n", " ])\n", "\n", " # ============================ Define Models ============================ #\n", " # List of model names to evaluate\n", " model_names = ['ViT', 'MLP-Mixer', 'CvT', 'Swin', 'CaiT', 'DeiT', 'DeiT3', 'Twins_SVT', 'Twins_PCPVT', 'PiT', 'Ensemble', 'Random']\n", "\n", " # Initialize models using the initialize_model function\n", " models_dict = {}\n", " for name in model_names:\n", " try:\n", " model = initialize_model(model_name=name, num_classes=num_classes, pretrained=False)\n", " models_dict[name] = model\n", " logger.info(f'Initialized model: {name}')\n", " except ValueError as ve:\n", " logger.error(ve)\n", "\n", " # ============================ Initialize Ensemble Dictionaries ============================ #\n", " # These dictionaries will store the summed probabilities and labels for each dataset\n", " ensemble_probs_dict = {}\n", " ensemble_labels_dict = {}\n", "\n", " if not datasets:\n", " logger.error(\"No datasets defined. Please define the 'datasets' dictionary with your dataset paths.\")\n", " exit(1)\n", "\n", " # ============================ Evaluate Models ============================ #\n", " evaluation_results = evaluate_on_test_datasets(\n", " models=models_dict,\n", " datasets=datasets,\n", " transform=transform,\n", " num_classes=num_classes,\n", " device=device,\n", " ensemble_probs_dict=ensemble_probs_dict,\n", " ensemble_labels_dict=ensemble_labels_dict,\n", " colors=colors\n", " )\n", "\n", " # ============================ Compute Ensemble Metrics ============================ #\n", " # Number of models successfully evaluated\n", " num_models_evaluated = len(models_dict)\n", " if num_models_evaluated == 0:\n", " logger.error(\"No models were evaluated. Exiting.\")\n", " exit(1)\n", "\n", " evaluation_results = compute_ensemble_metrics(\n", " results=evaluation_results,\n", " ensemble_probs_dict=ensemble_probs_dict,\n", " ensemble_labels_dict=ensemble_labels_dict,\n", " num_models=num_models_evaluated\n", " )\n", "\n", " # ============================ Call Aggregated ROC Curves ============================ #\n", " plot_aggregated_roc_curves(evaluation_results, ensemble_probs_dict, ensemble_labels_dict, models_dict, datasets, colors)\n", "\n", " # ============================ Display Evaluation Results ============================ #\n", " # Prepare data for DataFrame\n", " rows = []\n", "\n", " # Iterate through the evaluation results to collect model and dataset scores\n", " for model_name, datasets_scores in evaluation_results.items():\n", " for dataset_key, scores in datasets_scores.items():\n", " rows.append({\n", " 'Model': model_name,\n", " 'Dataset': dataset_key,\n", " 'Loss': scores.get('Loss', 'N/A'),\n", " 'Accuracy': scores.get('Accuracy', 'N/A'),\n", " 'AUCROC': scores.get('AUCROC', 'N/A'),\n", " 'F1': scores.get('F1', 'N/A')\n", " })\n", " \n", " # Create a DataFrame from the collected evaluation results\n", " results_df = pd.DataFrame(rows)\n", " \n", " # Display the evaluation results\n", " logger.info(\"\\n=== Evaluation Results ===\")\n", " logger.info(f\"\\n{results_df}\")\n", " \n", " # Save the evaluation results to a CSV file\n", " results_csv_path = 'results/evaluation_ensemble.csv'\n", " results_df.to_csv(results_csv_path, index=False)\n", " logger.info(f\"\\nEvaluation results saved to '{results_csv_path}'\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸ“ˆ Plot AUCROC and F1 score including results (More et al., 2024)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Extract unique models and datasets from the DataFrame\n", "models = results_df['Model'].unique()\n", "datasets = results_df['Dataset'].unique()\n", "\n", "# Initialize dictionaries to store AUCROC and F1 scores\n", "aucroc_data = {model: [] for model in models}\n", "f1_data = {model: [] for model in models}\n", "\n", "# Populate AUCROC and F1 dictionaries with data\n", "for model in models:\n", " for dataset in datasets:\n", " subset = results_df[(results_df['Model'] == model) & (results_df['Dataset'] == dataset)]\n", " if not subset.empty:\n", " aucroc_data[model].append(subset['AUCROC'].values[0])\n", " f1_data[model].append(subset['F1'].values[0])\n", " else:\n", " # If no data is available for a model-dataset pair, append NaN\n", " aucroc_data[model].append(float('nan'))\n", " f1_data[model].append(float('nan'))\n", "\n", "# Reference Data: resnet18 (timm) and resnet18 (C21)\n", "c21_aucroc = [0.97, 0.97, 0.97, 0.94, 0.96, 0.96, 1.00, 1.00, 1.00, 0.80, 0.65, 0.87]\n", "c21_f1 = [0.77, 0.74, 0.78, 0.68, 0.77, 0.59, 0.99, 1.00, 0.99, 0.18, 0.17, 0.70]\n", "\n", "output_dir = \"./results/comparison\"\n", "os.makedirs(output_dir, exist_ok=True)\n", "\n", "# Plot AUCROC Comparison with References\n", "plt.figure(figsize=(14, 8))\n", "for model in models:\n", " plt.plot(datasets, aucroc_data[model], marker='o', color=colors.get(model, 'black'), label=model)\n", "plt.plot(datasets, c21_aucroc, marker='x', linestyle='--', color='black', label='C21 Reference')\n", "plt.title(\"AUCROC Comparison Across Models and Datasets\")\n", "plt.xlabel(\"Datasets\")\n", "plt.ylabel(\"AUCROC\")\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.savefig(f\"{output_dir}/automated_aucroc_comparison_with_references.png\") # Save the plot\n", "plt.show()\n", "\n", "# Plot F1 Score Comparison with References\n", "plt.figure(figsize=(14, 8))\n", "for model in models:\n", " plt.plot(datasets, f1_data[model], marker='o', color=colors.get(model, 'black'), label=model)\n", "plt.plot(datasets, c21_f1, marker='x', linestyle='--', color='black', label='C21 Reference')\n", "plt.title(\"F1 Score Comparison Across Models and Datasets\")\n", "plt.xlabel(\"Datasets\")\n", "plt.ylabel(\"F1 Score\")\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.savefig(f\"{output_dir}/automated_f1_score_comparison_with_references.png\") # Save the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## πŸ₯‡πŸ₯ˆπŸ₯‰πŸŽ–οΈπŸŽ–οΈ Top 5" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compute mean AUCROC and F1 for each model\n", "model_means = {\n", " model: {\n", " 'Mean AUCROC': np.mean(aucroc_data[model]),\n", " 'Mean F1': np.mean(f1_data[model])\n", " }\n", " for model in models\n", "}\n", "\n", "# Convert to a DataFrame for easier processing\n", "model_means_df = pd.DataFrame.from_dict(model_means, orient='index').reset_index()\n", "model_means_df.columns = ['Model', 'Mean AUCROC', 'Mean F1']\n", "\n", "# Identify top 5 models for AUCROC and F1\n", "top_5_aucroc_models = model_means_df.sort_values(by='Mean AUCROC', ascending=False).head(5)['Model'].values\n", "top_5_f1_models = model_means_df.sort_values(by='Mean F1', ascending=False).head(5)['Model'].values\n", "\n", "# Plot AUCROC Comparison for top 5 models\n", "plt.figure(figsize=(14, 8))\n", "for model in top_5_aucroc_models:\n", " plt.plot(datasets, aucroc_data[model], marker='o', color=colors.get(model, 'black'), label=model)\n", "plt.plot(datasets, c21_aucroc, marker='x', linestyle='--', color='black', label='C21 Reference')\n", "plt.title(\"AUCROC Comparison (Top 5 Models)\")\n", "plt.xlabel(\"Datasets\")\n", "plt.ylabel(\"AUCROC\")\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.savefig(f\"{output_dir}/top5_aucroc_comparison_with_references.png\")\n", "plt.show()\n", "\n", "# Plot F1 Score Comparison for top 5 models\n", "plt.figure(figsize=(14, 8))\n", "for model in top_5_f1_models:\n", " plt.plot(datasets, f1_data[model], marker='o', color=colors.get(model, 'black'), label=model)\n", "plt.plot(datasets, c21_f1, marker='x', linestyle='--', color='black', label='C21 Reference')\n", "plt.title(\"F1 Score Comparison (Top 5 Models)\")\n", "plt.xlabel(\"Datasets\")\n", "plt.ylabel(\"F1 Score\")\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.savefig(f\"{output_dir}/top5_f1_score_comparison_with_references.png\")\n", "plt.show()\n" ] } ], "metadata": { "accelerator": "GPU", "colab": { "authorship_tag": "ABX9TyO5Mx7Sr/OXUckYvMxnOoH+", "collapsed_sections": [ "9R0WNVY09x6J", "DZ-9W8SzIoPe", "GSY64MkTIMcl", "hFqbYQqyJ6u4", "bmeku7_D0b83", "F-HQ5rCj0rJp", "PyHf9kgo0wqf", "Z1P01Fym10-5", "Ct1egKIG4sTp", "voFYPBDw4ntk" ], "gpuType": "A100", "include_colab_link": true, "machine_shape": "hm", "mount_file_id": "1uKH8FARHAXdqLXeh0VLAbHygNdnUlLcW", "provenance": [] }, "kernelspec": { "display_name": "vit", "language": "python", "name": "vit" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.19" } }, "nbformat": 4, "nbformat_minor": 4 }